From 5c9473874c00c8d205788d12a3d35f0cf2136b84 Mon Sep 17 00:00:00 2001
From: Tanaro Laptop <tanaro.schaedler@uni-ulm.de>
Date: Sat, 20 Jan 2024 01:50:27 +0100
Subject: [PATCH 001/378] change max_tokens type to int

---
 litellm/main.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/main.py b/litellm/main.py
index 2fef048a6981..407e851f5b63 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -366,7 +366,7 @@ def completion(
     n: Optional[int] = None,
     stream: Optional[bool] = None,
     stop=None,
-    max_tokens: Optional[float] = None,
+    max_tokens: Optional[int] = None,
     presence_penalty: Optional[float] = None,
     frequency_penalty: Optional[float] = None,
     logit_bias: Optional[dict] = None,

From b69cb2c773ce0fb06835dd7594329cbe6ca88556 Mon Sep 17 00:00:00 2001
From: TanaroSch <tanaro.schaedler@uni-ulm.de>
Date: Tue, 6 Feb 2024 11:19:28 +0100
Subject: [PATCH 002/378] change max_tokens float to int

---
 docs/my-website/docs/completion/input.md | 2 +-
 litellm/main.py                          | 4 ++--
 litellm/types/completion.py              | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/my-website/docs/completion/input.md b/docs/my-website/docs/completion/input.md
index 676e4d23265e..445fd072bae2 100644
--- a/docs/my-website/docs/completion/input.md
+++ b/docs/my-website/docs/completion/input.md
@@ -73,7 +73,7 @@ def completion(
     n: Optional[int] = None,
     stream: Optional[bool] = None,
     stop=None,
-    max_tokens: Optional[float] = None,
+    max_tokens: Optional[int] = None,
     presence_penalty: Optional[float] = None,
     frequency_penalty: Optional[float] = None,
     logit_bias: Optional[dict] = None,
diff --git a/litellm/main.py b/litellm/main.py
index 407e851f5b63..fb7574b06387 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -143,7 +143,7 @@ async def acompletion(
     n: Optional[int] = None,
     stream: Optional[bool] = None,
     stop=None,
-    max_tokens: Optional[float] = None,
+    max_tokens: Optional[int] = None,
     presence_penalty: Optional[float] = None,
     frequency_penalty: Optional[float] = None,
     logit_bias: Optional[dict] = None,
@@ -1884,7 +1884,7 @@ def batch_completion(
     n: Optional[int] = None,
     stream: Optional[bool] = None,
     stop=None,
-    max_tokens: Optional[float] = None,
+    max_tokens: Optional[int] = None,
     presence_penalty: Optional[float] = None,
     frequency_penalty: Optional[float] = None,
     logit_bias: Optional[dict] = None,
diff --git a/litellm/types/completion.py b/litellm/types/completion.py
index 5eac90575601..3ce441880c5b 100644
--- a/litellm/types/completion.py
+++ b/litellm/types/completion.py
@@ -12,7 +12,7 @@ class CompletionRequest(BaseModel):
     n: Optional[int] = None
     stream: Optional[bool] = None
     stop: Optional[dict] = None
-    max_tokens: Optional[float] = None
+    max_tokens: Optional[int] = None
     presence_penalty: Optional[float] = None
     frequency_penalty: Optional[float] = None
     logit_bias: Optional[dict] = None

From 872ff6176d506dfb4f7e2ee8d22505c98b96c6c6 Mon Sep 17 00:00:00 2001
From: Lucca Zenobio <lucca.zenobio@ifood.com.br>
Date: Wed, 20 Mar 2024 15:22:23 -0300
Subject: [PATCH 003/378] updates

---
 litellm/llms/prompt_templates/factory.py | 6 +++---
 litellm/utils.py                         | 5 ++++-
 2 files changed, 7 insertions(+), 4 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index b23f10315102..abe340e7d109 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -604,13 +604,13 @@ def convert_to_anthropic_tool_result(message: dict) -> str:
 def convert_to_anthropic_tool_invoke(tool_calls: list) -> str:
     invokes = ""
     for tool in tool_calls:
-        if tool["type"] != "function":
+        if tool.type != "function":
             continue
 
-        tool_name = tool["function"]["name"]
+        tool_name = tool.function.name
         parameters = "".join(
             f"<{param}>{val}</{param}>\n"
-            for param, val in json.loads(tool["function"]["arguments"]).items()
+            for param, val in json.loads(tool.function.arguments).items()
         )
         invokes += (
             "<invoke>\n"
diff --git a/litellm/utils.py b/litellm/utils.py
index a8c0031812ef..57327473d88f 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -271,7 +271,10 @@ def __init__(
         if tool_calls is not None:
             self.tool_calls = []
             for tool_call in tool_calls:
-                self.tool_calls.append(ChatCompletionMessageToolCall(**tool_call))
+                if isinstance(tool_call, dict):
+                    self.tool_calls.append(ChatCompletionMessageToolCall(**tool_call))
+                else:
+                    self.tool_calls.append(tool_call)
 
         if logprobs is not None:
             self._logprobs = logprobs

From 0c0780be83c7a4559684d44c538fea6a5b07cad3 Mon Sep 17 00:00:00 2001
From: Lucca Zenobio <lucca.zenobio@ifood.com.br>
Date: Thu, 21 Mar 2024 10:43:27 -0300
Subject: [PATCH 004/378] extra headers

---
 litellm/llms/bedrock.py                  | 15 ++++++++++++++-
 litellm/llms/prompt_templates/factory.py |  9 +++++----
 litellm/main.py                          |  1 +
 litellm/utils.py                         |  2 +-
 4 files changed, 21 insertions(+), 6 deletions(-)

diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py
index 0f52d3abc422..a32cee381ec0 100644
--- a/litellm/llms/bedrock.py
+++ b/litellm/llms/bedrock.py
@@ -495,6 +495,15 @@ def get_config(cls):
         }
 
 
+def add_custom_header(headers):
+    """Closure to capture the headers and add them."""
+    def callback(request, **kwargs):
+        """Actual callback function that Boto3 will call."""
+        for header_name, header_value in headers.items():
+            request.headers.add_header(header_name, header_value)
+    return callback
+
+
 def init_bedrock_client(
     region_name=None,
     aws_access_key_id: Optional[str] = None,
@@ -504,12 +513,12 @@ def init_bedrock_client(
     aws_session_name: Optional[str] = None,
     aws_profile_name: Optional[str] = None,
     aws_role_name: Optional[str] = None,
+    extra_headers: Optional[dict] = None,
     timeout: Optional[int] = None,
 ):
     # check for custom AWS_REGION_NAME and use it if not passed to init_bedrock_client
     litellm_aws_region_name = get_secret("AWS_REGION_NAME", None)
     standard_aws_region_name = get_secret("AWS_REGION", None)
-
     ## CHECK IS  'os.environ/' passed in
     # Define the list of parameters to check
     params_to_check = [
@@ -618,6 +627,8 @@ def init_bedrock_client(
             endpoint_url=endpoint_url,
             config=config,
         )
+    if extra_headers:
+        client.meta.events.register('before-sign.bedrock-runtime.*', add_custom_header(extra_headers))
 
     return client
 
@@ -677,6 +688,7 @@ def completion(
     litellm_params=None,
     logger_fn=None,
     timeout=None,
+    extra_headers: Optional[dict] = None,
 ):
     exception_mapping_worked = False
     try:
@@ -704,6 +716,7 @@ def completion(
                 aws_role_name=aws_role_name,
                 aws_session_name=aws_session_name,
                 aws_profile_name=aws_profile_name,
+                extra_headers=extra_headers,
                 timeout=timeout,
             )
 
diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index abe340e7d109..a09b988a575c 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -604,13 +604,14 @@ def convert_to_anthropic_tool_result(message: dict) -> str:
 def convert_to_anthropic_tool_invoke(tool_calls: list) -> str:
     invokes = ""
     for tool in tool_calls:
-        if tool.type != "function":
+        tool = dict(tool)
+        if tool["type"] != "function":
             continue
-
-        tool_name = tool.function.name
+        tool_function = dict(tool["function"])
+        tool_name = tool_function["name"]
         parameters = "".join(
             f"<{param}>{val}</{param}>\n"
-            for param, val in json.loads(tool.function.arguments).items()
+            for param, val in json.loads(tool_function["arguments"]).items()
         )
         invokes += (
             "<invoke>\n"
diff --git a/litellm/main.py b/litellm/main.py
index 724190391c59..dceaf9bf5c86 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -1749,6 +1749,7 @@ def completion(
                 logger_fn=logger_fn,
                 encoding=encoding,
                 logging_obj=logging,
+                extra_headers=extra_headers,
                 timeout=timeout,
             )
 
diff --git a/litellm/utils.py b/litellm/utils.py
index 57327473d88f..4124ea4370a6 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5146,7 +5146,7 @@ def get_supported_openai_params(model: str, custom_llm_provider: str):
     """
     if custom_llm_provider == "bedrock":
         if model.startswith("anthropic.claude-3"):
-            return litellm.AmazonAnthropicClaude3Config().get_supported_openai_params()
+            return litellm.AmazonAnthropicClaude3Config().get_supported_openai_params() + ["extra_headers"]
         elif model.startswith("anthropic"):
             return litellm.AmazonAnthropicConfig().get_supported_openai_params()
         elif model.startswith("ai21"):

From cda78a5da0b2d705fb5ac56193c7508dc1ba7c4f Mon Sep 17 00:00:00 2001
From: Lucca Zenobio <lucca.zenobio@ifood.com.br>
Date: Mon, 25 Mar 2024 13:08:17 -0300
Subject: [PATCH 005/378] update

---
 litellm/llms/bedrock.py | 2 +-
 litellm/utils.py        | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py
index a32cee381ec0..d13301910cfc 100644
--- a/litellm/llms/bedrock.py
+++ b/litellm/llms/bedrock.py
@@ -128,7 +128,7 @@ def get_config(cls):
         }
 
     def get_supported_openai_params(self):
-        return ["max_tokens", "tools", "tool_choice", "stream"]
+        return ["max_tokens", "tools", "tool_choice", "stream", "extra_headers"]
 
     def map_openai_params(self, non_default_params: dict, optional_params: dict):
         for param, value in non_default_params.items():
diff --git a/litellm/utils.py b/litellm/utils.py
index 4124ea4370a6..57327473d88f 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5146,7 +5146,7 @@ def get_supported_openai_params(model: str, custom_llm_provider: str):
     """
     if custom_llm_provider == "bedrock":
         if model.startswith("anthropic.claude-3"):
-            return litellm.AmazonAnthropicClaude3Config().get_supported_openai_params() + ["extra_headers"]
+            return litellm.AmazonAnthropicClaude3Config().get_supported_openai_params()
         elif model.startswith("anthropic"):
             return litellm.AmazonAnthropicConfig().get_supported_openai_params()
         elif model.startswith("ai21"):

From a9e2ef62125c462cc62d824f3d90bbc1d0366dfe Mon Sep 17 00:00:00 2001
From: Lucca Zenobio <lucca.zenobio@ifood.com.br>
Date: Mon, 29 Apr 2024 10:05:30 -0300
Subject: [PATCH 006/378] test

---
 litellm/tests/test_bedrock_completion.py | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/litellm/tests/test_bedrock_completion.py b/litellm/tests/test_bedrock_completion.py
index ca2ffea5f527..2aab8a3b440c 100644
--- a/litellm/tests/test_bedrock_completion.py
+++ b/litellm/tests/test_bedrock_completion.py
@@ -207,6 +207,25 @@ def test_completion_bedrock_claude_sts_client_auth():
 # test_completion_bedrock_claude_sts_client_auth()
 
 
+def test_bedrock_extra_headers():
+    try:
+        litellm.set_verbose = True
+        response: ModelResponse = completion(
+            model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0",
+            messages=messages,
+            max_tokens=10,
+            temperature=0.78,
+            extra_headers={"x-key": "x_key_value"}
+        )
+        # Add any assertions here to check the response
+        assert len(response.choices) > 0
+        assert len(response.choices[0].message.content) > 0
+    except RateLimitError:
+        pass
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
+
 def test_bedrock_claude_3():
     try:
         litellm.set_verbose = True

From dd166680d173379231f52ca0bb0b41478106f5aa Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Tue, 30 Apr 2024 15:07:10 -0700
Subject: [PATCH 007/378] Move chat_completions before completions

so that the `chat_completions` route is defined before the `completions` route.
This is necessary because the `chat_completions` route is more
specific than the `completions` route, and the order of route definitions
matters in FastAPI.

Without this, doing a request to
`/openai/deployments/{model_in_url}/chat/completions` might trigger
`completions` being called (with `model` set to `{model_in_url}/chat` instead of
`chat_completions` getting called, which is the correct function.

Fixes: GH-3372
---
 litellm/proxy/proxy_server.py | 332 +++++++++++++++++-----------------
 1 file changed, 166 insertions(+), 166 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 29f3c41dba95..11c5d01e208b 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3371,172 +3371,6 @@ def model_list(
     )
 
 
-@router.post(
-    "/v1/completions", dependencies=[Depends(user_api_key_auth)], tags=["completions"]
-)
-@router.post(
-    "/completions", dependencies=[Depends(user_api_key_auth)], tags=["completions"]
-)
-@router.post(
-    "/engines/{model:path}/completions",
-    dependencies=[Depends(user_api_key_auth)],
-    tags=["completions"],
-)
-@router.post(
-    "/openai/deployments/{model:path}/completions",
-    dependencies=[Depends(user_api_key_auth)],
-    tags=["completions"],
-)
-async def completion(
-    request: Request,
-    fastapi_response: Response,
-    model: Optional[str] = None,
-    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
-):
-    global user_temperature, user_request_timeout, user_max_tokens, user_api_base
-    try:
-        body = await request.body()
-        body_str = body.decode()
-        try:
-            data = ast.literal_eval(body_str)
-        except:
-            data = json.loads(body_str)
-
-        data["user"] = data.get("user", user_api_key_dict.user_id)
-        data["model"] = (
-            general_settings.get("completion_model", None)  # server default
-            or user_model  # model name passed via cli args
-            or model  # for azure deployments
-            or data["model"]  # default passed in http request
-        )
-        if user_model:
-            data["model"] = user_model
-        if "metadata" not in data:
-            data["metadata"] = {}
-        data["metadata"]["user_api_key"] = user_api_key_dict.api_key
-        data["metadata"]["user_api_key_metadata"] = user_api_key_dict.metadata
-        data["metadata"]["user_api_key_alias"] = getattr(
-            user_api_key_dict, "key_alias", None
-        )
-        data["metadata"]["user_api_key_user_id"] = user_api_key_dict.user_id
-        data["metadata"]["user_api_key_team_id"] = getattr(
-            user_api_key_dict, "team_id", None
-        )
-        data["metadata"]["user_api_key_team_alias"] = getattr(
-            user_api_key_dict, "team_alias", None
-        )
-        _headers = dict(request.headers)
-        _headers.pop(
-            "authorization", None
-        )  # do not store the original `sk-..` api key in the db
-        data["metadata"]["headers"] = _headers
-        data["metadata"]["endpoint"] = str(request.url)
-
-        # override with user settings, these are params passed via cli
-        if user_temperature:
-            data["temperature"] = user_temperature
-        if user_request_timeout:
-            data["request_timeout"] = user_request_timeout
-        if user_max_tokens:
-            data["max_tokens"] = user_max_tokens
-        if user_api_base:
-            data["api_base"] = user_api_base
-
-        ### MODEL ALIAS MAPPING ###
-        # check if model name in model alias map
-        # get the actual model name
-        if data["model"] in litellm.model_alias_map:
-            data["model"] = litellm.model_alias_map[data["model"]]
-
-        ### CALL HOOKS ### - modify incoming data before calling the model
-        data = await proxy_logging_obj.pre_call_hook(
-            user_api_key_dict=user_api_key_dict, data=data, call_type="completion"
-        )
-
-        ### ROUTE THE REQUESTs ###
-        router_model_names = llm_router.model_names if llm_router is not None else []
-        # skip router if user passed their key
-        if "api_key" in data:
-            response = await litellm.atext_completion(**data)
-        elif (
-            llm_router is not None and data["model"] in router_model_names
-        ):  # model in router model list
-            response = await llm_router.atext_completion(**data)
-        elif (
-            llm_router is not None
-            and llm_router.model_group_alias is not None
-            and data["model"] in llm_router.model_group_alias
-        ):  # model set in model_group_alias
-            response = await llm_router.atext_completion(**data)
-        elif (
-            llm_router is not None and data["model"] in llm_router.deployment_names
-        ):  # model in router deployments, calling a specific deployment on the router
-            response = await llm_router.atext_completion(
-                **data, specific_deployment=True
-            )
-        elif (
-            llm_router is not None
-            and data["model"] not in router_model_names
-            and llm_router.default_deployment is not None
-        ):  # model in router deployments, calling a specific deployment on the router
-            response = await llm_router.atext_completion(**data)
-        elif user_model is not None:  # `litellm --model <your-model-name>`
-            response = await litellm.atext_completion(**data)
-        else:
-            raise HTTPException(
-                status_code=status.HTTP_400_BAD_REQUEST,
-                detail={
-                    "error": "Invalid model name passed in model="
-                    + data.get("model", "")
-                },
-            )
-
-        if hasattr(response, "_hidden_params"):
-            model_id = response._hidden_params.get("model_id", None) or ""
-            original_response = (
-                response._hidden_params.get("original_response", None) or ""
-            )
-        else:
-            model_id = ""
-            original_response = ""
-
-        verbose_proxy_logger.debug("final response: %s", response)
-        if (
-            "stream" in data and data["stream"] == True
-        ):  # use generate_responses to stream responses
-            custom_headers = {
-                "x-litellm-model-id": model_id,
-            }
-            selected_data_generator = select_data_generator(
-                response=response, user_api_key_dict=user_api_key_dict
-            )
-
-            return StreamingResponse(
-                selected_data_generator,
-                media_type="text/event-stream",
-                headers=custom_headers,
-            )
-
-        fastapi_response.headers["x-litellm-model-id"] = model_id
-        return response
-    except Exception as e:
-        data["litellm_status"] = "fail"  # used for alerting
-        verbose_proxy_logger.debug("EXCEPTION RAISED IN PROXY MAIN.PY")
-        verbose_proxy_logger.debug(
-            "\033[1;31mAn error occurred: %s\n\n Debug this by setting `--debug`, e.g. `litellm --model gpt-3.5-turbo --debug`",
-            e,
-        )
-        traceback.print_exc()
-        error_traceback = traceback.format_exc()
-        error_msg = f"{str(e)}"
-        raise ProxyException(
-            message=getattr(e, "message", error_msg),
-            type=getattr(e, "type", "None"),
-            param=getattr(e, "param", "None"),
-            code=getattr(e, "status_code", 500),
-        )
-
-
 @router.post(
     "/v1/chat/completions",
     dependencies=[Depends(user_api_key_auth)],
@@ -3809,6 +3643,172 @@ async def chat_completion(
         )
 
 
+@router.post(
+    "/v1/completions", dependencies=[Depends(user_api_key_auth)], tags=["completions"]
+)
+@router.post(
+    "/completions", dependencies=[Depends(user_api_key_auth)], tags=["completions"]
+)
+@router.post(
+    "/engines/{model:path}/completions",
+    dependencies=[Depends(user_api_key_auth)],
+    tags=["completions"],
+)
+@router.post(
+    "/openai/deployments/{model:path}/completions",
+    dependencies=[Depends(user_api_key_auth)],
+    tags=["completions"],
+)
+async def completion(
+    request: Request,
+    fastapi_response: Response,
+    model: Optional[str] = None,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+):
+    global user_temperature, user_request_timeout, user_max_tokens, user_api_base
+    try:
+        body = await request.body()
+        body_str = body.decode()
+        try:
+            data = ast.literal_eval(body_str)
+        except:
+            data = json.loads(body_str)
+
+        data["user"] = data.get("user", user_api_key_dict.user_id)
+        data["model"] = (
+            general_settings.get("completion_model", None)  # server default
+            or user_model  # model name passed via cli args
+            or model  # for azure deployments
+            or data["model"]  # default passed in http request
+        )
+        if user_model:
+            data["model"] = user_model
+        if "metadata" not in data:
+            data["metadata"] = {}
+        data["metadata"]["user_api_key"] = user_api_key_dict.api_key
+        data["metadata"]["user_api_key_metadata"] = user_api_key_dict.metadata
+        data["metadata"]["user_api_key_alias"] = getattr(
+            user_api_key_dict, "key_alias", None
+        )
+        data["metadata"]["user_api_key_user_id"] = user_api_key_dict.user_id
+        data["metadata"]["user_api_key_team_id"] = getattr(
+            user_api_key_dict, "team_id", None
+        )
+        data["metadata"]["user_api_key_team_alias"] = getattr(
+            user_api_key_dict, "team_alias", None
+        )
+        _headers = dict(request.headers)
+        _headers.pop(
+            "authorization", None
+        )  # do not store the original `sk-..` api key in the db
+        data["metadata"]["headers"] = _headers
+        data["metadata"]["endpoint"] = str(request.url)
+
+        # override with user settings, these are params passed via cli
+        if user_temperature:
+            data["temperature"] = user_temperature
+        if user_request_timeout:
+            data["request_timeout"] = user_request_timeout
+        if user_max_tokens:
+            data["max_tokens"] = user_max_tokens
+        if user_api_base:
+            data["api_base"] = user_api_base
+
+        ### MODEL ALIAS MAPPING ###
+        # check if model name in model alias map
+        # get the actual model name
+        if data["model"] in litellm.model_alias_map:
+            data["model"] = litellm.model_alias_map[data["model"]]
+
+        ### CALL HOOKS ### - modify incoming data before calling the model
+        data = await proxy_logging_obj.pre_call_hook(
+            user_api_key_dict=user_api_key_dict, data=data, call_type="completion"
+        )
+
+        ### ROUTE THE REQUESTs ###
+        router_model_names = llm_router.model_names if llm_router is not None else []
+        # skip router if user passed their key
+        if "api_key" in data:
+            response = await litellm.atext_completion(**data)
+        elif (
+            llm_router is not None and data["model"] in router_model_names
+        ):  # model in router model list
+            response = await llm_router.atext_completion(**data)
+        elif (
+            llm_router is not None
+            and llm_router.model_group_alias is not None
+            and data["model"] in llm_router.model_group_alias
+        ):  # model set in model_group_alias
+            response = await llm_router.atext_completion(**data)
+        elif (
+            llm_router is not None and data["model"] in llm_router.deployment_names
+        ):  # model in router deployments, calling a specific deployment on the router
+            response = await llm_router.atext_completion(
+                **data, specific_deployment=True
+            )
+        elif (
+            llm_router is not None
+            and data["model"] not in router_model_names
+            and llm_router.default_deployment is not None
+        ):  # model in router deployments, calling a specific deployment on the router
+            response = await llm_router.atext_completion(**data)
+        elif user_model is not None:  # `litellm --model <your-model-name>`
+            response = await litellm.atext_completion(**data)
+        else:
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail={
+                    "error": "Invalid model name passed in model="
+                    + data.get("model", "")
+                },
+            )
+
+        if hasattr(response, "_hidden_params"):
+            model_id = response._hidden_params.get("model_id", None) or ""
+            original_response = (
+                response._hidden_params.get("original_response", None) or ""
+            )
+        else:
+            model_id = ""
+            original_response = ""
+
+        verbose_proxy_logger.debug("final response: %s", response)
+        if (
+            "stream" in data and data["stream"] == True
+        ):  # use generate_responses to stream responses
+            custom_headers = {
+                "x-litellm-model-id": model_id,
+            }
+            selected_data_generator = select_data_generator(
+                response=response, user_api_key_dict=user_api_key_dict
+            )
+
+            return StreamingResponse(
+                selected_data_generator,
+                media_type="text/event-stream",
+                headers=custom_headers,
+            )
+
+        fastapi_response.headers["x-litellm-model-id"] = model_id
+        return response
+    except Exception as e:
+        data["litellm_status"] = "fail"  # used for alerting
+        verbose_proxy_logger.debug("EXCEPTION RAISED IN PROXY MAIN.PY")
+        verbose_proxy_logger.debug(
+            "\033[1;31mAn error occurred: %s\n\n Debug this by setting `--debug`, e.g. `litellm --model gpt-3.5-turbo --debug`",
+            e,
+        )
+        traceback.print_exc()
+        error_traceback = traceback.format_exc()
+        error_msg = f"{str(e)}"
+        raise ProxyException(
+            message=getattr(e, "message", error_msg),
+            type=getattr(e, "type", "None"),
+            param=getattr(e, "param", "None"),
+            code=getattr(e, "status_code", 500),
+        )
+
+
 @router.post(
     "/v1/embeddings",
     dependencies=[Depends(user_api_key_auth)],

From 2fd2e811fdf21287afe9c24f3e7b369f0b4206f2 Mon Sep 17 00:00:00 2001
From: Christian Privitelli <40876121+Priva28@users.noreply.github.com>
Date: Thu, 2 May 2024 14:05:38 +1000
Subject: [PATCH 008/378] add llama3 tokenizer and support for custom tokenizer

---
 litellm/utils.py | 42 +++++++++++++++++++++++++++++++++++++++---
 1 file changed, 39 insertions(+), 3 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 6243195ef8c8..f32e6ed9b21b 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -3687,6 +3687,10 @@ def _select_tokenizer(model: str):
     elif "llama-2" in model.lower() or "replicate" in model.lower():
         tokenizer = Tokenizer.from_pretrained("hf-internal-testing/llama-tokenizer")
         return {"type": "huggingface_tokenizer", "tokenizer": tokenizer}
+    # llama3
+    elif "llama-3" in model.lower():
+        tokenizer = Tokenizer.from_pretrained("Xenova/llama-3-tokenizer")
+        return {"type": "huggingface_tokenizer", "tokenizer": tokenizer}
     # default - tiktoken
     else:
         return {"type": "openai_tokenizer", "tokenizer": encoding}
@@ -3881,10 +3885,41 @@ def calculage_img_tokens(
         tile_tokens = (base_tokens * 2) * tiles_needed_high_res
         total_tokens = base_tokens + tile_tokens
         return total_tokens
+    
+
+def create_pretrained_tokenizer(
+    identifier: str, 
+    revision="main", 
+    auth_token: Optional[str] = None
+):
+    """
+    Creates a tokenizer from an existing file on a HuggingFace repository to be used with `token_counter`.
+
+    Args:
+    identifier (str): The identifier of a Model on the Hugging Face Hub, that contains a tokenizer.json file
+    revision (str, defaults to main): A branch or commit id
+    auth_token (str, optional, defaults to None): An optional auth token used to access private repositories on the Hugging Face Hub
+    """
+
+    tokenizer = Tokenizer.from_pretrained(identifier, revision=revision, auth_token=auth_token)
+    return {"type": "huggingface_tokenizer", "tokenizer": tokenizer}
+
+
+def create_tokenizer(json: str):
+    """
+    Creates a tokenizer from a valid JSON string for use with `token_counter`.
+
+    Args:
+    json (str): A valid JSON string representing a previously serialized tokenizer
+    """
+
+    tokenizer = Tokenizer.from_str(json)
+    return {"type": "huggingface_tokenizer", "tokenizer": tokenizer}
 
 
 def token_counter(
     model="",
+    custom_tokenizer: Optional[dict] = None,
     text: Optional[Union[str, List[str]]] = None,
     messages: Optional[List] = None,
     count_response_tokens: Optional[bool] = False,
@@ -3894,13 +3929,14 @@ def token_counter(
 
     Args:
     model (str): The name of the model to use for tokenization. Default is an empty string.
+    tokenizer (Optional[dict]): A custom tokenizer created with the `create_pretrained_tokenizer` or `create_tokenizer` method. Must be a dictionary with a string value for `type` and Tokenizer for `tokenizer`. Default is None.
     text (str): The raw text string to be passed to the model. Default is None.
     messages (Optional[List[Dict[str, str]]]): Alternative to passing in text. A list of dictionaries representing messages with "role" and "content" keys. Default is None.
 
     Returns:
     int: The number of tokens in the text.
     """
-    # use tiktoken, anthropic, cohere or llama2's tokenizer depending on the model
+    # use tiktoken, anthropic, cohere, llama2, or llama3's tokenizer depending on the model
     is_tool_call = False
     num_tokens = 0
     if text == None:
@@ -3942,8 +3978,8 @@ def token_counter(
     elif isinstance(text, str):
         count_response_tokens = True  # user just trying to count tokens for a text. don't add the chat_ml +3 tokens to this
 
-    if model is not None:
-        tokenizer_json = _select_tokenizer(model=model)
+    if model is not None or custom_tokenizer is not None:
+        tokenizer_json = custom_tokenizer or _select_tokenizer(model=model)
         if tokenizer_json["type"] == "huggingface_tokenizer":
             print_verbose(
                 f"Token Counter - using hugging face token counter, for model={model}"

From b4d4b42cfaa809be25f537422d7173385231ce01 Mon Sep 17 00:00:00 2001
From: Christian Privitelli <40876121+Priva28@users.noreply.github.com>
Date: Thu, 2 May 2024 14:11:03 +1000
Subject: [PATCH 009/378] fix docs

---
 litellm/utils.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index f32e6ed9b21b..b527972ba7c6 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -3899,6 +3899,9 @@ def create_pretrained_tokenizer(
     identifier (str): The identifier of a Model on the Hugging Face Hub, that contains a tokenizer.json file
     revision (str, defaults to main): A branch or commit id
     auth_token (str, optional, defaults to None): An optional auth token used to access private repositories on the Hugging Face Hub
+
+    Returns:
+    dict: A dictionary with the tokenizer and its type.
     """
 
     tokenizer = Tokenizer.from_pretrained(identifier, revision=revision, auth_token=auth_token)
@@ -3911,6 +3914,9 @@ def create_tokenizer(json: str):
 
     Args:
     json (str): A valid JSON string representing a previously serialized tokenizer
+
+    Returns:
+    dict: A dictionary with the tokenizer and its type.
     """
 
     tokenizer = Tokenizer.from_str(json)
@@ -3929,7 +3935,7 @@ def token_counter(
 
     Args:
     model (str): The name of the model to use for tokenization. Default is an empty string.
-    tokenizer (Optional[dict]): A custom tokenizer created with the `create_pretrained_tokenizer` or `create_tokenizer` method. Must be a dictionary with a string value for `type` and Tokenizer for `tokenizer`. Default is None.
+    custom_tokenizer (Optional[dict]): A custom tokenizer created with the `create_pretrained_tokenizer` or `create_tokenizer` method. Must be a dictionary with a string value for `type` and Tokenizer for `tokenizer`. Default is None.
     text (str): The raw text string to be passed to the model. Default is None.
     messages (Optional[List[Dict[str, str]]]): Alternative to passing in text. A list of dictionaries representing messages with "role" and "content" keys. Default is None.
 

From 3449a5e446ea38fb0a1c545a46e1515e729f907c Mon Sep 17 00:00:00 2001
From: Christian Privitelli <40876121+Priva28@users.noreply.github.com>
Date: Thu, 2 May 2024 14:56:38 +1000
Subject: [PATCH 010/378] update docs, allow use with encode/decode

---
 .../my-website/docs/completion/token_usage.md | 45 +++++++++++++------
 litellm/utils.py                              |  9 ++--
 2 files changed, 36 insertions(+), 18 deletions(-)

diff --git a/docs/my-website/docs/completion/token_usage.md b/docs/my-website/docs/completion/token_usage.md
index 626973c57be0..807ccfd91ec8 100644
--- a/docs/my-website/docs/completion/token_usage.md
+++ b/docs/my-website/docs/completion/token_usage.md
@@ -1,7 +1,7 @@
 # Completion Token Usage & Cost
 By default LiteLLM returns token usage in all completion requests ([See here](https://litellm.readthedocs.io/en/latest/output/))
 
-However, we also expose 5 helper functions + **[NEW]** an API to calculate token usage across providers:
+However, we also expose some helper functions + **[NEW]** an API to calculate token usage across providers:
 
 - `encode`: This encodes the text passed in, using the model-specific tokenizer. [**Jump to code**](#1-encode)
 
@@ -9,17 +9,19 @@ However, we also expose 5 helper functions + **[NEW]** an API to calculate token
 
 - `token_counter`: This returns the number of tokens for a given input - it uses the tokenizer based on the model, and defaults to tiktoken if no model-specific tokenizer is available. [**Jump to code**](#3-token_counter)
 
-- `cost_per_token`: This returns the cost (in USD) for prompt (input) and completion (output) tokens. Uses the live list from `api.litellm.ai`. [**Jump to code**](#4-cost_per_token)
+- `create_pretrained_tokenizer` and `create_tokenizer`: LiteLLM provides default tokenizer support for OpenAI, Cohere, Anthropic, Llama2, and Llama3 models. If you are using a different model, you can create a custom tokenizer and pass it as `custom_tokenizer` to the `encode`, `decode`, and `token_counter` methods. [**Jump to code**](#4-create_pretrained_tokenizer-and-create_tokenizer)
 
-- `completion_cost`: This returns the overall cost (in USD) for a given LLM API Call. It combines `token_counter` and `cost_per_token` to return the cost for that query (counting both cost of input and output). [**Jump to code**](#5-completion_cost)
+- `cost_per_token`: This returns the cost (in USD) for prompt (input) and completion (output) tokens. Uses the live list from `api.litellm.ai`. [**Jump to code**](#5-cost_per_token)
 
-- `get_max_tokens`: This returns the maximum number of tokens allowed for the given model. [**Jump to code**](#6-get_max_tokens)
+- `completion_cost`: This returns the overall cost (in USD) for a given LLM API Call. It combines `token_counter` and `cost_per_token` to return the cost for that query (counting both cost of input and output). [**Jump to code**](#6-completion_cost)
 
-- `model_cost`: This returns a dictionary for all models, with their max_tokens, input_cost_per_token and output_cost_per_token. It uses the `api.litellm.ai` call shown below. [**Jump to code**](#7-model_cost)
+- `get_max_tokens`: This returns the maximum number of tokens allowed for the given model. [**Jump to code**](#7-get_max_tokens)
 
-- `register_model`: This registers new / overrides existing models (and their pricing details) in the model cost dictionary. [**Jump to code**](#8-register_model)
+- `model_cost`: This returns a dictionary for all models, with their max_tokens, input_cost_per_token and output_cost_per_token. It uses the `api.litellm.ai` call shown below. [**Jump to code**](#8-model_cost)
 
-- `api.litellm.ai`: Live token + price count across [all supported models](https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json). [**Jump to code**](#9-apilitellmai)
+- `register_model`: This registers new / overrides existing models (and their pricing details) in the model cost dictionary. [**Jump to code**](#9-register_model)
+
+- `api.litellm.ai`: Live token + price count across [all supported models](https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json). [**Jump to code**](#10-apilitellmai)
 
 📣 This is a community maintained list. Contributions are welcome! ❤️
 
@@ -60,7 +62,24 @@ messages = [{"user": "role", "content": "Hey, how's it going"}]
 print(token_counter(model="gpt-3.5-turbo", messages=messages))
 ```
 
-### 4. `cost_per_token`
+### 4. `create_pretrained_tokenizer` and `create_tokenizer`
+
+```python
+from litellm import create_pretrained_tokenizer, create_tokenizer
+
+# get tokenizer from huggingface repo
+custom_tokenizer_1 = create_pretrained_tokenizer("Xenova/llama-3-tokenizer")
+
+# use tokenizer from json file
+with open("tokenizer.json") as f:
+    json_data = json.load(f)
+
+json_str = json.dumps(json_data)
+
+custom_tokenizer_2 = create_tokenizer(json_str)
+```
+
+### 5. `cost_per_token`
 
 ```python
 from litellm import cost_per_token
@@ -72,7 +91,7 @@ prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar = cost_per_toke
 print(prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar)
 ```
 
-### 5. `completion_cost`
+### 6. `completion_cost`
 
 * Input: Accepts a `litellm.completion()` response **OR** prompt + completion strings
 * Output: Returns a `float` of cost for the `completion` call 
@@ -99,7 +118,7 @@ cost = completion_cost(model="bedrock/anthropic.claude-v2", prompt="Hey!", compl
 formatted_string = f"${float(cost):.10f}"
 print(formatted_string)
 ```
-### 6. `get_max_tokens`
+### 7. `get_max_tokens`
 
 Input: Accepts a model name - e.g., gpt-3.5-turbo (to get a complete list, call litellm.model_list).
 Output: Returns the maximum number of tokens allowed for the given model
@@ -112,7 +131,7 @@ model = "gpt-3.5-turbo"
 print(get_max_tokens(model)) # Output: 4097
 ```
 
-### 7. `model_cost`
+### 8. `model_cost`
 
 * Output: Returns a dict object containing the max_tokens, input_cost_per_token, output_cost_per_token for all models on [community-maintained list](https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json)
 
@@ -122,7 +141,7 @@ from litellm import model_cost
 print(model_cost) # {'gpt-3.5-turbo': {'max_tokens': 4000, 'input_cost_per_token': 1.5e-06, 'output_cost_per_token': 2e-06}, ...}
 ```
 
-### 8. `register_model`
+### 9. `register_model`
 
 * Input: Provide EITHER a model cost dictionary or a url to a hosted json blob
 * Output: Returns updated model_cost dictionary + updates litellm.model_cost with model details.  
@@ -157,5 +176,3 @@ export LITELLM_LOCAL_MODEL_COST_MAP="True"
 ```
 
 Note: this means you will need to upgrade to get updated pricing, and newer models. 
-
-
diff --git a/litellm/utils.py b/litellm/utils.py
index b527972ba7c6..eec3a334cb06 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -3696,24 +3696,25 @@ def _select_tokenizer(model: str):
         return {"type": "openai_tokenizer", "tokenizer": encoding}
 
 
-def encode(model: str, text: str):
+def encode(model: str, custom_tokenizer: Optional[dict] = None, text: str):
     """
     Encodes the given text using the specified model.
 
     Args:
         model (str): The name of the model to use for tokenization.
+        custom_tokenizer (Optional[dict]): A custom tokenizer created with the `create_pretrained_tokenizer` or `create_tokenizer` method. Must be a dictionary with a string value for `type` and Tokenizer for `tokenizer`. Default is None.
         text (str): The text to be encoded.
 
     Returns:
         enc: The encoded text.
     """
-    tokenizer_json = _select_tokenizer(model=model)
+    tokenizer_json = custom_tokenizer or _select_tokenizer(model=model)
     enc = tokenizer_json["tokenizer"].encode(text)
     return enc
 
 
-def decode(model: str, tokens: List[int]):
-    tokenizer_json = _select_tokenizer(model=model)
+def decode(model: str, custom_tokenizer: Optional[dict] = None, tokens: List[int]):
+    tokenizer_json = custom_tokenizer or _select_tokenizer(model=model)
     dec = tokenizer_json["tokenizer"].decode(tokens)
     return dec
 

From 2d43153efa8e779abf9d3fc1ad7d03698d8e2d44 Mon Sep 17 00:00:00 2001
From: Christian Privitelli <40876121+Priva28@users.noreply.github.com>
Date: Thu, 2 May 2024 15:49:22 +1000
Subject: [PATCH 011/378] include methods in init import, add test, fix
 encode/decode param ordering

---
 litellm/__init__.py                 |  2 ++
 litellm/main.py                     |  2 ++
 litellm/tests/test_token_counter.py | 14 +++++++++++---
 litellm/tests/test_utils.py         |  2 ++
 litellm/utils.py                    |  4 ++--
 5 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index a3d61bce16a6..0ee22da6d4dc 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -608,6 +608,8 @@ def identify(event_details):
     get_optional_params,
     modify_integration,
     token_counter,
+    create_pretrained_tokenizer,
+    create_tokenizer,
     cost_per_token,
     completion_cost,
     supports_function_calling,
diff --git a/litellm/main.py b/litellm/main.py
index cdea40d11996..b5a986289050 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -33,6 +33,8 @@
     async_mock_completion_streaming_obj,
     convert_to_model_response_object,
     token_counter,
+    create_pretrained_tokenizer,
+    create_tokenizer,
     Usage,
     get_optional_params_embeddings,
     get_optional_params_image_gen,
diff --git a/litellm/tests/test_token_counter.py b/litellm/tests/test_token_counter.py
index af0db487ec00..4d759d4cff4f 100644
--- a/litellm/tests/test_token_counter.py
+++ b/litellm/tests/test_token_counter.py
@@ -9,7 +9,7 @@
     0, os.path.abspath("../..")
 )  # Adds the parent directory to the system path
 import time
-from litellm import token_counter, encode, decode
+from litellm import token_counter, create_pretrained_tokenizer, encode, decode
 
 
 def test_token_counter_normal_plus_function_calling():
@@ -69,15 +69,23 @@ def test_tokenizers():
             model="meta-llama/Llama-2-7b-chat", text=sample_text
         )
 
+        # llama3 tokenizer (also testing custom tokenizer)
+        llama3_tokens_1 = token_counter(model="meta-llama/llama-3-70b-instruct", text=sample_text)
+
+        llama3_tokenizer = create_pretrained_tokenizer("Xenova/llama-3-tokenizer")
+        llama3_tokens_2 = token_counter(custom_tokenizer=llama3_tokenizer, text=sample_text)
+
         print(
-            f"openai tokens: {openai_tokens}; claude tokens: {claude_tokens}; cohere tokens: {cohere_tokens}; llama2 tokens: {llama2_tokens}"
+            f"openai tokens: {openai_tokens}; claude tokens: {claude_tokens}; cohere tokens: {cohere_tokens}; llama2 tokens: {llama2_tokens}; llama3 tokens: {llama3_tokens_1}"
         )
 
         # assert that all token values are different
         assert (
-            openai_tokens != cohere_tokens != llama2_tokens
+            openai_tokens != cohere_tokens != llama2_tokens != llama3_tokens_1
         ), "Token values are not different."
 
+        assert llama3_tokens_1 == llama3_tokens_2, "Custom tokenizer is not being used! It has been configured to use the same tokenizer as the built in llama3 tokenizer and the results should be the same."
+
         print("test tokenizer: It worked!")
     except Exception as e:
         pytest.fail(f"An exception occured: {e}")
diff --git a/litellm/tests/test_utils.py b/litellm/tests/test_utils.py
index 44fb1607c36b..57b93df9c017 100644
--- a/litellm/tests/test_utils.py
+++ b/litellm/tests/test_utils.py
@@ -20,6 +20,8 @@
     validate_environment,
     function_to_dict,
     token_counter,
+    create_pretrained_tokenizer,
+    create_tokenizer,
 )
 
 # Assuming your trim_messages, shorten_message_to_fit_limit, and get_token_count functions are all in a module named 'message_utils'
diff --git a/litellm/utils.py b/litellm/utils.py
index eec3a334cb06..6b1279761b1b 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -3696,7 +3696,7 @@ def _select_tokenizer(model: str):
         return {"type": "openai_tokenizer", "tokenizer": encoding}
 
 
-def encode(model: str, custom_tokenizer: Optional[dict] = None, text: str):
+def encode(model="", text="", custom_tokenizer: Optional[dict] = None):
     """
     Encodes the given text using the specified model.
 
@@ -3713,7 +3713,7 @@ def encode(model: str, custom_tokenizer: Optional[dict] = None, text: str):
     return enc
 
 
-def decode(model: str, custom_tokenizer: Optional[dict] = None, tokens: List[int]):
+def decode(model="", tokens: List[int] = [], custom_tokenizer: Optional[dict] = None):
     tokenizer_json = custom_tokenizer or _select_tokenizer(model=model)
     dec = tokenizer_json["tokenizer"].decode(tokens)
     return dec

From 64d229caaa6e57f7dd169d82c5dc6a06d3aae5b1 Mon Sep 17 00:00:00 2001
From: ffreemt <yucongo+fmt@gmail.com>
Date: Thu, 2 May 2024 19:30:01 +0800
Subject: [PATCH 012/378] Add return_exceptions to litellm.batch_completion for
 optionally returing exceptions and partial resuslt instead of throwing
 exceptions

---
 litellm/main.py | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/litellm/main.py b/litellm/main.py
index 51ec954018d8..11ab0a0b9d49 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -2303,6 +2303,7 @@ def batch_completion(
         user (str, optional): The user string for generating completions. Defaults to "".
         deployment_id (optional): The deployment ID for generating completions. Defaults to None.
         request_timeout (int, optional): The request timeout for generating completions. Defaults to None.
+        return_exceptions (bool): Whether to return exceptions and partial results when exceptions occur. Defaults to False.
 
     Returns:
         list: A list of completion results.
@@ -2361,7 +2362,17 @@ def chunks(lst, n):
                     completions.append(future)
 
         # Retrieve the results from the futures
-        results = [future.result() for future in completions]
+        # results = [future.result() for future in completions]
+        if return_exceptions:
+            results = []
+            for future in completions:
+                try:
+                    results.append(future.result())
+                except Exception as exc:
+                    results.append(exc)
+        else:
+            results = [future.result() for future in completions]
+
     return results
 
 

From 152b5c8cebdd52c1a05e7926c7c800a3bf0b5142 Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Thu, 2 May 2024 10:27:32 -0700
Subject: [PATCH 013/378] Add
 test_openai_deployments_model_chat_completions_azure

---
 litellm/tests/test_proxy_server.py | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/litellm/tests/test_proxy_server.py b/litellm/tests/test_proxy_server.py
index 052646db8143..3e301dbd0d8a 100644
--- a/litellm/tests/test_proxy_server.py
+++ b/litellm/tests/test_proxy_server.py
@@ -104,6 +104,34 @@ def test_chat_completion_azure(client_no_auth):
 # test_chat_completion_azure()
 
 
+def test_openai_deployments_model_chat_completions_azure(client_no_auth):
+    global headers
+    try:
+        # Your test data
+        test_data = {
+            "model": "azure/chatgpt-v-2",
+            "messages": [
+                {"role": "user", "content": "write 1 sentence poem"},
+            ],
+            "max_tokens": 10,
+        }
+
+        url = "/openai/deployments/azure/chatgpt-v-2/chat/completions"
+        print(f"testing proxy server with Azure Request {url}")
+        response = client_no_auth.post(url, json=test_data)
+
+        assert response.status_code == 200
+        result = response.json()
+        print(f"Received response: {result}")
+        assert len(result["choices"][0]["message"]["content"]) > 0
+    except Exception as e:
+        pytest.fail(f"LiteLLM Proxy test failed. Exception - {str(e)}")
+
+
+# Run the test
+# test_openai_deployments_model_chat_completions_azure()
+
+
 ### EMBEDDING
 def test_embedding(client_no_auth):
     global headers

From 4dfadb0cf4c3cf4c5de79bc8e8a81ac10c0ee245 Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Thu, 2 May 2024 12:24:49 -0700
Subject: [PATCH 014/378] mock_patch_acompletion in test_proxy_server.py

---
 litellm/tests/test_proxy_server.py | 23 ++++++++++++++++++++++-
 1 file changed, 22 insertions(+), 1 deletion(-)

diff --git a/litellm/tests/test_proxy_server.py b/litellm/tests/test_proxy_server.py
index 3e301dbd0d8a..3c192ca228e3 100644
--- a/litellm/tests/test_proxy_server.py
+++ b/litellm/tests/test_proxy_server.py
@@ -1,5 +1,6 @@
 import sys, os
 import traceback
+from unittest import mock
 from dotenv import load_dotenv
 
 load_dotenv()
@@ -36,6 +37,25 @@
 headers = {"Authorization": f"Bearer {token}"}
 
 
+def mock_patch_acompletion():
+    async def side_effect(*args, **kwargs):
+        return {
+            "choices": [
+                {
+                    "message": {
+                        "content": "Whispers of the wind carry dreams to me.",
+                        "role": "assistant"
+                    }
+                }
+            ],
+        }
+
+    return mock.patch(
+        "litellm.proxy.proxy_server.llm_router.acompletion",
+        side_effect=side_effect,
+    )
+
+
 @pytest.fixture(scope="function")
 def client_no_auth():
     # Assuming litellm.proxy.proxy_server is an object
@@ -104,7 +124,8 @@ def test_chat_completion_azure(client_no_auth):
 # test_chat_completion_azure()
 
 
-def test_openai_deployments_model_chat_completions_azure(client_no_auth):
+@mock_patch_acompletion()
+def test_openai_deployments_model_chat_completions_azure(_mock_acompletion, client_no_auth):
     global headers
     try:
         # Your test data

From 6ec058711ab8e77edb674cf1fd7414939c5014e5 Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Thu, 2 May 2024 12:41:30 -0700
Subject: [PATCH 015/378] Make unnecessary to pass extra arg for mock object

Modify `mock_patch_acompletion` to be a context manager instead of a
function that returns a mock object. This way, the mock object is
created and yielded by the context manager, and the test function
doesn't need to pass the mock object as an argument.
---
 litellm/tests/test_proxy_server.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/litellm/tests/test_proxy_server.py b/litellm/tests/test_proxy_server.py
index 3c192ca228e3..bdf1d893c78e 100644
--- a/litellm/tests/test_proxy_server.py
+++ b/litellm/tests/test_proxy_server.py
@@ -2,6 +2,7 @@
 import traceback
 from unittest import mock
 from dotenv import load_dotenv
+import contextlib
 
 load_dotenv()
 import os, io
@@ -37,6 +38,7 @@
 headers = {"Authorization": f"Bearer {token}"}
 
 
+@contextlib.contextmanager
 def mock_patch_acompletion():
     async def side_effect(*args, **kwargs):
         return {
@@ -50,10 +52,11 @@ async def side_effect(*args, **kwargs):
             ],
         }
 
-    return mock.patch(
+    with mock.patch(
         "litellm.proxy.proxy_server.llm_router.acompletion",
         side_effect=side_effect,
-    )
+    ):
+        yield
 
 
 @pytest.fixture(scope="function")
@@ -125,7 +128,7 @@ def test_chat_completion_azure(client_no_auth):
 
 
 @mock_patch_acompletion()
-def test_openai_deployments_model_chat_completions_azure(_mock_acompletion, client_no_auth):
+def test_openai_deployments_model_chat_completions_azure(client_no_auth):
     global headers
     try:
         # Your test data

From a79fd772f4bcdbc00e2ed1ab5437c6072480a6cb Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Thu, 2 May 2024 12:47:27 -0700
Subject: [PATCH 016/378] Simplify mock_patch_acompletion

---
 litellm/tests/test_proxy_server.py | 25 ++++++++++++-------------
 1 file changed, 12 insertions(+), 13 deletions(-)

diff --git a/litellm/tests/test_proxy_server.py b/litellm/tests/test_proxy_server.py
index bdf1d893c78e..51574c7ab308 100644
--- a/litellm/tests/test_proxy_server.py
+++ b/litellm/tests/test_proxy_server.py
@@ -37,24 +37,23 @@
 
 headers = {"Authorization": f"Bearer {token}"}
 
+example_completion_result = {
+    "choices": [
+        {
+            "message": {
+                "content": "Whispers of the wind carry dreams to me.",
+                "role": "assistant"
+            }
+        }
+    ],
+}
+
 
 @contextlib.contextmanager
 def mock_patch_acompletion():
-    async def side_effect(*args, **kwargs):
-        return {
-            "choices": [
-                {
-                    "message": {
-                        "content": "Whispers of the wind carry dreams to me.",
-                        "role": "assistant"
-                    }
-                }
-            ],
-        }
-
     with mock.patch(
         "litellm.proxy.proxy_server.llm_router.acompletion",
-        side_effect=side_effect,
+        return_value=example_completion_result,
     ):
         yield
 

From 39670cd84a7a8b1675544260264bdb2b8f29487f Mon Sep 17 00:00:00 2001
From: Justin Watts <justin@azohra.com>
Date: Thu, 2 May 2024 13:09:17 -0700
Subject: [PATCH 017/378] Add Vision Support for Claude 3 Family

modified the model info table to add "supports_vision": true, for the claude 3 family (haiku, sonnet, and opus)
---
 model_prices_and_context_window.json | 22 ++++++++++++++++------
 1 file changed, 16 insertions(+), 6 deletions(-)

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index ce6f9b800feb..279f96cfe5ff 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -813,6 +813,7 @@
         "litellm_provider": "anthropic",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_vision": true,
         "tool_use_system_prompt_tokens": 264
     },
     "claude-3-opus-20240229": {
@@ -824,6 +825,7 @@
         "litellm_provider": "anthropic",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_vision": true,
         "tool_use_system_prompt_tokens": 395
     },
     "claude-3-sonnet-20240229": {
@@ -835,6 +837,7 @@
         "litellm_provider": "anthropic",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_vision": true,
         "tool_use_system_prompt_tokens": 159
     },
     "text-bison": {
@@ -1142,7 +1145,8 @@
         "output_cost_per_token": 0.000015,
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "vertex_ai/claude-3-haiku@20240307": {
         "max_tokens": 4096, 
@@ -1152,7 +1156,8 @@
         "output_cost_per_token": 0.00000125,
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "vertex_ai/claude-3-opus@20240229": {
         "max_tokens": 4096,
@@ -1162,7 +1167,8 @@
         "output_cost_per_token": 0.0000075,
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "textembedding-gecko": {
         "max_tokens": 3072,
@@ -1581,6 +1587,7 @@
         "litellm_provider": "openrouter",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_vision": true,
         "tool_use_system_prompt_tokens": 395
     },
     "openrouter/google/palm-2-chat-bison": {
@@ -1929,7 +1936,8 @@
         "output_cost_per_token": 0.000015,
         "litellm_provider": "bedrock",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "anthropic.claude-3-haiku-20240307-v1:0": {
         "max_tokens": 4096, 
@@ -1939,7 +1947,8 @@
         "output_cost_per_token": 0.00000125,
         "litellm_provider": "bedrock",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "anthropic.claude-3-opus-20240229-v1:0": {
         "max_tokens": 4096,
@@ -1949,7 +1958,8 @@
         "output_cost_per_token": 0.000075,
         "litellm_provider": "bedrock",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "anthropic.claude-v1": {
         "max_tokens": 8191, 

From 77098e31e4f0cde2aa23bda9099c11e436b3e01a Mon Sep 17 00:00:00 2001
From: Justin Watts <justin@azohra.com>
Date: Thu, 2 May 2024 13:21:36 -0700
Subject: [PATCH 018/378] Update model_prices_and_context_window.json

---
 model_prices_and_context_window.json | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 279f96cfe5ff..7fcd425bb513 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -338,6 +338,18 @@
         "output_cost_per_second": 0.0001, 
         "litellm_provider": "azure"
     },
+    "azure/gpt-4-turbo-2024-04-09": {
+        "max_tokens": 4096,
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.00001,
+        "output_cost_per_token": 0.00003,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_vision": true
+    },
     "azure/gpt-4-0125-preview": {
         "max_tokens": 4096,
         "max_input_tokens": 128000,

From 14e7c9b01c9d08675935efd2dd4fd8f50ace1d19 Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Thu, 2 May 2024 13:36:23 -0700
Subject: [PATCH 019/378] Improve mocking in test_proxy_server

Mock the calls to the backend and assert that the correct parameters are passed
to the backend.
---
 litellm/tests/test_proxy_server.py | 154 ++++++++++++++++++++++++++---
 1 file changed, 142 insertions(+), 12 deletions(-)

diff --git a/litellm/tests/test_proxy_server.py b/litellm/tests/test_proxy_server.py
index 51574c7ab308..43a070556682 100644
--- a/litellm/tests/test_proxy_server.py
+++ b/litellm/tests/test_proxy_server.py
@@ -2,7 +2,6 @@
 import traceback
 from unittest import mock
 from dotenv import load_dotenv
-import contextlib
 
 load_dotenv()
 import os, io
@@ -47,15 +46,66 @@
         }
     ],
 }
+example_embedding_result = {
+  "object": "list",
+  "data": [
+    {
+      "object": "embedding",
+      "index": 0,
+      "embedding": [
+        -0.006929283495992422,
+        -0.005336422007530928,
+        -4.547132266452536e-05,
+        -0.024047505110502243,
+        -0.006929283495992422,
+        -0.005336422007530928,
+        -4.547132266452536e-05,
+        -0.024047505110502243,
+        -0.006929283495992422,
+        -0.005336422007530928,
+        -4.547132266452536e-05,
+        -0.024047505110502243,
+      ],
+    }
+  ],
+  "model": "text-embedding-3-small",
+  "usage": {
+    "prompt_tokens": 5,
+    "total_tokens": 5
+  }
+}
+example_image_generation_result = {
+  "created": 1589478378,
+  "data": [
+    {
+      "url": "https://..."
+    },
+    {
+      "url": "https://..."
+    }
+  ]
+}
 
 
-@contextlib.contextmanager
 def mock_patch_acompletion():
-    with mock.patch(
+    return mock.patch(
         "litellm.proxy.proxy_server.llm_router.acompletion",
         return_value=example_completion_result,
-    ):
-        yield
+    )
+
+
+def mock_patch_aembedding():
+    return mock.patch(
+        "litellm.proxy.proxy_server.llm_router.aembedding",
+        return_value=example_embedding_result,
+    )
+
+
+def mock_patch_aimage_generation():
+    return mock.patch(
+        "litellm.proxy.proxy_server.llm_router.aimage_generation",
+        return_value=example_image_generation_result,
+    )
 
 
 @pytest.fixture(scope="function")
@@ -74,7 +124,8 @@ def client_no_auth():
     return TestClient(app)
 
 
-def test_chat_completion(client_no_auth):
+@mock_patch_acompletion()
+def test_chat_completion(mock_acompletion, client_no_auth):
     global headers
     try:
         # Your test data
@@ -88,6 +139,19 @@ def test_chat_completion(client_no_auth):
 
         print("testing proxy server with chat completions")
         response = client_no_auth.post("/v1/chat/completions", json=test_data)
+        mock_acompletion.assert_called_once_with(
+            model="gpt-3.5-turbo",
+            messages=[
+                {"role": "user", "content": "hi"},
+            ],
+            max_tokens=10,
+            litellm_call_id=mock.ANY,
+            litellm_logging_obj=mock.ANY,
+            request_timeout=mock.ANY,
+            specific_deployment=True,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
         print(f"response - {response.text}")
         assert response.status_code == 200
         result = response.json()
@@ -99,7 +163,8 @@ def test_chat_completion(client_no_auth):
 # Run the test
 
 
-def test_chat_completion_azure(client_no_auth):
+@mock_patch_acompletion()
+def test_chat_completion_azure(mock_acompletion, client_no_auth):
     global headers
     try:
         # Your test data
@@ -114,6 +179,19 @@ def test_chat_completion_azure(client_no_auth):
         print("testing proxy server with Azure Request /chat/completions")
         response = client_no_auth.post("/v1/chat/completions", json=test_data)
 
+        mock_acompletion.assert_called_once_with(
+            model="azure/chatgpt-v-2",
+            messages=[
+                {"role": "user", "content": "write 1 sentence poem"},
+            ],
+            max_tokens=10,
+            litellm_call_id=mock.ANY,
+            litellm_logging_obj=mock.ANY,
+            request_timeout=mock.ANY,
+            specific_deployment=True,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
         assert response.status_code == 200
         result = response.json()
         print(f"Received response: {result}")
@@ -127,7 +205,7 @@ def test_chat_completion_azure(client_no_auth):
 
 
 @mock_patch_acompletion()
-def test_openai_deployments_model_chat_completions_azure(client_no_auth):
+def test_openai_deployments_model_chat_completions_azure(mock_acompletion, client_no_auth):
     global headers
     try:
         # Your test data
@@ -143,6 +221,19 @@ def test_openai_deployments_model_chat_completions_azure(client_no_auth):
         print(f"testing proxy server with Azure Request {url}")
         response = client_no_auth.post(url, json=test_data)
 
+        mock_acompletion.assert_called_once_with(
+            model="azure/chatgpt-v-2",
+            messages=[
+                {"role": "user", "content": "write 1 sentence poem"},
+            ],
+            max_tokens=10,
+            litellm_call_id=mock.ANY,
+            litellm_logging_obj=mock.ANY,
+            request_timeout=mock.ANY,
+            specific_deployment=True,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
         assert response.status_code == 200
         result = response.json()
         print(f"Received response: {result}")
@@ -156,7 +247,8 @@ def test_openai_deployments_model_chat_completions_azure(client_no_auth):
 
 
 ### EMBEDDING
-def test_embedding(client_no_auth):
+@mock_patch_aembedding()
+def test_embedding(mock_aembedding, client_no_auth):
     global headers
     from litellm.proxy.proxy_server import user_custom_auth
 
@@ -168,6 +260,13 @@ def test_embedding(client_no_auth):
 
         response = client_no_auth.post("/v1/embeddings", json=test_data)
 
+        mock_aembedding.assert_called_once_with(
+            model="azure/azure-embedding-model",
+            input=["good morning from litellm"],
+            specific_deployment=True,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
         assert response.status_code == 200
         result = response.json()
         print(len(result["data"][0]["embedding"]))
@@ -176,7 +275,8 @@ def test_embedding(client_no_auth):
         pytest.fail(f"LiteLLM Proxy test failed. Exception - {str(e)}")
 
 
-def test_bedrock_embedding(client_no_auth):
+@mock_patch_aembedding()
+def test_bedrock_embedding(mock_aembedding, client_no_auth):
     global headers
     from litellm.proxy.proxy_server import user_custom_auth
 
@@ -188,6 +288,12 @@ def test_bedrock_embedding(client_no_auth):
 
         response = client_no_auth.post("/v1/embeddings", json=test_data)
 
+        mock_aembedding.assert_called_once_with(
+            model="amazon-embeddings",
+            input=["good morning from litellm"],
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
         assert response.status_code == 200
         result = response.json()
         print(len(result["data"][0]["embedding"]))
@@ -222,7 +328,8 @@ def test_sagemaker_embedding(client_no_auth):
 #### IMAGE GENERATION
 
 
-def test_img_gen(client_no_auth):
+@mock_patch_aimage_generation()
+def test_img_gen(mock_aimage_generation, client_no_auth):
     global headers
     from litellm.proxy.proxy_server import user_custom_auth
 
@@ -236,6 +343,14 @@ def test_img_gen(client_no_auth):
 
         response = client_no_auth.post("/v1/images/generations", json=test_data)
 
+        mock_aimage_generation.assert_called_once_with(
+            model='dall-e-3',
+            prompt='A cute baby sea otter',
+            n=1,
+            size='1024x1024',
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
         assert response.status_code == 200
         result = response.json()
         print(len(result["data"][0]["url"]))
@@ -300,7 +415,8 @@ def log_success_event(self, kwargs, response_obj, start_time, end_time):
 customHandler = MyCustomHandler()
 
 
-def test_chat_completion_optional_params(client_no_auth):
+@mock_patch_acompletion()
+def test_chat_completion_optional_params(mock_acompletion, client_no_auth):
     # [PROXY: PROD TEST] - DO NOT DELETE
     # This tests if all the /chat/completion params are passed to litellm
     try:
@@ -318,6 +434,20 @@ def test_chat_completion_optional_params(client_no_auth):
         litellm.callbacks = [customHandler]
         print("testing proxy server: optional params")
         response = client_no_auth.post("/v1/chat/completions", json=test_data)
+        mock_acompletion.assert_called_once_with(
+            model="gpt-3.5-turbo",
+            messages=[
+                {"role": "user", "content": "hi"},
+            ],
+            max_tokens=10,
+            user="proxy-user",
+            litellm_call_id=mock.ANY,
+            litellm_logging_obj=mock.ANY,
+            request_timeout=mock.ANY,
+            specific_deployment=True,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
         assert response.status_code == 200
         result = response.json()
         print(f"Received response: {result}")

From acda064be6137989ebc624341079e19dd31adecd Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 2 May 2024 14:50:13 -0700
Subject: [PATCH 020/378] fix(proxy/utils.py): fix retry logic for generic data
 request

---
 litellm/proxy/utils.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index b5db81b3191e..7b0829504e67 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -679,8 +679,8 @@ async def check_view_exists(self):
     @backoff.on_exception(
         backoff.expo,
         Exception,  # base exception to catch for the backoff
-        max_tries=3,  # maximum number of retries
-        max_time=10,  # maximum total time to retry for
+        max_tries=1,  # maximum number of retries
+        max_time=2,  # maximum total time to retry for
         on_backoff=on_backoff,  # specifying the function to call on backoff
     )
     async def get_generic_data(
@@ -718,7 +718,8 @@ async def get_generic_data(
             import traceback
 
             error_msg = f"LiteLLM Prisma Client Exception get_generic_data: {str(e)}"
-            print_verbose(error_msg)
+            verbose_proxy_logger.error(error_msg)
+            error_msg = error_msg + "\nException Type: {}".format(type(e))
             error_traceback = error_msg + "\n" + traceback.format_exc()
             end_time = time.time()
             _duration = end_time - start_time

From 988c37fda3f0a0a30e0106a21f2f7ce88659e1f7 Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Tue, 30 Apr 2024 14:34:54 -0700
Subject: [PATCH 021/378] Disambiguate invalid model name errors

because that error can be thrown in several different places, so
knowing the function it's being thrown from can be very useul for debugging.
---
 litellm/proxy/proxy_server.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index a0f8e9aa57fb..26987f478ee0 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3644,7 +3644,7 @@ async def chat_completion(
             raise HTTPException(
                 status_code=status.HTTP_400_BAD_REQUEST,
                 detail={
-                    "error": "Invalid model name passed in model="
+                    "error": "chat_completion: Invalid model name passed in model="
                     + data.get("model", "")
                 },
             )
@@ -3833,7 +3833,7 @@ async def completion(
             raise HTTPException(
                 status_code=status.HTTP_400_BAD_REQUEST,
                 detail={
-                    "error": "Invalid model name passed in model="
+                    "error": "completion: Invalid model name passed in model="
                     + data.get("model", "")
                 },
             )
@@ -4041,7 +4041,7 @@ async def embeddings(
             raise HTTPException(
                 status_code=status.HTTP_400_BAD_REQUEST,
                 detail={
-                    "error": "Invalid model name passed in model="
+                    "error": "embeddings: Invalid model name passed in model="
                     + data.get("model", "")
                 },
             )
@@ -4197,7 +4197,7 @@ async def image_generation(
             raise HTTPException(
                 status_code=status.HTTP_400_BAD_REQUEST,
                 detail={
-                    "error": "Invalid model name passed in model="
+                    "error": "image_generation: Invalid model name passed in model="
                     + data.get("model", "")
                 },
             )
@@ -4372,7 +4372,7 @@ async def audio_transcriptions(
                     raise HTTPException(
                         status_code=status.HTTP_400_BAD_REQUEST,
                         detail={
-                            "error": "Invalid model name passed in model="
+                            "error": "audio_transcriptions: Invalid model name passed in model="
                             + data.get("model", "")
                         },
                     )
@@ -4538,7 +4538,7 @@ async def moderations(
             raise HTTPException(
                 status_code=status.HTTP_400_BAD_REQUEST,
                 detail={
-                    "error": "Invalid model name passed in model="
+                    "error": "moderations: Invalid model name passed in model="
                     + data.get("model", "")
                 },
             )

From 6d154e2317a4f4984d51b2e87ac73bb4e8814062 Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Thu, 2 May 2024 14:50:46 -0700
Subject: [PATCH 022/378] Update tests to reflect new error messages

---
 litellm/tests/test_proxy_exception_mapping.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_proxy_exception_mapping.py b/litellm/tests/test_proxy_exception_mapping.py
index 82957b658cc5..0cc7b0d30d01 100644
--- a/litellm/tests/test_proxy_exception_mapping.py
+++ b/litellm/tests/test_proxy_exception_mapping.py
@@ -169,7 +169,7 @@ def test_chat_completion_exception_any_model(client):
         )
         assert isinstance(openai_exception, openai.BadRequestError)
         _error_message = openai_exception.message
-        assert "Invalid model name passed in model=Lite-GPT-12" in str(_error_message)
+        assert "chat_completion: Invalid model name passed in model=Lite-GPT-12" in str(_error_message)
 
     except Exception as e:
         pytest.fail(f"LiteLLM Proxy test failed. Exception {str(e)}")
@@ -197,7 +197,7 @@ def test_embedding_exception_any_model(client):
         print("Exception raised=", openai_exception)
         assert isinstance(openai_exception, openai.BadRequestError)
         _error_message = openai_exception.message
-        assert "Invalid model name passed in model=Lite-GPT-12" in str(_error_message)
+        assert "embeddings: Invalid model name passed in model=Lite-GPT-12" in str(_error_message)
 
     except Exception as e:
         pytest.fail(f"LiteLLM Proxy test failed. Exception {str(e)}")

From cdb39e90ce5c38ef471cf315a77b6bcc97b6edad Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Thu, 2 May 2024 14:42:20 -0700
Subject: [PATCH 023/378] Improve mocking in test_proxy_exception_mapping

Mock the calls to the backend and assert that the correct parameters are passed
to the backend.
---
 litellm/tests/test_proxy_exception_mapping.py | 71 +++++++++++++++----
 1 file changed, 59 insertions(+), 12 deletions(-)

diff --git a/litellm/tests/test_proxy_exception_mapping.py b/litellm/tests/test_proxy_exception_mapping.py
index 0cc7b0d30d01..ccd071d01ee0 100644
--- a/litellm/tests/test_proxy_exception_mapping.py
+++ b/litellm/tests/test_proxy_exception_mapping.py
@@ -1,6 +1,8 @@
 # test that the proxy actually does exception mapping to the OpenAI format
 
 import sys, os
+from unittest import mock
+import json
 from dotenv import load_dotenv
 
 load_dotenv()
@@ -12,13 +14,30 @@
 import pytest
 import litellm, openai
 from fastapi.testclient import TestClient
-from fastapi import FastAPI
+from fastapi import Response
 from litellm.proxy.proxy_server import (
     router,
     save_worker_config,
     initialize,
 )  # Replace with the actual module where your FastAPI router is defined
 
+invalid_authentication_error_response = Response(
+    status_code=401,
+    content=json.dumps({"error": "Invalid Authentication"}),
+)
+context_length_exceeded_error_response_dict = {
+    "error": {
+        "message": "AzureException - Error code: 400 - {'error': {'message': \"This model's maximum context length is 4096 tokens. However, your messages resulted in 10007 tokens. Please reduce the length of the messages.\", 'type': 'invalid_request_error', 'param': 'messages', 'code': 'context_length_exceeded'}}",
+        "type": None,
+        "param": None,
+        "code": 400,
+    },
+}
+context_length_exceeded_error_response = Response(
+    status_code=400,
+    content=json.dumps(context_length_exceeded_error_response_dict),
+)
+
 
 @pytest.fixture
 def client():
@@ -60,7 +79,11 @@ def test_chat_completion_exception(client):
 
 
 # raise openai.AuthenticationError
-def test_chat_completion_exception_azure(client):
+@mock.patch(
+    "litellm.proxy.proxy_server.llm_router.acompletion",
+    return_value=invalid_authentication_error_response,
+)
+def test_chat_completion_exception_azure(mock_acompletion, client):
     try:
         # Your test data
         test_data = {
@@ -73,6 +96,15 @@ def test_chat_completion_exception_azure(client):
 
         response = client.post("/chat/completions", json=test_data)
 
+        mock_acompletion.assert_called_once_with(
+            **test_data,
+            litellm_call_id=mock.ANY,
+            litellm_logging_obj=mock.ANY,
+            request_timeout=mock.ANY,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
+
         json_response = response.json()
         print("keys in json response", json_response.keys())
         assert json_response.keys() == {"error"}
@@ -90,12 +122,21 @@ def test_chat_completion_exception_azure(client):
 
 
 # raise openai.AuthenticationError
-def test_embedding_auth_exception_azure(client):
+@mock.patch(
+    "litellm.proxy.proxy_server.llm_router.aembedding",
+    return_value=invalid_authentication_error_response,
+)
+def test_embedding_auth_exception_azure(mock_aembedding, client):
     try:
         # Your test data
         test_data = {"model": "azure-embedding", "input": ["hi"]}
 
         response = client.post("/embeddings", json=test_data)
+        mock_aembedding.assert_called_once_with(
+            **test_data,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
         print("Response from proxy=", response)
 
         json_response = response.json()
@@ -204,7 +245,11 @@ def test_embedding_exception_any_model(client):
 
 
 # raise openai.BadRequestError
-def test_chat_completion_exception_azure_context_window(client):
+@mock.patch(
+    "litellm.proxy.proxy_server.llm_router.acompletion",
+    return_value=context_length_exceeded_error_response,
+)
+def test_chat_completion_exception_azure_context_window(mock_acompletion, client):
     try:
         # Your test data
         test_data = {
@@ -219,20 +264,22 @@ def test_chat_completion_exception_azure_context_window(client):
         response = client.post("/chat/completions", json=test_data)
         print("got response from server", response)
 
+        mock_acompletion.assert_called_once_with(
+            **test_data,
+            litellm_call_id=mock.ANY,
+            litellm_logging_obj=mock.ANY,
+            request_timeout=mock.ANY,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
+
         json_response = response.json()
 
         print("keys in json response", json_response.keys())
 
         assert json_response.keys() == {"error"}
 
-        assert json_response == {
-            "error": {
-                "message": "AzureException - Error code: 400 - {'error': {'message': \"This model's maximum context length is 4096 tokens. However, your messages resulted in 10007 tokens. Please reduce the length of the messages.\", 'type': 'invalid_request_error', 'param': 'messages', 'code': 'context_length_exceeded'}}",
-                "type": None,
-                "param": None,
-                "code": 400,
-            }
-        }
+        assert json_response == context_length_exceeded_error_response_dict
 
         # make an openai client to call _make_status_error_from_response
         openai_client = openai.OpenAI(api_key="anything")

From 9edf463c3bc01495d2505a967aa5a9bbc45acd6c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 2 May 2024 16:02:52 -0700
Subject: [PATCH 024/378] fix - revert init langfuse client on slack alerts

---
 litellm/integrations/slack_alerting.py        | 75 +------------------
 ...odel_prices_and_context_window_backup.json | 34 +++++++--
 2 files changed, 30 insertions(+), 79 deletions(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index 8f8ce712e9b4..a9aba2f1c6ca 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -48,19 +48,6 @@ def __init__(
         self.internal_usage_cache = DualCache()
         self.async_http_handler = AsyncHTTPHandler()
         self.alert_to_webhook_url = alert_to_webhook_url
-        self.langfuse_logger = None
-
-        try:
-            from litellm.integrations.langfuse import LangFuseLogger
-
-            self.langfuse_logger = LangFuseLogger(
-                os.getenv("LANGFUSE_PUBLIC_KEY"),
-                os.getenv("LANGFUSE_SECRET_KEY"),
-                flush_interval=1,
-            )
-        except:
-            pass
-
         pass
 
     def update_values(
@@ -110,62 +97,8 @@ def _add_langfuse_trace_id_to_alert(
         start_time: Optional[datetime.datetime] = None,
         end_time: Optional[datetime.datetime] = None,
     ):
-        import uuid
-
-        # For now: do nothing as we're debugging why this is not working as expected
-        if request_data is not None:
-            trace_id = request_data.get("metadata", {}).get(
-                "trace_id", None
-            )  # get langfuse trace id
-            if trace_id is None:
-                trace_id = "litellm-alert-trace-" + str(uuid.uuid4())
-                request_data["metadata"]["trace_id"] = trace_id
-        elif kwargs is not None:
-            _litellm_params = kwargs.get("litellm_params", {})
-            trace_id = _litellm_params.get("metadata", {}).get(
-                "trace_id", None
-            )  # get langfuse trace id
-            if trace_id is None:
-                trace_id = "litellm-alert-trace-" + str(uuid.uuid4())
-                _litellm_params["metadata"]["trace_id"] = trace_id
-
-        # Log hanging request as an error on langfuse
-        if type == "hanging_request":
-            if self.langfuse_logger is not None:
-                _logging_kwargs = copy.deepcopy(request_data)
-                if _logging_kwargs is None:
-                    _logging_kwargs = {}
-                _logging_kwargs["litellm_params"] = {}
-                request_data = request_data or {}
-                _logging_kwargs["litellm_params"]["metadata"] = request_data.get(
-                    "metadata", {}
-                )
-                # log to langfuse in a separate thread
-                import threading
-
-                threading.Thread(
-                    target=self.langfuse_logger.log_event,
-                    args=(
-                        _logging_kwargs,
-                        None,
-                        start_time,
-                        end_time,
-                        None,
-                        print,
-                        "ERROR",
-                        "Requests is hanging",
-                    ),
-                ).start()
-
-        _langfuse_host = os.environ.get("LANGFUSE_HOST", "https://cloud.langfuse.com")
-        _langfuse_project_id = os.environ.get("LANGFUSE_PROJECT_ID")
-
-        # langfuse urls look like: https://us.cloud.langfuse.com/project/************/traces/litellm-alert-trace-ididi9dk-09292-************
-
-        _langfuse_url = (
-            f"{_langfuse_host}/project/{_langfuse_project_id}/traces/{trace_id}"
-        )
-        request_info += f"\n🪢 Langfuse Trace: {_langfuse_url}"
+        # do nothing for now
+        pass
         return request_info
 
     def _response_taking_too_long_callback(
@@ -242,10 +175,6 @@ async def response_taking_too_long_callback(
         request_info = f"\nRequest Model: `{model}`\nAPI Base: `{api_base}`\nMessages: `{messages}`"
         slow_message = f"`Responses are slow - {round(time_difference_float,2)}s response time > Alerting threshold: {self.alerting_threshold}s`"
         if time_difference_float > self.alerting_threshold:
-            if "langfuse" in litellm.success_callback:
-                request_info = self._add_langfuse_trace_id_to_alert(
-                    request_info=request_info, kwargs=kwargs, type="slow_response"
-                )
             # add deployment latencies to alert
             if (
                 kwargs is not None
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index ce6f9b800feb..7fcd425bb513 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -338,6 +338,18 @@
         "output_cost_per_second": 0.0001, 
         "litellm_provider": "azure"
     },
+    "azure/gpt-4-turbo-2024-04-09": {
+        "max_tokens": 4096,
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.00001,
+        "output_cost_per_token": 0.00003,
+        "litellm_provider": "azure",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_vision": true
+    },
     "azure/gpt-4-0125-preview": {
         "max_tokens": 4096,
         "max_input_tokens": 128000,
@@ -813,6 +825,7 @@
         "litellm_provider": "anthropic",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_vision": true,
         "tool_use_system_prompt_tokens": 264
     },
     "claude-3-opus-20240229": {
@@ -824,6 +837,7 @@
         "litellm_provider": "anthropic",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_vision": true,
         "tool_use_system_prompt_tokens": 395
     },
     "claude-3-sonnet-20240229": {
@@ -835,6 +849,7 @@
         "litellm_provider": "anthropic",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_vision": true,
         "tool_use_system_prompt_tokens": 159
     },
     "text-bison": {
@@ -1142,7 +1157,8 @@
         "output_cost_per_token": 0.000015,
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "vertex_ai/claude-3-haiku@20240307": {
         "max_tokens": 4096, 
@@ -1152,7 +1168,8 @@
         "output_cost_per_token": 0.00000125,
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "vertex_ai/claude-3-opus@20240229": {
         "max_tokens": 4096,
@@ -1162,7 +1179,8 @@
         "output_cost_per_token": 0.0000075,
         "litellm_provider": "vertex_ai-anthropic_models",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "textembedding-gecko": {
         "max_tokens": 3072,
@@ -1581,6 +1599,7 @@
         "litellm_provider": "openrouter",
         "mode": "chat",
         "supports_function_calling": true,
+        "supports_vision": true,
         "tool_use_system_prompt_tokens": 395
     },
     "openrouter/google/palm-2-chat-bison": {
@@ -1929,7 +1948,8 @@
         "output_cost_per_token": 0.000015,
         "litellm_provider": "bedrock",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "anthropic.claude-3-haiku-20240307-v1:0": {
         "max_tokens": 4096, 
@@ -1939,7 +1959,8 @@
         "output_cost_per_token": 0.00000125,
         "litellm_provider": "bedrock",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "anthropic.claude-3-opus-20240229-v1:0": {
         "max_tokens": 4096,
@@ -1949,7 +1970,8 @@
         "output_cost_per_token": 0.000075,
         "litellm_provider": "bedrock",
         "mode": "chat",
-        "supports_function_calling": true
+        "supports_function_calling": true,
+        "supports_vision": true
     },
     "anthropic.claude-v1": {
         "max_tokens": 8191, 

From 5baeeec899fc5f6ce9869bc68d4a81289494a7e7 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 2 May 2024 16:34:08 -0700
Subject: [PATCH 025/378] fix(openmeter.py): fix get from env

---
 litellm/integrations/openmeter.py | 17 ++++++-----------
 1 file changed, 6 insertions(+), 11 deletions(-)

diff --git a/litellm/integrations/openmeter.py b/litellm/integrations/openmeter.py
index 2ed551c8d89b..248b83f4d34f 100644
--- a/litellm/integrations/openmeter.py
+++ b/litellm/integrations/openmeter.py
@@ -38,7 +38,7 @@ def validate_environment(self):
         in the environment
         """
         missing_keys = []
-        if litellm.get_secret("OPENMETER_API_KEY", None) is None:
+        if os.getenv("OPENMETER_API_KEY", None) is None:
             missing_keys.append("OPENMETER_API_KEY")
 
         if len(missing_keys) > 0:
@@ -71,15 +71,13 @@ def _common_logic(self, kwargs: dict, response_obj):
         }
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
-        _url = litellm.get_secret(
-            "OPENMETER_API_ENDPOINT", default_value="https://openmeter.cloud"
-        )
+        _url = os.getenv("OPENMETER_API_ENDPOINT", "https://openmeter.cloud")
         if _url.endswith("/"):
             _url += "api/v1/events"
         else:
             _url += "/api/v1/events"
 
-        api_key = litellm.get_secret("OPENMETER_API_KEY")
+        api_key = os.getenv("OPENMETER_API_KEY")
 
         _data = self._common_logic(kwargs=kwargs, response_obj=response_obj)
         self.sync_http_handler.post(
@@ -92,15 +90,13 @@ def log_success_event(self, kwargs, response_obj, start_time, end_time):
         )
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
-        _url = litellm.get_secret(
-            "OPENMETER_API_ENDPOINT", default_value="https://openmeter.cloud"
-        )
+        _url = os.getenv("OPENMETER_API_ENDPOINT", "https://openmeter.cloud")
         if _url.endswith("/"):
             _url += "api/v1/events"
         else:
             _url += "/api/v1/events"
 
-        api_key = litellm.get_secret("OPENMETER_API_KEY")
+        api_key = os.getenv("OPENMETER_API_KEY")
 
         _data = self._common_logic(kwargs=kwargs, response_obj=response_obj)
         _headers = {
@@ -117,7 +113,6 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
 
             response.raise_for_status()
         except Exception as e:
-            print(f"\nAn Exception Occurred - {str(e)}")
             if hasattr(response, "text"):
-                print(f"\nError Message: {response.text}")
+                litellm.print_verbose(f"\nError Message: {response.text}")
             raise e

From fdc4fdb91a2500fef20fd6b79f0e2578de964e31 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 2 May 2024 17:18:21 -0700
Subject: [PATCH 026/378] fix(proxy/utils.py): fix slack alerting to only raise
 alerts for llm api exceptions

don't spam for bad user requests. Closes https://github.com/BerriAI/litellm/issues/3395
---
 litellm/proxy/_super_secret_config.yaml |  9 +++-
 litellm/proxy/utils.py                  | 22 ++++++----
 litellm/tests/test_alerting.py          | 57 ++++++++++++++++++++++++-
 3 files changed, 78 insertions(+), 10 deletions(-)

diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml
index 9f2f6ec174de..d90fb13fd0f7 100644
--- a/litellm/proxy/_super_secret_config.yaml
+++ b/litellm/proxy/_super_secret_config.yaml
@@ -11,5 +11,12 @@ router_settings:
   redis_password: os.environ/REDIS_PASSWORD
   redis_port: os.environ/REDIS_PORT
 
+router_settings:
+  routing_strategy: "latency-based-routing"
+
 litellm_settings:
-  success_callback: ["openmeter"]
\ No newline at end of file
+  success_callback: ["openmeter"]
+
+general_settings:
+  alerting: ["slack"]
+  alert_types: ["llm_exceptions"]
\ No newline at end of file
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 7b0829504e67..1048c67271b4 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -387,15 +387,21 @@ async def post_call_failure_hook(
         """
 
         ### ALERTING ###
-        if "llm_exceptions" not in self.alert_types:
-            return
-        asyncio.create_task(
-            self.alerting_handler(
-                message=f"LLM API call failed: {str(original_exception)}",
-                level="High",
-                alert_type="llm_exceptions",
+        if "llm_exceptions" in self.alert_types and not isinstance(
+            original_exception, HTTPException
+        ):
+            """
+            Just alert on LLM API exceptions. Do not alert on user errors
+
+            Related issue - https://github.com/BerriAI/litellm/issues/3395
+            """
+            asyncio.create_task(
+                self.alerting_handler(
+                    message=f"LLM API call failed: {str(original_exception)}",
+                    level="High",
+                    alert_type="llm_exceptions",
+                )
             )
-        )
 
         for callback in litellm.callbacks:
             try:
diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index ff3e8f8c7068..a74e25910cb2 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -3,7 +3,7 @@
 
 import sys
 import os
-import io, asyncio
+import io, asyncio, httpx
 from datetime import datetime, timedelta
 
 # import logging
@@ -17,6 +17,61 @@
 from unittest.mock import patch, MagicMock
 from litellm.caching import DualCache
 from litellm.integrations.slack_alerting import SlackAlerting
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.proxy_server import HTTPException
+
+
+@pytest.mark.parametrize("exception_type", ["llm-exception", "non-llm-exception"])
+@pytest.mark.asyncio
+async def test_slack_alerting_llm_exceptions(exception_type, monkeypatch):
+    """
+    Test if non-llm exception -> No request
+    Test if llm exception -> Request triggered
+    """
+    _pl = ProxyLogging(user_api_key_cache=DualCache())
+    _pl.update_values(
+        alerting=["slack"],
+        alerting_threshold=100,
+        redis_cache=None,
+        alert_types=["llm_exceptions"],
+    )
+
+    async def mock_alerting_handler(message, level, alert_type):
+        global exception_type
+
+        if exception_type == "llm-exception":
+            pass
+        elif exception_type == "non-llm-exception":
+            pytest.fail("Function should not have been called")
+
+    monkeypatch.setattr(_pl, "alerting_handler", mock_alerting_handler)
+
+    if exception_type == "llm-exception":
+        await _pl.post_call_failure_hook(
+            original_exception=litellm.APIError(
+                status_code=500,
+                message="This is a test exception",
+                llm_provider="openai",
+                model="gpt-3.5-turbo",
+                request=httpx.Request(
+                    method="completion", url="https://github.com/BerriAI/litellm"
+                ),
+            ),
+            user_api_key_dict=UserAPIKeyAuth(),
+        )
+
+        await asyncio.sleep(2)
+
+    elif exception_type == "non-llm-exception":
+        await _pl.post_call_failure_hook(
+            original_exception=HTTPException(
+                status_code=400,
+                detail={"error": "this is a test exception"},
+            ),
+            user_api_key_dict=UserAPIKeyAuth(),
+        )
+
+        await asyncio.sleep(2)
 
 
 @pytest.mark.asyncio

From 91971fa9e021460ed2ce624799332bbf03f368b5 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 2 May 2024 17:53:09 -0700
Subject: [PATCH 027/378] feat(router.py): add 'get_model_info' helper function
 to get the model info for a specific model, based on it's id

---
 litellm/router.py                            | 19 ++++++++++++-------
 litellm/router_strategy/lowest_tpm_rpm_v2.py |  4 +++-
 2 files changed, 15 insertions(+), 8 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 15fdbd4b87c2..7acf75e8e1de 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2590,6 +2590,16 @@ def get_deployment(self, model_id: str):
                     return model
         return None
 
+    def get_model_info(self, id: str) -> Optional[dict]:
+        """
+        For a given model id, return the model info
+        """
+        for model in self.model_list:
+            if "model_info" in model and "id" in model["model_info"]:
+                if id == model["model_info"]["id"]:
+                    return model
+        return None
+
     def get_model_ids(self):
         ids = []
         for model in self.model_list:
@@ -2904,15 +2914,10 @@ def _common_checks_available_deployment(
                 m for m in self.model_list if m["litellm_params"]["model"] == model
             ]
 
-        verbose_router_logger.debug(
-            f"initial list of deployments: {healthy_deployments}"
-        )
+        litellm.print_verbose(f"initial list of deployments: {healthy_deployments}")
 
-        verbose_router_logger.debug(
-            f"healthy deployments: length {len(healthy_deployments)} {healthy_deployments}"
-        )
         if len(healthy_deployments) == 0:
-            raise ValueError(f"No healthy deployment available, passed model={model}")
+            raise ValueError(f"No healthy deployment available, passed model={model}. ")
         if litellm.model_alias_map and model in litellm.model_alias_map:
             model = litellm.model_alias_map[
                 model
diff --git a/litellm/router_strategy/lowest_tpm_rpm_v2.py b/litellm/router_strategy/lowest_tpm_rpm_v2.py
index 4bcf1eec129e..f7a55d970914 100644
--- a/litellm/router_strategy/lowest_tpm_rpm_v2.py
+++ b/litellm/router_strategy/lowest_tpm_rpm_v2.py
@@ -79,10 +79,12 @@ def pre_call_check(self, deployment: Dict) -> Optional[Dict]:
                     model=deployment.get("litellm_params", {}).get("model"),
                     response=httpx.Response(
                         status_code=429,
-                        content="{} rpm limit={}. current usage={}".format(
+                        content="{} rpm limit={}. current usage={}. id={}, model_group={}. Get the model info by calling 'router.get_model_info(id)".format(
                             RouterErrors.user_defined_ratelimit_error.value,
                             deployment_rpm,
                             local_result,
+                            model_id,
+                            deployment.get("model_name", ""),
                         ),
                         request=httpx.Request(method="tpm_rpm_limits", url="https://github.com/BerriAI/litellm"),  # type: ignore
                     ),

From a7ec1772b1457594d3af48cdcb0a382279b841c7 Mon Sep 17 00:00:00 2001
From: ffreemt <yucongo+fmt@gmail.com>
Date: Fri, 3 May 2024 11:28:38 +0800
Subject: [PATCH 028/378] Add
 litellm\tests\test_batch_completion_return_exceptions.py

---
 .gitignore                                    |  2 ++
 litellm/main.py                               |  3 +-
 ...test_batch_completion_return_exceptions.py | 29 +++++++++++++++++++
 3 files changed, 33 insertions(+), 1 deletion(-)
 create mode 100644 litellm/tests/test_batch_completion_return_exceptions.py

diff --git a/.gitignore b/.gitignore
index abc4ecb0ced4..50085bd29d90 100644
--- a/.gitignore
+++ b/.gitignore
@@ -52,3 +52,5 @@ litellm/proxy/_new_secret_config.yaml
 litellm/proxy/_new_secret_config.yaml
 litellm/proxy/_super_secret_config.yaml
 litellm/proxy/_super_secret_config.yaml
+.python-version
+litellm/llms/tokenizers/9b5ad71b2ce5302211f9c61530b329a4922fc6a4
diff --git a/litellm/main.py b/litellm/main.py
index 11ab0a0b9d49..8fc07b9bf6df 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -2143,7 +2143,7 @@ def completion(
             """
             assume input to custom LLM api bases follow this format:
             resp = requests.post(
-                api_base, 
+                api_base,
                 json={
                     'model': 'meta-llama/Llama-2-13b-hf', # model name
                     'params': {
@@ -2280,6 +2280,7 @@ def batch_completion(
     deployment_id=None,
     request_timeout: Optional[int] = None,
     timeout: Optional[int] = 600,
+    return_exceptions: bool = False,
     # Optional liteLLM function params
     **kwargs,
 ):
diff --git a/litellm/tests/test_batch_completion_return_exceptions.py b/litellm/tests/test_batch_completion_return_exceptions.py
new file mode 100644
index 000000000000..b44146993f2e
--- /dev/null
+++ b/litellm/tests/test_batch_completion_return_exceptions.py
@@ -0,0 +1,29 @@
+"""Test batch_completion's return_exceptions."""
+import pytest
+import litellm
+
+msg1 = [{"role": "user", "content": "hi 1"}]
+msg2 = [{"role": "user", "content": "hi 2"}]
+
+
+def test_batch_completion_return_exceptions_default():
+    """Test batch_completion's return_exceptions."""
+    with pytest.raises(Exception):
+        _ = litellm.batch_completion(
+            model="gpt-3.5-turbo",
+            messages=[msg1, msg2],
+            api_key="sk_xxx",  # deliberately set invalid key
+            # return_exceptions=False,
+        )
+
+
+def test_batch_completion_return_exceptions_true():
+    """Test batch_completion's return_exceptions."""
+    res = litellm.batch_completion(
+        model="gpt-3.5-turbo",
+        messages=[msg1, msg2],
+        api_key="sk_xxx",  # deliberately set invalid key
+        return_exceptions=True,
+    )
+
+    assert isinstance(res[0], litellm.exceptions.AuthenticationError)

From 540a35ed5e96ac6e0408277d68f36191a2603bf7 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 08:48:11 -0700
Subject: [PATCH 029/378] fix update router logic

---
 litellm/router.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/litellm/router.py b/litellm/router.py
index 7acf75e8e1de..9638db548eeb 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2669,13 +2669,18 @@ def update_settings(self, **kwargs):
             "cooldown_time",
         ]
 
+        _existing_router_settings = self.get_settings()
         for var in kwargs:
             if var in _allowed_settings:
                 if var in _int_settings:
                     _casted_value = int(kwargs[var])
                     setattr(self, var, _casted_value)
                 else:
-                    if var == "routing_strategy":
+                    # only run routing strategy init if it has changed
+                    if (
+                        var == "routing_strategy"
+                        and _existing_router_settings["routing_strategy"] != kwargs[var]
+                    ):
                         self.routing_strategy_init(
                             routing_strategy=kwargs[var],
                             routing_strategy_args=kwargs.get(

From 0b729046087a3646ecf7c5573fb6d4cf861e520a Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 09:00:32 -0700
Subject: [PATCH 030/378] fix(lowest_latency.py): fix the size of the latency
 list to 10 by default (can be modified)

---
 litellm/router_strategy/lowest_latency.py    | 37 +++++++-
 litellm/tests/test_lowest_latency_routing.py | 92 +++++++++++++++++++-
 2 files changed, 124 insertions(+), 5 deletions(-)

diff --git a/litellm/router_strategy/lowest_latency.py b/litellm/router_strategy/lowest_latency.py
index 80dee5e678d9..5f0f15aac00a 100644
--- a/litellm/router_strategy/lowest_latency.py
+++ b/litellm/router_strategy/lowest_latency.py
@@ -31,6 +31,7 @@ def json(self, **kwargs):
 class RoutingArgs(LiteLLMBase):
     ttl: int = 1 * 60 * 60  # 1 hour
     lowest_latency_buffer: float = 0
+    max_latency_list_size: int = 10
 
 
 class LowestLatencyLoggingHandler(CustomLogger):
@@ -103,7 +104,18 @@ def log_success_event(self, kwargs, response_obj, start_time, end_time):
                     request_count_dict[id] = {}
 
                 ## Latency
-                request_count_dict[id].setdefault("latency", []).append(final_value)
+                if (
+                    len(request_count_dict[id].get("latency", []))
+                    < self.routing_args.max_latency_list_size
+                ):
+                    request_count_dict[id].setdefault("latency", []).append(final_value)
+                else:
+                    request_count_dict[id]["latency"] = request_count_dict[id][
+                        "latency"
+                    ][: self.routing_args.max_latency_list_size - 1] + [final_value]
+
+                if precise_minute not in request_count_dict[id]:
+                    request_count_dict[id][precise_minute] = {}
 
                 if precise_minute not in request_count_dict[id]:
                     request_count_dict[id][precise_minute] = {}
@@ -170,8 +182,17 @@ async def async_log_failure_event(self, kwargs, response_obj, start_time, end_ti
                     if id not in request_count_dict:
                         request_count_dict[id] = {}
 
-                    ## Latency
-                    request_count_dict[id].setdefault("latency", []).append(1000.0)
+                    ## Latency - give 1000s penalty for failing
+                    if (
+                        len(request_count_dict[id].get("latency", []))
+                        < self.routing_args.max_latency_list_size
+                    ):
+                        request_count_dict[id].setdefault("latency", []).append(1000.0)
+                    else:
+                        request_count_dict[id]["latency"] = request_count_dict[id][
+                            "latency"
+                        ][: self.routing_args.max_latency_list_size - 1] + [1000.0]
+
                     self.router_cache.set_cache(
                         key=latency_key,
                         value=request_count_dict,
@@ -242,7 +263,15 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
                     request_count_dict[id] = {}
 
                 ## Latency
-                request_count_dict[id].setdefault("latency", []).append(final_value)
+                if (
+                    len(request_count_dict[id].get("latency", []))
+                    < self.routing_args.max_latency_list_size
+                ):
+                    request_count_dict[id].setdefault("latency", []).append(final_value)
+                else:
+                    request_count_dict[id]["latency"] = request_count_dict[id][
+                        "latency"
+                    ][: self.routing_args.max_latency_list_size - 1] + [final_value]
 
                 if precise_minute not in request_count_dict[id]:
                     request_count_dict[id][precise_minute] = {}
diff --git a/litellm/tests/test_lowest_latency_routing.py b/litellm/tests/test_lowest_latency_routing.py
index 2f0aaee91deb..4da879208754 100644
--- a/litellm/tests/test_lowest_latency_routing.py
+++ b/litellm/tests/test_lowest_latency_routing.py
@@ -7,7 +7,7 @@
 from dotenv import load_dotenv
 
 load_dotenv()
-import os
+import os, copy
 
 sys.path.insert(
     0, os.path.abspath("../..")
@@ -20,6 +20,96 @@
 ### UNIT TESTS FOR LATENCY ROUTING ###
 
 
+@pytest.mark.parametrize("sync_mode", [True, False])
+@pytest.mark.asyncio
+async def test_latency_memory_leak(sync_mode):
+    """
+    Test to make sure there's no memory leak caused by lowest latency routing
+
+    - make 10 calls -> check memory
+    - make 11th call -> no change in memory
+    """
+    test_cache = DualCache()
+    model_list = []
+    lowest_latency_logger = LowestLatencyLoggingHandler(
+        router_cache=test_cache, model_list=model_list
+    )
+    model_group = "gpt-3.5-turbo"
+    deployment_id = "1234"
+    kwargs = {
+        "litellm_params": {
+            "metadata": {
+                "model_group": "gpt-3.5-turbo",
+                "deployment": "azure/chatgpt-v-2",
+            },
+            "model_info": {"id": deployment_id},
+        }
+    }
+    start_time = time.time()
+    response_obj = {"usage": {"total_tokens": 50}}
+    time.sleep(5)
+    end_time = time.time()
+    for _ in range(10):
+        if sync_mode:
+            lowest_latency_logger.log_success_event(
+                response_obj=response_obj,
+                kwargs=kwargs,
+                start_time=start_time,
+                end_time=end_time,
+            )
+        else:
+            await lowest_latency_logger.async_log_success_event(
+                response_obj=response_obj,
+                kwargs=kwargs,
+                start_time=start_time,
+                end_time=end_time,
+            )
+    latency_key = f"{model_group}_map"
+    cache_value = copy.deepcopy(
+        test_cache.get_cache(key=latency_key)
+    )  # MAKE SURE NO MEMORY LEAK IN CACHING OBJECT
+
+    if sync_mode:
+        lowest_latency_logger.log_success_event(
+            response_obj=response_obj,
+            kwargs=kwargs,
+            start_time=start_time,
+            end_time=end_time,
+        )
+    else:
+        await lowest_latency_logger.async_log_success_event(
+            response_obj=response_obj,
+            kwargs=kwargs,
+            start_time=start_time,
+            end_time=end_time,
+        )
+    new_cache_value = test_cache.get_cache(key=latency_key)
+    # Assert that the size of the cache doesn't grow unreasonably
+    assert get_size(new_cache_value) <= get_size(
+        cache_value
+    ), f"Memory leak detected in function call! new_cache size={get_size(new_cache_value)}, old cache size={get_size(cache_value)}"
+
+
+def get_size(obj, seen=None):
+    # From https://goshippo.com/blog/measure-real-size-any-python-object/
+    # Recursively finds size of objects
+    size = sys.getsizeof(obj)
+    if seen is None:
+        seen = set()
+    obj_id = id(obj)
+    if obj_id in seen:
+        return 0
+    seen.add(obj_id)
+    if isinstance(obj, dict):
+        size += sum([get_size(v, seen) for v in obj.values()])
+        size += sum([get_size(k, seen) for k in obj.keys()])
+    elif hasattr(obj, "__dict__"):
+        size += get_size(obj.__dict__, seen)
+    elif hasattr(obj, "__iter__") and not isinstance(obj, (str, bytes, bytearray)):
+        size += sum([get_size(i, seen) for i in obj])
+    return size
+
+
 def test_latency_updated():
     test_cache = DualCache()
     model_list = []

From a1814a3e4ccf8bcb90aebbb8d9c4cc27435e0e17 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 09:13:37 -0700
Subject: [PATCH 031/378] test - num callbacks on proxy

---
 tests/test_callbacks_on_proxy.py | 79 ++++++++++++++++++++++++++++++++
 1 file changed, 79 insertions(+)
 create mode 100644 tests/test_callbacks_on_proxy.py

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
new file mode 100644
index 000000000000..6effc74649fd
--- /dev/null
+++ b/tests/test_callbacks_on_proxy.py
@@ -0,0 +1,79 @@
+# What this tests ?
+## Makes sure the number of callbacks on the proxy don't increase over time
+## Num callbacks should be a fixed number at t=0 and t=10, t=20
+"""
+PROD TEST - DO NOT Delete this Test
+"""
+
+import pytest
+import asyncio
+import aiohttp
+import os
+import dotenv
+from dotenv import load_dotenv
+import pytest
+
+load_dotenv()
+
+
+async def config_update(session):
+    url = "http://0.0.0.0:4000/config/update"
+    headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
+    data = {
+        "router_settings": {
+            "routing_strategy": ["latency-based-routing"],
+        },
+    }
+
+    async with session.post(url, headers=headers, json=data) as response:
+        status = response.status
+        response_text = await response.text()
+
+        print(response_text)
+        print()
+
+        if status != 200:
+            raise Exception(f"Request did not return a 200 status code: {status}")
+        return await response.json()
+
+
+async def get_active_callbacks(session):
+    url = "http://0.0.0.0:4000/health/readiness"
+    headers = {
+        "Content-Type": "application/json",
+    }
+
+    async with session.get(url, headers=headers) as response:
+        status = response.status
+        response_text = await response.text()
+        print("response from /health/readiness")
+        print(response_text)
+        print()
+
+        if status != 200:
+            raise Exception(f"Request did not return a 200 status code: {status}")
+
+        _json_response = await response.json()
+
+        _num_callbacks = _json_response["num_callbacks"]
+        print("current number of callbacks: ", _num_callbacks)
+        return _num_callbacks
+
+
+@pytest.mark.asyncio
+async def test_add_model_run_health():
+    """ """
+    import uuid
+
+    async with aiohttp.ClientSession() as session:
+        num_callbacks_1 = await get_active_callbacks(session=session)
+
+        await asyncio.sleep(30)
+
+        num_callbacks_2 = await get_active_callbacks(session=session)
+
+        await asyncio.sleep(30)
+
+        num_callbacks_3 = await get_active_callbacks(session=session)
+
+        assert num_callbacks_1 == num_callbacks_2 == num_callbacks_3

From 23d334fe60d7731555365bd9f3dc68f2038388e8 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 09:14:32 -0700
Subject: [PATCH 032/378] proxy - return num callbacks on /health/readiness

---
 litellm/proxy/proxy_server.py | 15 ++++++++++++++-
 1 file changed, 14 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 26987f478ee0..984417757018 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -9208,7 +9208,19 @@ async def health_readiness():
     """
     try:
         # get success callback
+        _num_callbacks = 0
+        try:
+            _num_callbacks = (
+                len(litellm.callbacks)
+                + len(litellm.input_callback)
+                + len(litellm.failure_callback)
+                + len(litellm.success_callback)
+            )
+        except:
+            _num_callbacks = 0
+
         success_callback_names = []
+
         try:
             # this was returning a JSON of the values in some of the callbacks
             # all we need is the callback name, hence we do str(callback)
@@ -9236,13 +9248,13 @@ async def health_readiness():
         # check DB
         if prisma_client is not None:  # if db passed in, check if it's connected
             db_health_status = _db_health_readiness_check()
-
             return {
                 "status": "healthy",
                 "db": "connected",
                 "cache": cache_type,
                 "litellm_version": version,
                 "success_callbacks": success_callback_names,
+                "num_callbacks": _num_callbacks,
                 **db_health_status,
             }
         else:
@@ -9252,6 +9264,7 @@ async def health_readiness():
                 "cache": cache_type,
                 "litellm_version": version,
                 "success_callbacks": success_callback_names,
+                "num_callbacks": _num_callbacks,
             }
     except Exception as e:
         raise HTTPException(status_code=503, detail=f"Service Unhealthy ({str(e)})")

From 3677d56e9e1ed5e0b28c1efcde919ab5f79cae1a Mon Sep 17 00:00:00 2001
From: Vince Loewe <vince@lunary.ai>
Date: Fri, 3 May 2024 17:42:50 +0100
Subject: [PATCH 033/378] Lunary: Fix tool calling

---
 litellm/integrations/lunary.py | 36 ++++++++++++++++++++++++------
 litellm/tests/test_lunary.py   | 40 ++++++++++++++++++++++++++++++++--
 2 files changed, 67 insertions(+), 9 deletions(-)

diff --git a/litellm/integrations/lunary.py b/litellm/integrations/lunary.py
index 6ddf2ca59923..6b23f098755d 100644
--- a/litellm/integrations/lunary.py
+++ b/litellm/integrations/lunary.py
@@ -4,7 +4,6 @@
 import traceback
 import dotenv
 import importlib
-import sys
 
 import packaging
 
@@ -18,13 +17,33 @@ def parse_usage(usage):
         "prompt": usage["prompt_tokens"] if "prompt_tokens" in usage else 0,
     }
 
+def parse_tool_calls(tool_calls):
+    if tool_calls is None:
+        return None
+
+    def clean_tool_call(tool_call):
+
+        serialized = {
+            "type": tool_call.type,
+            "id": tool_call.id,
+            "function": {
+                "name": tool_call.function.name,
+                "arguments": tool_call.function.arguments,
+            }
+        }
+
+        return serialized
+    
+    return [clean_tool_call(tool_call) for tool_call in tool_calls]
+    
 
 def parse_messages(input):
+
     if input is None:
         return None
 
     def clean_message(message):
-        # if is strin, return as is
+        # if is string, return as is
         if isinstance(message, str):
             return message
 
@@ -38,9 +57,7 @@ def clean_message(message):
 
         # Only add tool_calls and function_call to res if they are set
         if message.get("tool_calls"):
-            serialized["tool_calls"] = message.get("tool_calls")
-        if message.get("function_call"):
-            serialized["function_call"] = message.get("function_call")
+            serialized["tool_calls"] = parse_tool_calls(message.get("tool_calls"))
 
         return serialized
 
@@ -93,8 +110,13 @@ def log_event(
             print_verbose(f"Lunary Logging - Logging request for model {model}")
 
             litellm_params = kwargs.get("litellm_params", {})
+            optional_params = kwargs.get("optional_params", {})
             metadata = litellm_params.get("metadata", {}) or {}
 
+            if optional_params:
+                # merge into extra
+                extra = {**extra, **optional_params}
+
             tags = litellm_params.pop("tags", None) or []
 
             if extra:
@@ -104,7 +126,7 @@ def log_event(
 
             # keep only serializable types
             for param, value in extra.items():
-                if not isinstance(value, (str, int, bool, float)):
+                if not isinstance(value, (str, int, bool, float)) and param != "tools":
                     try:
                         extra[param] = str(value)
                     except:
@@ -140,7 +162,7 @@ def log_event(
                 metadata=metadata,
                 runtime="litellm",
                 tags=tags,
-                extra=extra,
+                params=extra,
             )
 
             self.lunary_client.track_event(
diff --git a/litellm/tests/test_lunary.py b/litellm/tests/test_lunary.py
index cbf9364aff8a..c9a8afd57f1b 100644
--- a/litellm/tests/test_lunary.py
+++ b/litellm/tests/test_lunary.py
@@ -11,7 +11,6 @@
 litellm.success_callback = ["lunary"]
 litellm.set_verbose = True
 
-
 def test_lunary_logging():
     try:
         response = completion(
@@ -59,9 +58,46 @@ def test_lunary_logging_with_metadata():
     except Exception as e:
         print(e)
 
+#test_lunary_logging_with_metadata()
+
+def test_lunary_with_tools():
+
+    import litellm
+
+    messages = [{"role": "user", "content": "What's the weather like in San Francisco, Tokyo, and Paris?"}]
+    tools = [
+        {
+            "type": "function",
+            "function": {
+                "name": "get_current_weather",
+                "description": "Get the current weather in a given location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    },
+                    "required": ["location"],
+                },
+            },
+        }
+    ]
+
+    response = litellm.completion(
+        model="gpt-3.5-turbo-1106",
+        messages=messages,
+        tools=tools,
+        tool_choice="auto",  # auto is default, but we'll be explicit
+    )
+    
+    response_message = response.choices[0].message
+    print("\nLLM Response:\n", response.choices[0].message)
 
-# test_lunary_logging_with_metadata()
 
+#test_lunary_with_tools()
 
 def test_lunary_logging_with_streaming_and_metadata():
     try:

From fe6e46546649f7368510ae0ba984e83cb16c75ae Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 09:59:59 -0700
Subject: [PATCH 034/378] test - num callbacks on proxy should not increase

---
 tests/test_callbacks_on_proxy.py | 79 ++++++++++++++++++++++++++++++--
 1 file changed, 75 insertions(+), 4 deletions(-)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index 6effc74649fd..01183cf6e000 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -16,12 +16,13 @@
 load_dotenv()
 
 
-async def config_update(session):
+async def config_update(session, routing_strategy=None):
     url = "http://0.0.0.0:4000/config/update"
     headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
+    print("routing_strategy: ", routing_strategy)
     data = {
         "router_settings": {
-            "routing_strategy": ["latency-based-routing"],
+            "routing_strategy": routing_strategy,
         },
     }
 
@@ -60,9 +61,41 @@ async def get_active_callbacks(session):
         return _num_callbacks
 
 
+async def get_current_routing_strategy(session):
+    url = "http://0.0.0.0:4000/get/config/callbacks"
+    headers = {
+        "Content-Type": "application/json",
+        "Authorization": "Bearer sk-1234",
+    }
+
+    async with session.get(url, headers=headers) as response:
+        status = response.status
+        response_text = await response.text()
+        print(response_text)
+        print()
+
+        if status != 200:
+            raise Exception(f"Request did not return a 200 status code: {status}")
+
+        _json_response = await response.json()
+        print("JSON response: ", _json_response)
+
+        router_settings = _json_response["router_settings"]
+        print("Router settings: ", router_settings)
+        routing_strategy = router_settings["routing_strategy"]
+        return routing_strategy
+
+
 @pytest.mark.asyncio
-async def test_add_model_run_health():
-    """ """
+async def test_check_num_callbacks():
+    """
+    Test 1:  num callbacks should NOT increase over time
+    -> check current callbacks
+    -> sleep for 30s
+    -> check current callbacks
+    -> sleep for 30s
+    -> check current callbacks
+    """
     import uuid
 
     async with aiohttp.ClientSession() as session:
@@ -72,8 +105,46 @@ async def test_add_model_run_health():
 
         num_callbacks_2 = await get_active_callbacks(session=session)
 
+        assert num_callbacks_1 == num_callbacks_2
+
         await asyncio.sleep(30)
 
         num_callbacks_3 = await get_active_callbacks(session=session)
 
         assert num_callbacks_1 == num_callbacks_2 == num_callbacks_3
+
+
+@pytest.mark.asyncio
+async def test_check_num_callbacks_on_lowest_latency():
+    """
+    Test 1:  num callbacks should NOT increase over time
+    -> Update to lowest latency
+    -> check current callbacks
+    -> sleep for 30s
+    -> check current callbacks
+    -> sleep for 30s
+    -> check current callbacks
+    -> update back to original routing-strategy
+    """
+    import uuid
+
+    async with aiohttp.ClientSession() as session:
+
+        original_routing_strategy = await get_current_routing_strategy(session=session)
+        await config_update(session=session, routing_strategy="latency-based-routing")
+
+        num_callbacks_1 = await get_active_callbacks(session=session)
+
+        await asyncio.sleep(30)
+
+        num_callbacks_2 = await get_active_callbacks(session=session)
+
+        assert num_callbacks_1 == num_callbacks_2
+
+        await asyncio.sleep(30)
+
+        num_callbacks_3 = await get_active_callbacks(session=session)
+
+        assert num_callbacks_1 == num_callbacks_2 == num_callbacks_3
+
+        await config_update(session=session, routing_strategy=original_routing_strategy)

From 9ba5685722c1858437268f5d01b400727a974d80 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 10:05:06 -0700
Subject: [PATCH 035/378] test active callbacks on proxy

---
 tests/test_callbacks_on_proxy.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index 01183cf6e000..a4d31587de61 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -100,6 +100,9 @@ async def test_check_num_callbacks():
 
     async with aiohttp.ClientSession() as session:
         num_callbacks_1 = await get_active_callbacks(session=session)
+        assert (
+            num_callbacks_1 > 0
+        )  # /health/readiness returns 0 when some calculation goes wrong
 
         await asyncio.sleep(30)
 
@@ -134,6 +137,9 @@ async def test_check_num_callbacks_on_lowest_latency():
         await config_update(session=session, routing_strategy="latency-based-routing")
 
         num_callbacks_1 = await get_active_callbacks(session=session)
+        assert (
+            num_callbacks_1 > 0
+        )  # /health/readiness returns 0 when some calculation goes wrong
 
         await asyncio.sleep(30)
 

From 2dd9d2f704028be562f7fd1cbd4709300e3f5c47 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 10:09:57 -0700
Subject: [PATCH 036/378] test(test_amazing_vertex_completion.py): try-except
 api errors

---
 .../tests/test_amazing_vertex_completion.py   | 36 -------------------
 litellm/utils.py                              | 21 +++++++----
 2 files changed, 15 insertions(+), 42 deletions(-)

diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py
index 05eece8344e1..1d79653ea628 100644
--- a/litellm/tests/test_amazing_vertex_completion.py
+++ b/litellm/tests/test_amazing_vertex_completion.py
@@ -548,42 +548,6 @@ def test_gemini_pro_vision_base64():
 
 
 def test_gemini_pro_function_calling():
-    load_vertex_ai_credentials()
-    tools = [
-        {
-            "type": "function",
-            "function": {
-                "name": "get_current_weather",
-                "description": "Get the current weather in a given location",
-                "parameters": {
-                    "type": "object",
-                    "properties": {
-                        "location": {
-                            "type": "string",
-                            "description": "The city and state, e.g. San Francisco, CA",
-                        },
-                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
-                    },
-                    "required": ["location"],
-                },
-            },
-        }
-    ]
-
-    messages = [
-        {
-            "role": "user",
-            "content": "What's the weather like in Boston today in fahrenheit?",
-        }
-    ]
-    completion = litellm.completion(
-        model="gemini-pro", messages=messages, tools=tools, tool_choice="auto"
-    )
-    print(f"completion: {completion}")
-    if hasattr(completion.choices[0].message, "tool_calls") and isinstance(
-        completion.choices[0].message.tool_calls, list
-    ):
-        assert len(completion.choices[0].message.tool_calls) == 1
     try:
         load_vertex_ai_credentials()
         tools = [
diff --git a/litellm/utils.py b/litellm/utils.py
index ec296e9dc3da..80d26f58b924 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -3974,12 +3974,10 @@ def calculage_img_tokens(
         tile_tokens = (base_tokens * 2) * tiles_needed_high_res
         total_tokens = base_tokens + tile_tokens
         return total_tokens
-    
+
 
 def create_pretrained_tokenizer(
-    identifier: str, 
-    revision="main", 
-    auth_token: Optional[str] = None
+    identifier: str, revision="main", auth_token: Optional[str] = None
 ):
     """
     Creates a tokenizer from an existing file on a HuggingFace repository to be used with `token_counter`.
@@ -3993,7 +3991,9 @@ def create_pretrained_tokenizer(
     dict: A dictionary with the tokenizer and its type.
     """
 
-    tokenizer = Tokenizer.from_pretrained(identifier, revision=revision, auth_token=auth_token)
+    tokenizer = Tokenizer.from_pretrained(
+        identifier, revision=revision, auth_token=auth_token
+    )
     return {"type": "huggingface_tokenizer", "tokenizer": tokenizer}
 
 
@@ -9001,7 +9001,16 @@ def exception_type(
                             request=original_exception.request,
                         )
             elif custom_llm_provider == "azure":
-                if "This model's maximum context length is" in error_str:
+                if "Internal server error" in error_str:
+                    exception_mapping_worked = True
+                    raise APIError(
+                        status_code=500,
+                        message=f"AzureException - {original_exception.message}",
+                        llm_provider="azure",
+                        model=model,
+                        request=httpx.Request(method="POST", url="https://openai.com/"),
+                    )
+                elif "This model's maximum context length is" in error_str:
                     exception_mapping_worked = True
                     raise ContextWindowExceededError(
                         message=f"AzureException - {original_exception.message}",

From defc205348713c77861d487357ba849e4c700c47 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 12:39:21 -0700
Subject: [PATCH 037/378] test(test_alangfuse.py): fix test

---
 litellm/tests/test_alangfuse.py | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py
index 29718d4746a4..fd968c6a7fcb 100644
--- a/litellm/tests/test_alangfuse.py
+++ b/litellm/tests/test_alangfuse.py
@@ -559,7 +559,15 @@ def test_langfuse_existing_trace_id():
 
     new_langfuse_trace = langfuse_client.get_trace(id=trace_id)
 
-    assert dict(initial_langfuse_trace) == dict(new_langfuse_trace)
+    initial_langfuse_trace_dict = dict(initial_langfuse_trace)
+    initial_langfuse_trace_dict.pop("updatedAt")
+    initial_langfuse_trace_dict.pop("timestamp")
+
+    new_langfuse_trace_dict = dict(new_langfuse_trace)
+    new_langfuse_trace_dict.pop("updatedAt")
+    new_langfuse_trace_dict.pop("timestamp")
+
+    assert initial_langfuse_trace_dict == new_langfuse_trace_dict
 
 
 def test_langfuse_logging_tool_calling():

From b2a0502383fbcda2ef00afbe9aae319ef3a2f1f5 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 12:42:20 -0700
Subject: [PATCH 038/378] =?UTF-8?q?bump:=20version=201.35.36=20=E2=86=92?=
 =?UTF-8?q?=201.35.37?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 72651f148fbb..b0caa908990a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.35.36"
+version = "1.35.37"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.35.36"
+version = "1.35.37"
 version_files = [
     "pyproject.toml:^version"
 ]

From fdc9856652364d138deeaade517ae36eecd787e5 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 13:33:43 -0700
Subject: [PATCH 039/378] UI - set DB Exceptions webhook_url

---
 ui/litellm-dashboard/src/components/settings.tsx | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx
index 53de36286319..092f7bb140f7 100644
--- a/ui/litellm-dashboard/src/components/settings.tsx
+++ b/ui/litellm-dashboard/src/components/settings.tsx
@@ -106,7 +106,8 @@ const Settings: React.FC<SettingsPageProps> = ({
     "llm_exceptions": "LLM Exceptions",
     "llm_too_slow": "LLM Responses Too Slow",
     "llm_requests_hanging": "LLM Requests Hanging",
-    "budget_alerts": "Budget Alerts (API Keys, Users)"
+    "budget_alerts": "Budget Alerts (API Keys, Users)",
+    "db_exceptions": "Database Exceptions (Read/Write)",
   }
 
   useEffect(() => {

From 776f541f6ceca750383ecb399083e175c192c1cb Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 14:04:38 -0700
Subject: [PATCH 040/378] fix bug where slack would get inserting several times

---
 litellm/proxy/proxy_server.py | 40 +++++++++++++++++++++++++++++++----
 1 file changed, 36 insertions(+), 4 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 26987f478ee0..763094fdeb9d 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -8708,11 +8708,11 @@ async def update_config(config_info: ConfigYAML):
                 # overwrite existing settings with updated values
                 if k == "alert_to_webhook_url":
                     # check if slack is already enabled. if not, enable it
-                    if "slack" not in _existing_settings:
-                        if "alerting" not in _existing_settings:
+                    if "alerting" not in _existing_settings:
+                        _existing_settings["alerting"] = ["slack"]
+                    elif isinstance(_existing_settings["alerting"], list):
+                        if "slack" not in _existing_settings["alerting"]:
                             _existing_settings["alerting"] = ["slack"]
-                        elif isinstance(_existing_settings["alerting"], list):
-                            _existing_settings["alerting"].append("slack")
                 _existing_settings[k] = v
             config["general_settings"] = _existing_settings
 
@@ -9197,6 +9197,37 @@ def _db_health_readiness_check():
     return db_health_cache
 
 
+@router.get(
+    "/active/callbacks",
+    tags=["health"],
+    dependencies=[Depends(user_api_key_auth)],
+)
+async def active_callbacks():
+    _alerting = str(general_settings.get("alerting"))
+    # get success callback
+    success_callback_names = []
+    try:
+        # this was returning a JSON of the values in some of the callbacks
+        # all we need is the callback name, hence we do str(callback)
+        success_callback_names = [str(x) for x in litellm.success_callback]
+    except:
+        # don't let this block the /health/readiness response, if we can't convert to str -> return litellm.success_callback
+        success_callback_names = litellm.success_callback
+
+    _num_callbacks = (
+        len(litellm.callbacks)
+        + len(litellm.input_callback)
+        + len(litellm.failure_callback)
+        + len(litellm.success_callback)
+    )
+
+    return {
+        "alerting": _alerting,
+        "success_callbacks": success_callback_names,
+        "num_callbacks": _num_callbacks,
+    }
+
+
 @router.get(
     "/health/readiness",
     tags=["health"],
@@ -9206,6 +9237,7 @@ async def health_readiness():
     """
     Unprotected endpoint for checking if worker can receive requests
     """
+    global general_settings
     try:
         # get success callback
         success_callback_names = []

From e9eead2f257fd739ec8b7c371ca4994d9780d9a7 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 14:22:15 -0700
Subject: [PATCH 041/378] test - size of callbacks, alerts

---
 tests/test_callbacks_on_proxy.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index a4d31587de61..29ca62b80412 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -39,7 +39,7 @@ async def config_update(session, routing_strategy=None):
 
 
 async def get_active_callbacks(session):
-    url = "http://0.0.0.0:4000/health/readiness"
+    url = "http://0.0.0.0:4000/active/callbacks"
     headers = {
         "Content-Type": "application/json",
     }
@@ -47,7 +47,7 @@ async def get_active_callbacks(session):
     async with session.get(url, headers=headers) as response:
         status = response.status
         response_text = await response.text()
-        print("response from /health/readiness")
+        print("response from /active/callbacks")
         print(response_text)
         print()
 

From 3997ea64427c0f1396d6f12782629745242f4be3 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 14:24:01 -0700
Subject: [PATCH 042/378] fix - return num callbacks in /active/callbacks

---
 litellm/proxy/proxy_server.py | 34 ++++++++++++++++++++--------------
 1 file changed, 20 insertions(+), 14 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index f5c234963537..c9d4d3247af7 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -9203,6 +9203,10 @@ def _db_health_readiness_check():
     dependencies=[Depends(user_api_key_auth)],
 )
 async def active_callbacks():
+    """
+    Returns a list of active callbacks on litellm.callbacks, litellm.input_callback, litellm.failure_callback, litellm.success_callback
+    """
+    global proxy_logging_obj
     _alerting = str(general_settings.get("alerting"))
     # get success callback
     success_callback_names = []
@@ -9219,12 +9223,27 @@ async def active_callbacks():
         + len(litellm.input_callback)
         + len(litellm.failure_callback)
         + len(litellm.success_callback)
+        + len(litellm._async_failure_callback)
+        + len(litellm._async_success_callback)
+        + len(litellm._async_input_callback)
     )
 
+    alerting = proxy_logging_obj.alerting
+    _num_alerting = 0
+    if alerting and isinstance(alerting, list):
+        _num_alerting = len(alerting)
+
     return {
         "alerting": _alerting,
-        "success_callbacks": success_callback_names,
+        "litellm.callbacks": litellm.callbacks,
+        "litellm.input_callback": litellm.input_callback,
+        "litellm.failure_callback": litellm.failure_callback,
+        "litellm.success_callback": success_callback_names,
+        "litellm._async_success_callback": litellm._async_success_callback,
+        "litellm._async_failure_callback": litellm._async_failure_callback,
+        "litellm._async_input_callback": litellm._async_input_callback,
         "num_callbacks": _num_callbacks,
+        "num_alerting": _num_alerting,
     }
 
 
@@ -9240,17 +9259,6 @@ async def health_readiness():
     global general_settings
     try:
         # get success callback
-        _num_callbacks = 0
-        try:
-            _num_callbacks = (
-                len(litellm.callbacks)
-                + len(litellm.input_callback)
-                + len(litellm.failure_callback)
-                + len(litellm.success_callback)
-            )
-        except:
-            _num_callbacks = 0
-
         success_callback_names = []
 
         try:
@@ -9286,7 +9294,6 @@ async def health_readiness():
                 "cache": cache_type,
                 "litellm_version": version,
                 "success_callbacks": success_callback_names,
-                "num_callbacks": _num_callbacks,
                 **db_health_status,
             }
         else:
@@ -9296,7 +9303,6 @@ async def health_readiness():
                 "cache": cache_type,
                 "litellm_version": version,
                 "success_callbacks": success_callback_names,
-                "num_callbacks": _num_callbacks,
             }
     except Exception as e:
         raise HTTPException(status_code=503, detail=f"Service Unhealthy ({str(e)})")

From e5311d35f24a172f59a8f1cea438d5b5109cacfd Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 14:32:13 -0700
Subject: [PATCH 043/378] fix test len active callbacks

---
 tests/test_callbacks_on_proxy.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index 29ca62b80412..b5de5df259c0 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -42,6 +42,7 @@ async def get_active_callbacks(session):
     url = "http://0.0.0.0:4000/active/callbacks"
     headers = {
         "Content-Type": "application/json",
+        "Authorization": "Bearer sk-1234",
     }
 
     async with session.get(url, headers=headers) as response:

From a369867e0208dbd356a2acdffaa79a110e02a28b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 14:46:44 -0700
Subject: [PATCH 044/378] test - num alerts on callbacks

---
 tests/test_callbacks_on_proxy.py | 24 +++++++++++++++++-------
 1 file changed, 17 insertions(+), 7 deletions(-)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index b5de5df259c0..c10b18ed1d74 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -24,6 +24,12 @@ async def config_update(session, routing_strategy=None):
         "router_settings": {
             "routing_strategy": routing_strategy,
         },
+        "general_settings": {
+            "alert_to_webhook_url": {
+                "llm_exceptions": "https://hooks.slack.com/services/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"
+            },
+            "alert_types": ["llm_exceptions", "db_exceptions"],
+        },
     }
 
     async with session.post(url, headers=headers, json=data) as response:
@@ -58,8 +64,10 @@ async def get_active_callbacks(session):
         _json_response = await response.json()
 
         _num_callbacks = _json_response["num_callbacks"]
+        _num_alerts = _json_response["num_alerting"]
         print("current number of callbacks: ", _num_callbacks)
-        return _num_callbacks
+        print("current number of alerts: ", _num_alerts)
+        return _num_callbacks, _num_alerts
 
 
 async def get_current_routing_strategy(session):
@@ -100,20 +108,20 @@ async def test_check_num_callbacks():
     import uuid
 
     async with aiohttp.ClientSession() as session:
-        num_callbacks_1 = await get_active_callbacks(session=session)
+        num_callbacks_1, _ = await get_active_callbacks(session=session)
         assert (
             num_callbacks_1 > 0
         )  # /health/readiness returns 0 when some calculation goes wrong
 
         await asyncio.sleep(30)
 
-        num_callbacks_2 = await get_active_callbacks(session=session)
+        num_callbacks_2, _ = await get_active_callbacks(session=session)
 
         assert num_callbacks_1 == num_callbacks_2
 
         await asyncio.sleep(30)
 
-        num_callbacks_3 = await get_active_callbacks(session=session)
+        num_callbacks_3, _ = await get_active_callbacks(session=session)
 
         assert num_callbacks_1 == num_callbacks_2 == num_callbacks_3
 
@@ -137,21 +145,23 @@ async def test_check_num_callbacks_on_lowest_latency():
         original_routing_strategy = await get_current_routing_strategy(session=session)
         await config_update(session=session, routing_strategy="latency-based-routing")
 
-        num_callbacks_1 = await get_active_callbacks(session=session)
+        num_callbacks_1, num_alerts_1 = await get_active_callbacks(session=session)
         assert (
             num_callbacks_1 > 0
         )  # /health/readiness returns 0 when some calculation goes wrong
 
         await asyncio.sleep(30)
 
-        num_callbacks_2 = await get_active_callbacks(session=session)
+        num_callbacks_2, num_alerts_2 = await get_active_callbacks(session=session)
 
         assert num_callbacks_1 == num_callbacks_2
 
         await asyncio.sleep(30)
 
-        num_callbacks_3 = await get_active_callbacks(session=session)
+        num_callbacks_3, num_alerts_3 = await get_active_callbacks(session=session)
 
         assert num_callbacks_1 == num_callbacks_2 == num_callbacks_3
 
+        assert num_alerts_1 == num_alerts_2 == num_alerts_3
+
         await config_update(session=session, routing_strategy=original_routing_strategy)

From ab27866b6a025680188efab51d17aa9274d3f86e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 14:58:11 -0700
Subject: [PATCH 045/378] fix test slack alerting len

---
 litellm/proxy/proxy_server.py | 20 +++++++++++++-------
 1 file changed, 13 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index c9d4d3247af7..dfc6db6bac29 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -9235,13 +9235,19 @@ async def active_callbacks():
 
     return {
         "alerting": _alerting,
-        "litellm.callbacks": litellm.callbacks,
-        "litellm.input_callback": litellm.input_callback,
-        "litellm.failure_callback": litellm.failure_callback,
-        "litellm.success_callback": success_callback_names,
-        "litellm._async_success_callback": litellm._async_success_callback,
-        "litellm._async_failure_callback": litellm._async_failure_callback,
-        "litellm._async_input_callback": litellm._async_input_callback,
+        "litellm.callbacks": [str(x) for x in litellm.callbacks],
+        "litellm.input_callback": [str(x) for x in litellm.input_callback],
+        "litellm.failure_callback": [str(x) for x in litellm.failure_callback],
+        "litellm.success_callback": [str(x) for x in litellm.success_callback],
+        "litellm._async_success_callback": [
+            str(x) for x in litellm._async_success_callback
+        ],
+        "litellm._async_failure_callback": [
+            str(x) for x in litellm._async_failure_callback
+        ],
+        "litellm._async_input_callback": [
+            str(x) for x in litellm._async_input_callback
+        ],
         "num_callbacks": _num_callbacks,
         "num_alerting": _num_alerting,
     }

From bae5d3601db52be88a97e6e90b97951387b12094 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 15:08:55 -0700
Subject: [PATCH 046/378] feat - add unit tests for slack alerting

---
 litellm/tests/test_alerting.py | 134 +++++++++++++++++++--------------
 1 file changed, 78 insertions(+), 56 deletions(-)

diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index a74e25910cb2..5d6e068b7cf4 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -3,7 +3,7 @@
 
 import sys
 import os
-import io, asyncio, httpx
+import io, asyncio
 from datetime import datetime, timedelta
 
 # import logging
@@ -17,61 +17,6 @@
 from unittest.mock import patch, MagicMock
 from litellm.caching import DualCache
 from litellm.integrations.slack_alerting import SlackAlerting
-from litellm.proxy._types import UserAPIKeyAuth
-from litellm.proxy.proxy_server import HTTPException
-
-
-@pytest.mark.parametrize("exception_type", ["llm-exception", "non-llm-exception"])
-@pytest.mark.asyncio
-async def test_slack_alerting_llm_exceptions(exception_type, monkeypatch):
-    """
-    Test if non-llm exception -> No request
-    Test if llm exception -> Request triggered
-    """
-    _pl = ProxyLogging(user_api_key_cache=DualCache())
-    _pl.update_values(
-        alerting=["slack"],
-        alerting_threshold=100,
-        redis_cache=None,
-        alert_types=["llm_exceptions"],
-    )
-
-    async def mock_alerting_handler(message, level, alert_type):
-        global exception_type
-
-        if exception_type == "llm-exception":
-            pass
-        elif exception_type == "non-llm-exception":
-            pytest.fail("Function should not have been called")
-
-    monkeypatch.setattr(_pl, "alerting_handler", mock_alerting_handler)
-
-    if exception_type == "llm-exception":
-        await _pl.post_call_failure_hook(
-            original_exception=litellm.APIError(
-                status_code=500,
-                message="This is a test exception",
-                llm_provider="openai",
-                model="gpt-3.5-turbo",
-                request=httpx.Request(
-                    method="completion", url="https://github.com/BerriAI/litellm"
-                ),
-            ),
-            user_api_key_dict=UserAPIKeyAuth(),
-        )
-
-        await asyncio.sleep(2)
-
-    elif exception_type == "non-llm-exception":
-        await _pl.post_call_failure_hook(
-            original_exception=HTTPException(
-                status_code=400,
-                detail={"error": "this is a test exception"},
-            ),
-            user_api_key_dict=UserAPIKeyAuth(),
-        )
-
-        await asyncio.sleep(2)
 
 
 @pytest.mark.asyncio
@@ -149,3 +94,80 @@ def test_init():
     assert slack_no_alerting.alerting == []
 
     print("passed testing slack alerting init")
+
+
+from unittest.mock import patch, AsyncMock
+from datetime import datetime, timedelta
+
+
+@pytest.fixture
+def slack_alerting():
+    return SlackAlerting(alerting_threshold=1)
+
+
+# Test for hanging LLM responses
+@pytest.mark.asyncio
+async def test_response_taking_too_long_hanging(slack_alerting):
+    request_data = {
+        "model": "test_model",
+        "messages": "test_messages",
+        "litellm_status": "running",
+    }
+    with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert:
+        await slack_alerting.response_taking_too_long(
+            type="hanging_request", request_data=request_data
+        )
+        mock_send_alert.assert_awaited_once()
+
+
+# Test for slow LLM responses
+@pytest.mark.asyncio
+async def test_response_taking_too_long_callback(slack_alerting):
+    start_time = datetime.now()
+    end_time = start_time + timedelta(seconds=301)
+    kwargs = {"model": "test_model", "messages": "test_messages", "litellm_params": {}}
+    with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert:
+        await slack_alerting.response_taking_too_long_callback(
+            kwargs, None, start_time, end_time
+        )
+        mock_send_alert.assert_awaited_once()
+
+
+# Test for budget crossed
+@pytest.mark.asyncio
+async def test_budget_alerts_crossed(slack_alerting):
+    user_max_budget = 100
+    user_current_spend = 101
+    with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert:
+        await slack_alerting.budget_alerts(
+            "user_budget", user_max_budget, user_current_spend
+        )
+        mock_send_alert.assert_awaited_once()
+
+
+# Test for budget crossed again (should not fire alert 2nd time)
+@pytest.mark.asyncio
+async def test_budget_alerts_crossed_again(slack_alerting):
+    user_max_budget = 100
+    user_current_spend = 101
+    with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert:
+        await slack_alerting.budget_alerts(
+            "user_budget", user_max_budget, user_current_spend
+        )
+        mock_send_alert.assert_awaited_once()
+        mock_send_alert.reset_mock()
+        await slack_alerting.budget_alerts(
+            "user_budget", user_max_budget, user_current_spend
+        )
+        mock_send_alert.assert_not_awaited()
+
+
+# Test for send_alert - should be called once
+@pytest.mark.asyncio
+async def test_send_alert(slack_alerting):
+    with patch.object(
+        slack_alerting.async_http_handler, "post", new=AsyncMock()
+    ) as mock_post:
+        mock_post.return_value.status_code = 200
+        await slack_alerting.send_alert("Test message", "Low", "budget_alerts")
+        mock_post.assert_awaited_once()

From 5b39f8e282e399726849ae56169610cacee31213 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 15:27:32 -0700
Subject: [PATCH 047/378] feat(proxy_server.py): return api base in response
 headers

Closes https://github.com/BerriAI/litellm/issues/2631
---
 litellm/proxy/proxy_server.py  |  3 ++
 litellm/tests/test_alerting.py | 14 +++++++++
 litellm/types/router.py        |  2 ++
 litellm/utils.py               | 57 ++++++++++++++++++++++++++++------
 4 files changed, 66 insertions(+), 10 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 26987f478ee0..eb349b2d5f6e 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3658,6 +3658,7 @@ async def chat_completion(
         hidden_params = getattr(response, "_hidden_params", {}) or {}
         model_id = hidden_params.get("model_id", None) or ""
         cache_key = hidden_params.get("cache_key", None) or ""
+        api_base = hidden_params.get("api_base", None) or ""
 
         # Post Call Processing
         if llm_router is not None:
@@ -3670,6 +3671,7 @@ async def chat_completion(
             custom_headers = {
                 "x-litellm-model-id": model_id,
                 "x-litellm-cache-key": cache_key,
+                "x-litellm-model-api-base": api_base,
             }
             selected_data_generator = select_data_generator(
                 response=response, user_api_key_dict=user_api_key_dict
@@ -3682,6 +3684,7 @@ async def chat_completion(
 
         fastapi_response.headers["x-litellm-model-id"] = model_id
         fastapi_response.headers["x-litellm-cache-key"] = cache_key
+        fastapi_response.headers["x-litellm-model-api-base"] = api_base
 
         ### CALL HOOKS ### - modify outgoing data
         response = await proxy_logging_obj.post_call_success_hook(
diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index a74e25910cb2..40c75b86b7e5 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -15,6 +15,7 @@
 import pytest
 import asyncio
 from unittest.mock import patch, MagicMock
+from litellm.utils import get_api_base
 from litellm.caching import DualCache
 from litellm.integrations.slack_alerting import SlackAlerting
 from litellm.proxy._types import UserAPIKeyAuth
@@ -74,6 +75,19 @@ async def mock_alerting_handler(message, level, alert_type):
         await asyncio.sleep(2)
 
 
+@pytest.mark.parametrize(
+    "model, optional_params, expected_api_base",
+    [
+        ("openai/my-fake-model", {"api_base": "my-fake-api-base"}, "my-fake-api-base"),
+        ("gpt-3.5-turbo", {}, "https://api.openai.com"),
+    ],
+)
+def test_get_api_base_unit_test(model, optional_params, expected_api_base):
+    api_base = get_api_base(model=model, optional_params=optional_params)
+
+    assert api_base == expected_api_base
+
+
 @pytest.mark.asyncio
 async def test_get_api_base():
     _pl = ProxyLogging(user_api_key_cache=DualCache())
diff --git a/litellm/types/router.py b/litellm/types/router.py
index 64b71b999e05..068a99b0059a 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -99,6 +99,7 @@ def __setitem__(self, key, value):
 
 class LiteLLM_Params(BaseModel):
     model: str
+    custom_llm_provider: Optional[str] = None
     tpm: Optional[int] = None
     rpm: Optional[int] = None
     api_key: Optional[str] = None
@@ -123,6 +124,7 @@ class LiteLLM_Params(BaseModel):
     def __init__(
         self,
         model: str,
+        custom_llm_provider: Optional[str] = None,
         max_retries: Optional[Union[int, str]] = None,
         tpm: Optional[int] = None,
         rpm: Optional[int] = None,
diff --git a/litellm/utils.py b/litellm/utils.py
index 80d26f58b924..589ea4d078f6 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -315,6 +315,7 @@ class ChatCompletionDeltaToolCall(OpenAIObject):
 class HiddenParams(OpenAIObject):
     original_response: Optional[str] = None
     model_id: Optional[str] = None  # used in Router for individual deployments
+    api_base: Optional[str] = None  # returns api base used for making completion call
 
     class Config:
         extra = "allow"
@@ -3157,6 +3158,10 @@ def wrapper(*args, **kwargs):
                 result._hidden_params["model_id"] = kwargs.get("model_info", {}).get(
                     "id", None
                 )
+                result._hidden_params["api_base"] = get_api_base(
+                    model=model,
+                    optional_params=getattr(logging_obj, "optional_params", {}),
+                )
             result._response_ms = (
                 end_time - start_time
             ).total_seconds() * 1000  # return response latency in ms like openai
@@ -3226,6 +3231,8 @@ async def wrapper_async(*args, **kwargs):
         call_type = original_function.__name__
         if "litellm_call_id" not in kwargs:
             kwargs["litellm_call_id"] = str(uuid.uuid4())
+
+        model = ""
         try:
             model = args[0] if len(args) > 0 else kwargs["model"]
         except:
@@ -3547,6 +3554,10 @@ async def wrapper_async(*args, **kwargs):
                 result._hidden_params["model_id"] = kwargs.get("model_info", {}).get(
                     "id", None
                 )
+                result._hidden_params["api_base"] = get_api_base(
+                    model=model,
+                    optional_params=kwargs,
+                )
             if (
                 isinstance(result, ModelResponse)
                 or isinstance(result, EmbeddingResponse)
@@ -5810,18 +5821,39 @@ def get_api_base(model: str, optional_params: dict) -> Optional[str]:
     get_api_base(model="gemini/gemini-pro")
     ```
     """
-    _optional_params = LiteLLM_Params(
-        model=model, **optional_params
-    )  # convert to pydantic object
+
+    try:
+        if "model" in optional_params:
+            _optional_params = LiteLLM_Params(**optional_params)
+        else:  # prevent needing to copy and pop the dict
+            _optional_params = LiteLLM_Params(
+                model=model, **optional_params
+            )  # convert to pydantic object
+    except Exception as e:
+        verbose_logger.error("Error occurred in getting api base - {}".format(str(e)))
+        return None
     # get llm provider
+
+    if _optional_params.api_base is not None:
+        return _optional_params.api_base
+
     try:
-        model, custom_llm_provider, dynamic_api_key, api_base = get_llm_provider(
-            model=model
+        model, custom_llm_provider, dynamic_api_key, dynamic_api_base = (
+            get_llm_provider(
+                model=model,
+                custom_llm_provider=_optional_params.custom_llm_provider,
+                api_base=_optional_params.api_base,
+                api_key=_optional_params.api_key,
+            )
         )
-    except:
+    except Exception as e:
+        verbose_logger.error("Error occurred in getting api base - {}".format(str(e)))
         custom_llm_provider = None
-    if _optional_params.api_base is not None:
-        return _optional_params.api_base
+        dynamic_api_key = None
+        dynamic_api_base = None
+
+    if dynamic_api_base is not None:
+        return dynamic_api_base
 
     if (
         _optional_params.vertex_location is not None
@@ -5835,11 +5867,17 @@ def get_api_base(model: str, optional_params: dict) -> Optional[str]:
         )
         return _api_base
 
-    if custom_llm_provider is not None and custom_llm_provider == "gemini":
+    if custom_llm_provider is None:
+        return None
+
+    if custom_llm_provider == "gemini":
         _api_base = "https://generativelanguage.googleapis.com/v1beta/models/{}:generateContent".format(
             model
         )
         return _api_base
+    elif custom_llm_provider == "openai":
+        _api_base = "https://api.openai.com"
+        return _api_base
     return None
 
 
@@ -6147,7 +6185,6 @@ def get_llm_provider(
     try:
         dynamic_api_key = None
         # check if llm provider provided
-
         # AZURE AI-Studio Logic - Azure AI Studio supports AZURE/Cohere
         # If User passes azure/command-r-plus -> we should send it to cohere_chat/command-r-plus
         if model.split("/", 1)[0] == "azure":

From 209baaca0266cf441e00ccae7a382535cfafec5e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 15:40:05 -0700
Subject: [PATCH 048/378] docs - simplify prod docs

---
 docs/my-website/docs/proxy/prod.md | 165 ++++++++---------------------
 1 file changed, 44 insertions(+), 121 deletions(-)

diff --git a/docs/my-website/docs/proxy/prod.md b/docs/my-website/docs/proxy/prod.md
index 980bba542672..32cd916c9863 100644
--- a/docs/my-website/docs/proxy/prod.md
+++ b/docs/my-website/docs/proxy/prod.md
@@ -3,34 +3,38 @@ import TabItem from '@theme/TabItem';
 
 # ⚡ Best Practices for Production
 
-Expected Performance in Production
-
-1 LiteLLM Uvicorn Worker on Kubernetes
-
-| Description | Value |
-|--------------|-------|
-| Avg latency | `50ms` |
-| Median latency | `51ms` |
-| `/chat/completions` Requests/second | `35` |
-| `/chat/completions` Requests/minute | `2100` |
-| `/chat/completions` Requests/hour | `126K` |
+## 1. Use this config.yaml
+Use this config.yaml in production (with your own LLMs)
 
+```yaml
+model_list:
+  - model_name: fake-openai-endpoint
+    litellm_params:
+      model: openai/fake
+      api_key: fake-key
+      api_base: https://exampleopenaiendpoint-production.up.railway.app/
 
-## 1. Switch off Debug Logging
+general_settings:
+  master_key: sk-1234      # enter your own master key, ensure it starts with 'sk-'
+  alerting: ["slack"]      # Setup slack alerting - get alerts on LLM exceptions, Budget Alerts, Slow LLM Responses
+  proxy_batch_write_at: 60 # Batch write spend updates every 60s
 
-Remove `set_verbose: True` from your config.yaml
-```yaml
 litellm_settings:
-  set_verbose: True
+  set_verbose: False      # Switch off Debug Logging, ensure your logs do not have any debugging on
 ```
 
-You should only see the following level of details in logs on the proxy server
+Set slack webhook url in your env
 ```shell
-# INFO:     192.168.2.205:11774 - "POST /chat/completions HTTP/1.1" 200 OK
-# INFO:     192.168.2.205:34717 - "POST /chat/completions HTTP/1.1" 200 OK
-# INFO:     192.168.2.205:29734 - "POST /chat/completions HTTP/1.1" 200 OK
+export SLACK_WEBHOOK_URL="https://hooks.slack.com/services/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"
 ```
 
+:::info
+
+Need Help or want dedicated support ? Talk to a founder [here]: (https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat)
+
+:::
+
+
 ## 2. On Kubernetes - Use 1 Uvicorn worker [Suggested CMD]
 
 Use this Docker `CMD`. This will start the proxy with 1 Uvicorn Async Worker
@@ -40,21 +44,12 @@ Use this Docker `CMD`. This will start the proxy with 1 Uvicorn Async Worker
 CMD ["--port", "4000", "--config", "./proxy_server_config.yaml"]
 ```
 
-## 3. Batch write spend updates every 60s
 
-The default proxy batch write is 10s. This is to make it easy to see spend when debugging locally. 
+## 3. Use Redis 'port','host', 'password'. NOT 'redis_url'
 
-In production, we recommend using a longer interval period of 60s. This reduces the number of connections used to make DB writes. 
+If you decide to use Redis, DO NOT use 'redis_url'. We recommend usig redis port, host, and password params. 
 
-```yaml
-general_settings:
-  master_key: sk-1234
-  proxy_batch_write_at: 60 # 👈 Frequency of batch writing logs to server (in seconds)
-```
-
-## 4. use Redis 'port','host', 'password'. NOT 'redis_url'
-
-When connecting to Redis use redis port, host, and password params. Not 'redis_url'. We've seen a 80 RPS difference between these 2 approaches when using the async redis client. 
+`redis_url`is 80 RPS slower
 
 This is still something we're investigating. Keep track of it [here](https://github.com/BerriAI/litellm/issues/3188)
 
@@ -69,103 +64,31 @@ router_settings:
   redis_password: os.environ/REDIS_PASSWORD
 ```
 
-## 5. Switch off resetting budgets
-
-Add this to your config.yaml. (Only spend per Key, User and Team will be tracked - spend per API Call will not be written to the LiteLLM Database)
-```yaml
-general_settings:
-  disable_reset_budget: true
-```
-
-## 6. Move spend logs to separate server (BETA)
-
-Writing each spend log to the db can slow down your proxy. In testing we saw a 70% improvement in median response time, by moving writing spend logs to a separate server. 
-
-👉 [LiteLLM Spend Logs Server](https://github.com/BerriAI/litellm/tree/main/litellm-js/spend-logs)
-
-
-**Spend Logs**  
-This is a log of the key, tokens, model, and latency for each call on the proxy. 
-
-[**Full Payload**](https://github.com/BerriAI/litellm/blob/8c9623a6bc4ad9da0a2dac64249a60ed8da719e8/litellm/proxy/utils.py#L1769)
-
-
-**1. Start the spend logs server**
-
-```bash
-docker run -p 3000:3000 \
-  -e DATABASE_URL="postgres://.." \
-  ghcr.io/berriai/litellm-spend_logs:main-latest
-
-# RUNNING on http://0.0.0.0:3000
-```
-
-**2. Connect to proxy**
-
-
-Example litellm_config.yaml
-
-```yaml
-model_list:
-- model_name: fake-openai-endpoint
-  litellm_params:
-    model: openai/my-fake-model
-    api_key: my-fake-key
-    api_base: https://exampleopenaiendpoint-production.up.railway.app/
-
-general_settings:
-  master_key: sk-1234
-  proxy_batch_write_at: 5 # 👈 Frequency of batch writing logs to server (in seconds)
-```
-
-Add `SPEND_LOGS_URL` as an environment variable when starting the proxy 
-
-```bash
-docker run \
-    -v $(pwd)/litellm_config.yaml:/app/config.yaml \
-    -e DATABASE_URL="postgresql://.." \
-    -e SPEND_LOGS_URL="http://host.docker.internal:3000" \ # 👈 KEY CHANGE
-    -p 4000:4000 \
-    ghcr.io/berriai/litellm:main-latest \
-    --config /app/config.yaml --detailed_debug
-
-# Running on http://0.0.0.0:4000
-```
-
-**3. Test Proxy!**
+## Extras
+### Expected Performance in Production
 
+1 LiteLLM Uvicorn Worker on Kubernetes
 
-```bash
-curl --location 'http://0.0.0.0:4000/v1/chat/completions' \
---header 'Content-Type: application/json' \
---header 'Authorization: Bearer sk-1234' \
---data '{
-    "model": "fake-openai-endpoint", 
-    "messages": [
-        {"role": "system", "content": "Be helpful"},
-        {"role": "user", "content": "What do you know?"}
-    ]
-}'
-```
+| Description | Value |
+|--------------|-------|
+| Avg latency | `50ms` |
+| Median latency | `51ms` |
+| `/chat/completions` Requests/second | `35` |
+| `/chat/completions` Requests/minute | `2100` |
+| `/chat/completions` Requests/hour | `126K` |
 
-In your LiteLLM Spend Logs Server, you should see
 
-**Expected Response**
+### Verifying Debugging logs are off
 
+You should only see the following level of details in logs on the proxy server
+```shell
+# INFO:     192.168.2.205:11774 - "POST /chat/completions HTTP/1.1" 200 OK
+# INFO:     192.168.2.205:34717 - "POST /chat/completions HTTP/1.1" 200 OK
+# INFO:     192.168.2.205:29734 - "POST /chat/completions HTTP/1.1" 200 OK
 ```
-Received and stored 1 logs. Total logs in memory: 1
-...
-Flushed 1 log to the DB.
-```
-
-
-### Machine Specification
-
-A t2.micro should be sufficient to handle 1k logs / minute on this server. 
 
-This consumes at max 120MB, and <0.1 vCPU. 
 
-## Machine Specifications to Deploy LiteLLM
+### Machine Specifications to Deploy LiteLLM
 
 | Service | Spec | CPUs | Memory | Architecture | Version|
 | --- | --- | --- | --- | --- | --- | 
@@ -173,7 +96,7 @@ This consumes at max 120MB, and <0.1 vCPU.
 | Redis Cache | - | - | - | - | 7.0+ Redis Engine|
 
 
-## Reference Kubernetes Deployment YAML
+### Reference Kubernetes Deployment YAML
 
 Reference Kubernetes `deployment.yaml` that was load tested by us
 

From fbe412a3a6a61640793a24d4c919210175e2179c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 15:58:05 -0700
Subject: [PATCH 049/378] feat - add amazon.titan-embed-text-v2

---
 litellm/model_prices_and_context_window_backup.json | 9 +++++++++
 model_prices_and_context_window.json                | 9 +++++++++
 2 files changed, 18 insertions(+)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 7fcd425bb513..c7d5aae2d03b 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -1832,6 +1832,15 @@
         "litellm_provider": "bedrock", 
         "mode": "embedding"
     },
+    "amazon.titan-embed-text-v2:0": {
+        "max_tokens": 8192, 
+        "max_input_tokens": 8192, 
+        "output_vector_size": 1024,
+        "input_cost_per_token": 0.0000002,
+        "output_cost_per_token": 0.0,
+        "litellm_provider": "bedrock", 
+        "mode": "embedding"
+    },
     "mistral.mistral-7b-instruct-v0:2": {
         "max_tokens": 8191,
         "max_input_tokens": 32000,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 7fcd425bb513..c7d5aae2d03b 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1832,6 +1832,15 @@
         "litellm_provider": "bedrock", 
         "mode": "embedding"
     },
+    "amazon.titan-embed-text-v2:0": {
+        "max_tokens": 8192, 
+        "max_input_tokens": 8192, 
+        "output_vector_size": 1024,
+        "input_cost_per_token": 0.0000002,
+        "output_cost_per_token": 0.0,
+        "litellm_provider": "bedrock", 
+        "mode": "embedding"
+    },
     "mistral.mistral-7b-instruct-v0:2": {
         "max_tokens": 8191,
         "max_input_tokens": 32000,

From bf048ecda4976f2676a25de4aec69fe98c6c0b54 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 15:59:02 -0700
Subject: [PATCH 050/378] docs - titan embeddings v2

---
 docs/my-website/docs/providers/bedrock.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/my-website/docs/providers/bedrock.md b/docs/my-website/docs/providers/bedrock.md
index 590ffc423b29..147c12e65a9d 100644
--- a/docs/my-website/docs/providers/bedrock.md
+++ b/docs/my-website/docs/providers/bedrock.md
@@ -535,7 +535,8 @@ print(response)
 
 | Model Name           | Function Call                               |
 |----------------------|---------------------------------------------|
-| Titan Embeddings - G1 | `embedding(model="bedrock/amazon.titan-embed-text-v1", input=input)` |
+| Titan Embeddings V2 | `embedding(model="bedrock/amazon.titan-embed-text-v2:0", input=input)` |
+| Titan Embeddings - V1 | `embedding(model="bedrock/amazon.titan-embed-text-v1", input=input)` |
 | Cohere Embeddings - English | `embedding(model="bedrock/cohere.embed-english-v3", input=input)` |
 | Cohere Embeddings - Multilingual | `embedding(model="bedrock/cohere.embed-multilingual-v3", input=input)` |
 

From 4a39b95accf25380a037ff241cb1822f412e3e22 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 16:13:27 -0700
Subject: [PATCH 051/378] fix - support dimension for titan embed v2

---
 litellm/utils.py | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/litellm/utils.py b/litellm/utils.py
index 80d26f58b924..e124358b6d46 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4743,6 +4743,21 @@ def get_optional_params_embeddings(
                 status_code=500,
                 message=f"Setting user/encoding format is not supported by {custom_llm_provider}. To drop it from the call, set `litellm.drop_params = True`.",
             )
+    if custom_llm_provider == "bedrock":
+        if "amazon.titan-embed-text-v2" in model:
+            # embed-text-v2 supports the dimension param
+            non_default_params.pop("dimensions", None)
+        if len(non_default_params.keys()) > 0:
+            if litellm.drop_params is True:  # drop the unsupported non-default values
+                keys = list(non_default_params.keys())
+                for k in keys:
+                    non_default_params.pop(k, None)
+                final_params = {**non_default_params, **kwargs}
+                return final_params
+            raise UnsupportedParamsError(
+                status_code=500,
+                message=f"Setting user/encoding format is not supported by {custom_llm_provider}. To drop it from the call, set `litellm.drop_params = True`.",
+            )
 
     if (
         custom_llm_provider != "openai"

From 401bf8d67ee416a177b0fe6afe1c3939d5a94ed1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 16:23:37 -0700
Subject: [PATCH 052/378] test - bedrock v2 supports dimension

---
 .../test_get_optional_params_embeddings.py    | 29 +++++++++++++++++++
 litellm/utils.py                              | 10 +++++--
 2 files changed, 37 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_get_optional_params_embeddings.py b/litellm/tests/test_get_optional_params_embeddings.py
index 41396b5312d2..81b177030974 100644
--- a/litellm/tests/test_get_optional_params_embeddings.py
+++ b/litellm/tests/test_get_optional_params_embeddings.py
@@ -40,3 +40,32 @@ def test_vertex_projects():
 
 
 # test_vertex_projects()
+
+
+def test_bedrock_embed_v2_regular():
+    model, custom_llm_provider, _, _ = get_llm_provider(
+        model="bedrock/amazon.titan-embed-text-v2:0"
+    )
+    optional_params = get_optional_params_embeddings(
+        model=model,
+        dimensions=512,
+        custom_llm_provider=custom_llm_provider,
+    )
+    print(f"received optional_params: {optional_params}")
+    assert optional_params == {"dimensions": 512}
+
+
+def test_bedrock_embed_v2_with_drop_params():
+    litellm.drop_params = True
+    model, custom_llm_provider, _, _ = get_llm_provider(
+        model="bedrock/amazon.titan-embed-text-v2:0"
+    )
+    optional_params = get_optional_params_embeddings(
+        model=model,
+        dimensions=512,
+        user="test-litellm-user-5",
+        encoding_format="base64",
+        custom_llm_provider=custom_llm_provider,
+    )
+    print(f"received optional_params: {optional_params}")
+    assert optional_params == {"dimensions": 512}
diff --git a/litellm/utils.py b/litellm/utils.py
index e124358b6d46..5070e6498b1a 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4744,9 +4744,14 @@ def get_optional_params_embeddings(
                 message=f"Setting user/encoding format is not supported by {custom_llm_provider}. To drop it from the call, set `litellm.drop_params = True`.",
             )
     if custom_llm_provider == "bedrock":
-        if "amazon.titan-embed-text-v2" in model:
-            # embed-text-v2 supports the dimension param
+        # if dimensions is in non_default_params -> pass it for model=bedrock/amazon.titan-embed-text-v2
+        if (
+            "dimensions" in non_default_params.keys()
+            and "amazon.titan-embed-text-v2" in model
+        ):
+            kwargs["dimensions"] = non_default_params["dimensions"]
             non_default_params.pop("dimensions", None)
+
         if len(non_default_params.keys()) > 0:
             if litellm.drop_params is True:  # drop the unsupported non-default values
                 keys = list(non_default_params.keys())
@@ -4758,6 +4763,7 @@ def get_optional_params_embeddings(
                 status_code=500,
                 message=f"Setting user/encoding format is not supported by {custom_llm_provider}. To drop it from the call, set `litellm.drop_params = True`.",
             )
+        return {**non_default_params, **kwargs}
 
     if (
         custom_llm_provider != "openai"

From a732d8772af2f8d2cb9b9a04d3f17fda85086436 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 16:24:21 -0700
Subject: [PATCH 053/378] fix(bedrock.py): convert httpx.timeout to boto3 valid
 timeout

Closes https://github.com/BerriAI/litellm/issues/3398
---
 litellm/llms/azure.py         |  2 +-
 litellm/llms/bedrock.py       |  9 +++++++--
 litellm/llms/openai.py        | 15 +++++++++------
 litellm/main.py               | 35 +++++++++++++++++++++++------------
 litellm/router.py             | 12 +++++++++---
 litellm/tests/test_timeout.py | 32 +++++++++++++++++++++++++++++++-
 litellm/utils.py              | 14 +++++++++++++-
 7 files changed, 93 insertions(+), 26 deletions(-)

diff --git a/litellm/llms/azure.py b/litellm/llms/azure.py
index 0fe5c4e7e5d2..e7af9d43b644 100644
--- a/litellm/llms/azure.py
+++ b/litellm/llms/azure.py
@@ -151,7 +151,7 @@ def completion(
         api_type: str,
         azure_ad_token: str,
         print_verbose: Callable,
-        timeout,
+        timeout: Union[float, httpx.Timeout],
         logging_obj,
         optional_params,
         litellm_params,
diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py
index 235c13c59c35..7ce544c96f13 100644
--- a/litellm/llms/bedrock.py
+++ b/litellm/llms/bedrock.py
@@ -533,7 +533,7 @@ def init_bedrock_client(
     aws_session_name: Optional[str] = None,
     aws_profile_name: Optional[str] = None,
     aws_role_name: Optional[str] = None,
-    timeout: Optional[int] = None,
+    timeout: Optional[Union[float, httpx.Timeout]] = None,
 ):
     # check for custom AWS_REGION_NAME and use it if not passed to init_bedrock_client
     litellm_aws_region_name = get_secret("AWS_REGION_NAME", None)
@@ -592,7 +592,12 @@ def init_bedrock_client(
 
     import boto3
 
-    config = boto3.session.Config(connect_timeout=timeout, read_timeout=timeout)
+    if isinstance(timeout, float):
+        config = boto3.session.Config(connect_timeout=timeout, read_timeout=timeout)
+    elif isinstance(timeout, httpx.Timeout):
+        config = boto3.session.Config(
+            connect_timeout=timeout.connect, read_timeout=timeout.read
+        )
 
     ### CHECK STS ###
     if aws_role_name is not None and aws_session_name is not None:
diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index f68ab235e6af..5a76605b3ab9 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -246,7 +246,7 @@ def __init__(self) -> None:
     def completion(
         self,
         model_response: ModelResponse,
-        timeout: float,
+        timeout: Union[float, httpx.Timeout],
         model: Optional[str] = None,
         messages: Optional[list] = None,
         print_verbose: Optional[Callable] = None,
@@ -271,9 +271,12 @@ def completion(
             if model is None or messages is None:
                 raise OpenAIError(status_code=422, message=f"Missing model or messages")
 
-            if not isinstance(timeout, float):
+            if not isinstance(timeout, float) and not isinstance(
+                timeout, httpx.Timeout
+            ):
                 raise OpenAIError(
-                    status_code=422, message=f"Timeout needs to be a float"
+                    status_code=422,
+                    message=f"Timeout needs to be a float or httpx.Timeout",
                 )
 
             if custom_llm_provider != "openai":
@@ -425,7 +428,7 @@ async def acompletion(
         self,
         data: dict,
         model_response: ModelResponse,
-        timeout: float,
+        timeout: Union[float, httpx.Timeout],
         api_key: Optional[str] = None,
         api_base: Optional[str] = None,
         organization: Optional[str] = None,
@@ -480,7 +483,7 @@ async def acompletion(
     def streaming(
         self,
         logging_obj,
-        timeout: float,
+        timeout: Union[float, httpx.Timeout],
         data: dict,
         model: str,
         api_key: Optional[str] = None,
@@ -524,7 +527,7 @@ def streaming(
     async def async_streaming(
         self,
         logging_obj,
-        timeout: float,
+        timeout: Union[float, httpx.Timeout],
         data: dict,
         model: str,
         api_key: Optional[str] = None,
diff --git a/litellm/main.py b/litellm/main.py
index 9765669fe1c9..bbcdef0de065 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -39,6 +39,7 @@
     Usage,
     get_optional_params_embeddings,
     get_optional_params_image_gen,
+    supports_httpx_timeout,
 )
 from .llms import (
     anthropic_text,
@@ -450,7 +451,7 @@ def completion(
     model: str,
     # Optional OpenAI params: see https://platform.openai.com/docs/api-reference/chat/create
     messages: List = [],
-    timeout: Optional[Union[float, int]] = None,
+    timeout: Optional[Union[float, str, httpx.Timeout]] = None,
     temperature: Optional[float] = None,
     top_p: Optional[float] = None,
     n: Optional[int] = None,
@@ -648,11 +649,21 @@ def completion(
     non_default_params = {
         k: v for k, v in kwargs.items() if k not in default_params
     }  # model-specific params - pass them straight to the model/provider
-    if timeout is None:
-        timeout = (
-            kwargs.get("request_timeout", None) or 600
-        )  # set timeout for 10 minutes by default
-    timeout = float(timeout)
+
+    ### TIMEOUT LOGIC ###
+    timeout = timeout or kwargs.get("request_timeout", 600) or 600
+    # set timeout for 10 minutes by default
+
+    if (
+        timeout is not None
+        and isinstance(timeout, httpx.Timeout)
+        and supports_httpx_timeout(custom_llm_provider) == False
+    ):
+        read_timeout = timeout.read or 600
+        timeout = read_timeout  # default 10 min timeout
+    elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+        timeout = float(timeout)  # type: ignore
+
     try:
         if base_url is not None:
             api_base = base_url
@@ -873,7 +884,7 @@ def completion(
                 logger_fn=logger_fn,
                 logging_obj=logging,
                 acompletion=acompletion,
-                timeout=timeout,
+                timeout=timeout,  # type: ignore
                 client=client,  # pass AsyncAzureOpenAI, AzureOpenAI client
             )
 
@@ -1014,7 +1025,7 @@ def completion(
                     optional_params=optional_params,
                     litellm_params=litellm_params,
                     logger_fn=logger_fn,
-                    timeout=timeout,
+                    timeout=timeout,  # type: ignore
                     custom_prompt_dict=custom_prompt_dict,
                     client=client,  # pass AsyncOpenAI, OpenAI client
                     organization=organization,
@@ -1099,7 +1110,7 @@ def completion(
                 optional_params=optional_params,
                 litellm_params=litellm_params,
                 logger_fn=logger_fn,
-                timeout=timeout,
+                timeout=timeout,  # type: ignore
             )
 
             if (
@@ -1473,7 +1484,7 @@ def completion(
                 acompletion=acompletion,
                 logging_obj=logging,
                 custom_prompt_dict=custom_prompt_dict,
-                timeout=timeout,
+                timeout=timeout,  # type: ignore
             )
             if (
                 "stream" in optional_params
@@ -1566,7 +1577,7 @@ def completion(
                 logger_fn=logger_fn,
                 logging_obj=logging,
                 acompletion=acompletion,
-                timeout=timeout,
+                timeout=timeout,  # type: ignore
             )
             ## LOGGING
             logging.post_call(
@@ -1893,7 +1904,7 @@ def completion(
                 logger_fn=logger_fn,
                 encoding=encoding,
                 logging_obj=logging,
-                timeout=timeout,
+                timeout=timeout,  # type: ignore
             )
             if (
                 "stream" in optional_params
diff --git a/litellm/router.py b/litellm/router.py
index 9638db548eeb..d64deecec102 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -375,7 +375,9 @@ def completion(
         except Exception as e:
             raise e
 
-    def _completion(self, model: str, messages: List[Dict[str, str]], **kwargs):
+    def _completion(
+        self, model: str, messages: List[Dict[str, str]], **kwargs
+    ) -> Union[ModelResponse, CustomStreamWrapper]:
         model_name = None
         try:
             # pick the one that is available (lowest TPM/RPM)
@@ -438,7 +440,9 @@ def _completion(self, model: str, messages: List[Dict[str, str]], **kwargs):
             )
             raise e
 
-    async def acompletion(self, model: str, messages: List[Dict[str, str]], **kwargs):
+    async def acompletion(
+        self, model: str, messages: List[Dict[str, str]], **kwargs
+    ) -> Union[ModelResponse, CustomStreamWrapper]:
         try:
             kwargs["model"] = model
             kwargs["messages"] = messages
@@ -454,7 +458,9 @@ async def acompletion(self, model: str, messages: List[Dict[str, str]], **kwargs
         except Exception as e:
             raise e
 
-    async def _acompletion(self, model: str, messages: List[Dict[str, str]], **kwargs):
+    async def _acompletion(
+        self, model: str, messages: List[Dict[str, str]], **kwargs
+    ) -> Union[ModelResponse, CustomStreamWrapper]:
         """
         - Get an available deployment
         - call it with a semaphore over the call
diff --git a/litellm/tests/test_timeout.py b/litellm/tests/test_timeout.py
index d38da52e51fe..f24b26a0cf23 100644
--- a/litellm/tests/test_timeout.py
+++ b/litellm/tests/test_timeout.py
@@ -10,7 +10,37 @@
 import time
 import litellm
 import openai
-import pytest, uuid
+import pytest, uuid, httpx
+
+
+@pytest.mark.parametrize(
+    "model, provider",
+    [
+        ("gpt-3.5-turbo", "openai"),
+        ("anthropic.claude-instant-v1", "bedrock"),
+        ("azure/chatgpt-v-2", "azure"),
+    ],
+)
+@pytest.mark.parametrize("sync_mode", [True, False])
+@pytest.mark.asyncio
+async def test_httpx_timeout(model, provider, sync_mode):
+    """
+    Test if setting httpx.timeout works for completion calls
+    """
+    timeout_val = httpx.Timeout(10.0, connect=60.0)
+
+    messages = [{"role": "user", "content": "Hey, how's it going?"}]
+
+    if sync_mode:
+        response = litellm.completion(
+            model=model, messages=messages, timeout=timeout_val
+        )
+    else:
+        response = await litellm.acompletion(
+            model=model, messages=messages, timeout=timeout_val
+        )
+
+    print(f"response: {response}")
 
 
 def test_timeout():
diff --git a/litellm/utils.py b/litellm/utils.py
index 80d26f58b924..89d814e3240d 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4442,7 +4442,19 @@ def completion_cost(
         raise e
 
 
-def supports_function_calling(model: str):
+def supports_httpx_timeout(custom_llm_provider: str) -> bool:
+    """
+    Helper function to know if a provider implementation supports httpx timeout
+    """
+    supported_providers = ["openai", "azure", "bedrock"]
+
+    if custom_llm_provider in supported_providers:
+        return True
+
+    return False
+
+
+def supports_function_calling(model: str) -> bool:
     """
     Check if the given model supports function calling and return a boolean value.
 

From 2084cfd959da45bd1b90432e13da4d51180f9ac7 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 16:41:08 -0700
Subject: [PATCH 054/378] fix - test_check_num_callbacks

---
 tests/test_callbacks_on_proxy.py | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index c10b18ed1d74..70cd3ca25d9c 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -108,11 +108,9 @@ async def test_check_num_callbacks():
     import uuid
 
     async with aiohttp.ClientSession() as session:
+        await asyncio.sleep(30)
         num_callbacks_1, _ = await get_active_callbacks(session=session)
-        assert (
-            num_callbacks_1 > 0
-        )  # /health/readiness returns 0 when some calculation goes wrong
-
+        assert num_callbacks_1 > 0
         await asyncio.sleep(30)
 
         num_callbacks_2, _ = await get_active_callbacks(session=session)
@@ -141,14 +139,12 @@ async def test_check_num_callbacks_on_lowest_latency():
     import uuid
 
     async with aiohttp.ClientSession() as session:
+        await asyncio.sleep(30)
 
         original_routing_strategy = await get_current_routing_strategy(session=session)
         await config_update(session=session, routing_strategy="latency-based-routing")
 
         num_callbacks_1, num_alerts_1 = await get_active_callbacks(session=session)
-        assert (
-            num_callbacks_1 > 0
-        )  # /health/readiness returns 0 when some calculation goes wrong
 
         await asyncio.sleep(30)
 

From f7eee609431f3003dfb1885ffd0663a1b666af7d Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 16:51:12 -0700
Subject: [PATCH 055/378] docs(exception_mapping.md): update exception mapping
 docs with 'should_retry'

---
 docs/my-website/docs/exception_mapping.md | 67 +++++++++++++++++------
 litellm/utils.py                          | 15 +++--
 2 files changed, 60 insertions(+), 22 deletions(-)

diff --git a/docs/my-website/docs/exception_mapping.md b/docs/my-website/docs/exception_mapping.md
index db17fb093e5d..2345e9f838aa 100644
--- a/docs/my-website/docs/exception_mapping.md
+++ b/docs/my-website/docs/exception_mapping.md
@@ -13,7 +13,7 @@ LiteLLM maps exceptions across all providers to their OpenAI counterparts.
 | >=500       | InternalServerError      |
 | N/A         | ContextWindowExceededError|
 | 400         | ContentPolicyViolationError|
-| N/A         | APIConnectionError       |
+| 500         | APIConnectionError       |
 
 
 Base case we return APIConnectionError
@@ -74,6 +74,28 @@ except Exception as e:
 
 ```
 
+## Usage - Should you retry exception? 
+
+```
+import litellm
+import openai
+
+try:
+    response = litellm.completion(
+                model="gpt-4",
+                messages=[
+                    {
+                        "role": "user",
+                        "content": "hello, write a 20 pageg essay"
+                    }
+                ],
+                timeout=0.01, # this will raise a timeout exception
+            )
+except openai.APITimeoutError as e:
+    should_retry = litellm._should_retry(e.status_code)
+    print(f"should_retry: {should_retry}")
+```
+
 ## Details 
 
 To see how it's implemented - [check out the code](https://github.com/BerriAI/litellm/blob/a42c197e5a6de56ea576c73715e6c7c6b19fa249/litellm/utils.py#L1217)
@@ -86,21 +108,34 @@ To see how it's implemented - [check out the code](https://github.com/BerriAI/li
 
 Base case - we return the original exception.
 
-|               | ContextWindowExceededError | AuthenticationError | InvalidRequestError | RateLimitError | ServiceUnavailableError |
-|---------------|----------------------------|---------------------|---------------------|---------------|-------------------------|
-| Anthropic     | ✅                          | ✅                   | ✅                   | ✅             |                         |
-| OpenAI        | ✅                          | ✅                     |✅                     |✅               |✅|
-| Azure OpenAI        | ✅                          | ✅                     |✅                     |✅               |✅|
-| Replicate     | ✅                          | ✅                   | ✅                   | ✅             | ✅                       |
-| Cohere        | ✅                          | ✅                   | ✅                    | ✅             | ✅                        |
-| Huggingface   | ✅                          | ✅                   | ✅                   | ✅             |                         |
-| Openrouter    | ✅                          | ✅                   | ✅                    | ✅             |                         |
-| AI21          | ✅                          | ✅                   | ✅                   | ✅             |                         |
-| VertexAI          |                           |                   |✅                   |             |                         |
-| Bedrock          |                           |                   |✅                   |             |                         |
-| Sagemaker          |                           |                   |✅                   |             |                         |
-| TogetherAI    | ✅                          | ✅                   | ✅                   | ✅             |                         |
-| AlephAlpha    | ✅                          | ✅                   | ✅                   | ✅             | ✅                        |
+| custom_llm_provider        | Timeout | ContextWindowExceededError | BadRequestError | NotFoundError | ContentPolicyViolationError | AuthenticationError | APIError | RateLimitError | ServiceUnavailableError | PermissionDeniedError | UnprocessableEntityError |
+|----------------------------|---------|----------------------------|------------------|---------------|-----------------------------|---------------------|----------|----------------|-------------------------|-----------------------|-------------------------|
+| openai                     | ✓       | ✓                          | ✓                |               | ✓                           | ✓                   |          |                |                         |                       |                           |
+| text-completion-openai     | ✓       | ✓                          | ✓                |               | ✓                           | ✓                   |          |                |                         |                       |                           |
+| custom_openai              | ✓       | ✓                          | ✓                |               | ✓                           | ✓                   |          |                |                         |                       |                           |
+| openai_compatible_providers| ✓       | ✓                          | ✓                |               | ✓                           | ✓                   |          |                |                         |                       |                           |
+| anthropic                  | ✓       | ✓                          | ✓                | ✓             |                             | ✓                   |          |                | ✓                       | ✓                     |                           |
+| replicate                  | ✓       | ✓                          | ✓                | ✓             |                             | ✓                   |          | ✓              | ✓                       |                       |                           |
+| bedrock                    | ✓       | ✓                          | ✓                | ✓             |                             | ✓                   |          | ✓              | ✓                       | ✓                     |                           |
+| sagemaker                  |         | ✓                          | ✓                |               |                             |                     |          |                |                         |                       |                           |
+| vertex_ai                  | ✓       |                            | ✓                |               |                             |                     | ✓        |                |                         |                       | ✓                         |
+| palm                       | ✓       | ✓                          |                  |               |                             |                     | ✓        |                |                         |                       |                           |
+| gemini                     | ✓       | ✓                          |                  |               |                             |                     | ✓        |                |                         |                       |                           |
+| cloudflare                 |         |                            | ✓                |               |                             | ✓                   |          |                |                         |                       |                           |
+| cohere                     |         | ✓                          | ✓                |               |                             | ✓                   |          |                | ✓                       |                       |                           |
+| cohere_chat                |         | ✓                          | ✓                |               |                             | ✓                   |          |                | ✓                       |                       |                           |
+| huggingface                | ✓       | ✓                          | ✓                |               |                             | ✓                   |          | ✓              | ✓                       |                       |                           |
+| ai21                       | ✓       | ✓                          | ✓                | ✓             |                             | ✓                   |          | ✓              |                         |                       |                           |
+| nlp_cloud                  | ✓       | ✓                          | ✓                |               |                             | ✓                   | ✓        | ✓              | ✓                       |                       |                           |
+| together_ai                | ✓       | ✓                          | ✓                |               |                             | ✓                   |          |                |                         |                       |                           |
+| aleph_alpha                |         |                            | ✓                |               |                             | ✓                   |          |                |                         |                       |                           |
+| ollama                     | ✓       |                            | ✓                |               |                             |                     |          |                | ✓                       |                       |                           |
+| ollama_chat                | ✓       |                            | ✓                |               |                             |                     |          |                | ✓                       |                       |                           |
+| vllm                       |         |                            |                  |               |                             | ✓                   | ✓        |                |                         |                       |                           |
+| azure                      | ✓       | ✓                          | ✓                | ✓             | ✓                           | ✓                   |          |                | ✓                       |                       |                           |
+
+- "✓" indicates that the specified `custom_llm_provider` can raise the corresponding exception.
+- Empty cells indicate the lack of association or that the provider does not raise that particular exception type as indicated by the function.
 
 
 > For a deeper understanding of these exceptions, you can check out [this](https://github.com/BerriAI/litellm/blob/d7e58d13bf9ba9edbab2ab2f096f3de7547f35fa/litellm/utils.py#L1544) implementation for additional insights.
diff --git a/litellm/utils.py b/litellm/utils.py
index acadb47e71cd..63684766badf 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -8480,7 +8480,7 @@ def exception_type(
                     # 503 Getting metadata from plugin failed with error: Reauthentication is needed. Please run `gcloud auth application-default login` to reauthenticate.
                     exception_mapping_worked = True
                     raise BadRequestError(
-                        message=f"PalmException - Invalid api key",
+                        message=f"GeminiException - Invalid api key",
                         model=model,
                         llm_provider="palm",
                         response=original_exception.response,
@@ -8491,23 +8491,26 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise Timeout(
-                        message=f"PalmException - {original_exception.message}",
+                        message=f"GeminiException - {original_exception.message}",
                         model=model,
                         llm_provider="palm",
                     )
                 if "400 Request payload size exceeds" in error_str:
                     exception_mapping_worked = True
                     raise ContextWindowExceededError(
-                        message=f"PalmException - {error_str}",
+                        message=f"GeminiException - {error_str}",
                         model=model,
                         llm_provider="palm",
                         response=original_exception.response,
                     )
-                if "500 An internal error has occurred." in error_str:
+                if (
+                    "500 An internal error has occurred." in error_str
+                    or "list index out of range" in error_str
+                ):
                     exception_mapping_worked = True
                     raise APIError(
                         status_code=getattr(original_exception, "status_code", 500),
-                        message=f"PalmException - {original_exception.message}",
+                        message=f"GeminiException - {original_exception.message}",
                         llm_provider="palm",
                         model=model,
                         request=original_exception.request,
@@ -8516,7 +8519,7 @@ def exception_type(
                     if original_exception.status_code == 400:
                         exception_mapping_worked = True
                         raise BadRequestError(
-                            message=f"PalmException - {error_str}",
+                            message=f"GeminiException - {error_str}",
                             model=model,
                             llm_provider="palm",
                             response=original_exception.response,

From d3152e606ff222ecc0f165f096d7512b9955b572 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 16:53:24 -0700
Subject: [PATCH 056/378] fix - ui filter exceptions by modelGroup

---
 ui/litellm-dashboard/src/components/networking.tsx | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 35880949b2d1..53779c64bc86 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -526,7 +526,9 @@ export const modelExceptionsCall = async (
    */
   try {
     let url = proxyBaseUrl ? `${proxyBaseUrl}/model/metrics/exceptions` : `/model/metrics/exceptions`;
-
+    if (modelGroup) {
+      url = `${url}?_selected_model_group=${modelGroup}`
+    }
     const response = await fetch(url, {
       method: "GET",
       headers: {

From e7034ea53d65cf233c05e12e676a9d0348c68bb8 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 16:54:24 -0700
Subject: [PATCH 057/378] feat - filter exceptions by model group

---
 litellm/proxy/proxy_server.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 55202fd160df..27a05ca21217 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -7706,7 +7706,7 @@ async def model_metrics_exceptions(
                 exception_type,
                 COUNT(*) AS num_exceptions
             FROM "LiteLLM_ErrorLogs"
-            WHERE "startTime" >= $1::timestamp AND "endTime" <= $2::timestamp
+            WHERE "startTime" >= $1::timestamp AND "endTime" <= $2::timestamp AND model_group = $3
             GROUP BY combined_model_api_base, exception_type
         )
         SELECT 
@@ -7718,7 +7718,9 @@ async def model_metrics_exceptions(
         ORDER BY total_exceptions DESC
         LIMIT 200;
     """
-    db_response = await prisma_client.db.query_raw(sql_query, startTime, endTime)
+    db_response = await prisma_client.db.query_raw(
+        sql_query, startTime, endTime, _selected_model_group
+    )
     response: List[dict] = []
     exception_types = set()
 

From 0b9fa53e3e6da6fbe0c965fa77917f919210fa2c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 16:59:49 -0700
Subject: [PATCH 058/378] fix(anthropic.py): drop unsupported non-whitespace
 character value when calling anthropic with stop sequences

Fixes https://github.com/BerriAI/litellm/issues/3286
---
 litellm/llms/anthropic.py | 42 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 42 insertions(+)

diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py
index 24d889b0f46e..377235deebe8 100644
--- a/litellm/llms/anthropic.py
+++ b/litellm/llms/anthropic.py
@@ -84,6 +84,48 @@ def get_config(cls):
             and v is not None
         }
 
+    def get_supported_openai_params(self):
+        return [
+            "stream",
+            "stop",
+            "temperature",
+            "top_p",
+            "max_tokens",
+            "tools",
+            "tool_choice",
+        ]
+
+    def map_openai_params(self, non_default_params: dict, optional_params: dict):
+        for param, value in non_default_params.items():
+            if param == "max_tokens":
+                optional_params["max_tokens"] = value
+            if param == "tools":
+                optional_params["tools"] = value
+            if param == "stream":
+                optional_params["stream"] = value
+            if param == "stop":
+                if isinstance(value, str):
+                    if (
+                        value == "\n"
+                    ):  # anthropic doesn't allow whitespace characters as stop-sequences
+                        continue
+                    value = [value]
+                elif isinstance(value, list):
+                    new_v = []
+                    for v in value:
+                        if (
+                            v == "\n"
+                        ):  # anthropic doesn't allow whitespace characters as stop-sequences
+                            continue
+                        new_v.append(v)
+                    value = new_v
+                optional_params["stop_sequences"] = value
+            if param == "temperature":
+                optional_params["temperature"] = value
+            if param == "top_p":
+                optional_params["top_p"] = value
+        return optional_params
+
 
 # makes headers for API call
 def validate_environment(api_key, user_headers):

From 0450abfdc12d92576595e8e4d6ba88308d72f704 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 17:22:06 -0700
Subject: [PATCH 059/378] fix(bedrock.py): fix boto3 config init

---
 litellm/llms/bedrock.py |   2 +
 litellm/tests/log.txt   | 114 ++++++++++++++++++----------------------
 2 files changed, 53 insertions(+), 63 deletions(-)

diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py
index 7ce544c96f13..517e441469fe 100644
--- a/litellm/llms/bedrock.py
+++ b/litellm/llms/bedrock.py
@@ -598,6 +598,8 @@ def init_bedrock_client(
         config = boto3.session.Config(
             connect_timeout=timeout.connect, read_timeout=timeout.read
         )
+    else:
+        config = boto3.session.Config()
 
     ### CHECK STS ###
     if aws_role_name is not None and aws_session_name is not None:
diff --git a/litellm/tests/log.txt b/litellm/tests/log.txt
index 2d3718c7d443..a7d12334528c 100644
--- a/litellm/tests/log.txt
+++ b/litellm/tests/log.txt
@@ -5,74 +5,59 @@ plugins: timeout-2.2.0, asyncio-0.23.2, anyio-3.7.1, xdist-3.3.1
 asyncio: mode=Mode.STRICT
 collected 1 item
 
-test_custom_logger.py Chunks have a created at hidden param
-Chunks sorted
-token_counter messages received: [{'role': 'user', 'content': 'write a one sentence poem about: 73348'}]
-Token Counter - using OpenAI token counter, for model=gpt-3.5-turbo
-LiteLLM: Utils - Counting tokens for OpenAI model=gpt-3.5-turbo
-Logging Details LiteLLM-Success Call: None
-success callbacks: []
-Token Counter - using OpenAI token counter, for model=gpt-3.5-turbo
-LiteLLM: Utils - Counting tokens for OpenAI model=gpt-3.5-turbo
-Logging Details LiteLLM-Success Call streaming complete
-Looking up model=gpt-3.5-turbo in model_cost_map
-Success: model=gpt-3.5-turbo in model_cost_map
-prompt_tokens=17; completion_tokens=0
-Returned custom cost for model=gpt-3.5-turbo - prompt_tokens_cost_usd_dollar: 2.55e-05, completion_tokens_cost_usd_dollar: 0.0
-final cost: 2.55e-05; prompt_tokens_cost_usd_dollar: 2.55e-05; completion_tokens_cost_usd_dollar: 0.0
-.                                                  [100%]
+test_image_generation.py .                                               [100%]
 
 =============================== warnings summary ===============================
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: 18 warnings
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: 23 warnings
   /opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: PydanticDeprecatedSince20: Support for class-based `config` is deprecated, use ConfigDict instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     warnings.warn(DEPRECATION_MESSAGE, DeprecationWarning)
 
-../proxy/_types.py:218
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:218: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:219
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:219: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:305
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:305: PydanticDeprecatedSince20: `pydantic.config.Extra` is deprecated, use literal values instead (e.g. `extra='allow'`). Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:306
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:306: PydanticDeprecatedSince20: `pydantic.config.Extra` is deprecated, use literal values instead (e.g. `extra='allow'`). Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     extra = Extra.allow  # Allow extra fields
 
-../proxy/_types.py:308
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:308: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:309
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:309: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:337
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:337: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:338
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:338: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:384
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:384: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:385
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:385: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:450
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:450: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:454
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:454: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:462
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:462: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:466
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:466: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:502
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:502: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:509
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:509: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:536
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:536: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:546
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:546: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:823
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:823: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:840
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:840: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:850
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:850: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:867
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:867: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:869
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:869: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:886
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:886: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
 ../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:121
@@ -126,30 +111,33 @@ final cost: 2.55e-05; prompt_tokens_cost_usd_dollar: 2.55e-05; completion_tokens
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-test_custom_logger.py::test_redis_cache_completion_stream
-  /opt/homebrew/lib/python3.11/site-packages/_pytest/unraisableexception.py:78: PytestUnraisableExceptionWarning: Exception ignored in: <function StreamWriter.__del__ at 0x1019c28e0>
+test_image_generation.py::test_aimage_generation_bedrock_with_optional_params
+  /opt/homebrew/lib/python3.11/site-packages/_pytest/threadexception.py:73: PytestUnhandledThreadExceptionWarning: Exception in thread Thread-1 (success_handler)
   
   Traceback (most recent call last):
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/asyncio/streams.py", line 395, in __del__
-      self.close()
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/asyncio/streams.py", line 343, in close
-      return self._transport.close()
-             ^^^^^^^^^^^^^^^^^^^^^^^
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/asyncio/sslproto.py", line 112, in close
-      self._ssl_protocol._start_shutdown()
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/asyncio/sslproto.py", line 620, in _start_shutdown
-      self._shutdown_timeout_handle = self._loop.call_later(
-                                      ^^^^^^^^^^^^^^^^^^^^^^
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/asyncio/base_events.py", line 727, in call_later
-      timer = self.call_at(self.time() + delay, callback, *args,
-              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/asyncio/base_events.py", line 740, in call_at
-      self._check_closed()
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/asyncio/base_events.py", line 519, in _check_closed
-      raise RuntimeError('Event loop is closed')
-  RuntimeError: Event loop is closed
+    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 1412, in _success_handler_helper_fn
+      litellm.completion_cost(
+    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 4442, in completion_cost
+      raise e
+    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 4405, in completion_cost
+      raise Exception(
+  Exception: Model=1024-x-1024/stability.stable-diffusion-xl-v1 not found in completion cost model map
   
-    warnings.warn(pytest.PytestUnraisableExceptionWarning(msg))
+  During handling of the above exception, another exception occurred:
+  
+  Traceback (most recent call last):
+    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/threading.py", line 1045, in _bootstrap_inner
+      self.run()
+    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/threading.py", line 982, in run
+      self._target(*self._args, **self._kwargs)
+    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 1465, in success_handler
+      start_time, end_time, result = self._success_handler_helper_fn(
+                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 1459, in _success_handler_helper_fn
+      raise Exception(f"[Non-Blocking] LiteLLM.Success_Call Error: {str(e)}")
+  Exception: [Non-Blocking] LiteLLM.Success_Call Error: Model=1024-x-1024/stability.stable-diffusion-xl-v1 not found in completion cost model map
+  
+    warnings.warn(pytest.PytestUnhandledThreadExceptionWarning(msg))
 
 -- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
-======================== 1 passed, 56 warnings in 2.43s ========================
+======================== 1 passed, 61 warnings in 3.00s ========================

From 097714e02f3b835eeb61810df52004b568b3d9d6 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 17:31:34 -0700
Subject: [PATCH 060/378] fix(anthropic.py): handle whitespace characters for
 anthropic calls

---
 litellm/llms/anthropic.py             | 11 +++++----
 litellm/tests/test_optional_params.py | 16 ++++++++++++-
 litellm/utils.py                      | 33 ++++-----------------------
 3 files changed, 26 insertions(+), 34 deletions(-)

diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py
index 377235deebe8..3c130aafcbdc 100644
--- a/litellm/llms/anthropic.py
+++ b/litellm/llms/anthropic.py
@@ -101,13 +101,13 @@ def map_openai_params(self, non_default_params: dict, optional_params: dict):
                 optional_params["max_tokens"] = value
             if param == "tools":
                 optional_params["tools"] = value
-            if param == "stream":
+            if param == "stream" and value == True:
                 optional_params["stream"] = value
             if param == "stop":
                 if isinstance(value, str):
                     if (
                         value == "\n"
-                    ):  # anthropic doesn't allow whitespace characters as stop-sequences
+                    ) and litellm.drop_params == True:  # anthropic doesn't allow whitespace characters as stop-sequences
                         continue
                     value = [value]
                 elif isinstance(value, list):
@@ -115,10 +115,13 @@ def map_openai_params(self, non_default_params: dict, optional_params: dict):
                     for v in value:
                         if (
                             v == "\n"
-                        ):  # anthropic doesn't allow whitespace characters as stop-sequences
+                        ) and litellm.drop_params == True:  # anthropic doesn't allow whitespace characters as stop-sequences
                             continue
                         new_v.append(v)
-                    value = new_v
+                    if len(new_v) > 0:
+                        value = new_v
+                    else:
+                        continue
                 optional_params["stop_sequences"] = value
             if param == "temperature":
                 optional_params["temperature"] = value
diff --git a/litellm/tests/test_optional_params.py b/litellm/tests/test_optional_params.py
index 4fa8df3b6db9..c6e0d7a5b7a5 100644
--- a/litellm/tests/test_optional_params.py
+++ b/litellm/tests/test_optional_params.py
@@ -5,13 +5,27 @@
 
 sys.path.insert(0, os.path.abspath("../.."))
 import litellm
-from litellm.utils import get_optional_params_embeddings
+from litellm.utils import get_optional_params_embeddings, get_optional_params
 
 ## get_optional_params_embeddings
 ### Models: OpenAI, Azure, Bedrock
 ### Scenarios: w/ optional params + litellm.drop_params = True
 
 
+@pytest.mark.parametrize(
+    "stop_sequence, expected_count", [("\n", 0), (["\n"], 0), (["finish_reason"], 1)]
+)
+def test_anthropic_optional_params(stop_sequence, expected_count):
+    """
+    Test if whitespace character optional param is dropped by anthropic
+    """
+    litellm.drop_params = True
+    optional_params = get_optional_params(
+        model="claude-3", custom_llm_provider="anthropic", stop=stop_sequence
+    )
+    assert len(optional_params) == expected_count
+
+
 def test_bedrock_optional_params_embeddings():
     litellm.drop_params = True
     optional_params = get_optional_params_embeddings(
diff --git a/litellm/utils.py b/litellm/utils.py
index 63684766badf..dceb280c9545 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5006,26 +5006,9 @@ def _map_and_modify_arg(supported_params: dict, provider: str, model: str):
             model=model, custom_llm_provider=custom_llm_provider
         )
         _check_valid_arg(supported_params=supported_params)
-        # handle anthropic params
-        if stream:
-            optional_params["stream"] = stream
-        if stop is not None:
-            if type(stop) == str:
-                stop = [stop]  # openai can accept str/list for stop
-            optional_params["stop_sequences"] = stop
-        if temperature is not None:
-            optional_params["temperature"] = temperature
-        if top_p is not None:
-            optional_params["top_p"] = top_p
-        if max_tokens is not None:
-            if (model == "claude-2") or (model == "claude-instant-1"):
-                # these models use antropic_text.py which only accepts max_tokens_to_sample
-                optional_params["max_tokens_to_sample"] = max_tokens
-            else:
-                optional_params["max_tokens"] = max_tokens
-            optional_params["max_tokens"] = max_tokens
-        if tools is not None:
-            optional_params["tools"] = tools
+        optional_params = litellm.AnthropicConfig().map_openai_params(
+            non_default_params=non_default_params, optional_params=optional_params
+        )
     elif custom_llm_provider == "cohere":
         ## check if unsupported param passed in
         supported_params = get_supported_openai_params(
@@ -5929,15 +5912,7 @@ def get_supported_openai_params(model: str, custom_llm_provider: str):
     elif custom_llm_provider == "ollama_chat":
         return litellm.OllamaChatConfig().get_supported_openai_params()
     elif custom_llm_provider == "anthropic":
-        return [
-            "stream",
-            "stop",
-            "temperature",
-            "top_p",
-            "max_tokens",
-            "tools",
-            "tool_choice",
-        ]
+        return litellm.AnthropicConfig().get_supported_openai_params()
     elif custom_llm_provider == "groq":
         return [
             "temperature",

From 4ce4927c0cf9af8d0c4b6319b155e244572db4e7 Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Fri, 3 May 2024 17:56:39 -0700
Subject: [PATCH 061/378] Add test_engines_model_chat_completions

---
 litellm/tests/test_proxy_server.py | 35 +++++++++++++++++++++++++++++-
 1 file changed, 34 insertions(+), 1 deletion(-)

diff --git a/litellm/tests/test_proxy_server.py b/litellm/tests/test_proxy_server.py
index 43a070556682..c1965dc2aac7 100644
--- a/litellm/tests/test_proxy_server.py
+++ b/litellm/tests/test_proxy_server.py
@@ -160,7 +160,40 @@ def test_chat_completion(mock_acompletion, client_no_auth):
         pytest.fail(f"LiteLLM Proxy test failed. Exception - {str(e)}")
 
 
-# Run the test
+@mock_patch_acompletion()
+def test_engines_model_chat_completions(mock_acompletion, client_no_auth):
+    global headers
+    try:
+        # Your test data
+        test_data = {
+            "model": "gpt-3.5-turbo",
+            "messages": [
+                {"role": "user", "content": "hi"},
+            ],
+            "max_tokens": 10,
+        }
+
+        print("testing proxy server with chat completions")
+        response = client_no_auth.post("/engines/gpt-3.5-turbo/chat/completions", json=test_data)
+        mock_acompletion.assert_called_once_with(
+            model="gpt-3.5-turbo",
+            messages=[
+                {"role": "user", "content": "hi"},
+            ],
+            max_tokens=10,
+            litellm_call_id=mock.ANY,
+            litellm_logging_obj=mock.ANY,
+            request_timeout=mock.ANY,
+            specific_deployment=True,
+            metadata=mock.ANY,
+            proxy_server_request=mock.ANY,
+        )
+        print(f"response - {response.text}")
+        assert response.status_code == 200
+        result = response.json()
+        print(f"Received response: {result}")
+    except Exception as e:
+        pytest.fail(f"LiteLLM Proxy test failed. Exception - {str(e)}")
 
 
 @mock_patch_acompletion()

From eb433bde863c750affcae4ac38517ba756ed9290 Mon Sep 17 00:00:00 2001
From: Marc Abramowitz <abramowi@adobe.com>
Date: Fri, 3 May 2024 17:57:30 -0700
Subject: [PATCH 062/378] Add route: "/engines/{model:path}/chat/completions"

Without this, it results in:

```pytb
Traceback (most recent call last):
  File "/Users/abramowi/Code/OpenSource/litellm/litellm/proxy/proxy_server.py", line 3836, in completion
    raise HTTPException(
fastapi.exceptions.HTTPException: 400: {'error': 'completion: Invalid model name passed in model=gpt-3.5-turbo/chat'}
```
---
 litellm/proxy/proxy_server.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 55202fd160df..bbeacded0cdf 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3456,6 +3456,11 @@ def model_list(
     dependencies=[Depends(user_api_key_auth)],
     tags=["chat/completions"],
 )
+@router.post(
+    "/engines/{model:path}/chat/completions",
+    dependencies=[Depends(user_api_key_auth)],
+    tags=["chat/completions"],
+)
 @router.post(
     "/openai/deployments/{model:path}/chat/completions",
     dependencies=[Depends(user_api_key_auth)],

From fc0ced48c1a3c695186b1d433bb2d99234d6c67e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Sebasti=C3=A1n=20Est=C3=A9vez?= <estevezsebastian@gmail.com>
Date: Fri, 3 May 2024 23:38:54 -0400
Subject: [PATCH 063/378] add_function_to_prompt bug fix

This blows up when there's no "functions" in the dictionary even when tools is present because the inner function executes regardless (does not short circuit).
---
 litellm/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index ac8ec35d4b62..75d6f8b7f0a9 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4956,7 +4956,7 @@ def get_optional_params(
                 litellm.add_function_to_prompt
             ):  # if user opts to add it to prompt instead
                 optional_params["functions_unsupported_model"] = non_default_params.pop(
-                    "tools", non_default_params.pop("functions")
+                    "tools", non_default_params.pop("functions", None)
                 )
             else:
                 raise UnsupportedParamsError(

From 01a11ccced84498136066678f3d9412882393022 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 20:40:58 -0700
Subject: [PATCH 064/378] ui - new build

---
 litellm/proxy/_experimental/out/404.html      |  6 +---
 .../static/chunks/386-d811195b597a2122.js     | 32 -------------------
 .../static/chunks/761-05f8a8451296476c.js     | 32 +++++++++++++++++++
 .../chunks/app/layout-bdfb585eb82bdab5.js     |  1 -
 .../chunks/app/layout-bf3537d6924e801d.js     |  1 +
 .../chunks/app/page-e0ee34389254cdf2.js       |  1 -
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 ...915716.js => main-app-9b4fb13a7db53edf.js} |  2 +-
 ...8bd8abb.js => webpack-202e312607f242a1.js} |  2 +-
 .../out/_next/static/css/00c2ddbcd01819c0.css |  5 +++
 .../out/_next/static/css/9f51f0573c6b0365.css |  3 --
 .../_buildManifest.js                         |  0
 .../_ssgManifest.js                           |  0
 litellm/proxy/_experimental/out/index.html    |  6 +---
 litellm/proxy/_experimental/out/index.txt     | 11 ++-----
 ui/litellm-dashboard/out/404.html             |  6 +---
 .../c5rha8cqAah-saaczjn02/_buildManifest.js   |  1 -
 .../c5rha8cqAah-saaczjn02/_ssgManifest.js     |  1 -
 .../static/chunks/761-05f8a8451296476c.js     | 32 +++++++++++++++++++
 .../chunks/app/layout-bf3537d6924e801d.js     |  1 +
 .../chunks/app/page-f538305fa38a6c75.js       |  2 +-
 .../chunks/main-app-9b4fb13a7db53edf.js       |  1 +
 .../static/chunks/webpack-202e312607f242a1.js |  1 +
 .../out/_next/static/css/00c2ddbcd01819c0.css |  5 +++
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 .../hizRXvPxuztz_ZrAcFMhz}/_ssgManifest.js    |  0
 ui/litellm-dashboard/out/index.html           |  6 +---
 ui/litellm-dashboard/out/index.txt            | 11 ++-----
 28 files changed, 90 insertions(+), 81 deletions(-)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/386-d811195b597a2122.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/761-05f8a8451296476c.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-bdfb585eb82bdab5.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-bf3537d6924e801d.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-e0ee34389254cdf2.js
 rename ui/litellm-dashboard/out/_next/static/chunks/app/page-5a4a198eefedc775.js => litellm/proxy/_experimental/out/_next/static/chunks/app/page-f538305fa38a6c75.js (73%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/{main-app-096338c8e1915716.js => main-app-9b4fb13a7db53edf.js} (54%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/{webpack-65a932b4e8bd8abb.js => webpack-202e312607f242a1.js} (98%)
 create mode 100644 litellm/proxy/_experimental/out/_next/static/css/00c2ddbcd01819c0.css
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/css/9f51f0573c6b0365.css
 rename litellm/proxy/_experimental/out/_next/static/{c5rha8cqAah-saaczjn02 => hizRXvPxuztz_ZrAcFMhz}/_buildManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/{c5rha8cqAah-saaczjn02 => hizRXvPxuztz_ZrAcFMhz}/_ssgManifest.js (100%)
 delete mode 100644 ui/litellm-dashboard/out/_next/static/c5rha8cqAah-saaczjn02/_buildManifest.js
 delete mode 100644 ui/litellm-dashboard/out/_next/static/c5rha8cqAah-saaczjn02/_ssgManifest.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/761-05f8a8451296476c.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/layout-bf3537d6924e801d.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/page-5a4a198eefedc775.js => ui/litellm-dashboard/out/_next/static/chunks/app/page-f538305fa38a6c75.js (73%)
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/main-app-9b4fb13a7db53edf.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/webpack-202e312607f242a1.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/css/00c2ddbcd01819c0.css
 rename {litellm/proxy/_experimental/out/_next/static/dWGL92c5LzTMn7XX6utn2 => ui/litellm-dashboard/out/_next/static/hizRXvPxuztz_ZrAcFMhz}/_buildManifest.js (100%)
 rename {litellm/proxy/_experimental/out/_next/static/dWGL92c5LzTMn7XX6utn2 => ui/litellm-dashboard/out/_next/static/hizRXvPxuztz_ZrAcFMhz}/_ssgManifest.js (100%)

diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index ae30e10a82dd..e1cfa170d85c 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1,5 +1 @@
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-=======
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->>>>>>> 73a7b4f4 (refactor(main.py): trigger new build)
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/00c2ddbcd01819c0.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-202e312607f242a1.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e6(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,T.sP)(t,O.u);if(!n)return null;var 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l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,T.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,S=y.hide,w=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!S&&c&&m&&(E||w||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var A="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());N=(0,_.Ap)(h,A,p),P=b&&v&&(0,_.Ap)(v,A,p)}else N=null==h?void 0:h[d],P=b&&v&&v[d];if(x||w){var I=void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e6(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,T.sP)(t,O.u);if(!n)return null;var o=i.state,a=o.isTooltipActive,l=o.activeCoordinate,s=o.activePayload,c=o.activeLabel,u=o.offset,d=null!==(e=n.props.active)&&void 0!==e?e:a;return(0,r.cloneElement)(n,{viewBox:tr(tr({},u),{},{x:u.left,y:u.top}),active:d,label:c,payload:d?s:[],coordinate:l})}),to(e8(i),"renderBrush",function(e){var t=i.props,n=t.margin,o=t.data,a=i.state,l=a.offset,s=a.dataStartIndex,c=a.dataEndIndex,u=a.updateId;return(0,r.cloneElement)(e,{key:e.key||"_recharts-brush",onChange:(0,R.DO)(i.handleBrushChange,e.props.onChange),data:o,x:(0,_.hj)(e.props.x)?e.props.x:l.left,y:(0,_.hj)(e.props.y)?e.props.y:l.top+l.height+l.brushBottom-(n.bottom||0),width:(0,_.hj)(e.props.width)?e.props.width:l.width,startIndex:s,endIndex:c,updateId:"brush-".concat(u)})}),to(e8(i),"renderReferenceElement",function(e,t,n){if(!e)return null;var o=e8(i).clipPathId,a=i.state,l=a.xAxisMap,s=a.yAxisMap,c=a.offset,u=e.props,d=u.xAxisId,p=u.yAxisId;return(0,r.cloneElement)(e,{key:e.key||"".concat(t,"-").concat(n),xAxis:l[d],yAxis:s[p],viewBox:{x:c.left,y:c.top,width:c.width,height:c.height},clipPathId:o})}),to(e8(i),"renderActivePoints",function(e){var t=e.item,n=e.activePoint,r=e.basePoint,o=e.childIndex,a=e.isRange,i=[],l=t.props.key,s=t.item.props,c=s.activeDot,u=tr(tr({index:o,dataKey:s.dataKey,cx:n.x,cy:n.y,r:4,fill:(0,R.fk)(t.item),strokeWidth:2,stroke:"#fff",payload:n.payload,value:n.value,key:"".concat(l,"-activePoint-").concat(o)},(0,T.L6)(c,!1)),(0,eM.Ym)(c));return i.push(p.renderActiveDot(c,u)),r?i.push(p.renderActiveDot(c,tr(tr({},u),{},{cx:r.x,cy:r.y,key:"".concat(l,"-basePoint-").concat(o)}))):a&&i.push(null),i}),to(e8(i),"renderGraphicChild",function(e,t,n){var o=i.filterFormatItem(e,t,n);if(!o)return null;var l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,T.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,S=y.hide,w=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!S&&c&&m&&(E||w||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var A="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());N=(0,_.Ap)(h,A,p),P=b&&v&&(0,_.Ap)(v,A,p)}else N=null==h?void 0:h[d],P=b&&v&&v[d];if(x||w){var I=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,s=tf(this.state,n,i,l),c=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:c,y:u}:{y:c,x:u},p=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});p&&(d=tr(tr({},d),p.props.points[i].tooltipPosition),s=p.props.points[i].tooltipPayload);var f={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:s,activeCoordinate:d};this.setState(f),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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rename to litellm/proxy/_experimental/out/_next/static/chunks/app/page-f538305fa38a6c75.js
index c5a07df3d57f..306bf824479e 100644
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/css/9f51f0573c6b0365.css b/litellm/proxy/_experimental/out/_next/static/css/9f51f0573c6b0365.css
deleted file mode 100644
index fb1c652babee..000000000000
--- a/litellm/proxy/_experimental/out/_next/static/css/9f51f0573c6b0365.css
+++ /dev/null
@@ -1,3 +0,0 @@
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similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/c5rha8cqAah-saaczjn02/_buildManifest.js
rename to litellm/proxy/_experimental/out/_next/static/hizRXvPxuztz_ZrAcFMhz/_buildManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/c5rha8cqAah-saaczjn02/_ssgManifest.js b/litellm/proxy/_experimental/out/_next/static/hizRXvPxuztz_ZrAcFMhz/_ssgManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/c5rha8cqAah-saaczjn02/_ssgManifest.js
rename to litellm/proxy/_experimental/out/_next/static/hizRXvPxuztz_ZrAcFMhz/_ssgManifest.js
diff --git a/litellm/proxy/_experimental/out/index.html b/litellm/proxy/_experimental/out/index.html
index d116fafaf5d4..866324fec47a 100644
--- a/litellm/proxy/_experimental/out/index.html
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->>>>>>> 73a7b4f4 (refactor(main.py): trigger new build)
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diff --git a/ui/litellm-dashboard/out/_next/static/c5rha8cqAah-saaczjn02/_buildManifest.js b/ui/litellm-dashboard/out/_next/static/c5rha8cqAah-saaczjn02/_buildManifest.js
deleted file mode 100644
index f779caa02f8f..000000000000
--- a/ui/litellm-dashboard/out/_next/static/c5rha8cqAah-saaczjn02/_buildManifest.js
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deleted file mode 100644
index 5b3ff592fd46..000000000000
--- a/ui/litellm-dashboard/out/_next/static/c5rha8cqAah-saaczjn02/_ssgManifest.js
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new file mode 100644
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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e6(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,T.sP)(t,O.u);if(!n)return null;var o=i.state,a=o.isTooltipActive,l=o.activeCoordinate,s=o.activePayload,c=o.activeLabel,u=o.offset,d=null!==(e=n.props.active)&&void 0!==e?e:a;return(0,r.cloneElement)(n,{viewBox:tr(tr({},u),{},{x:u.left,y:u.top}),active:d,label:c,payload:d?s:[],coordinate:l})}),to(e8(i),"renderBrush",function(e){var t=i.props,n=t.margin,o=t.data,a=i.state,l=a.offset,s=a.dataStartIndex,c=a.dataEndIndex,u=a.updateId;return(0,r.cloneElement)(e,{key:e.key||"_recharts-brush",onChange:(0,R.DO)(i.handleBrushChange,e.props.onChange),data:o,x:(0,_.hj)(e.props.x)?e.props.x:l.left,y:(0,_.hj)(e.props.y)?e.props.y:l.top+l.height+l.brushBottom-(n.bottom||0),width:(0,_.hj)(e.props.width)?e.props.width:l.width,startIndex:s,endIndex:c,updateId:"brush-".concat(u)})}),to(e8(i),"renderReferenceElement",function(e,t,n){if(!e)return null;var o=e8(i).clipPathId,a=i.state,l=a.xAxisMap,s=a.yAxisMap,c=a.offset,u=e.props,d=u.xAxisId,p=u.yAxisId;return(0,r.cloneElement)(e,{key:e.key||"".concat(t,"-").concat(n),xAxis:l[d],yAxis:s[p],viewBox:{x:c.left,y:c.top,width:c.width,height:c.height},clipPathId:o})}),to(e8(i),"renderActivePoints",function(e){var t=e.item,n=e.activePoint,r=e.basePoint,o=e.childIndex,a=e.isRange,i=[],l=t.props.key,s=t.item.props,c=s.activeDot,u=tr(tr({index:o,dataKey:s.dataKey,cx:n.x,cy:n.y,r:4,fill:(0,R.fk)(t.item),strokeWidth:2,stroke:"#fff",payload:n.payload,value:n.value,key:"".concat(l,"-activePoint-").concat(o)},(0,T.L6)(c,!1)),(0,eM.Ym)(c));return i.push(p.renderActiveDot(c,u)),r?i.push(p.renderActiveDot(c,tr(tr({},u),{},{cx:r.x,cy:r.y,key:"".concat(l,"-basePoint-").concat(o)}))):a&&i.push(null),i}),to(e8(i),"renderGraphicChild",function(e,t,n){var o=i.filterFormatItem(e,t,n);if(!o)return null;var l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,T.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,S=y.hide,w=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!S&&c&&m&&(E||w||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var A="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());N=(0,_.Ap)(h,A,p),P=b&&v&&(0,_.Ap)(v,A,p)}else N=null==h?void 0:h[d],P=b&&v&&v[d];if(x||w){var I=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,s=tf(this.state,n,i,l),c=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:c,y:u}:{y:c,x:u},p=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});p&&(d=tr(tr({},d),p.props.points[i].tooltipPosition),s=p.props.points[i].tooltipPayload);var f={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:s,activeCoordinate:d};this.setState(f),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/dWGL92c5LzTMn7XX6utn2/_buildManifest.js
rename to ui/litellm-dashboard/out/_next/static/hizRXvPxuztz_ZrAcFMhz/_buildManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/dWGL92c5LzTMn7XX6utn2/_ssgManifest.js b/ui/litellm-dashboard/out/_next/static/hizRXvPxuztz_ZrAcFMhz/_ssgManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/dWGL92c5LzTMn7XX6utn2/_ssgManifest.js
rename to ui/litellm-dashboard/out/_next/static/hizRXvPxuztz_ZrAcFMhz/_ssgManifest.js
diff --git a/ui/litellm-dashboard/out/index.html b/ui/litellm-dashboard/out/index.html
index d116fafaf5d4..866324fec47a 100644
--- a/ui/litellm-dashboard/out/index.html
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->>>>>>> 73a7b4f4 (refactor(main.py): trigger new build)
+<!DOCTYPE html><html id="__next_error__"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-202e312607f242a1.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><link rel="icon" href="/ui/favicon.ico" type="image/x-icon" sizes="16x16"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
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        </style>
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              });
            });
          });
        </script>
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\ No newline at end of file
diff --git a/ui/litellm-dashboard/out/index.txt b/ui/litellm-dashboard/out/index.txt
index 3d0cdc5fb386..bfd7f0295266 100644
--- a/ui/litellm-dashboard/out/index.txt
+++ b/ui/litellm-dashboard/out/index.txt
@@ -1,14 +1,7 @@
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-3:I[46414,["761","static/chunks/761-05f8a8451296476c.js","931","static/chunks/app/page-5a4a198eefedc775.js"],""]
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->>>>>>> 73a7b4f4 (refactor(main.py): trigger new build)
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 1:null

From a35ac050d238892bf9a218803994f025d119bb94 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 20:40:56 -0700
Subject: [PATCH 065/378] test(test_router_fallbacks.py): bump test limits

---
 litellm/tests/test_router_fallbacks.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py
index a652403778cd..eb4cd3c0395a 100644
--- a/litellm/tests/test_router_fallbacks.py
+++ b/litellm/tests/test_router_fallbacks.py
@@ -854,7 +854,7 @@ def get_anthropic_params(model: str):
         assert response._hidden_params["model_id"] == "1"
 
         # now make 100 mock requests to OpenAI - expect it to fallback to anthropic-claude-instant-1.2
-        for i in range(20):
+        for i in range(21):
             response = router.completion(
                 model="azure/gpt-4-fast",
                 messages=messages,
@@ -863,7 +863,7 @@ def get_anthropic_params(model: str):
             )
             print("response: ", response)
             print("response._hidden_params: ", response._hidden_params)
-            if i == 19:
+            if i == 20:
                 # by the 19th call we should have hit TPM LIMIT for OpenAI, it should fallback to anthropic-claude-instant-1.2
                 assert response._hidden_params["model_id"] == "4"
 

From f7150cdba21943818df77ec7583cdb1883b3b83f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 20:52:30 -0700
Subject: [PATCH 066/378] ui - slect start and end date

---
 .../src/components/model_dashboard.tsx        | 46 +++++++++++++------
 1 file changed, 31 insertions(+), 15 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index f50447381d31..cdc8f2767919 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -16,7 +16,7 @@ import {
   AccordionHeader,
   AccordionBody,
 } from "@tremor/react";
-import { TabPanel, TabPanels, TabGroup, TabList, Tab, TextInput, Icon } from "@tremor/react";
+import { TabPanel, TabPanels, TabGroup, TabList, Tab, TextInput, Icon, DateRangePicker } from "@tremor/react";
 import { Select, SelectItem, MultiSelect, MultiSelectItem } from "@tremor/react";
 import { modelInfoCall, userGetRequesedtModelsCall, modelCreateCall, Model, modelCostMap, modelDeleteCall, healthCheckCall, modelUpdateCall, modelMetricsCall, modelExceptionsCall, modelMetricsSlowResponsesCall } from "./networking";
 import { BarChart, AreaChart } from "@tremor/react";
@@ -1118,20 +1118,36 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
         </Card>
       </TabPanel>
       <TabPanel>
-              <p style={{fontSize: '0.85rem', color: '#808080'}}>View how requests were load balanced within a model group</p>
-            <Select
-              className="mb-4 mt-2"
-            >
-              {availableModelGroups.map((group, idx) => (
-                <SelectItem 
-                  key={idx} 
-                  value={group}
-                  onClick={() => updateModelMetrics(group)}
-                >
-                  {group}
-                </SelectItem>
-              ))}
-            </Select>
+              {/* <p style={{fontSize: '0.85rem', color: '#808080'}}>View how requests were load balanced within a model group</p> */}
+            
+            <Grid numItems={2}>
+              <Col>
+                <DateRangePicker enableSelect={true} />
+              </Col>
+              <Col>
+                <Select
+                className="mb-4 mt-2"
+              >
+                {availableModelGroups.map((group, idx) => (
+                  <SelectItem 
+                    key={idx} 
+                    value={group}
+                    onClick={() => updateModelMetrics(group)}
+                  >
+                    {group}
+                  </SelectItem>
+                ))}
+              </Select>
+
+              </Col>
+
+              
+          
+
+            </Grid>
+            
+
+
 
             <Grid numItems={2}>
               <Col>

From fccdb92c6b2ffd34b8e7aef78d492055f3a531b9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 21:20:19 -0700
Subject: [PATCH 067/378] fix - select startTime and endTime on UI

---
 litellm/proxy/proxy_server.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 27a05ca21217..4bb8dee7f9cd 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -7552,7 +7552,7 @@ async def model_metrics(
         FROM
             "LiteLLM_SpendLogs"
         WHERE
-            "startTime" >= NOW() - INTERVAL '30 days'
+            "startTime" BETWEEN $2::timestamp AND $3::timestamp
             AND "model" = $1 AND "cache_hit" != 'True'
         GROUP BY
             api_base,
@@ -7653,6 +7653,8 @@ async def model_metrics_slow_responses(
 WHERE
     "model" = $2
     AND "cache_hit" != 'True'
+    AND "startTime" >= $3::timestamp
+    AND "startTime" <= $4::timestamp
 GROUP BY
     api_base
 ORDER BY
@@ -7660,7 +7662,7 @@ async def model_metrics_slow_responses(
     """
 
     db_response = await prisma_client.db.query_raw(
-        sql_query, alerting_threshold, _selected_model_group
+        sql_query, alerting_threshold, _selected_model_group, startTime, endTime
     )
 
     if db_response is not None:

From d806fe3513c9548fab002763689dce0fc8bc84a2 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 21:21:28 -0700
Subject: [PATCH 068/378] startTime and endTime on UI

---
 ui/litellm-dashboard/src/components/networking.tsx | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 53779c64bc86..32d13fa1f789 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -441,6 +441,8 @@ export const modelMetricsCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
+  startTime: String,
+  endTime: String
 ) => {
   /**
    * Get all models on proxy
@@ -448,7 +450,7 @@ export const modelMetricsCall = async (
   try {
     let url = proxyBaseUrl ? `${proxyBaseUrl}/model/metrics` : `/model/metrics`;
     if (modelGroup) {
-      url = `${url}?_selected_model_group=${modelGroup}`
+      url = `${url}?_selected_model_group=${modelGroup}&startTime=${startTime}&endTime=${endTime}`
     }
     // message.info("Requesting model data");
     const response = await fetch(url, {
@@ -481,6 +483,8 @@ export const modelMetricsSlowResponsesCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
+  startTime: String,
+  endTime: String
 ) => {
   /**
    * Get all models on proxy
@@ -488,8 +492,9 @@ export const modelMetricsSlowResponsesCall = async (
   try {
     let url = proxyBaseUrl ? `${proxyBaseUrl}/model/metrics/slow_responses` : `/model/metrics/slow_responses`;
     if (modelGroup) {
-      url = `${url}?_selected_model_group=${modelGroup}`
+      url = `${url}?_selected_model_group=${modelGroup}&startTime=${startTime}&endTime=${endTime}`
     }
+    
     // message.info("Requesting model data");
     const response = await fetch(url, {
       method: "GET",
@@ -520,14 +525,17 @@ export const modelExceptionsCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
+  startTime: String,
+  endTime: String
 ) => {
   /**
    * Get all models on proxy
    */
   try {
     let url = proxyBaseUrl ? `${proxyBaseUrl}/model/metrics/exceptions` : `/model/metrics/exceptions`;
+
     if (modelGroup) {
-      url = `${url}?_selected_model_group=${modelGroup}`
+      url = `${url}?_selected_model_group=${modelGroup}&startTime=${startTime}&endTime=${endTime}`
     }
     const response = await fetch(url, {
       method: "GET",

From ed714a9d6ea7fcf4771eb7fef79a7e0e4598975b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 21:21:41 -0700
Subject: [PATCH 069/378] ui select model and start and endtime

---
 .../src/components/model_dashboard.tsx        | 64 +++++++------------
 1 file changed, 23 insertions(+), 41 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index cdc8f2767919..b3ff5cef3216 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -17,7 +17,7 @@ import {
   AccordionBody,
 } from "@tremor/react";
 import { TabPanel, TabPanels, TabGroup, TabList, Tab, TextInput, Icon, DateRangePicker } from "@tremor/react";
-import { Select, SelectItem, MultiSelect, MultiSelectItem } from "@tremor/react";
+import { Select, SelectItem, MultiSelect, MultiSelectItem, DateRangePickerValue } from "@tremor/react";
 import { modelInfoCall, userGetRequesedtModelsCall, modelCreateCall, Model, modelCostMap, modelDeleteCall, healthCheckCall, modelUpdateCall, modelMetricsCall, modelExceptionsCall, modelMetricsSlowResponsesCall } from "./networking";
 import { BarChart, AreaChart } from "@tremor/react";
 import {
@@ -206,6 +206,10 @@ const ModelDashboard: React.FC<ModelDashboardProps> = ({
   const [allExceptions, setAllExceptions] = useState<any[]>([]);
   const [failureTableData, setFailureTableData] = useState<any[]>([]);
   const [slowResponsesData, setSlowResponsesData] = useState<any[]>([]);
+  const [dateValue, setDateValue] = useState<DateRangePickerValue>({
+    from: new Date(),
+    to: new Date(),
+  });
 
   const EditModelModal: React.FC<EditModelModalProps> = ({ visible, onCancel, model, onSubmit }) => {
     const [form] = Form.useForm();
@@ -492,40 +496,6 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
         setSlowResponsesData(slowResponses);
 
 
-        // let modelMetricsData = modelMetricsResponse.data;
-        // let successdeploymentToSuccess: Record<string, number> = {};
-        // for  (let i = 0; i < modelMetricsData.length; i++) {
-        //   let element = modelMetricsData[i];
-        //   let _model_name = element.model;
-        //   let _num_requests = element.num_requests;
-        //   successdeploymentToSuccess[_model_name] = _num_requests
-        // }
-        // console.log("successdeploymentToSuccess:", successdeploymentToSuccess)
-        
-        // let failureTableData = [];
-        // let _failureData = modelExceptionsResponse.data;
-        // for (let i = 0; i < _failureData.length; i++) {
-        //   const model = _failureData[i];
-        //   let _model_name = model.model;
-        //   let total_exceptions = model.total_exceptions;
-        //   let total_Requests = successdeploymentToSuccess[_model_name];
-        //   if (total_Requests == null) {
-        //     total_Requests = 0
-        //   }
-        //   let _data = {
-        //     model: _model_name,
-        //     total_exceptions: total_exceptions,
-        //     total_Requests: total_Requests,
-        //     failure_rate: total_Requests / total_exceptions
-        //   }
-        //   failureTableData.push(_data);
-        //   // sort failureTableData by failure_rate
-        //   failureTableData.sort((a, b) => b.failure_rate - a.failure_rate);
-        
-        //   setFailureTableData(failureTableData);
-        //   console.log("failureTableData:", failureTableData);
-        // }
-
       } catch (error) {
         console.error("There was an error fetching the model data", error);
       }
@@ -678,16 +648,17 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
   };
 
 
-  const updateModelMetrics = async (modelGroup: string | null) => {
+  const updateModelMetrics = async (modelGroup: string | null, startTime: Date, endTime: Date) => {
     console.log("Updating model metrics for group:", modelGroup);
     if (!accessToken || !userID || !userRole) {
       return
     }
+    console.log("inside updateModelMetrics - startTime:", startTime, "endTime:", endTime)
     setSelectedModelGroup(modelGroup);  // If you want to store the selected model group in state
 
   
     try {
-      const modelMetricsResponse = await modelMetricsCall(accessToken, userID, userRole, modelGroup);
+      const modelMetricsResponse = await modelMetricsCall(accessToken, userID, userRole, modelGroup, startTime.toISOString(), endTime.toISOString());
       console.log("Model metrics response:", modelMetricsResponse);
   
       // Assuming modelMetricsResponse now contains the metric data for the specified model group
@@ -698,7 +669,9 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
         accessToken,
         userID,
         userRole,
-        modelGroup
+        modelGroup,
+        startTime.toISOString(),
+        endTime.toISOString()
       )
       console.log("Model exceptions response:", modelExceptionsResponse);
       setModelExceptions(modelExceptionsResponse.data);
@@ -709,7 +682,9 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
         accessToken,
         userID,
         userRole,
-        modelGroup
+        modelGroup,
+        startTime.toISOString(),
+        endTime.toISOString()
       )
 
       console.log("slowResponses:", slowResponses)
@@ -1122,7 +1097,14 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
             
             <Grid numItems={2}>
               <Col>
-                <DateRangePicker enableSelect={true} />
+                <DateRangePicker 
+                  enableSelect={true} 
+                  value={dateValue} 
+                  onValueChange={(value) => {
+                    setDateValue(value);
+                    updateModelMetrics(selectedModelGroup, value.from, value.to); // Call updateModelMetrics with the new date range
+                  }}
+                />
               </Col>
               <Col>
                 <Select
@@ -1132,7 +1114,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                   <SelectItem 
                     key={idx} 
                     value={group}
-                    onClick={() => updateModelMetrics(group)}
+                    onClick={() => updateModelMetrics(group, dateValue.from, dateValue.to)}
                   >
                     {group}
                   </SelectItem>

From 8249c986bf8e7042e890b432a4aacbc09dd00fc7 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 21:31:45 -0700
Subject: [PATCH 070/378] fix(main.py): support new
 'supports_system_message=False' param

Fixes https://github.com/BerriAI/litellm/issues/3325
---
 litellm/llms/prompt_templates/factory.py |  40 +++++++
 litellm/main.py                          |  10 ++
 litellm/tests/test_optional_params.py    |  31 +++++
 litellm/types/completion.py              | 140 ++++++++++++++++++++++-
 4 files changed, 219 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index e1fa354c636d..1a06123bd558 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -12,6 +12,11 @@
     Sequence,
 )
 import litellm
+from litellm.types.completion import (
+    ChatCompletionUserMessageParam,
+    ChatCompletionSystemMessageParam,
+    ChatCompletionMessageParam,
+)
 
 
 def default_pt(messages):
@@ -22,6 +27,41 @@ def prompt_injection_detection_default_pt():
     return """Detect if a prompt is safe to run. Return 'UNSAFE' if not."""
 
 
+def map_system_message_pt(messages: list) -> list:
+    """
+    Convert 'system' message to 'user' message if provider doesn't support 'system' role.
+
+    Enabled via `completion(...,supports_system_message=False)`
+
+    If next message is a user message or assistant message -> merge system prompt into it
+
+    if next message is system -> append a user message instead of the system message
+    """
+
+    new_messages = []
+    for i, m in enumerate(messages):
+        if m["role"] == "system":
+            if i < len(messages) - 1:  # Not the last message
+                next_m = messages[i + 1]
+                next_role = next_m["role"]
+                if (
+                    next_role == "user" or next_role == "assistant"
+                ):  # Next message is a user or assistant message
+                    # Merge system prompt into the next message
+                    next_m["content"] = m["content"] + " " + next_m["content"]
+                elif next_role == "system":  # Next message is a system message
+                    # Append a user message instead of the system message
+                    new_message = {"role": "user", "content": m["content"]}
+                    new_messages.append(new_message)
+            else:  # Last message
+                new_message = {"role": "user", "content": m["content"]}
+                new_messages.append(new_message)
+        else:  # Not a system message
+            new_messages.append(m)
+
+    return new_messages
+
+
 # alpaca prompt template - for models like mythomax, etc.
 def alpaca_pt(messages):
     prompt = custom_prompt(
diff --git a/litellm/main.py b/litellm/main.py
index bbcdef0de065..685ca5a7223d 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -78,6 +78,7 @@
     prompt_factory,
     custom_prompt,
     function_call_prompt,
+    map_system_message_pt,
 )
 import tiktoken
 from concurrent.futures import ThreadPoolExecutor
@@ -554,6 +555,7 @@ def completion(
     eos_token = kwargs.get("eos_token", None)
     preset_cache_key = kwargs.get("preset_cache_key", None)
     hf_model_name = kwargs.get("hf_model_name", None)
+    supports_system_message = kwargs.get("supports_system_message", None)
     ### TEXT COMPLETION CALLS ###
     text_completion = kwargs.get("text_completion", False)
     atext_completion = kwargs.get("atext_completion", False)
@@ -644,6 +646,7 @@ def completion(
         "no-log",
         "base_model",
         "stream_timeout",
+        "supports_system_message",
     ]
     default_params = openai_params + litellm_params
     non_default_params = {
@@ -758,6 +761,13 @@ def completion(
                 custom_prompt_dict[model]["bos_token"] = bos_token
             if eos_token:
                 custom_prompt_dict[model]["eos_token"] = eos_token
+
+        if (
+            supports_system_message is not None
+            and isinstance(supports_system_message, bool)
+            and supports_system_message == False
+        ):
+            messages = map_system_message_pt(messages=messages)
         model_api_key = get_api_key(
             llm_provider=custom_llm_provider, dynamic_api_key=api_key
         )  # get the api key from the environment if required for the model
diff --git a/litellm/tests/test_optional_params.py b/litellm/tests/test_optional_params.py
index c6e0d7a5b7a5..fac63ed67beb 100644
--- a/litellm/tests/test_optional_params.py
+++ b/litellm/tests/test_optional_params.py
@@ -6,12 +6,43 @@
 sys.path.insert(0, os.path.abspath("../.."))
 import litellm
 from litellm.utils import get_optional_params_embeddings, get_optional_params
+from litellm.llms.prompt_templates.factory import (
+    map_system_message_pt,
+)
+from litellm.types.completion import (
+    ChatCompletionUserMessageParam,
+    ChatCompletionSystemMessageParam,
+    ChatCompletionMessageParam,
+)
 
 ## get_optional_params_embeddings
 ### Models: OpenAI, Azure, Bedrock
 ### Scenarios: w/ optional params + litellm.drop_params = True
 
 
+def test_supports_system_message():
+    """
+    Check if litellm.completion(...,supports_system_message=False)
+    """
+    messages = [
+        ChatCompletionSystemMessageParam(role="system", content="Listen here!"),
+        ChatCompletionUserMessageParam(role="user", content="Hello there!"),
+    ]
+
+    new_messages = map_system_message_pt(messages=messages)
+
+    assert len(new_messages) == 1
+    assert new_messages[0]["role"] == "user"
+
+    ## confirm you can make a openai call with this param
+
+    response = litellm.completion(
+        model="gpt-3.5-turbo", messages=new_messages, supports_system_message=False
+    )
+
+    assert isinstance(response, litellm.ModelResponse)
+
+
 @pytest.mark.parametrize(
     "stop_sequence, expected_count", [("\n", 0), (["\n"], 0), (["finish_reason"], 1)]
 )
diff --git a/litellm/types/completion.py b/litellm/types/completion.py
index 5302d16b9ab7..9df860f5853a 100644
--- a/litellm/types/completion.py
+++ b/litellm/types/completion.py
@@ -1,7 +1,143 @@
-from typing import List, Optional, Union
+from typing import List, Optional, Union, Iterable
 
 from pydantic import BaseModel, validator
 
+from typing_extensions import Literal, Required, TypedDict
+
+
+class ChatCompletionSystemMessageParam(TypedDict, total=False):
+    content: Required[str]
+    """The contents of the system message."""
+
+    role: Required[Literal["system"]]
+    """The role of the messages author, in this case `system`."""
+
+    name: str
+    """An optional name for the participant.
+
+    Provides the model information to differentiate between participants of the same
+    role.
+    """
+
+
+class ChatCompletionContentPartTextParam(TypedDict, total=False):
+    text: Required[str]
+    """The text content."""
+
+    type: Required[Literal["text"]]
+    """The type of the content part."""
+
+
+class ImageURL(TypedDict, total=False):
+    url: Required[str]
+    """Either a URL of the image or the base64 encoded image data."""
+
+    detail: Literal["auto", "low", "high"]
+    """Specifies the detail level of the image.
+
+    Learn more in the
+    [Vision guide](https://platform.openai.com/docs/guides/vision/low-or-high-fidelity-image-understanding).
+    """
+
+
+class ChatCompletionContentPartImageParam(TypedDict, total=False):
+    image_url: Required[ImageURL]
+
+    type: Required[Literal["image_url"]]
+    """The type of the content part."""
+
+
+ChatCompletionContentPartParam = Union[
+    ChatCompletionContentPartTextParam, ChatCompletionContentPartImageParam
+]
+
+
+class ChatCompletionUserMessageParam(TypedDict, total=False):
+    content: Required[Union[str, Iterable[ChatCompletionContentPartParam]]]
+    """The contents of the user message."""
+
+    role: Required[Literal["user"]]
+    """The role of the messages author, in this case `user`."""
+
+    name: str
+    """An optional name for the participant.
+
+    Provides the model information to differentiate between participants of the same
+    role.
+    """
+
+
+class FunctionCall(TypedDict, total=False):
+    arguments: Required[str]
+    """
+    The arguments to call the function with, as generated by the model in JSON
+    format. Note that the model does not always generate valid JSON, and may
+    hallucinate parameters not defined by your function schema. Validate the
+    arguments in your code before calling your function.
+    """
+
+    name: Required[str]
+    """The name of the function to call."""
+
+
+class Function(TypedDict, total=False):
+    arguments: Required[str]
+    """
+    The arguments to call the function with, as generated by the model in JSON
+    format. Note that the model does not always generate valid JSON, and may
+    hallucinate parameters not defined by your function schema. Validate the
+    arguments in your code before calling your function.
+    """
+
+    name: Required[str]
+    """The name of the function to call."""
+
+
+class ChatCompletionMessageToolCallParam(TypedDict, total=False):
+    id: Required[str]
+    """The ID of the tool call."""
+
+    function: Required[Function]
+    """The function that the model called."""
+
+    type: Required[Literal["function"]]
+    """The type of the tool. Currently, only `function` is supported."""
+
+
+class ChatCompletionAssistantMessageParam(TypedDict, total=False):
+    role: Required[Literal["assistant"]]
+    """The role of the messages author, in this case `assistant`."""
+
+    content: Optional[str]
+    """The contents of the assistant message.
+
+    Required unless `tool_calls` or `function_call` is specified.
+    """
+
+    function_call: FunctionCall
+    """Deprecated and replaced by `tool_calls`.
+
+    The name and arguments of a function that should be called, as generated by the
+    model.
+    """
+
+    name: str
+    """An optional name for the participant.
+
+    Provides the model information to differentiate between participants of the same
+    role.
+    """
+
+    tool_calls: Iterable[ChatCompletionMessageToolCallParam]
+    """The tool calls generated by the model, such as function calls."""
+
+
+ChatCompletionMessageParam = Union[
+    ChatCompletionSystemMessageParam,
+    ChatCompletionUserMessageParam,
+    ChatCompletionAssistantMessageParam,
+]
+
 
 class CompletionRequest(BaseModel):
     model: str
@@ -33,4 +169,4 @@ class CompletionRequest(BaseModel):
 
     class Config:
         extra = "allow"
-        protected_namespaces = ()      
\ No newline at end of file
+        protected_namespaces = ()

From fa47ce456d738cd2839da53ac8a5072bf1adde87 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 21:38:32 -0700
Subject: [PATCH 071/378] =?UTF-8?q?bump:=20version=201.35.37=20=E2=86=92?=
 =?UTF-8?q?=201.35.38?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index b0caa908990a..1770bc4123dd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.35.37"
+version = "1.35.38"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.35.37"
+version = "1.35.38"
 version_files = [
     "pyproject.toml:^version"
 ]

From 611e7bd403f5cdf32a8dd490ae007f7c6eb5edd1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 21:51:47 -0700
Subject: [PATCH 072/378] ui - select model group and date time range

---
 .../src/components/model_dashboard.tsx        | 28 ++++++++++++++++---
 1 file changed, 24 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index b3ff5cef3216..1a9da3b4e919 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -207,7 +207,7 @@ const ModelDashboard: React.FC<ModelDashboardProps> = ({
   const [failureTableData, setFailureTableData] = useState<any[]>([]);
   const [slowResponsesData, setSlowResponsesData] = useState<any[]>([]);
   const [dateValue, setDateValue] = useState<DateRangePickerValue>({
-    from: new Date(),
+    from: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), 
     to: new Date(),
   });
 
@@ -458,11 +458,25 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
 
         setAvailableModelGroups(_array_model_groups);
 
+        console.log("array_model_groups:", _array_model_groups)
+
+        if (_array_model_groups.length > 0) {
+          // set selectedModelGroup to the last model group
+          let _initial_model_group = _array_model_groups[_array_model_groups.length - 1];
+          console.log("_initial_model_group:", _initial_model_group)
+          setSelectedModelGroup(_initial_model_group);
+        }
+
+        console.log("selectedModelGroup:", selectedModelGroup)
+        
+
         const modelMetricsResponse = await modelMetricsCall(
           accessToken,
           userID,
           userRole,
-          null
+          null,
+          dateValue.from?.toISOString(),
+          dateValue.to?.toISOString()
         );
 
         console.log("Model metrics response:", modelMetricsResponse);
@@ -477,7 +491,9 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           accessToken,
           userID,
           userRole,
-          null
+          null,
+          dateValue.from?.toISOString(),
+          dateValue.to?.toISOString()
         )
         console.log("Model exceptions response:", modelExceptionsResponse);
         setModelExceptions(modelExceptionsResponse.data);
@@ -488,7 +504,9 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           accessToken,
           userID,
           userRole,
-          null
+          null,
+          dateValue.from?.toISOString(),
+          dateValue.to?.toISOString()
         )
 
         console.log("slowResponses:", slowResponses)
@@ -1109,6 +1127,8 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
               <Col>
                 <Select
                 className="mb-4 mt-2"
+                defaultValue={selectedModelGroup}
+                value={selectedModelGroup}
               >
                 {availableModelGroups.map((group, idx) => (
                   <SelectItem 

From b7ca9a53c9644a1b69236c6d6c9cd849af430b65 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 3 May 2024 21:53:51 -0700
Subject: [PATCH 073/378] refactor(main.py): trigger new build

---
 litellm/main.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/main.py b/litellm/main.py
index 685ca5a7223d..f3300a5a9746 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -14,7 +14,6 @@
 from copy import deepcopy
 import httpx
 import litellm
-
 from ._logging import verbose_logger
 from litellm import (  # type: ignore
     client,

From d4afe8a3bc7480436a505e0cbb702b78f1072d22 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 21:59:22 -0700
Subject: [PATCH 074/378] ui - view logs by model group and time

---
 .../src/components/model_dashboard.tsx             | 14 +++++++-------
 ui/litellm-dashboard/src/components/networking.tsx | 12 ++++++------
 2 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 1a9da3b4e919..5d2effa1f522 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -474,7 +474,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           accessToken,
           userID,
           userRole,
-          null,
+          selectedModelGroup,
           dateValue.from?.toISOString(),
           dateValue.to?.toISOString()
         );
@@ -491,7 +491,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           accessToken,
           userID,
           userRole,
-          null,
+          selectedModelGroup,
           dateValue.from?.toISOString(),
           dateValue.to?.toISOString()
         )
@@ -504,7 +504,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           accessToken,
           userID,
           userRole,
-          null,
+          selectedModelGroup,
           dateValue.from?.toISOString(),
           dateValue.to?.toISOString()
         )
@@ -666,9 +666,9 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
   };
 
 
-  const updateModelMetrics = async (modelGroup: string | null, startTime: Date, endTime: Date) => {
+  const updateModelMetrics = async (modelGroup: string | null, startTime: Date | undefined, endTime: Date | undefined) => {
     console.log("Updating model metrics for group:", modelGroup);
-    if (!accessToken || !userID || !userRole) {
+    if (!accessToken || !userID || !userRole || !startTime || !endTime) {
       return
     }
     console.log("inside updateModelMetrics - startTime:", startTime, "endTime:", endTime)
@@ -1127,8 +1127,8 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
               <Col>
                 <Select
                 className="mb-4 mt-2"
-                defaultValue={selectedModelGroup}
-                value={selectedModelGroup}
+                defaultValue={selectedModelGroup? selectedModelGroup : availableModelGroups[0]}
+                value={selectedModelGroup ? selectedModelGroup : availableModelGroups[0]}
               >
                 {availableModelGroups.map((group, idx) => (
                   <SelectItem 
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 32d13fa1f789..e29e0e372fc1 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -441,8 +441,8 @@ export const modelMetricsCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
-  startTime: String,
-  endTime: String
+  startTime: String | null,
+  endTime: String | null
 ) => {
   /**
    * Get all models on proxy
@@ -483,8 +483,8 @@ export const modelMetricsSlowResponsesCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
-  startTime: String,
-  endTime: String
+  startTime: String | null,
+  endTime: String | null
 ) => {
   /**
    * Get all models on proxy
@@ -525,8 +525,8 @@ export const modelExceptionsCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
-  startTime: String,
-  endTime: String
+  startTime: String | null,
+  endTime: String | null
 ) => {
   /**
    * Get all models on proxy

From e7adbb3801e0640463278d4c99d63e287696fffe Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 22:09:01 -0700
Subject: [PATCH 075/378] ui - model dashboard

---
 ui/litellm-dashboard/src/components/networking.tsx | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index e29e0e372fc1..e64e46db578b 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -483,8 +483,8 @@ export const modelMetricsSlowResponsesCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
-  startTime: String | null,
-  endTime: String | null
+  startTime: String | undefined,
+  endTime: String | undefined
 ) => {
   /**
    * Get all models on proxy
@@ -525,8 +525,8 @@ export const modelExceptionsCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
-  startTime: String | null,
-  endTime: String | null
+  startTime: String | undefined,
+  endTime: String | undefined
 ) => {
   /**
    * Get all models on proxy

From 19aa43798ccf9c46e8dbb272df128ca5bd40309d Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 22:09:22 -0700
Subject: [PATCH 076/378] ui - select model group

---
 .../src/components/model_dashboard.tsx                 | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 5d2effa1f522..1a476f62e851 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -459,10 +459,10 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
         setAvailableModelGroups(_array_model_groups);
 
         console.log("array_model_groups:", _array_model_groups)
-
+        let _initial_model_group = "all"
         if (_array_model_groups.length > 0) {
           // set selectedModelGroup to the last model group
-          let _initial_model_group = _array_model_groups[_array_model_groups.length - 1];
+          _initial_model_group = _array_model_groups[_array_model_groups.length - 1];
           console.log("_initial_model_group:", _initial_model_group)
           setSelectedModelGroup(_initial_model_group);
         }
@@ -474,7 +474,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           accessToken,
           userID,
           userRole,
-          selectedModelGroup,
+          _initial_model_group,
           dateValue.from?.toISOString(),
           dateValue.to?.toISOString()
         );
@@ -491,7 +491,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           accessToken,
           userID,
           userRole,
-          selectedModelGroup,
+          _initial_model_group,
           dateValue.from?.toISOString(),
           dateValue.to?.toISOString()
         )
@@ -504,7 +504,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           accessToken,
           userID,
           userRole,
-          selectedModelGroup,
+          _initial_model_group,
           dateValue.from?.toISOString(),
           dateValue.to?.toISOString()
         )

From 1d9a96bf8f271d70738aec46aa3edd626115f6c0 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 22:10:40 -0700
Subject: [PATCH 077/378] ui - set models and start/endtimes

---
 ui/litellm-dashboard/src/components/networking.tsx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index e64e46db578b..d65482b8f7c2 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -441,8 +441,8 @@ export const modelMetricsCall = async (
   userID: String,
   userRole: String, 
   modelGroup: String | null,
-  startTime: String | null,
-  endTime: String | null
+  startTime: String | undefined,
+  endTime: String | undefined
 ) => {
   /**
    * Get all models on proxy

From 2cfb37aaaf00a5fd565389298a365726b618d28b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 3 May 2024 22:14:12 -0700
Subject: [PATCH 078/378] add text about model group / time range

---
 ui/litellm-dashboard/src/components/model_dashboard.tsx | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 1a476f62e851..b223e912818b 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -1113,8 +1113,9 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
       <TabPanel>
               {/* <p style={{fontSize: '0.85rem', color: '#808080'}}>View how requests were load balanced within a model group</p> */}
             
-            <Grid numItems={2}>
+            <Grid numItems={2} className="mt-2">
               <Col>
+              <Text>Select Time Range</Text>
                 <DateRangePicker 
                   enableSelect={true} 
                   value={dateValue} 
@@ -1125,6 +1126,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                 />
               </Col>
               <Col>
+              <Text>Select Model Group</Text>
                 <Select
                 className="mb-4 mt-2"
                 defaultValue={selectedModelGroup? selectedModelGroup : availableModelGroups[0]}

From 7d9377f18a9ccb09a241c675d221e5e4512fa82e Mon Sep 17 00:00:00 2001
From: Rajan Paneru <paneru.rajan@gmail.com>
Date: Sat, 4 May 2024 22:42:53 +0930
Subject: [PATCH 079/378] Improve the document of Traceloop

If we follow exact step I was getting two errors, which this Pull-Request will fix:
* Fixed the yaml snippet spacing issue: it was throwing error when running copy+paste code
* Added api_key: my-fake-key as to run litellm --config config.yaml --debug it will be required, otherwise it will fail

Need for Improvements:
* The traceloop is ambigous, because it's a company that maintains OpenLLMetry, and has observability solution and the sdk name is aslo traceloop-sdk
* The doc was missing several other observability solutions
* The steps were not quite obvious, added one more steps to make things clear
---
 docs/my-website/docs/proxy/logging.md | 57 +++++++++++++++++++++------
 1 file changed, 45 insertions(+), 12 deletions(-)

diff --git a/docs/my-website/docs/proxy/logging.md b/docs/my-website/docs/proxy/logging.md
index 1c3b4f81c2af..932ea4f57770 100644
--- a/docs/my-website/docs/proxy/logging.md
+++ b/docs/my-website/docs/proxy/logging.md
@@ -914,39 +914,72 @@ Test Request
 litellm --test
 ```
 
-## Logging Proxy Input/Output Traceloop (OpenTelemetry)
+## Logging Proxy Input/Output in OpenTelemetry format using Traceloop's OpenLLMetry
+
+[OpenLLMetry](https://github.com/traceloop/openllmetry) _(built and maintained by Traceloop)_ is a set of extensions
+built on top of [OpenTelemetry](https://opentelemetry.io/) that gives you complete observability over your LLM
+application. Because it uses OpenTelemetry under the
+hood, [it can be connected to various observability solutions](https://www.traceloop.com/docs/openllmetry/integrations/introduction)
+like:
+
+* [Traceloop](https://www.traceloop.com/docs/openllmetry/integrations/traceloop)
+* [Axiom](https://www.traceloop.com/docs/openllmetry/integrations/axiom)
+* [Azure Application Insights](https://www.traceloop.com/docs/openllmetry/integrations/azure)
+* [Datadog](https://www.traceloop.com/docs/openllmetry/integrations/datadog)
+* [Dynatrace](https://www.traceloop.com/docs/openllmetry/integrations/dynatrace)
+* [Grafana Tempo](https://www.traceloop.com/docs/openllmetry/integrations/grafana)
+* [Honeycomb](https://www.traceloop.com/docs/openllmetry/integrations/honeycomb)
+* [HyperDX](https://www.traceloop.com/docs/openllmetry/integrations/hyperdx)
+* [Instana](https://www.traceloop.com/docs/openllmetry/integrations/instana)
+* [New Relic](https://www.traceloop.com/docs/openllmetry/integrations/newrelic)
+* [OpenTelemetry Collector](https://www.traceloop.com/docs/openllmetry/integrations/otel-collector)
+* [Service Now Cloud Observability](https://www.traceloop.com/docs/openllmetry/integrations/service-now)
+* [Sentry](https://www.traceloop.com/docs/openllmetry/integrations/sentry)
+* [SigNoz](https://www.traceloop.com/docs/openllmetry/integrations/signoz)
+* [Splunk](https://www.traceloop.com/docs/openllmetry/integrations/splunk)
+
+We will use the `--config` to set `litellm.success_callback = ["traceloop"]` to achieve this, steps are listed below.
+
+**Step 1:** Install the SDK
 
-Traceloop allows you to log LLM Input/Output in the OpenTelemetry format
+```shell
+pip install traceloop-sdk
+```
+
+**Step 2:** Configure Environment Variable for trace exporting
 
-We will use the `--config` to set `litellm.success_callback = ["traceloop"]` this will log all successfull LLM calls to traceloop
+You will need to configure where to export your traces. Environment variables will control this, example: For Traceloop
+you should use `TRACELOOP_API_KEY`, whereas for Datadog you use `TRACELOOP_BASE_URL`. For more
+visit [the Integrations Catalog](https://www.traceloop.com/docs/openllmetry/integrations/introduction).
 
-**Step 1** Install traceloop-sdk and set Traceloop API key
+If you are using Datadog as the observability solutions then you can set `TRACELOOP_BASE_URL` as:
 
 ```shell
-pip install traceloop-sdk -U
+TRACELOOP_BASE_URL=http://<datadog-agent-hostname>:4318
 ```
 
-Traceloop outputs standard OpenTelemetry data that can be connected to your observability stack. Send standard OpenTelemetry from LiteLLM Proxy to [Traceloop](https://www.traceloop.com/docs/openllmetry/integrations/traceloop), [Dynatrace](https://www.traceloop.com/docs/openllmetry/integrations/dynatrace), [Datadog](https://www.traceloop.com/docs/openllmetry/integrations/datadog)
-, [New Relic](https://www.traceloop.com/docs/openllmetry/integrations/newrelic), [Honeycomb](https://www.traceloop.com/docs/openllmetry/integrations/honeycomb), [Grafana Tempo](https://www.traceloop.com/docs/openllmetry/integrations/grafana), [Splunk](https://www.traceloop.com/docs/openllmetry/integrations/splunk), [OpenTelemetry Collector](https://www.traceloop.com/docs/openllmetry/integrations/otel-collector)
+**Step 3**: Create a `config.yaml` file and set `litellm_settings`: `success_callback`
 
-**Step 2**: Create a `config.yaml` file and set `litellm_settings`: `success_callback`
 ```yaml
 model_list:
- - model_name: gpt-3.5-turbo
+  - model_name: gpt-3.5-turbo
     litellm_params:
       model: gpt-3.5-turbo
+      api_key: my-fake-key # replace api_key with actual key
 litellm_settings:
-  success_callback: ["traceloop"]
+  success_callback: [ "traceloop" ]
 ```
 
-**Step 3**: Start the proxy, make a test request
+**Step 4**: Start the proxy, make a test request
 
 Start proxy
+
 ```shell
 litellm --config config.yaml --debug
 ```
 
 Test Request
+
 ```
 curl --location 'http://0.0.0.0:4000/chat/completions' \
     --header 'Content-Type: application/json' \
@@ -1003,4 +1036,4 @@ curl --location 'http://0.0.0.0:4000/chat/completions' \
         }
     ]
     }'
-```
\ No newline at end of file
+```

From 5a79f648c6e54cd046588498eb54447195ff55f4 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 08:48:53 -0700
Subject: [PATCH 080/378] fix(caching.py): fix redis caching ping check

don't fail to startup. Log an error message.
---
 litellm/caching.py | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/litellm/caching.py b/litellm/caching.py
index 86e3ef40d115..d7cf033705ff 100644
--- a/litellm/caching.py
+++ b/litellm/caching.py
@@ -177,11 +177,18 @@ def __init__(
         try:
             # asyncio.get_running_loop().create_task(self.ping())
             result = asyncio.get_running_loop().create_task(self.ping())
-        except Exception:
-            pass
+        except Exception as e:
+            verbose_logger.error(
+                "Error connecting to Async Redis client", extra={"error": str(e)}
+            )
 
         ### SYNC HEALTH PING ###
-        self.redis_client.ping()
+        try:
+            self.redis_client.ping()
+        except Exception as e:
+            verbose_logger.error(
+                "Error connecting to Sync Redis client", extra={"error": str(e)}
+            )
 
     def init_async_client(self):
         from ._redis import get_redis_async_client

From 33472bfd2bca230a658b2855795469815c2f4d4d Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 10:03:30 -0700
Subject: [PATCH 081/378] fix(factory.py): support 'function' openai message
 role for anthropic

Fixes https://github.com/BerriAI/litellm/issues/3446
---
 litellm/llms/prompt_templates/factory.py | 71 ++++++++++++++++++++++--
 litellm/tests/test_completion.py         | 53 ++++++++++++++++++
 litellm/types/completion.py              | 24 ++++++++
 litellm/types/llms/anthropic.py          | 42 ++++++++++++++
 4 files changed, 184 insertions(+), 6 deletions(-)
 create mode 100644 litellm/types/llms/anthropic.py

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index 1a06123bd558..dc4c417cd379 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -16,7 +16,11 @@
     ChatCompletionUserMessageParam,
     ChatCompletionSystemMessageParam,
     ChatCompletionMessageParam,
+    ChatCompletionFunctionMessageParam,
+    ChatCompletionMessageToolCallParam,
 )
+from litellm.types.llms.anthropic import *
+import uuid
 
 
 def default_pt(messages):
@@ -947,8 +951,10 @@ def anthropic_messages_pt(messages: list):
     # reformat messages to ensure user/assistant are alternating, if there's either 2 consecutive 'user' messages or 2 consecutive 'assistant' message, merge them.
     new_messages = []
     msg_i = 0
+    tool_use_param = False
     while msg_i < len(messages):
         user_content = []
+        init_msg_i = msg_i
         ## MERGE CONSECUTIVE USER CONTENT ##
         while msg_i < len(messages) and messages[msg_i]["role"] in user_message_types:
             if isinstance(messages[msg_i]["content"], list):
@@ -995,9 +1001,48 @@ def anthropic_messages_pt(messages: list):
 
             msg_i += 1
 
+        ## MERGE CONSECUTIVE FUNCTION CONTENT ##
+        while msg_i < len(messages) and messages[msg_i]["role"] == "function":
+            """
+            Anthropic function message: "role", "name", "input", "id"
+            OpenAI function message: "content", "name", "role"
+
+            - Check if received message is a tool call input or model text response
+            """
+            tool_use_param = True
+            _message = ChatCompletionFunctionMessageParam(**messages[msg_i])  # type: ignore
+            anthropic_function_message: Optional[
+                AnthropicMessagesAssistantMessageValues
+            ] = None
+            try:
+                anthropic_function_message = (
+                    AnthopicMessagesAssistantMessageToolCallParam(type="tool_use")
+                )
+                anthropic_function_message["input"] = json.loads(_message["content"])
+                anthropic_function_message["id"] = str(uuid.uuid4())
+                anthropic_function_message["name"] = _message["name"]
+            except Exception as e:
+                litellm.print_verbose(
+                    "Invalid dictionary content. Treating as text instead."
+                )
+                anthropic_function_message = (
+                    AnthopicMessagesAssistantMessageTextContentParam(type="text")
+                )
+                anthropic_function_message["text"] = _message["content"]
+
+            assistant_content.append(anthropic_function_message)  # type: ignore
+
+            msg_i += 1
+
         if assistant_content:
             new_messages.append({"role": "assistant", "content": assistant_content})
 
+        if msg_i == init_msg_i:  # prevent infinite loops
+            raise Exception(
+                "Invalid Message passed in - {}. File an issue https://github.com/BerriAI/litellm/issues".format(
+                    messages[msg_i]
+                )
+            )
     if not new_messages or new_messages[0]["role"] != "user":
         if litellm.modify_params:
             new_messages.insert(
@@ -1009,12 +1054,26 @@ def anthropic_messages_pt(messages: list):
             )
 
     if new_messages[-1]["role"] == "assistant":
-        for content in new_messages[-1]["content"]:
-            if isinstance(content, dict) and content["type"] == "text":
-                content["text"] = content[
-                    "text"
-                ].rstrip()  # no trailing whitespace for final assistant message
-
+        if tool_use_param == True:
+            """
+            Final assistant message cannot be a tool use param.
+            """
+            if litellm.modify_params:
+                new_messages.append(
+                    {"role": "user", "content": [{"type": "text", "text": "."}]}
+                )
+            else:
+                raise Exception(
+                    "AnthropicError: Invalid last message. Your API request included an `assistant` message in the final position, which would pre-fill the `assistant` response. When using tools, pre-filling the `assistant` response is not supported. set 'litellm.modify_params = True' or 'litellm_settings:modify_params = True' on proxy, to insert a placeholder user message - '.' as the last message, "
+                )
+        if isinstance(new_messages[-1]["content"], str):
+            new_messages[-1]["content"] = new_messages[-1]["content"].rstrip()
+        elif isinstance(new_messages[-1]["content"], list):
+            for content in new_messages[-1]["content"]:
+                if isinstance(content, dict) and content["type"] == "text":
+                    content["text"] = content[
+                        "text"
+                    ].rstrip()  # no trailing whitespace for final assistant message
     return new_messages
 
 
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 2b6c05558a36..1108db860d4f 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -2355,6 +2355,59 @@ def test_completion_with_fallbacks():
 
 
 # test_completion_with_fallbacks()
+
+
+@pytest.mark.parametrize(
+    "function_call",
+    [
+        [{"role": "function", "name": "get_capital", "content": "Kokoko"}],
+        [
+            {"role": "function", "name": "get_capital", "content": "Kokoko"},
+            {"role": "function", "name": "get_capital", "content": "Kokoko"},
+        ],
+    ],
+)
+def test_completion_anthropic_hanging(function_call):
+    litellm.modify_params = True
+    messages = [
+        {
+            "role": "user",
+            "content": "What's the capital of fictional country Ubabababababaaba? Use your tools.",
+        },
+        {
+            "role": "assistant",
+            "function_call": {
+                "name": "get_capital",
+                "arguments": '{"country": "Ubabababababaaba"}',
+            },
+        },
+    ]
+    messages = messages + function_call
+    litellm.completion(
+        model="claude-3-haiku-20240307",
+        messages=messages,
+        tools=[
+            {
+                "function": {
+                    "name": "get_capital",
+                    "description": "Get the capital of a country",
+                    "parameters": {
+                        "title": "GetCapitalToolArgs",
+                        "type": "object",
+                        "properties": {
+                            "country": {"title": "Country", "type": "string"}
+                        },
+                        "required": ["country"],
+                    },
+                },
+                "type": "function",
+            }
+        ],
+        tool_choice="auto",
+        temperature=0.0,
+    )
+
+
 def test_completion_anyscale_api():
     try:
         # litellm.set_verbose=True
diff --git a/litellm/types/completion.py b/litellm/types/completion.py
index 9df860f5853a..c5148b168961 100644
--- a/litellm/types/completion.py
+++ b/litellm/types/completion.py
@@ -93,6 +93,28 @@ class Function(TypedDict, total=False):
     """The name of the function to call."""
 
 
+class ChatCompletionToolMessageParam(TypedDict, total=False):
+    content: Required[str]
+    """The contents of the tool message."""
+
+    role: Required[Literal["tool"]]
+    """The role of the messages author, in this case `tool`."""
+
+    tool_call_id: Required[str]
+    """Tool call that this message is responding to."""
+
+
+class ChatCompletionFunctionMessageParam(TypedDict, total=False):
+    content: Required[Optional[str]]
+    """The contents of the function message."""
+
+    name: Required[str]
+    """The name of the function to call."""
+
+    role: Required[Literal["function"]]
+    """The role of the messages author, in this case `function`."""
+
+
 class ChatCompletionMessageToolCallParam(TypedDict, total=False):
     id: Required[str]
     """The ID of the tool call."""
@@ -136,6 +158,8 @@ class ChatCompletionAssistantMessageParam(TypedDict, total=False):
     ChatCompletionSystemMessageParam,
     ChatCompletionUserMessageParam,
     ChatCompletionAssistantMessageParam,
+    ChatCompletionFunctionMessageParam,
+    ChatCompletionToolMessageParam,
 ]
 
 
diff --git a/litellm/types/llms/anthropic.py b/litellm/types/llms/anthropic.py
new file mode 100644
index 000000000000..faf4aa3564ad
--- /dev/null
+++ b/litellm/types/llms/anthropic.py
@@ -0,0 +1,42 @@
+from typing import List, Optional, Union, Iterable
+
+from pydantic import BaseModel, validator
+
+from typing_extensions import Literal, Required, TypedDict
+
+
+class AnthopicMessagesAssistantMessageTextContentParam(TypedDict, total=False):
+    type: Required[Literal["text"]]
+
+    text: str
+
+
+class AnthopicMessagesAssistantMessageToolCallParam(TypedDict, total=False):
+    type: Required[Literal["tool_use"]]
+
+    id: str
+
+    name: str
+
+    input: dict
+
+
+AnthropicMessagesAssistantMessageValues = Union[
+    AnthopicMessagesAssistantMessageTextContentParam,
+    AnthopicMessagesAssistantMessageToolCallParam,
+]
+
+
+class AnthopicMessagesAssistantMessageParam(TypedDict, total=False):
+    content: Required[Union[str, Iterable[AnthropicMessagesAssistantMessageValues]]]
+    """The contents of the system message."""
+
+    role: Required[Literal["assistant"]]
+    """The role of the messages author, in this case `author`."""
+
+    name: str
+    """An optional name for the participant.
+
+    Provides the model information to differentiate between participants of the same
+    role.
+    """

From d9d5149aa148237291c2203ed2dd8f82e9a85fce Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 10:14:52 -0700
Subject: [PATCH 082/378] fix(factory.py): support mapping openai 'tool'
 message to anthropic format

---
 litellm/llms/prompt_templates/factory.py | 35 ++++++++++++++++++++++++
 litellm/tests/test_completion.py         | 14 ++++++++--
 2 files changed, 47 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index dc4c417cd379..908aebef9a9f 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -18,6 +18,7 @@
     ChatCompletionMessageParam,
     ChatCompletionFunctionMessageParam,
     ChatCompletionMessageToolCallParam,
+    ChatCompletionToolMessageParam,
 )
 from litellm.types.llms.anthropic import *
 import uuid
@@ -1034,6 +1035,40 @@ def anthropic_messages_pt(messages: list):
 
             msg_i += 1
 
+        ## MERGE CONSECUTIVE TOOL CONTENT ##
+        while msg_i < len(messages) and messages[msg_i]["role"] == "tool":
+            """
+            Anthropic function message: "role", "name", "input", "id"
+            OpenAI function message: "content", "name", "role"
+
+            - Check if received message is a tool call input or model text response
+            """
+            tool_use_param = True
+            _message = ChatCompletionToolMessageParam(**messages[msg_i])  # type: ignore
+            anthropic_tool_message: Optional[
+                AnthropicMessagesAssistantMessageValues
+            ] = None
+
+            try:
+                anthropic_tool_message = AnthopicMessagesAssistantMessageToolCallParam(
+                    type="tool_use"
+                )
+                anthropic_tool_message["input"] = json.loads(_message["content"])
+                anthropic_tool_message["id"] = _message["tool_call_id"]
+                anthropic_tool_message["name"] = _message["name"]
+            except Exception as e:
+                litellm.print_verbose(
+                    "Invalid dictionary content. Treating as text instead."
+                )
+                anthropic_tool_message = (
+                    AnthopicMessagesAssistantMessageTextContentParam(type="text")
+                )
+                anthropic_tool_message["text"] = _message["content"]
+
+            assistant_content.append(anthropic_tool_message)  # type: ignore
+
+            msg_i += 1
+
         if assistant_content:
             new_messages.append({"role": "assistant", "content": assistant_content})
 
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 1108db860d4f..c0b4e3136d5b 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -2367,7 +2367,17 @@ def test_completion_with_fallbacks():
         ],
     ],
 )
-def test_completion_anthropic_hanging(function_call):
+@pytest.mark.parametrize(
+    "tool_call",
+    [
+        [{"role": "tool", "tool_call_id": "1234", "content": "Kokoko"}],
+        [
+            {"role": "tool", "tool_call_id": "12344", "content": "Kokoko"},
+            {"role": "tool", "tool_call_id": "1214", "content": "Kokoko"},
+        ],
+    ],
+)
+def test_completion_anthropic_hanging(function_call, tool_call):
     litellm.modify_params = True
     messages = [
         {
@@ -2382,7 +2392,7 @@ def test_completion_anthropic_hanging(function_call):
             },
         },
     ]
-    messages = messages + function_call
+    messages = messages + function_call + tool_call
     litellm.completion(
         model="claude-3-haiku-20240307",
         messages=messages,

From 59dac1bc7ab509f3a0e98fc896a6ba65902b0546 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 10:55:36 -0700
Subject: [PATCH 083/378] ui - new build

---
 litellm/proxy/_experimental/out/404.html               |  2 +-
 ...761-05f8a8451296476c.js => 142-11990a208bf93746.js} | 10 +++++-----
 .../_next/static/chunks/2f6dbc85-17d29013b8ff3da5.js   |  1 +
 .../_next/static/chunks/app/page-d9bdfedbff191985.js   |  1 +
 .../_next/static/chunks/app/page-f538305fa38a6c75.js   |  1 -
 .../_buildManifest.js                                  |  0
 .../_ssgManifest.js                                    |  0
 litellm/proxy/_experimental/out/index.html             |  2 +-
 litellm/proxy/_experimental/out/index.txt              |  4 ++--
 ui/litellm-dashboard/out/404.html                      |  2 +-
 ...761-05f8a8451296476c.js => 142-11990a208bf93746.js} | 10 +++++-----
 .../_next/static/chunks/2f6dbc85-17d29013b8ff3da5.js   |  1 +
 .../_next/static/chunks/app/page-d9bdfedbff191985.js   |  1 +
 .../_next/static/chunks/app/page-f538305fa38a6c75.js   |  1 -
 .../_buildManifest.js                                  |  0
 .../_ssgManifest.js                                    |  0
 ui/litellm-dashboard/out/index.html                    |  2 +-
 ui/litellm-dashboard/out/index.txt                     |  4 ++--
 18 files changed, 22 insertions(+), 20 deletions(-)
 rename litellm/proxy/_experimental/out/_next/static/chunks/{761-05f8a8451296476c.js => 142-11990a208bf93746.js} (60%)
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/2f6dbc85-17d29013b8ff3da5.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-d9bdfedbff191985.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-f538305fa38a6c75.js
 rename litellm/proxy/_experimental/out/_next/static/{hizRXvPxuztz_ZrAcFMhz => e55gTzpa2g2-9SwXgA9Uo}/_buildManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/{hizRXvPxuztz_ZrAcFMhz => e55gTzpa2g2-9SwXgA9Uo}/_ssgManifest.js (100%)
 rename ui/litellm-dashboard/out/_next/static/chunks/{761-05f8a8451296476c.js => 142-11990a208bf93746.js} (60%)
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/2f6dbc85-17d29013b8ff3da5.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-d9bdfedbff191985.js
 delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-f538305fa38a6c75.js
 rename ui/litellm-dashboard/out/_next/static/{hizRXvPxuztz_ZrAcFMhz => e55gTzpa2g2-9SwXgA9Uo}/_buildManifest.js (100%)
 rename ui/litellm-dashboard/out/_next/static/{hizRXvPxuztz_ZrAcFMhz => e55gTzpa2g2-9SwXgA9Uo}/_ssgManifest.js (100%)

diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index e1cfa170d85c..2a1c15e384e0 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1 +1 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/00c2ddbcd01819c0.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-202e312607f242a1.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
          .user-profile-mini-avatar,
          .avatar,
          .vcard-details,
          .signup-prompt-bg {
            display: none !IMPORTANT;
          }
        </style>
         <script>
          document.addEventListener('DOMContentLoaded', function() {
            this.querySelectorAll('a').forEach(anchor => {
              anchor.addEventListener('click', e => {
                e.preventDefault();

                const redact = new URLSearchParams(window.location.search).get('redact');
                const hasExistingParams = anchor.href.includes('?');
                window.location.href = anchor.href + (hasExistingParams ? `&redact=${redact}` : `?redact=${redact}`);
              });
            });
          });
        </script>
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async=""></script><script>(self.__next_f=self.__next_f||[]).push([0]);self.__next_f.push([2,null])</script><script>self.__next_f.push([1,"1:HL[\"/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n2:HL[\"/ui/_next/static/css/00c2ddbcd01819c0.css\",\"style\",{\"crossOrigin\":\"\"}]\n0:\"$L3\"\n"])</script><script>self.__next_f.push([1,"4:I[47690,[],\"\"]\n6:I[5613,[],\"\"]\n7:I[31778,[],\"\"]\nd:I[48955,[],\"\"]\n8:{\"fontFamily\":\"system-ui,\\\"Segoe UI\\\",Roboto,Helvetica,Arial,sans-serif,\\\"Apple Color Emoji\\\",\\\"Segoe UI Emoji\\\"\",\"height\":\"100vh\",\"textAlign\":\"center\",\"display\":\"flex\",\"flexDirection\":\"column\",\"alignItems\":\"center\",\"justifyContent\":\"center\"}\n9:{\"display\":\"inline-block\",\"margin\":\"0 20px 0 0\",\"padding\":\"0 23px 0 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\ No newline at end of file
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/00c2ddbcd01819c0.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-202e312607f242a1.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
          .user-profile-mini-avatar,
          .avatar,
          .vcard-details,
          .signup-prompt-bg {
            display: none !IMPORTANT;
          }
        </style>
         <script>
          document.addEventListener('DOMContentLoaded', function() {
            this.querySelectorAll('a').forEach(anchor => {
              anchor.addEventListener('click', e => {
                e.preventDefault();

                const redact = new URLSearchParams(window.location.search).get('redact');
                const hasExistingParams = anchor.href.includes('?');
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rename from litellm/proxy/_experimental/out/_next/static/chunks/761-05f8a8451296476c.js
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index 058e9f132383..15259b4d0368 100644
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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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this._client.get("/assistants/".concat(e,"/files/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/assistants/".concat(e,"/files"),tE,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}del(e,t,n){return this._client.delete("/assistants/".concat(e,"/files/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}}class tE extends e7{}(ty||(ty={})).AssistantFilesPage=tE;class tS extends te{create(e,t){return this._client.post("/assistants",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}retrieve(e,t){return this._client.get("/assistants/".concat(e),{...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}update(e,t,n){return this._client.post("/assistants/".concat(e),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}list(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},t=arguments.length>1?arguments[1]:void 0;return eG(e)?this.list({},e):this._client.getAPIList("/assistants",tw,{query:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}del(e,t){return this._client.delete("/assistants/".concat(e),{...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}constructor(){super(...arguments),this.files=new ty(this._client)}}class tw extends e7{}function tx(e){return"function"==typeof e.parse}(h=tS||(tS={})).AssistantsPage=tw,h.Files=ty,h.AssistantFilesPage=tE;let tO=e=>(null==e?void 0:e.role)==="assistant",tk=e=>(null==e?void 0:e.role)==="function",tC=e=>(null==e?void 0:e.role)==="tool";var tA=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n},tT=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)};class tI{_run(e){setTimeout(()=>{e().then(()=>{this._emitFinal(),this._emit("end")},tT(this,U,"f"))},0)}_addChatCompletion(e){var t;this._chatCompletions.push(e),this._emit("chatCompletion",e);let n=null===(t=e.choices[0])||void 0===t?void 0:t.message;return n&&this._addMessage(n),e}_addMessage(e){let t=!(arguments.length>1)||void 0===arguments[1]||arguments[1];if("content"in e||(e.content=null),this.messages.push(e),t){if(this._emit("message",e),(tk(e)||tC(e))&&e.content)this._emit("functionCallResult",e.content);else if(tO(e)&&e.function_call)this._emit("functionCall",e.function_call);else if(tO(e)&&e.tool_calls)for(let t of e.tool_calls)"function"===t.type&&this._emit("functionCall",t.function)}}_connected(){this.ended||(tT(this,k,"f").call(this),this._emit("connect"))}get ended(){return tT(this,R,"f")}get errored(){return tT(this,_,"f")}get aborted(){return tT(this,P,"f")}abort(){this.controller.abort()}on(e,t){return(tT(this,N,"f")[e]||(tT(this,N,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=tT(this,N,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(tT(this,N,"f")[e]||(tT(this,N,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{tA(this,M,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){tA(this,M,!0,"f"),await tT(this,A,"f")}async finalChatCompletion(){await this.done();let e=this._chatCompletions[this._chatCompletions.length-1];if(!e)throw new et("stream ended without producing a ChatCompletion");return e}async finalContent(){return await this.done(),tT(this,x,"m",L).call(this)}async finalMessage(){return await this.done(),tT(this,x,"m",D).call(this)}async finalFunctionCall(){return await this.done(),tT(this,x,"m",j).call(this)}async finalFunctionCallResult(){return await this.done(),tT(this,x,"m",F).call(this)}async totalUsage(){return await this.done(),tT(this,x,"m",B).call(this)}allChatCompletions(){return[...this._chatCompletions]}_emit(e){for(var t=arguments.length,n=Array(t>1?t-1:0),r=1;r<t;r++)n[r-1]=arguments[r];if(tT(this,R,"f"))return;"end"===e&&(tA(this,R,!0,"f"),tT(this,T,"f").call(this));let o=tT(this,N,"f")[e];if(o&&(tT(this,N,"f")[e]=o.filter(e=>!e.once),o.forEach(e=>{let{listener:t}=e;return t(...n)})),"abort"===e){let e=n[0];tT(this,M,"f")||(null==o?void 0:o.length)||Promise.reject(e),tT(this,C,"f").call(this,e),tT(this,I,"f").call(this,e),this._emit("end");return}if("error"===e){let e=n[0];tT(this,M,"f")||(null==o?void 0:o.length)||Promise.reject(e),tT(this,C,"f").call(this,e),tT(this,I,"f").call(this,e),this._emit("end")}}_emitFinal(){let e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);let t=tT(this,x,"m",D).call(this);t&&this._emit("finalMessage",t);let n=tT(this,x,"m",L).call(this);n&&this._emit("finalContent",n);let r=tT(this,x,"m",j).call(this);r&&this._emit("finalFunctionCall",r);let o=tT(this,x,"m",F).call(this);null!=o&&this._emit("finalFunctionCallResult",o),this._chatCompletions.some(e=>e.usage)&&this._emit("totalUsage",tT(this,x,"m",B).call(this))}async _createChatCompletion(e,t,n){let r=null==n?void 0:n.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),tT(this,x,"m",Z).call(this,t);let o=await e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:a,...i}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:s=10}=n||{},c={};for(let e of t.functions)c[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<s;++t){var d;let t;let a=null===(d=(await this._createChatCompletion(e,{...i,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!a)throw new et("missing message in ChatCompletion response");if(!a.function_call)return;let{name:s,arguments:p}=a.function_call,f=c[s];if(f){if(l&&l!==s){let e="Invalid function_call: ".concat(JSON.stringify(s),". ").concat(JSON.stringify(l)," requested. Please try again");this._addMessage({role:r,name:s,content:e});continue}}else{let e="Invalid function_call: ".concat(JSON.stringify(s),". Available options are: ").concat(u.map(e=>JSON.stringify(e.name)).join(", "),". Please try again");this._addMessage({role:r,name:s,content:e});continue}try{t=tx(f)?await f.parse(p):p}catch(e){this._addMessage({role:r,name:s,content:e instanceof Error?e.message:String(e)});continue}let m=await f.function(t,this),g=tT(this,x,"m",z).call(this,m);if(this._addMessage({role:r,name:s,content:g}),l)return}}async _runTools(e,t,n){var r,o;let a="tool",{tool_choice:i="auto",stream:l,...s}=t,c="string"!=typeof i&&(null==i?void 0:null===(r=i.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let p="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...s,tool_choice:i,tools:p,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,i=d[r];if(i){if(c&&c!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(c)," requested. Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(p.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}try{t=tx(i)?await i.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:a,tool_call_id:n,content:e});continue}let l=await i.function(t,this),s=tT(this,x,"m",z).call(this,l);if(this._addMessage({role:a,tool_call_id:n,content:s}),c)return}}}constructor(){x.add(this),this.controller=new AbortController,O.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),A.set(this,void 0),T.set(this,()=>{}),I.set(this,()=>{}),N.set(this,{}),this._chatCompletions=[],this.messages=[],R.set(this,!1),_.set(this,!1),P.set(this,!1),M.set(this,!1),U.set(this,e=>{if(tA(this,_,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tA(this,P,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tA(this,O,new Promise((e,t)=>{tA(this,k,e,"f"),tA(this,C,t,"f")}),"f"),tA(this,A,new Promise((e,t)=>{tA(this,T,e,"f"),tA(this,I,t,"f")}),"f"),tT(this,O,"f").catch(()=>{}),tT(this,A,"f").catch(()=>{})}}O=new WeakMap,k=new WeakMap,C=new WeakMap,A=new WeakMap,T=new WeakMap,I=new WeakMap,N=new WeakMap,R=new WeakMap,_=new WeakMap,P=new WeakMap,M=new WeakMap,U=new WeakMap,x=new WeakSet,L=function(){var e;return null!==(e=tT(this,x,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tO(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},j=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tO(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tO(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},F=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},Z=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},z=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tN extends tI{static runFunctions(e,t,n){let r=new tN,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tN,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tO(e)&&e.content&&this._emit("content",e.content)}}var tR=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},t_=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tP extends tI{get currentChatCompletionSnapshot(){return tR(this,G,"f")}static fromReadableStream(e){let t=new tP;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tP;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",$).call(this);let a=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))tR(this,H,"m",W).call(this,e);if(null===(r=a.controller.signal)||void 0===r?void 0:r.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",$).call(this),this._connected();let a=eg.fromReadableStream(e,this.controller);for await(let e of a)r&&r!==e.id&&this._addChatCompletion(tR(this,H,"m",V).call(this)),tR(this,H,"m",W).call(this,e),r=e.id;if(null===(n=a.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}[(G=new WeakMap,H=new WeakSet,$=function(){this.ended||t_(this,G,void 0,"f")},W=function(e){var t,n,r;if(this.ended)return;let o=tR(this,H,"m",q).call(this,e);this._emit("chunk",e,o);let a=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,i=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=a&&(null==i?void 0:i.role)==="assistant"&&(null==i?void 0:i.content)&&this._emit("content",a,i.content)},V=function(){if(this.ended)throw new et("stream has ended, this shouldn't happen");let e=tR(this,G,"f");if(!e)throw new et("request ended without sending any chunks");return t_(this,G,void 0,"f"),function(e){let{id:t,choices:n,created:r,model:o,system_fingerprint:a,...i}=e;return{...i,id:t,choices:n.map(t=>{let{message:n,finish_reason:r,index:o,logprobs:a,...i}=t;if(!r)throw new et("missing finish_reason for choice ".concat(o));let{content:l=null,function_call:s,tool_calls:c,...u}=n,d=n.role;if(!d)throw new et("missing role for choice ".concat(o));if(s){let{arguments:e,name:t}=s;if(null==e)throw new et("missing function_call.arguments for choice ".concat(o));if(!t)throw new et("missing function_call.name for choice ".concat(o));return{...i,message:{content:l,function_call:{arguments:e,name:t},role:d},finish_reason:r,index:o,logprobs:a}}return c?{...i,index:o,finish_reason:r,logprobs:a,message:{...u,role:d,content:l,tool_calls:c.map((t,n)=>{let{function:r,type:a,id:i,...l}=t,{arguments:s,name:c,...u}=r||{};if(null==i)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].id\n").concat(tM(e)));if(null==a)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].type\n").concat(tM(e)));if(null==c)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.name\n").concat(tM(e)));if(null==s)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.arguments\n").concat(tM(e)));return{...l,id:i,type:a,function:{...u,name:c,arguments:s}}})}}:{...i,message:{...u,content:l,role:d},finish_reason:r,index:o,logprobs:a}}),created:r,model:o,object:"chat.completion",...a?{system_fingerprint:a}:{}}}(e)},q=function(e){var t,n,r,o,a,i,l;let 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this._client.get("/files/".concat(e,"/content"),{...t,headers:{Accept:"application/json",...null==t?void 0:t.headers}})}async waitForProcessing(e){let{pollInterval:t=5e3,maxWait:n=18e5}=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},r=new Set(["processed","error","deleted"]),o=Date.now(),a=await this.retrieve(e);for(;!a.status||!r.has(a.status);)if(await eQ(t),a=await this.retrieve(e),Date.now()-o>n)throw new ea({message:"Giving up on waiting for file ".concat(e," to finish processing after ").concat(n," milliseconds.")});return a}}class ti extends e9{}(ta||(ta={})).FileObjectsPage=ti;class tl extends te{createVariation(e,t){return this._client.post("/images/variations",eN({body:e,...t}))}edit(e,t){return this._client.post("/images/edits",eN({body:e,...t}))}generate(e,t){return this._client.post("/images/generations",{body:e,...t})}}tl||(tl={});class ts extends te{create(e,t){return this._client.post("/audio/speech",{body:e,...t,__binaryResponse:!0})}}ts||(ts={});class tc extends te{create(e,t){return this._client.post("/audio/transcriptions",eN({body:e,...t}))}}tc||(tc={});class tu extends te{create(e,t){return this._client.post("/audio/translations",eN({body:e,...t}))}}tu||(tu={});class td extends te{constructor(){super(...arguments),this.transcriptions=new tc(this._client),this.translations=new tu(this._client),this.speech=new ts(this._client)}}(f=td||(td={})).Transcriptions=tc,f.Translations=tu,f.Speech=ts;class tp extends te{create(e,t){return this._client.post("/moderations",{body:e,...t})}}tp||(tp={});class tf extends te{retrieve(e,t){return this._client.get("/models/".concat(e),t)}list(e){return this._client.getAPIList("/models",tm,e)}del(e,t){return this._client.delete("/models/".concat(e),t)}}class tm extends e9{}(tf||(tf={})).ModelsPage=tm;class tg extends te{create(e,t){return this._client.post("/fine_tuning/jobs",{body:e,...t})}retrieve(e,t){return this._client.get("/fine_tuning/jobs/".concat(e),t)}list(){let e=arguments.length>0&&void 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this._client.get("/assistants/".concat(e,"/files/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/assistants/".concat(e,"/files"),tE,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}del(e,t,n){return this._client.delete("/assistants/".concat(e,"/files/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}}class tE extends e7{}(ty||(ty={})).AssistantFilesPage=tE;class tw extends te{create(e,t){return this._client.post("/assistants",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}retrieve(e,t){return this._client.get("/assistants/".concat(e),{...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}update(e,t,n){return this._client.post("/assistants/".concat(e),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}list(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},t=arguments.length>1?arguments[1]:void 0;return eG(e)?this.list({},e):this._client.getAPIList("/assistants",tS,{query:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}del(e,t){return this._client.delete("/assistants/".concat(e),{...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}constructor(){super(...arguments),this.files=new ty(this._client)}}class tS extends e7{}function tx(e){return"function"==typeof e.parse}(h=tw||(tw={})).AssistantsPage=tS,h.Files=ty,h.AssistantFilesPage=tE;let tO=e=>(null==e?void 0:e.role)==="assistant",tk=e=>(null==e?void 0:e.role)==="function",tC=e=>(null==e?void 0:e.role)==="tool";var tT=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor 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e||(e.content=null),this.messages.push(e),t){if(this._emit("message",e),(tk(e)||tC(e))&&e.content)this._emit("functionCallResult",e.content);else if(tO(e)&&e.function_call)this._emit("functionCall",e.function_call);else if(tO(e)&&e.tool_calls)for(let t of e.tool_calls)"function"===t.type&&this._emit("functionCall",t.function)}}_connected(){this.ended||(tA(this,k,"f").call(this),this._emit("connect"))}get ended(){return tA(this,R,"f")}get errored(){return tA(this,_,"f")}get aborted(){return tA(this,P,"f")}abort(){this.controller.abort()}on(e,t){return(tA(this,I,"f")[e]||(tA(this,I,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=tA(this,I,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(tA(this,I,"f")[e]||(tA(this,I,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{tT(this,M,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){tT(this,M,!0,"f"),await tA(this,T,"f")}async finalChatCompletion(){await this.done();let e=this._chatCompletions[this._chatCompletions.length-1];if(!e)throw new et("stream ended without producing a ChatCompletion");return e}async finalContent(){return await this.done(),tA(this,x,"m",L).call(this)}async finalMessage(){return await this.done(),tA(this,x,"m",D).call(this)}async finalFunctionCall(){return await this.done(),tA(this,x,"m",j).call(this)}async finalFunctionCallResult(){return await this.done(),tA(this,x,"m",F).call(this)}async totalUsage(){return await this.done(),tA(this,x,"m",B).call(this)}allChatCompletions(){return[...this._chatCompletions]}_emit(e){for(var t=arguments.length,n=Array(t>1?t-1:0),r=1;r<t;r++)n[r-1]=arguments[r];if(tA(this,R,"f"))return;"end"===e&&(tT(this,R,!0,"f"),tA(this,A,"f").call(this));let o=tA(this,I,"f")[e];if(o&&(tA(this,I,"f")[e]=o.filter(e=>!e.once),o.forEach(e=>{let{listener:t}=e;return t(...n)})),"abort"===e){let e=n[0];tA(this,M,"f")||(null==o?void 0:o.length)||Promise.reject(e),tA(this,C,"f").call(this,e),tA(this,N,"f").call(this,e),this._emit("end");return}if("error"===e){let e=n[0];tA(this,M,"f")||(null==o?void 0:o.length)||Promise.reject(e),tA(this,C,"f").call(this,e),tA(this,N,"f").call(this,e),this._emit("end")}}_emitFinal(){let e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);let t=tA(this,x,"m",D).call(this);t&&this._emit("finalMessage",t);let n=tA(this,x,"m",L).call(this);n&&this._emit("finalContent",n);let r=tA(this,x,"m",j).call(this);r&&this._emit("finalFunctionCall",r);let o=tA(this,x,"m",F).call(this);null!=o&&this._emit("finalFunctionCallResult",o),this._chatCompletions.some(e=>e.usage)&&this._emit("totalUsage",tA(this,x,"m",B).call(this))}async _createChatCompletion(e,t,n){let r=null==n?void 0:n.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),tA(this,x,"m",U).call(this,t);let o=await e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:a,...i}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:s=10}=n||{},c={};for(let e of t.functions)c[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<s;++t){var d;let t;let a=null===(d=(await this._createChatCompletion(e,{...i,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!a)throw new et("missing message in ChatCompletion response");if(!a.function_call)return;let{name:s,arguments:p}=a.function_call,f=c[s];if(f){if(l&&l!==s){let e="Invalid function_call: 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Please try again");this._addMessage({role:r,name:s,content:e});continue}try{t=tx(f)?await f.parse(p):p}catch(e){this._addMessage({role:r,name:s,content:e instanceof Error?e.message:String(e)});continue}let m=await f.function(t,this),g=tA(this,x,"m",z).call(this,m);if(this._addMessage({role:r,name:s,content:g}),l)return}}async _runTools(e,t,n){var r,o;let a="tool",{tool_choice:i="auto",stream:l,...s}=t,c="string"!=typeof i&&(null==i?void 0:null===(r=i.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let p="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...s,tool_choice:i,tools:p,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,i=d[r];if(i){if(c&&c!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(c)," requested. Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(p.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}try{t=tx(i)?await i.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:a,tool_call_id:n,content:e});continue}let l=await i.function(t,this),s=tA(this,x,"m",z).call(this,l);if(this._addMessage({role:a,tool_call_id:n,content:s}),c)return}}}constructor(){x.add(this),this.controller=new AbortController,O.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),T.set(this,void 0),A.set(this,()=>{}),N.set(this,()=>{}),I.set(this,{}),this._chatCompletions=[],this.messages=[],R.set(this,!1),_.set(this,!1),P.set(this,!1),M.set(this,!1),Z.set(this,e=>{if(tT(this,_,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tT(this,P,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tT(this,O,new Promise((e,t)=>{tT(this,k,e,"f"),tT(this,C,t,"f")}),"f"),tT(this,T,new Promise((e,t)=>{tT(this,A,e,"f"),tT(this,N,t,"f")}),"f"),tA(this,O,"f").catch(()=>{}),tA(this,T,"f").catch(()=>{})}}O=new WeakMap,k=new WeakMap,C=new WeakMap,T=new WeakMap,A=new WeakMap,N=new WeakMap,I=new WeakMap,R=new WeakMap,_=new WeakMap,P=new WeakMap,M=new WeakMap,Z=new WeakMap,x=new WeakSet,L=function(){var e;return null!==(e=tA(this,x,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tO(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},j=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tO(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tO(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},F=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},U=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},z=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tI extends tN{static runFunctions(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tO(e)&&e.content&&this._emit("content",e.content)}}var tR=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},t_=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tP extends tN{get currentChatCompletionSnapshot(){return tR(this,G,"f")}static fromReadableStream(e){let t=new tP;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tP;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this);let a=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))tR(this,H,"m",$).call(this,e);if(null===(r=a.controller.signal)||void 0===r?void 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index 000000000000..030bbbe66b05
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/page-d9bdfedbff191985.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/page-d9bdfedbff191985.js
new file mode 100644
index 000000000000..f92a61d63cf6
--- /dev/null
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similarity index 60%
rename from ui/litellm-dashboard/out/_next/static/chunks/761-05f8a8451296476c.js
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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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this._client.get("/assistants/".concat(e,"/files/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/assistants/".concat(e,"/files"),tE,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}del(e,t,n){return this._client.delete("/assistants/".concat(e,"/files/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}}class tE extends e7{}(ty||(ty={})).AssistantFilesPage=tE;class tS extends te{create(e,t){return this._client.post("/assistants",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}retrieve(e,t){return this._client.get("/assistants/".concat(e),{...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}update(e,t,n){return this._client.post("/assistants/".concat(e),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}list(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},t=arguments.length>1?arguments[1]:void 0;return eG(e)?this.list({},e):this._client.getAPIList("/assistants",tw,{query:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}del(e,t){return this._client.delete("/assistants/".concat(e),{...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}constructor(){super(...arguments),this.files=new ty(this._client)}}class tw extends e7{}function tx(e){return"function"==typeof e.parse}(h=tS||(tS={})).AssistantsPage=tw,h.Files=ty,h.AssistantFilesPage=tE;let tO=e=>(null==e?void 0:e.role)==="assistant",tk=e=>(null==e?void 0:e.role)==="function",tC=e=>(null==e?void 0:e.role)==="tool";var tA=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n},tT=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)};class tI{_run(e){setTimeout(()=>{e().then(()=>{this._emitFinal(),this._emit("end")},tT(this,U,"f"))},0)}_addChatCompletion(e){var t;this._chatCompletions.push(e),this._emit("chatCompletion",e);let n=null===(t=e.choices[0])||void 0===t?void 0:t.message;return n&&this._addMessage(n),e}_addMessage(e){let t=!(arguments.length>1)||void 0===arguments[1]||arguments[1];if("content"in e||(e.content=null),this.messages.push(e),t){if(this._emit("message",e),(tk(e)||tC(e))&&e.content)this._emit("functionCallResult",e.content);else if(tO(e)&&e.function_call)this._emit("functionCall",e.function_call);else if(tO(e)&&e.tool_calls)for(let t of e.tool_calls)"function"===t.type&&this._emit("functionCall",t.function)}}_connected(){this.ended||(tT(this,k,"f").call(this),this._emit("connect"))}get ended(){return tT(this,R,"f")}get errored(){return tT(this,_,"f")}get aborted(){return tT(this,P,"f")}abort(){this.controller.abort()}on(e,t){return(tT(this,N,"f")[e]||(tT(this,N,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=tT(this,N,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(tT(this,N,"f")[e]||(tT(this,N,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{tA(this,M,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){tA(this,M,!0,"f"),await tT(this,A,"f")}async finalChatCompletion(){await this.done();let e=this._chatCompletions[this._chatCompletions.length-1];if(!e)throw new et("stream ended without producing a ChatCompletion");return e}async finalContent(){return await this.done(),tT(this,x,"m",L).call(this)}async finalMessage(){return await this.done(),tT(this,x,"m",D).call(this)}async finalFunctionCall(){return await this.done(),tT(this,x,"m",j).call(this)}async finalFunctionCallResult(){return await this.done(),tT(this,x,"m",F).call(this)}async totalUsage(){return await this.done(),tT(this,x,"m",B).call(this)}allChatCompletions(){return[...this._chatCompletions]}_emit(e){for(var t=arguments.length,n=Array(t>1?t-1:0),r=1;r<t;r++)n[r-1]=arguments[r];if(tT(this,R,"f"))return;"end"===e&&(tA(this,R,!0,"f"),tT(this,T,"f").call(this));let o=tT(this,N,"f")[e];if(o&&(tT(this,N,"f")[e]=o.filter(e=>!e.once),o.forEach(e=>{let{listener:t}=e;return t(...n)})),"abort"===e){let e=n[0];tT(this,M,"f")||(null==o?void 0:o.length)||Promise.reject(e),tT(this,C,"f").call(this,e),tT(this,I,"f").call(this,e),this._emit("end");return}if("error"===e){let e=n[0];tT(this,M,"f")||(null==o?void 0:o.length)||Promise.reject(e),tT(this,C,"f").call(this,e),tT(this,I,"f").call(this,e),this._emit("end")}}_emitFinal(){let e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);let t=tT(this,x,"m",D).call(this);t&&this._emit("finalMessage",t);let n=tT(this,x,"m",L).call(this);n&&this._emit("finalContent",n);let r=tT(this,x,"m",j).call(this);r&&this._emit("finalFunctionCall",r);let o=tT(this,x,"m",F).call(this);null!=o&&this._emit("finalFunctionCallResult",o),this._chatCompletions.some(e=>e.usage)&&this._emit("totalUsage",tT(this,x,"m",B).call(this))}async _createChatCompletion(e,t,n){let r=null==n?void 0:n.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),tT(this,x,"m",Z).call(this,t);let o=await e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:a,...i}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:s=10}=n||{},c={};for(let e of t.functions)c[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<s;++t){var d;let t;let a=null===(d=(await this._createChatCompletion(e,{...i,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!a)throw new et("missing message in ChatCompletion response");if(!a.function_call)return;let{name:s,arguments:p}=a.function_call,f=c[s];if(f){if(l&&l!==s){let e="Invalid function_call: ".concat(JSON.stringify(s),". ").concat(JSON.stringify(l)," requested. Please try again");this._addMessage({role:r,name:s,content:e});continue}}else{let e="Invalid function_call: ".concat(JSON.stringify(s),". Available options are: ").concat(u.map(e=>JSON.stringify(e.name)).join(", "),". Please try again");this._addMessage({role:r,name:s,content:e});continue}try{t=tx(f)?await f.parse(p):p}catch(e){this._addMessage({role:r,name:s,content:e instanceof Error?e.message:String(e)});continue}let m=await f.function(t,this),g=tT(this,x,"m",z).call(this,m);if(this._addMessage({role:r,name:s,content:g}),l)return}}async _runTools(e,t,n){var r,o;let a="tool",{tool_choice:i="auto",stream:l,...s}=t,c="string"!=typeof i&&(null==i?void 0:null===(r=i.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let p="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...s,tool_choice:i,tools:p,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,i=d[r];if(i){if(c&&c!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(c)," requested. Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(p.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}try{t=tx(i)?await i.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:a,tool_call_id:n,content:e});continue}let l=await i.function(t,this),s=tT(this,x,"m",z).call(this,l);if(this._addMessage({role:a,tool_call_id:n,content:s}),c)return}}}constructor(){x.add(this),this.controller=new AbortController,O.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),A.set(this,void 0),T.set(this,()=>{}),I.set(this,()=>{}),N.set(this,{}),this._chatCompletions=[],this.messages=[],R.set(this,!1),_.set(this,!1),P.set(this,!1),M.set(this,!1),U.set(this,e=>{if(tA(this,_,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tA(this,P,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tA(this,O,new Promise((e,t)=>{tA(this,k,e,"f"),tA(this,C,t,"f")}),"f"),tA(this,A,new Promise((e,t)=>{tA(this,T,e,"f"),tA(this,I,t,"f")}),"f"),tT(this,O,"f").catch(()=>{}),tT(this,A,"f").catch(()=>{})}}O=new WeakMap,k=new WeakMap,C=new WeakMap,A=new WeakMap,T=new WeakMap,I=new WeakMap,N=new WeakMap,R=new WeakMap,_=new WeakMap,P=new WeakMap,M=new WeakMap,U=new WeakMap,x=new WeakSet,L=function(){var e;return null!==(e=tT(this,x,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tO(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},j=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tO(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tO(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},F=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},Z=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},z=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tN extends tI{static runFunctions(e,t,n){let r=new tN,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tN,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tO(e)&&e.content&&this._emit("content",e.content)}}var tR=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},t_=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tP extends tI{get currentChatCompletionSnapshot(){return tR(this,G,"f")}static fromReadableStream(e){let t=new tP;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tP;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",$).call(this);let a=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))tR(this,H,"m",W).call(this,e);if(null===(r=a.controller.signal)||void 0===r?void 0:r.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",$).call(this),this._connected();let a=eg.fromReadableStream(e,this.controller);for await(let e of a)r&&r!==e.id&&this._addChatCompletion(tR(this,H,"m",V).call(this)),tR(this,H,"m",W).call(this,e),r=e.id;if(null===(n=a.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}[(G=new WeakMap,H=new WeakSet,$=function(){this.ended||t_(this,G,void 0,"f")},W=function(e){var t,n,r;if(this.ended)return;let o=tR(this,H,"m",q).call(this,e);this._emit("chunk",e,o);let a=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,i=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=a&&(null==i?void 0:i.role)==="assistant"&&(null==i?void 0:i.content)&&this._emit("content",a,i.content)},V=function(){if(this.ended)throw new et("stream has ended, this shouldn't happen");let e=tR(this,G,"f");if(!e)throw new et("request ended without sending any chunks");return t_(this,G,void 0,"f"),function(e){let{id:t,choices:n,created:r,model:o,system_fingerprint:a,...i}=e;return{...i,id:t,choices:n.map(t=>{let{message:n,finish_reason:r,index:o,logprobs:a,...i}=t;if(!r)throw new et("missing finish_reason for choice ".concat(o));let{content:l=null,function_call:s,tool_calls:c,...u}=n,d=n.role;if(!d)throw new et("missing role for choice ".concat(o));if(s){let{arguments:e,name:t}=s;if(null==e)throw new et("missing function_call.arguments for choice ".concat(o));if(!t)throw new et("missing function_call.name for choice ".concat(o));return{...i,message:{content:l,function_call:{arguments:e,name:t},role:d},finish_reason:r,index:o,logprobs:a}}return c?{...i,index:o,finish_reason:r,logprobs:a,message:{...u,role:d,content:l,tool_calls:c.map((t,n)=>{let{function:r,type:a,id:i,...l}=t,{arguments:s,name:c,...u}=r||{};if(null==i)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].id\n").concat(tM(e)));if(null==a)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].type\n").concat(tM(e)));if(null==c)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.name\n").concat(tM(e)));if(null==s)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.arguments\n").concat(tM(e)));return{...l,id:i,type:a,function:{...u,name:c,arguments:s}}})}}:{...i,message:{...u,content:l,role:d},finish_reason:r,index:o,logprobs:a}}),created:r,model:o,object:"chat.completion",...a?{system_fingerprint:a}:{}}}(e)},q=function(e){var t,n,r,o,a,i,l;let 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this._client.get("/files/".concat(e,"/content"),{...t,headers:{Accept:"application/json",...null==t?void 0:t.headers}})}async waitForProcessing(e){let{pollInterval:t=5e3,maxWait:n=18e5}=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},r=new Set(["processed","error","deleted"]),o=Date.now(),a=await this.retrieve(e);for(;!a.status||!r.has(a.status);)if(await eQ(t),a=await this.retrieve(e),Date.now()-o>n)throw new ea({message:"Giving up on waiting for file ".concat(e," to finish processing after ").concat(n," milliseconds.")});return a}}class ti extends e9{}(ta||(ta={})).FileObjectsPage=ti;class tl extends te{createVariation(e,t){return this._client.post("/images/variations",eN({body:e,...t}))}edit(e,t){return this._client.post("/images/edits",eN({body:e,...t}))}generate(e,t){return this._client.post("/images/generations",{body:e,...t})}}tl||(tl={});class ts extends te{create(e,t){return this._client.post("/audio/speech",{body:e,...t,__binaryResponse:!0})}}ts||(ts={});class tc extends te{create(e,t){return this._client.post("/audio/transcriptions",eN({body:e,...t}))}}tc||(tc={});class tu extends te{create(e,t){return this._client.post("/audio/translations",eN({body:e,...t}))}}tu||(tu={});class td extends te{constructor(){super(...arguments),this.transcriptions=new tc(this._client),this.translations=new tu(this._client),this.speech=new ts(this._client)}}(f=td||(td={})).Transcriptions=tc,f.Translations=tu,f.Speech=ts;class tp extends te{create(e,t){return this._client.post("/moderations",{body:e,...t})}}tp||(tp={});class tf extends te{retrieve(e,t){return this._client.get("/models/".concat(e),t)}list(e){return this._client.getAPIList("/models",tm,e)}del(e,t){return this._client.delete("/models/".concat(e),t)}}class tm extends e9{}(tf||(tf={})).ModelsPage=tm;class tg extends te{create(e,t){return this._client.post("/fine_tuning/jobs",{body:e,...t})}retrieve(e,t){return this._client.get("/fine_tuning/jobs/".concat(e),t)}list(){let e=arguments.length>0&&void 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this._client.get("/assistants/".concat(e,"/files/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/assistants/".concat(e,"/files"),tE,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}del(e,t,n){return this._client.delete("/assistants/".concat(e,"/files/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}}class tE extends e7{}(ty||(ty={})).AssistantFilesPage=tE;class tw extends te{create(e,t){return this._client.post("/assistants",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}retrieve(e,t){return this._client.get("/assistants/".concat(e),{...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}update(e,t,n){return this._client.post("/assistants/".concat(e),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}list(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},t=arguments.length>1?arguments[1]:void 0;return eG(e)?this.list({},e):this._client.getAPIList("/assistants",tS,{query:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}del(e,t){return this._client.delete("/assistants/".concat(e),{...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}constructor(){super(...arguments),this.files=new ty(this._client)}}class tS extends e7{}function tx(e){return"function"==typeof e.parse}(h=tw||(tw={})).AssistantsPage=tS,h.Files=ty,h.AssistantFilesPage=tE;let tO=e=>(null==e?void 0:e.role)==="assistant",tk=e=>(null==e?void 0:e.role)==="function",tC=e=>(null==e?void 0:e.role)==="tool";var tT=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor 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e||(e.content=null),this.messages.push(e),t){if(this._emit("message",e),(tk(e)||tC(e))&&e.content)this._emit("functionCallResult",e.content);else if(tO(e)&&e.function_call)this._emit("functionCall",e.function_call);else if(tO(e)&&e.tool_calls)for(let t of e.tool_calls)"function"===t.type&&this._emit("functionCall",t.function)}}_connected(){this.ended||(tA(this,k,"f").call(this),this._emit("connect"))}get ended(){return tA(this,R,"f")}get errored(){return tA(this,_,"f")}get aborted(){return tA(this,P,"f")}abort(){this.controller.abort()}on(e,t){return(tA(this,I,"f")[e]||(tA(this,I,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=tA(this,I,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(tA(this,I,"f")[e]||(tA(this,I,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{tT(this,M,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){tT(this,M,!0,"f"),await tA(this,T,"f")}async finalChatCompletion(){await this.done();let e=this._chatCompletions[this._chatCompletions.length-1];if(!e)throw new et("stream ended without producing a ChatCompletion");return e}async finalContent(){return await this.done(),tA(this,x,"m",L).call(this)}async finalMessage(){return await this.done(),tA(this,x,"m",D).call(this)}async finalFunctionCall(){return await this.done(),tA(this,x,"m",j).call(this)}async finalFunctionCallResult(){return await this.done(),tA(this,x,"m",F).call(this)}async totalUsage(){return await this.done(),tA(this,x,"m",B).call(this)}allChatCompletions(){return[...this._chatCompletions]}_emit(e){for(var t=arguments.length,n=Array(t>1?t-1:0),r=1;r<t;r++)n[r-1]=arguments[r];if(tA(this,R,"f"))return;"end"===e&&(tT(this,R,!0,"f"),tA(this,A,"f").call(this));let o=tA(this,I,"f")[e];if(o&&(tA(this,I,"f")[e]=o.filter(e=>!e.once),o.forEach(e=>{let{listener:t}=e;return t(...n)})),"abort"===e){let e=n[0];tA(this,M,"f")||(null==o?void 0:o.length)||Promise.reject(e),tA(this,C,"f").call(this,e),tA(this,N,"f").call(this,e),this._emit("end");return}if("error"===e){let e=n[0];tA(this,M,"f")||(null==o?void 0:o.length)||Promise.reject(e),tA(this,C,"f").call(this,e),tA(this,N,"f").call(this,e),this._emit("end")}}_emitFinal(){let e=this._chatCompletions[this._chatCompletions.length-1];e&&this._emit("finalChatCompletion",e);let t=tA(this,x,"m",D).call(this);t&&this._emit("finalMessage",t);let n=tA(this,x,"m",L).call(this);n&&this._emit("finalContent",n);let r=tA(this,x,"m",j).call(this);r&&this._emit("finalFunctionCall",r);let o=tA(this,x,"m",F).call(this);null!=o&&this._emit("finalFunctionCallResult",o),this._chatCompletions.some(e=>e.usage)&&this._emit("totalUsage",tA(this,x,"m",B).call(this))}async _createChatCompletion(e,t,n){let r=null==n?void 0:n.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),tA(this,x,"m",U).call(this,t);let o=await e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:a,...i}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:s=10}=n||{},c={};for(let e of t.functions)c[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<s;++t){var d;let t;let a=null===(d=(await this._createChatCompletion(e,{...i,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!a)throw new et("missing message in ChatCompletion response");if(!a.function_call)return;let{name:s,arguments:p}=a.function_call,f=c[s];if(f){if(l&&l!==s){let e="Invalid function_call: 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Please try again");this._addMessage({role:r,name:s,content:e});continue}try{t=tx(f)?await f.parse(p):p}catch(e){this._addMessage({role:r,name:s,content:e instanceof Error?e.message:String(e)});continue}let m=await f.function(t,this),g=tA(this,x,"m",z).call(this,m);if(this._addMessage({role:r,name:s,content:g}),l)return}}async _runTools(e,t,n){var r,o;let a="tool",{tool_choice:i="auto",stream:l,...s}=t,c="string"!=typeof i&&(null==i?void 0:null===(r=i.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let p="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...s,tool_choice:i,tools:p,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,i=d[r];if(i){if(c&&c!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(c)," requested. Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(p.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}try{t=tx(i)?await i.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:a,tool_call_id:n,content:e});continue}let l=await i.function(t,this),s=tA(this,x,"m",z).call(this,l);if(this._addMessage({role:a,tool_call_id:n,content:s}),c)return}}}constructor(){x.add(this),this.controller=new AbortController,O.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),T.set(this,void 0),A.set(this,()=>{}),N.set(this,()=>{}),I.set(this,{}),this._chatCompletions=[],this.messages=[],R.set(this,!1),_.set(this,!1),P.set(this,!1),M.set(this,!1),Z.set(this,e=>{if(tT(this,_,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tT(this,P,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tT(this,O,new Promise((e,t)=>{tT(this,k,e,"f"),tT(this,C,t,"f")}),"f"),tT(this,T,new Promise((e,t)=>{tT(this,A,e,"f"),tT(this,N,t,"f")}),"f"),tA(this,O,"f").catch(()=>{}),tA(this,T,"f").catch(()=>{})}}O=new WeakMap,k=new WeakMap,C=new WeakMap,T=new WeakMap,A=new WeakMap,N=new WeakMap,I=new WeakMap,R=new WeakMap,_=new WeakMap,P=new WeakMap,M=new WeakMap,Z=new WeakMap,x=new WeakSet,L=function(){var e;return null!==(e=tA(this,x,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tO(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},j=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tO(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tO(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},F=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},U=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},z=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tI extends tN{static runFunctions(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tO(e)&&e.content&&this._emit("content",e.content)}}var tR=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},t_=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tP extends tN{get currentChatCompletionSnapshot(){return tR(this,G,"f")}static fromReadableStream(e){let t=new tP;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tP;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this);let a=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))tR(this,H,"m",$).call(this,e);if(null===(r=a.controller.signal)||void 0===r?void 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new file mode 100644
index 000000000000..030bbbe66b05
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+++ b/ui/litellm-dashboard/out/_next/static/chunks/2f6dbc85-17d29013b8ff3da5.js
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diff --git a/ui/litellm-dashboard/out/_next/static/chunks/app/page-d9bdfedbff191985.js b/ui/litellm-dashboard/out/_next/static/chunks/app/page-d9bdfedbff191985.js
new file mode 100644
index 000000000000..f92a61d63cf6
--- /dev/null
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\ No newline at end of file
+<!DOCTYPE html><html id="__next_error__"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-202e312607f242a1.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><link rel="icon" href="/ui/favicon.ico" type="image/x-icon" sizes="16x16"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
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          }
        </style>
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        </script>
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diff --git a/ui/litellm-dashboard/out/index.txt b/ui/litellm-dashboard/out/index.txt
index bfd7f0295266..eb08ba058d21 100644
--- a/ui/litellm-dashboard/out/index.txt
+++ b/ui/litellm-dashboard/out/index.txt
@@ -1,7 +1,7 @@
 2:I[77831,[],""]
-3:I[46414,["761","static/chunks/761-05f8a8451296476c.js","931","static/chunks/app/page-f538305fa38a6c75.js"],""]
+3:I[58854,["936","static/chunks/2f6dbc85-17d29013b8ff3da5.js","142","static/chunks/142-11990a208bf93746.js","931","static/chunks/app/page-d9bdfedbff191985.js"],""]
 4:I[5613,[],""]
 5:I[31778,[],""]
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+0:["e55gTzpa2g2-9SwXgA9Uo",[[["",{"children":["__PAGE__",{}]},"$undefined","$undefined",true],["",{"children":["__PAGE__",{},["$L1",["$","$L2",null,{"propsForComponent":{"params":{}},"Component":"$3","isStaticGeneration":true}],null]]},[null,["$","html",null,{"lang":"en","children":["$","body",null,{"className":"__className_c23dc8","children":["$","$L4",null,{"parallelRouterKey":"children","segmentPath":["children"],"loading":"$undefined","loadingStyles":"$undefined","loadingScripts":"$undefined","hasLoading":false,"error":"$undefined","errorStyles":"$undefined","errorScripts":"$undefined","template":["$","$L5",null,{}],"templateStyles":"$undefined","templateScripts":"$undefined","notFound":[["$","title",null,{"children":"404: This page could not be found."}],["$","div",null,{"style":{"fontFamily":"system-ui,\"Segoe UI\",Roboto,Helvetica,Arial,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\"","height":"100vh","textAlign":"center","display":"flex","flexDirection":"column","alignItems":"center","justifyContent":"center"},"children":["$","div",null,{"children":[["$","style",null,{"dangerouslySetInnerHTML":{"__html":"body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}"}}],["$","h1",null,{"className":"next-error-h1","style":{"display":"inline-block","margin":"0 20px 0 0","padding":"0 23px 0 0","fontSize":24,"fontWeight":500,"verticalAlign":"top","lineHeight":"49px"},"children":"404"}],["$","div",null,{"style":{"display":"inline-block"},"children":["$","h2",null,{"style":{"fontSize":14,"fontWeight":400,"lineHeight":"49px","margin":0},"children":"This page could not be found."}]}]]}]}]],"notFoundStyles":[],"styles":null}]}]}],null]],[[["$","link","0",{"rel":"stylesheet","href":"/ui/_next/static/css/00c2ddbcd01819c0.css","precedence":"next","crossOrigin":""}]],"$L6"]]]]
 6:[["$","meta","0",{"name":"viewport","content":"width=device-width, initial-scale=1"}],["$","meta","1",{"charSet":"utf-8"}],["$","title","2",{"children":"LiteLLM Dashboard"}],["$","meta","3",{"name":"description","content":"LiteLLM Proxy Admin UI"}],["$","link","4",{"rel":"icon","href":"/ui/favicon.ico","type":"image/x-icon","sizes":"16x16"}],["$","meta","5",{"name":"next-size-adjust"}]]
 1:null

From c6beaf53afad4b9457b984b09a2ef707c7601491 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 11:14:47 -0700
Subject: [PATCH 084/378] litellm map Azure GPT ContentPolicyViolationError

---
 litellm/utils.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/litellm/utils.py b/litellm/utils.py
index ac8ec35d4b62..75031a7c3048 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -9077,6 +9077,9 @@ def exception_type(
                 elif (
                     "invalid_request_error" in error_str
                     and "content_policy_violation" in error_str
+                ) or (
+                    "The response was filtered due to the prompt triggering Azure OpenAI's content management"
+                    in error_str
                 ):
                     exception_mapping_worked = True
                     raise ContentPolicyViolationError(

From 76825e1d2c8abf09dcc053cbc20e6a516cc347e1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 11:15:34 -0700
Subject: [PATCH 085/378] test - mapping content policy violation errors

---
 litellm/tests/test_exceptions.py | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/litellm/tests/test_exceptions.py b/litellm/tests/test_exceptions.py
index 2e0d79f16dea..c9f383b257cb 100644
--- a/litellm/tests/test_exceptions.py
+++ b/litellm/tests/test_exceptions.py
@@ -41,6 +41,22 @@
 ]
 
 
+@pytest.mark.asyncio
+async def test_content_policy_exception_azure():
+    try:
+        # this is ony a test - we needed some way to invoke the exception :(
+        litellm.set_verbose = True
+        response = await litellm.acompletion(
+            model="azure/chatgpt-v-2",
+            messages=[{"role": "user", "content": "where do I buy lethal drugs from"}],
+        )
+    except litellm.ContentPolicyViolationError as e:
+        print("caught a content policy violation error! Passed")
+        pass
+    except Exception as e:
+        pytest.fail(f"An exception occurred - {str(e)}")
+
+
 # Test 1: Context Window Errors
 @pytest.mark.skip(reason="AWS Suspended Account")
 @pytest.mark.parametrize("model", exception_models)

From 8d49b3a84c751ffedb8a30d6f90121f7e062983b Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 12:33:39 -0700
Subject: [PATCH 086/378] fix(factory.py): support openai 'functions' messages

---
 litellm/llms/prompt_templates/factory.py | 143 +++++++++--------------
 litellm/tests/log.txt                    |  76 +++++++-----
 litellm/tests/test_completion.py         |  78 ++++++-------
 3 files changed, 131 insertions(+), 166 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index 908aebef9a9f..082030368532 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -850,6 +850,13 @@ def convert_to_anthropic_tool_result(message: dict) -> dict:
         "name": "get_current_weather",
         "content": "function result goes here",
     },
+
+    OpenAI message with a function call result looks like:
+    {
+        "role": "function",
+        "name": "get_current_weather",
+        "content": "function result goes here",
+    }
     """
 
     """
@@ -866,18 +873,42 @@ def convert_to_anthropic_tool_result(message: dict) -> dict:
         ]
     }
     """
-    tool_call_id = message.get("tool_call_id")
-    content = message.get("content")
+    if message["role"] == "tool":
+        tool_call_id = message.get("tool_call_id")
+        content = message.get("content")
+
+        # We can't determine from openai message format whether it's a successful or
+        # error call result so default to the successful result template
+        anthropic_tool_result = {
+            "type": "tool_result",
+            "tool_use_id": tool_call_id,
+            "content": content,
+        }
+        return anthropic_tool_result
+    elif message["role"] == "function":
+        content = message.get("content")
+        anthropic_tool_result = {
+            "type": "tool_result",
+            "tool_use_id": str(uuid.uuid4()),
+            "content": content,
+        }
+        return anthropic_tool_result
+    return {}
 
-    # We can't determine from openai message format whether it's a successful or
-    # error call result so default to the successful result template
-    anthropic_tool_result = {
-        "type": "tool_result",
-        "tool_use_id": tool_call_id,
-        "content": content,
-    }
 
-    return anthropic_tool_result
+def convert_function_to_anthropic_tool_invoke(function_call):
+    try:
+        anthropic_tool_invoke = [
+            {
+                "type": "tool_use",
+                "id": str(uuid.uuid4()),
+                "name": get_attribute_or_key(function_call, "name"),
+                "input": json.loads(get_attribute_or_key(function_call, "arguments")),
+            }
+        ]
+        return anthropic_tool_invoke
+    except Exception as e:
+        raise e
 
 
 def convert_to_anthropic_tool_invoke(tool_calls: list) -> list:
@@ -940,7 +971,7 @@ def convert_to_anthropic_tool_invoke(tool_calls: list) -> list:
 def anthropic_messages_pt(messages: list):
     """
     format messages for anthropic
-    1. Anthropic supports roles like "user" and "assistant", (here litellm translates system-> assistant)
+    1. Anthropic supports roles like "user" and "assistant" (system prompt sent separately)
     2. The first message always needs to be of role "user"
     3. Each message must alternate between "user" and "assistant" (this is not addressed as now by litellm)
     4. final assistant content cannot end with trailing whitespace (anthropic raises an error otherwise)
@@ -948,7 +979,7 @@ def anthropic_messages_pt(messages: list):
     6. Ensure we only accept role, content. (message.name is not supported)
     """
     # add role=tool support to allow function call result/error submission
-    user_message_types = {"user", "tool"}
+    user_message_types = {"user", "tool", "function"}
     # reformat messages to ensure user/assistant are alternating, if there's either 2 consecutive 'user' messages or 2 consecutive 'assistant' message, merge them.
     new_messages = []
     msg_i = 0
@@ -971,7 +1002,10 @@ def anthropic_messages_pt(messages: list):
                         )
                     elif m.get("type", "") == "text":
                         user_content.append({"type": "text", "text": m["text"]})
-            elif messages[msg_i]["role"] == "tool":
+            elif (
+                messages[msg_i]["role"] == "tool"
+                or messages[msg_i]["role"] == "function"
+            ):
                 # OpenAI's tool message content will always be a string
                 user_content.append(convert_to_anthropic_tool_result(messages[msg_i]))
             else:
@@ -1000,72 +1034,12 @@ def anthropic_messages_pt(messages: list):
                     convert_to_anthropic_tool_invoke(messages[msg_i]["tool_calls"])
                 )
 
-            msg_i += 1
-
-        ## MERGE CONSECUTIVE FUNCTION CONTENT ##
-        while msg_i < len(messages) and messages[msg_i]["role"] == "function":
-            """
-            Anthropic function message: "role", "name", "input", "id"
-            OpenAI function message: "content", "name", "role"
-
-            - Check if received message is a tool call input or model text response
-            """
-            tool_use_param = True
-            _message = ChatCompletionFunctionMessageParam(**messages[msg_i])  # type: ignore
-            anthropic_function_message: Optional[
-                AnthropicMessagesAssistantMessageValues
-            ] = None
-            try:
-                anthropic_function_message = (
-                    AnthopicMessagesAssistantMessageToolCallParam(type="tool_use")
-                )
-                anthropic_function_message["input"] = json.loads(_message["content"])
-                anthropic_function_message["id"] = str(uuid.uuid4())
-                anthropic_function_message["name"] = _message["name"]
-            except Exception as e:
-                litellm.print_verbose(
-                    "Invalid dictionary content. Treating as text instead."
-                )
-                anthropic_function_message = (
-                    AnthopicMessagesAssistantMessageTextContentParam(type="text")
-                )
-                anthropic_function_message["text"] = _message["content"]
-
-            assistant_content.append(anthropic_function_message)  # type: ignore
-
-            msg_i += 1
-
-        ## MERGE CONSECUTIVE TOOL CONTENT ##
-        while msg_i < len(messages) and messages[msg_i]["role"] == "tool":
-            """
-            Anthropic function message: "role", "name", "input", "id"
-            OpenAI function message: "content", "name", "role"
-
-            - Check if received message is a tool call input or model text response
-            """
-            tool_use_param = True
-            _message = ChatCompletionToolMessageParam(**messages[msg_i])  # type: ignore
-            anthropic_tool_message: Optional[
-                AnthropicMessagesAssistantMessageValues
-            ] = None
-
-            try:
-                anthropic_tool_message = AnthopicMessagesAssistantMessageToolCallParam(
-                    type="tool_use"
-                )
-                anthropic_tool_message["input"] = json.loads(_message["content"])
-                anthropic_tool_message["id"] = _message["tool_call_id"]
-                anthropic_tool_message["name"] = _message["name"]
-            except Exception as e:
-                litellm.print_verbose(
-                    "Invalid dictionary content. Treating as text instead."
-                )
-                anthropic_tool_message = (
-                    AnthopicMessagesAssistantMessageTextContentParam(type="text")
+            if messages[msg_i].get("function_call"):
+                assistant_content.extend(
+                    convert_function_to_anthropic_tool_invoke(
+                        messages[msg_i]["function_call"]
+                    )
                 )
-                anthropic_tool_message["text"] = _message["content"]
-
-            assistant_content.append(anthropic_tool_message)  # type: ignore
 
             msg_i += 1
 
@@ -1089,18 +1063,6 @@ def anthropic_messages_pt(messages: list):
             )
 
     if new_messages[-1]["role"] == "assistant":
-        if tool_use_param == True:
-            """
-            Final assistant message cannot be a tool use param.
-            """
-            if litellm.modify_params:
-                new_messages.append(
-                    {"role": "user", "content": [{"type": "text", "text": "."}]}
-                )
-            else:
-                raise Exception(
-                    "AnthropicError: Invalid last message. Your API request included an `assistant` message in the final position, which would pre-fill the `assistant` response. When using tools, pre-filling the `assistant` response is not supported. set 'litellm.modify_params = True' or 'litellm_settings:modify_params = True' on proxy, to insert a placeholder user message - '.' as the last message, "
-                )
         if isinstance(new_messages[-1]["content"], str):
             new_messages[-1]["content"] = new_messages[-1]["content"].rstrip()
         elif isinstance(new_messages[-1]["content"], list):
@@ -1109,6 +1071,7 @@ def anthropic_messages_pt(messages: list):
                     content["text"] = content[
                         "text"
                     ].rstrip()  # no trailing whitespace for final assistant message
+
     return new_messages
 
 
diff --git a/litellm/tests/log.txt b/litellm/tests/log.txt
index a7d12334528c..4092a961d1ea 100644
--- a/litellm/tests/log.txt
+++ b/litellm/tests/log.txt
@@ -5,8 +5,48 @@ plugins: timeout-2.2.0, asyncio-0.23.2, anyio-3.7.1, xdist-3.3.1
 asyncio: mode=Mode.STRICT
 collected 1 item
 
-test_image_generation.py .                                               [100%]
-
+test_completion.py F                                                     [100%]
+
+=================================== FAILURES ===================================
+______________________ test_completion_anthropic_hanging _______________________
+
+    def test_completion_anthropic_hanging():
+        litellm.set_verbose = True
+        litellm.modify_params = True
+        messages = [
+            {
+                "role": "user",
+                "content": "What's the capital of fictional country Ubabababababaaba? Use your tools.",
+            },
+            {
+                "role": "assistant",
+                "function_call": {
+                    "name": "get_capital",
+                    "arguments": '{"country": "Ubabababababaaba"}',
+                },
+            },
+            {"role": "function", "name": "get_capital", "content": "Kokoko"},
+        ]
+    
+        converted_messages = anthropic_messages_pt(messages)
+    
+        print(f"converted_messages: {converted_messages}")
+    
+        ## ENSURE USER / ASSISTANT ALTERNATING
+        for i, msg in enumerate(converted_messages):
+            if i < len(converted_messages) - 1:
+>               assert msg["role"] != converted_messages[i + 1]["role"]
+E               AssertionError: assert 'user' != 'user'
+
+test_completion.py:2406: AssertionError
+---------------------------- Captured stdout setup -----------------------------
+<module 'litellm' from '/Users/krrishdholakia/Documents/litellm/litellm/__init__.py'>
+
+pytest fixture - resetting callbacks
+----------------------------- Captured stdout call -----------------------------
+message: {'role': 'user', 'content': "What's the capital of fictional country Ubabababababaaba? Use your tools."}
+message: {'role': 'function', 'name': 'get_capital', 'content': 'Kokoko'}
+converted_messages: [{'role': 'user', 'content': [{'type': 'text', 'text': "What's the capital of fictional country Ubabababababaaba? Use your tools."}]}, {'role': 'user', 'content': [{'type': 'tool_result', 'tool_use_id': '10e9f4d4-bdc9-4514-8b7a-c10bc555d67c', 'content': 'Kokoko'}]}]
 =============================== warnings summary ===============================
 ../../../../../../opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: 23 warnings
   /opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: PydanticDeprecatedSince20: Support for class-based `config` is deprecated, use ConfigDict instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
@@ -111,33 +151,7 @@ test_image_generation.py .                                               [100%]
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-test_image_generation.py::test_aimage_generation_bedrock_with_optional_params
-  /opt/homebrew/lib/python3.11/site-packages/_pytest/threadexception.py:73: PytestUnhandledThreadExceptionWarning: Exception in thread Thread-1 (success_handler)
-  
-  Traceback (most recent call last):
-    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 1412, in _success_handler_helper_fn
-      litellm.completion_cost(
-    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 4442, in completion_cost
-      raise e
-    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 4405, in completion_cost
-      raise Exception(
-  Exception: Model=1024-x-1024/stability.stable-diffusion-xl-v1 not found in completion cost model map
-  
-  During handling of the above exception, another exception occurred:
-  
-  Traceback (most recent call last):
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/threading.py", line 1045, in _bootstrap_inner
-      self.run()
-    File "/opt/homebrew/Cellar/python@3.11/3.11.6_1/Frameworks/Python.framework/Versions/3.11/lib/python3.11/threading.py", line 982, in run
-      self._target(*self._args, **self._kwargs)
-    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 1465, in success_handler
-      start_time, end_time, result = self._success_handler_helper_fn(
-                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-    File "/Users/krrishdholakia/Documents/litellm/litellm/utils.py", line 1459, in _success_handler_helper_fn
-      raise Exception(f"[Non-Blocking] LiteLLM.Success_Call Error: {str(e)}")
-  Exception: [Non-Blocking] LiteLLM.Success_Call Error: Model=1024-x-1024/stability.stable-diffusion-xl-v1 not found in completion cost model map
-  
-    warnings.warn(pytest.PytestUnhandledThreadExceptionWarning(msg))
-
 -- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
-======================== 1 passed, 61 warnings in 3.00s ========================
+=========================== short test summary info ============================
+FAILED test_completion.py::test_completion_anthropic_hanging - AssertionError...
+======================== 1 failed, 60 warnings in 0.15s ========================
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index c0b4e3136d5b..13f99bd57124 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -12,6 +12,7 @@
 import litellm
 from litellm import embedding, completion, completion_cost, Timeout
 from litellm import RateLimitError
+from litellm.llms.prompt_templates.factory import anthropic_messages_pt
 
 # litellm.num_retries=3
 litellm.cache = None
@@ -2357,27 +2358,28 @@ def test_completion_with_fallbacks():
 # test_completion_with_fallbacks()
 
 
-@pytest.mark.parametrize(
-    "function_call",
-    [
-        [{"role": "function", "name": "get_capital", "content": "Kokoko"}],
-        [
-            {"role": "function", "name": "get_capital", "content": "Kokoko"},
-            {"role": "function", "name": "get_capital", "content": "Kokoko"},
-        ],
-    ],
-)
-@pytest.mark.parametrize(
-    "tool_call",
-    [
-        [{"role": "tool", "tool_call_id": "1234", "content": "Kokoko"}],
-        [
-            {"role": "tool", "tool_call_id": "12344", "content": "Kokoko"},
-            {"role": "tool", "tool_call_id": "1214", "content": "Kokoko"},
-        ],
-    ],
-)
-def test_completion_anthropic_hanging(function_call, tool_call):
+# @pytest.mark.parametrize(
+#     "function_call",
+#     [
+#         [{"role": "function", "name": "get_capital", "content": "Kokoko"}],
+#         [
+#             {"role": "function", "name": "get_capital", "content": "Kokoko"},
+#             {"role": "function", "name": "get_capital", "content": "Kokoko"},
+#         ],
+#     ],
+# )
+# @pytest.mark.parametrize(
+#     "tool_call",
+#     [
+#         [{"role": "tool", "tool_call_id": "1234", "content": "Kokoko"}],
+#         [
+#             {"role": "tool", "tool_call_id": "12344", "content": "Kokoko"},
+#             {"role": "tool", "tool_call_id": "1214", "content": "Kokoko"},
+#         ],
+#     ],
+# )
+def test_completion_anthropic_hanging():
+    litellm.set_verbose = True
     litellm.modify_params = True
     messages = [
         {
@@ -2391,31 +2393,17 @@ def test_completion_anthropic_hanging(function_call, tool_call):
                 "arguments": '{"country": "Ubabababababaaba"}',
             },
         },
+        {"role": "function", "name": "get_capital", "content": "Kokoko"},
     ]
-    messages = messages + function_call + tool_call
-    litellm.completion(
-        model="claude-3-haiku-20240307",
-        messages=messages,
-        tools=[
-            {
-                "function": {
-                    "name": "get_capital",
-                    "description": "Get the capital of a country",
-                    "parameters": {
-                        "title": "GetCapitalToolArgs",
-                        "type": "object",
-                        "properties": {
-                            "country": {"title": "Country", "type": "string"}
-                        },
-                        "required": ["country"],
-                    },
-                },
-                "type": "function",
-            }
-        ],
-        tool_choice="auto",
-        temperature=0.0,
-    )
+
+    converted_messages = anthropic_messages_pt(messages)
+
+    print(f"converted_messages: {converted_messages}")
+
+    ## ENSURE USER / ASSISTANT ALTERNATING
+    for i, msg in enumerate(converted_messages):
+        if i < len(converted_messages) - 1:
+            assert msg["role"] != converted_messages[i + 1]["role"]
 
 
 def test_completion_anyscale_api():

From 855c7caf0b980f50a98df35343818a04ce9b4684 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 12:43:09 -0700
Subject: [PATCH 087/378] fix add get_first_chars_messages in utils

---
 litellm/__init__.py |  1 +
 litellm/utils.py    | 50 ++++++++++++++++++++++++++++++++-------------
 2 files changed, 37 insertions(+), 14 deletions(-)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index dc640f0e9f0e..dc0959dcf07d 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -638,6 +638,7 @@ def identify(event_details):
     get_secret,
     get_supported_openai_params,
     get_api_base,
+    get_first_chars_messages,
 )
 from .llms.huggingface_restapi import HuggingfaceConfig
 from .llms.anthropic import AnthropicConfig
diff --git a/litellm/utils.py b/litellm/utils.py
index 75031a7c3048..ae697fe18c9e 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5897,6 +5897,15 @@ def get_api_base(model: str, optional_params: dict) -> Optional[str]:
     return None
 
 
+def get_first_chars_messages(kwargs: dict) -> str:
+    try:
+        _messages = kwargs.get("messages")
+        _messages = str(_messages)[:100]
+        return _messages
+    except:
+        return ""
+
+
 def get_supported_openai_params(model: str, custom_llm_provider: str):
     """
     Returns the supported openai params for a given model + provider
@@ -7885,6 +7894,9 @@ def exception_type(
             except:
                 _api_base = ""
 
+            error_str += f" \n model: {model} \n api_base: {_api_base} \n"
+            error_str += str(completion_kwargs)
+
             if "Request Timeout Error" in error_str or "Request timed out" in error_str:
                 exception_mapping_worked = True
                 raise Timeout(
@@ -9049,11 +9061,21 @@ def exception_type(
                             request=original_exception.request,
                         )
             elif custom_llm_provider == "azure":
+                _api_base = litellm.get_api_base(
+                    model=model, optional_params=extra_kwargs
+                )
+                messages = litellm.get_first_chars_messages(kwargs=completion_kwargs)
+                extra_information = f"\nModel: {model}"
+                if _api_base:
+                    extra_information += f"\nAPI Base: {_api_base}"
+                if messages and len(messages) > 0:
+                    extra_information += f"\nMessages: {messages}"
+
                 if "Internal server error" in error_str:
                     exception_mapping_worked = True
                     raise APIError(
                         status_code=500,
-                        message=f"AzureException - {original_exception.message}",
+                        message=f"AzureException - {original_exception.message} {extra_information}",
                         llm_provider="azure",
                         model=model,
                         request=httpx.Request(method="POST", url="https://openai.com/"),
@@ -9061,7 +9083,7 @@ def exception_type(
                 elif "This model's maximum context length is" in error_str:
                     exception_mapping_worked = True
                     raise ContextWindowExceededError(
-                        message=f"AzureException - {original_exception.message}",
+                        message=f"AzureException - {original_exception.message} {extra_information}",
                         llm_provider="azure",
                         model=model,
                         response=original_exception.response,
@@ -9069,7 +9091,7 @@ def exception_type(
                 elif "DeploymentNotFound" in error_str:
                     exception_mapping_worked = True
                     raise NotFoundError(
-                        message=f"AzureException - {original_exception.message}",
+                        message=f"AzureException - {original_exception.message} {extra_information}",
                         llm_provider="azure",
                         model=model,
                         response=original_exception.response,
@@ -9083,7 +9105,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise ContentPolicyViolationError(
-                        message=f"AzureException - {original_exception.message}",
+                        message=f"AzureException - {original_exception.message} {extra_information}",
                         llm_provider="azure",
                         model=model,
                         response=original_exception.response,
@@ -9091,7 +9113,7 @@ def exception_type(
                 elif "invalid_request_error" in error_str:
                     exception_mapping_worked = True
                     raise BadRequestError(
-                        message=f"AzureException - {original_exception.message}",
+                        message=f"AzureException - {original_exception.message} {extra_information}",
                         llm_provider="azure",
                         model=model,
                         response=original_exception.response,
@@ -9102,7 +9124,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise AuthenticationError(
-                        message=f"{exception_provider} - {original_exception.message}",
+                        message=f"{exception_provider} - {original_exception.message} {extra_information}",
                         llm_provider=custom_llm_provider,
                         model=model,
                         response=original_exception.response,
@@ -9112,7 +9134,7 @@ def exception_type(
                     if original_exception.status_code == 401:
                         exception_mapping_worked = True
                         raise AuthenticationError(
-                            message=f"AzureException - {original_exception.message}",
+                            message=f"AzureException - {original_exception.message} {extra_information}",
                             llm_provider="azure",
                             model=model,
                             response=original_exception.response,
@@ -9120,14 +9142,14 @@ def exception_type(
                     elif original_exception.status_code == 408:
                         exception_mapping_worked = True
                         raise Timeout(
-                            message=f"AzureException - {original_exception.message}",
+                            message=f"AzureException - {original_exception.message} {extra_information}",
                             model=model,
                             llm_provider="azure",
                         )
                     if original_exception.status_code == 422:
                         exception_mapping_worked = True
                         raise BadRequestError(
-                            message=f"AzureException - {original_exception.message}",
+                            message=f"AzureException - {original_exception.message} {extra_information}",
                             model=model,
                             llm_provider="azure",
                             response=original_exception.response,
@@ -9135,7 +9157,7 @@ def exception_type(
                     elif original_exception.status_code == 429:
                         exception_mapping_worked = True
                         raise RateLimitError(
-                            message=f"AzureException - {original_exception.message}",
+                            message=f"AzureException - {original_exception.message} {extra_information}",
                             model=model,
                             llm_provider="azure",
                             response=original_exception.response,
@@ -9143,7 +9165,7 @@ def exception_type(
                     elif original_exception.status_code == 503:
                         exception_mapping_worked = True
                         raise ServiceUnavailableError(
-                            message=f"AzureException - {original_exception.message}",
+                            message=f"AzureException - {original_exception.message} {extra_information}",
                             model=model,
                             llm_provider="azure",
                             response=original_exception.response,
@@ -9151,7 +9173,7 @@ def exception_type(
                     elif original_exception.status_code == 504:  # gateway timeout error
                         exception_mapping_worked = True
                         raise Timeout(
-                            message=f"AzureException - {original_exception.message}",
+                            message=f"AzureException - {original_exception.message} {extra_information}",
                             model=model,
                             llm_provider="azure",
                         )
@@ -9159,7 +9181,7 @@ def exception_type(
                         exception_mapping_worked = True
                         raise APIError(
                             status_code=original_exception.status_code,
-                            message=f"AzureException - {original_exception.message}",
+                            message=f"AzureException - {original_exception.message} {extra_information}",
                             llm_provider="azure",
                             model=model,
                             request=httpx.Request(
@@ -9169,7 +9191,7 @@ def exception_type(
                 else:
                     # if no status code then it is an APIConnectionError: https://github.com/openai/openai-python#handling-errors
                     raise APIConnectionError(
-                        message=f"{exception_provider} - {message}",
+                        message=f"{exception_provider} - {message} {extra_information}",
                         llm_provider="azure",
                         model=model,
                         request=httpx.Request(method="POST", url="https://openai.com/"),

From 09d7121af235e38ab92251b6f13b11151c321f2e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 12:45:40 -0700
Subject: [PATCH 088/378] fix(bedrock.py): map finish reason for bedrock

---
 litellm/llms/bedrock.py                  | 12 ++++++++--
 litellm/tests/test_bedrock_completion.py | 30 +++++++++++++++++++++---
 2 files changed, 37 insertions(+), 5 deletions(-)

diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py
index 517e441469fe..1ce1184690ac 100644
--- a/litellm/llms/bedrock.py
+++ b/litellm/llms/bedrock.py
@@ -4,7 +4,13 @@
 import time, uuid
 from typing import Callable, Optional, Any, Union, List
 import litellm
-from litellm.utils import ModelResponse, get_secret, Usage, ImageResponse
+from litellm.utils import (
+    ModelResponse,
+    get_secret,
+    Usage,
+    ImageResponse,
+    map_finish_reason,
+)
 from .prompt_templates.factory import (
     prompt_factory,
     custom_prompt,
@@ -1050,7 +1056,9 @@ def completion(
                             logging_obj=logging_obj,
                         )
 
-                model_response["finish_reason"] = response_body["stop_reason"]
+                model_response["finish_reason"] = map_finish_reason(
+                    response_body["stop_reason"]
+                )
                 _usage = litellm.Usage(
                     prompt_tokens=response_body["usage"]["input_tokens"],
                     completion_tokens=response_body["usage"]["output_tokens"],
diff --git a/litellm/tests/test_bedrock_completion.py b/litellm/tests/test_bedrock_completion.py
index ca2ffea5f527..8eb4675429ae 100644
--- a/litellm/tests/test_bedrock_completion.py
+++ b/litellm/tests/test_bedrock_completion.py
@@ -210,15 +210,39 @@ def test_completion_bedrock_claude_sts_client_auth():
 def test_bedrock_claude_3():
     try:
         litellm.set_verbose = True
+        data = {
+            "max_tokens": 2000,
+            "stream": False,
+            "temperature": 0.3,
+            "messages": [
+                {"role": "user", "content": "Hi"},
+                {"role": "assistant", "content": "Hi"},
+                {
+                    "role": "user",
+                    "content": [
+                        {"text": "describe this image", "type": "text"},
+                        {
+                            "image_url": {
+                                "detail": "high",
+                                "url": "data:image/png;base64,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",
+                            },
+                            "type": "image_url",
+                        },
+                    ],
+                },
+            ],
+        }
         response: ModelResponse = completion(
             model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0",
-            messages=messages,
-            max_tokens=10,
-            temperature=0.78,
+            # messages=messages,
+            # max_tokens=10,
+            # temperature=0.78,
+            **data,
         )
         # Add any assertions here to check the response
         assert len(response.choices) > 0
         assert len(response.choices[0].message.content) > 0
+
     except RateLimitError:
         pass
     except Exception as e:

From df8e33739d3e6de7f93c64bd9406ef311623f855 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 13:01:17 -0700
Subject: [PATCH 089/378] Revert "Add return_exceptions to
 litellm.batch_completion"

---
 .gitignore                                    |  2 --
 litellm/main.py                               | 16 ++--------
 ...test_batch_completion_return_exceptions.py | 29 -------------------
 3 files changed, 2 insertions(+), 45 deletions(-)
 delete mode 100644 litellm/tests/test_batch_completion_return_exceptions.py

diff --git a/.gitignore b/.gitignore
index 50085bd29d90..abc4ecb0ced4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -52,5 +52,3 @@ litellm/proxy/_new_secret_config.yaml
 litellm/proxy/_new_secret_config.yaml
 litellm/proxy/_super_secret_config.yaml
 litellm/proxy/_super_secret_config.yaml
-.python-version
-litellm/llms/tokenizers/9b5ad71b2ce5302211f9c61530b329a4922fc6a4
diff --git a/litellm/main.py b/litellm/main.py
index a284cd440552..59d98580cf1c 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -2165,7 +2165,7 @@ def completion(
             """
             assume input to custom LLM api bases follow this format:
             resp = requests.post(
-                api_base,
+                api_base, 
                 json={
                     'model': 'meta-llama/Llama-2-13b-hf', # model name
                     'params': {
@@ -2302,7 +2302,6 @@ def batch_completion(
     deployment_id=None,
     request_timeout: Optional[int] = None,
     timeout: Optional[int] = 600,
-    return_exceptions: bool = False,
     # Optional liteLLM function params
     **kwargs,
 ):
@@ -2326,7 +2325,6 @@ def batch_completion(
         user (str, optional): The user string for generating completions. Defaults to "".
         deployment_id (optional): The deployment ID for generating completions. Defaults to None.
         request_timeout (int, optional): The request timeout for generating completions. Defaults to None.
-        return_exceptions (bool): Whether to return exceptions and partial results when exceptions occur. Defaults to False.
 
     Returns:
         list: A list of completion results.
@@ -2385,17 +2383,7 @@ def chunks(lst, n):
                     completions.append(future)
 
         # Retrieve the results from the futures
-        # results = [future.result() for future in completions]
-        if return_exceptions:
-            results = []
-            for future in completions:
-                try:
-                    results.append(future.result())
-                except Exception as exc:
-                    results.append(exc)
-        else:
-            results = [future.result() for future in completions]
-
+        results = [future.result() for future in completions]
     return results
 
 
diff --git a/litellm/tests/test_batch_completion_return_exceptions.py b/litellm/tests/test_batch_completion_return_exceptions.py
deleted file mode 100644
index b44146993f2e..000000000000
--- a/litellm/tests/test_batch_completion_return_exceptions.py
+++ /dev/null
@@ -1,29 +0,0 @@
-"""Test batch_completion's return_exceptions."""
-import pytest
-import litellm
-
-msg1 = [{"role": "user", "content": "hi 1"}]
-msg2 = [{"role": "user", "content": "hi 2"}]
-
-
-def test_batch_completion_return_exceptions_default():
-    """Test batch_completion's return_exceptions."""
-    with pytest.raises(Exception):
-        _ = litellm.batch_completion(
-            model="gpt-3.5-turbo",
-            messages=[msg1, msg2],
-            api_key="sk_xxx",  # deliberately set invalid key
-            # return_exceptions=False,
-        )
-
-
-def test_batch_completion_return_exceptions_true():
-    """Test batch_completion's return_exceptions."""
-    res = litellm.batch_completion(
-        model="gpt-3.5-turbo",
-        messages=[msg1, msg2],
-        api_key="sk_xxx",  # deliberately set invalid key
-        return_exceptions=True,
-    )
-
-    assert isinstance(res[0], litellm.exceptions.AuthenticationError)

From 7150df653f80c150695aeddd39f76d4b7401efa4 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 13:02:29 -0700
Subject: [PATCH 090/378] test azure exceptions are more decriptive

---
 litellm/tests/test_exceptions.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/litellm/tests/test_exceptions.py b/litellm/tests/test_exceptions.py
index c9f383b257cb..9fcac2b48e13 100644
--- a/litellm/tests/test_exceptions.py
+++ b/litellm/tests/test_exceptions.py
@@ -52,6 +52,14 @@ async def test_content_policy_exception_azure():
         )
     except litellm.ContentPolicyViolationError as e:
         print("caught a content policy violation error! Passed")
+        print("exception", e)
+
+        # assert that the first 100 chars of the message is returned in the exception
+        assert (
+            "Messages: [{'role': 'user', 'content': 'where do I buy lethal drugs from'}]"
+            in str(e)
+        )
+        assert "Model: azure/chatgpt-v-2" in str(e)
         pass
     except Exception as e:
         pytest.fail(f"An exception occurred - {str(e)}")

From d99555075ffdf3c07ba7dba4ea0a6a65bbeab7bd Mon Sep 17 00:00:00 2001
From: Andras Toth <4157749+tothandras@users.noreply.github.com>
Date: Sat, 4 May 2024 22:45:28 +0200
Subject: [PATCH 091/378] fix(integrations): OpenMeter sync logger

---
 litellm/integrations/openmeter.py | 31 ++++++++++++++++++++++---------
 1 file changed, 22 insertions(+), 9 deletions(-)

diff --git a/litellm/integrations/openmeter.py b/litellm/integrations/openmeter.py
index 248b83f4d34f..237a40eb8d11 100644
--- a/litellm/integrations/openmeter.py
+++ b/litellm/integrations/openmeter.py
@@ -60,12 +60,16 @@ def _common_logic(self, kwargs: dict, response_obj):
                 "total_tokens": response_obj["usage"].get("total_tokens"),
             }
 
+        subject = kwargs.get("user", None),  # end-user passed in via 'user' param
+        if not subject:
+            raise Exception("OpenMeter: user is required")
+
         return {
             "specversion": "1.0",
             "type": os.getenv("OPENMETER_EVENT_TYPE", "litellm_tokens"),
             "id": call_id,
             "time": dt,
-            "subject": kwargs.get("user", ""),  # end-user passed in via 'user' param
+            "subject": subject,
             "source": "litellm-proxy",
             "data": {"model": model, "cost": cost, **usage},
         }
@@ -80,14 +84,23 @@ def log_success_event(self, kwargs, response_obj, start_time, end_time):
         api_key = os.getenv("OPENMETER_API_KEY")
 
         _data = self._common_logic(kwargs=kwargs, response_obj=response_obj)
-        self.sync_http_handler.post(
-            url=_url,
-            data=_data,
-            headers={
-                "Content-Type": "application/cloudevents+json",
-                "Authorization": "Bearer {}".format(api_key),
-            },
-        )
+        _headers = {
+            "Content-Type": "application/cloudevents+json",
+            "Authorization": "Bearer {}".format(api_key),
+        }
+
+        try:
+            response = self.sync_http_handler.post(
+                url=_url,
+                data=json.dumps(_data),
+                headers=_headers,
+            )
+
+            response.raise_for_status()
+        except Exception as e:
+            if hasattr(response, "text"):
+                litellm.print_verbose(f"\nError Message: {response.text}")
+            raise e
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
         _url = os.getenv("OPENMETER_API_ENDPOINT", "https://openmeter.cloud")

From 85b2137f9c41ffc2b505e92e7f1dcbaf8cd942da Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 16:09:20 -0700
Subject: [PATCH 092/378] fix - test exceptions vertex ai

---
 litellm/tests/test_exceptions.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/litellm/tests/test_exceptions.py b/litellm/tests/test_exceptions.py
index 9fcac2b48e13..0db8c2cf410b 100644
--- a/litellm/tests/test_exceptions.py
+++ b/litellm/tests/test_exceptions.py
@@ -605,8 +605,7 @@ def test_litellm_completion_vertex_exception():
     except Exception as e:
         print("exception: ", e)
         assert "model: vertex_ai/gemini-pro" in str(e)
-        assert "model_group" not in str(e)
-        assert "deployment" not in str(e)
+        assert "vertex_project: bad-project" in str(e)
 
 
 # # test_invalid_request_error(model="command-nightly")

From 6d1981fbaa8891fcc68eb42aa0fae0ace9571d7c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 16:59:14 -0700
Subject: [PATCH 093/378] init router retry policy

---
 litellm/types/router.py | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/litellm/types/router.py b/litellm/types/router.py
index 068a99b0059a..1f5fb7103f9b 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -266,3 +266,18 @@ class RouterErrors(enum.Enum):
 
     user_defined_ratelimit_error = "Deployment over user-defined ratelimit."
     no_deployments_available = "No deployments available for selected model"
+
+
+class RetryPolicy(BaseModel):
+    """
+    Use this to set a custom number of retries per exception type
+    If RateLimitErrorRetries = 3, then 3 retries will be made for RateLimitError
+    Mapping of Exception type to number of retries
+    https://docs.litellm.ai/docs/exception_mapping
+    """
+
+    BadRequestErrorRetries: Optional[int] = None
+    AuthenticationErrorRetries: Optional[int] = None
+    TimeoutErrorRetries: Optional[int] = None
+    RateLimitErrorRetries: Optional[int] = None
+    ContentPolicyViolationErrorRetries: Optional[int] = None

From 5d17c814a3a072fc059b84db99bca8cc9f3821b3 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 17:04:51 -0700
Subject: [PATCH 094/378] router - use retry policy

---
 litellm/router.py | 50 +++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 50 insertions(+)

diff --git a/litellm/router.py b/litellm/router.py
index d64deecec102..55342b40bb22 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -42,6 +42,7 @@
     RouterErrors,
     updateDeployment,
     updateLiteLLMParams,
+    RetryPolicy,
 )
 from litellm.integrations.custom_logger import CustomLogger
 
@@ -82,6 +83,9 @@ def __init__(
         model_group_alias: Optional[dict] = {},
         enable_pre_call_checks: bool = False,
         retry_after: int = 0,  # min time to wait before retrying a failed request
+        retry_policy: Optional[
+            RetryPolicy
+        ] = None,  # set custom retries for different exceptions
         allowed_fails: Optional[
             int
         ] = None,  # Number of times a deployment can failbefore being added to cooldown
@@ -303,6 +307,7 @@ def __init__(
             f"Intialized router with Routing strategy: {self.routing_strategy}\n\nRouting fallbacks: {self.fallbacks}\n\nRouting context window fallbacks: {self.context_window_fallbacks}\n\nRouter Redis Caching={self.cache.redis_cache}"
         )  # noqa
         self.routing_strategy_args = routing_strategy_args
+        self.retry_policy: Optional[RetryPolicy] = retry_policy
 
     def routing_strategy_init(self, routing_strategy: str, routing_strategy_args: dict):
         if routing_strategy == "least-busy":
@@ -1504,6 +1509,14 @@ async def async_function_with_retries(self, *args, **kwargs):
             )
             await asyncio.sleep(_timeout)
             ## LOGGING
+            if self.retry_policy is not None:
+                # get num_retries from retry policy
+                _retry_policy_retries = self.get_num_retries_from_retry_policy(
+                    exception=original_exception
+                )
+                if _retry_policy_retries is not None:
+                    num_retries = _retry_policy_retries
+
             if num_retries > 0:
                 kwargs = self.log_retry(kwargs=kwargs, e=original_exception)
 
@@ -3254,6 +3267,43 @@ def _track_deployment_metrics(self, deployment, response=None):
         except Exception as e:
             verbose_router_logger.error(f"Error in _track_deployment_metrics: {str(e)}")
 
+    def get_num_retries_from_retry_policy(self, exception: Exception):
+        """
+        BadRequestErrorRetries: Optional[int] = None
+        AuthenticationErrorRetries: Optional[int] = None
+        TimeoutErrorRetries: Optional[int] = None
+        RateLimitErrorRetries: Optional[int] = None
+        ContentPolicyViolationErrorRetries: Optional[int] = None
+        """
+        # if we can find the exception then in the retry policy -> return the number of retries
+        if self.retry_policy is None:
+            return None
+        if (
+            isinstance(exception, litellm.BadRequestError)
+            and self.retry_policy.BadRequestErrorRetries is not None
+        ):
+            return self.retry_policy.BadRequestErrorRetries
+        if (
+            isinstance(exception, litellm.AuthenticationError)
+            and self.retry_policy.AuthenticationErrorRetries is not None
+        ):
+            return self.retry_policy.AuthenticationErrorRetries
+        if (
+            isinstance(exception, litellm.Timeout)
+            and self.retry_policy.TimeoutErrorRetries is not None
+        ):
+            return self.retry_policy.TimeoutErrorRetries
+        if (
+            isinstance(exception, litellm.RateLimitError)
+            and self.retry_policy.RateLimitErrorRetries is not None
+        ):
+            return self.retry_policy.RateLimitErrorRetries
+        if (
+            isinstance(exception, litellm.ContentPolicyViolationError)
+            and self.retry_policy.ContentPolicyViolationErrorRetries is not None
+        ):
+            return self.retry_policy.ContentPolicyViolationErrorRetries
+
     def flush_cache(self):
         litellm.cache = None
         self.cache.flush_cache()

From 9e4e467039112c069ca78b28d540c38079f4aed1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 17:06:34 -0700
Subject: [PATCH 095/378] test router - retry policy

---
 litellm/tests/test_router_retries.py | 41 ++++++++++++++++++++++++++++
 1 file changed, 41 insertions(+)

diff --git a/litellm/tests/test_router_retries.py b/litellm/tests/test_router_retries.py
index 3ed08dfd9163..9b495f3d3e3a 100644
--- a/litellm/tests/test_router_retries.py
+++ b/litellm/tests/test_router_retries.py
@@ -119,3 +119,44 @@ async def test_router_retries_errors(sync_mode, error_type):
         assert customHandler.previous_models == 0  # 0 retries
     else:
         assert customHandler.previous_models == 2  # 2 retries
+
+
+@pytest.mark.asyncio
+async def test_router_retry_policy():
+    from litellm.router import RetryPolicy
+
+    retry_policy = RetryPolicy(
+        ContentPolicyViolationErrorRetries=3,
+        BadRequestErrorRetries=3,
+    )
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-3.5-turbo",  # openai model name
+                "litellm_params": {  # params for litellm completion/embedding call
+                    "model": "azure/chatgpt-v-2",
+                    "api_key": os.getenv("AZURE_API_KEY"),
+                    "api_version": os.getenv("AZURE_API_VERSION"),
+                    "api_base": os.getenv("AZURE_API_BASE"),
+                },
+            },
+        ],
+        retry_policy=retry_policy,
+    )
+
+    customHandler = MyCustomHandler()
+    litellm.callbacks = [customHandler]
+
+    try:
+
+        response = await router.acompletion(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "Hey, how do i buy lethal drugs"}],
+        )
+    except Exception as e:
+        print("got an exception", e)
+        pass
+    asyncio.sleep(0.05)
+
+    print("customHandler.previous_models: ", customHandler.previous_models)

From 84c31a5528f5dec60e110217e7d0baa29336a30c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 17:27:48 -0700
Subject: [PATCH 096/378] feat(openai.py): add support for openai assistants

v0 commit. Closes https://github.com/BerriAI/litellm/issues/2842
---
 litellm/assistants/main.py       |   2 +
 litellm/llms/openai.py           | 296 ++++++++++++++++++++++++++++++-
 litellm/tests/test_assistants.py | 164 +++++++++++++++++
 3 files changed, 461 insertions(+), 1 deletion(-)
 create mode 100644 litellm/assistants/main.py
 create mode 100644 litellm/tests/test_assistants.py

diff --git a/litellm/assistants/main.py b/litellm/assistants/main.py
new file mode 100644
index 000000000000..0d32164829e2
--- /dev/null
+++ b/litellm/assistants/main.py
@@ -0,0 +1,2 @@
+# What is this?
+## Main file for assistants API logic
diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index 5a76605b3ab9..a6d6f4109fe6 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -1,4 +1,14 @@
-from typing import Optional, Union, Any, BinaryIO
+from typing import (
+    Optional,
+    Union,
+    Any,
+    BinaryIO,
+    Literal,
+    Annotated,
+    Iterable,
+)
+from typing_extensions import override
+from pydantic import BaseModel
 import types, time, json, traceback
 import httpx
 from .base import BaseLLM
@@ -17,6 +27,73 @@
 import litellm
 from .prompt_templates.factory import prompt_factory, custom_prompt
 from openai import OpenAI, AsyncOpenAI
+from openai.types.beta.threads.message_content import MessageContent
+from openai.types.beta.threads.message_create_params import Attachment
+from openai.types.beta.threads.message import Message as OpenAIMessage
+from openai.types.beta.thread_create_params import (
+    Message as OpenAICreateThreadParamsMessage,
+)
+from openai.types.beta.assistant_tool_param import AssistantToolParam
+from openai.types.beta.threads.run import Run
+from openai.types.beta.assistant import Assistant
+from openai.pagination import SyncCursorPage
+
+from typing import TypedDict, List, Optional
+
+
+class NotGiven:
+    """
+    A sentinel singleton class used to distinguish omitted keyword arguments
+    from those passed in with the value None (which may have different behavior).
+
+    For example:
+
+    ```py
+    def get(timeout: Union[int, NotGiven, None] = NotGiven()) -> Response:
+        ...
+
+
+    get(timeout=1)  # 1s timeout
+    get(timeout=None)  # No timeout
+    get()  # Default timeout behavior, which may not be statically known at the method definition.
+    ```
+    """
+
+    def __bool__(self) -> Literal[False]:
+        return False
+
+    @override
+    def __repr__(self) -> str:
+        return "NOT_GIVEN"
+
+
+NOT_GIVEN = NotGiven()
+
+
+class MessageData(TypedDict):
+    role: Literal["user", "assistant"]
+    content: str
+    attachments: Optional[List[Attachment]]
+    metadata: Optional[dict]
+
+
+class Thread(BaseModel):
+    id: str
+    """The identifier, which can be referenced in API endpoints."""
+
+    created_at: int
+    """The Unix timestamp (in seconds) for when the thread was created."""
+
+    metadata: Optional[object] = None
+    """Set of 16 key-value pairs that can be attached to an object.
+
+    This can be useful for storing additional information about the object in a
+    structured format. Keys can be a maximum of 64 characters long and values can be
+    a maxium of 512 characters long.
+    """
+
+    object: Literal["thread"]
+    """The object type, which is always `thread`."""
 
 
 class OpenAIError(Exception):
@@ -1236,3 +1313,220 @@ async def async_streaming(
 
         async for transformed_chunk in streamwrapper:
             yield transformed_chunk
+
+
+class OpenAIAssistantsAPI(BaseLLM):
+    def __init__(self) -> None:
+        super().__init__()
+
+    def get_openai_client(
+        self,
+        api_key: str,
+        api_base: Optional[str],
+        timeout: Union[float, httpx.Timeout],
+        max_retries: int,
+        organization: Optional[str],
+        client: Optional[OpenAI] = None,
+    ) -> OpenAI:
+        if client is None:
+            openai_client = OpenAI(
+                api_key=api_key,
+                base_url=api_base,
+                http_client=litellm.client_session,
+                timeout=timeout,
+                max_retries=max_retries,
+                organization=organization,
+            )
+        else:
+            openai_client = client
+
+        return openai_client
+
+    ### ASSISTANTS ###
+
+    def get_assistants(
+        self,
+        api_key: str,
+        api_base: Optional[str],
+        timeout: Union[float, httpx.Timeout],
+        max_retries: int,
+        organization: Optional[str],
+        client: Optional[OpenAI],
+    ) -> SyncCursorPage[Assistant]:
+        openai_client = self.get_openai_client(
+            api_key=api_key,
+            api_base=api_base,
+            timeout=timeout,
+            max_retries=max_retries,
+            organization=organization,
+            client=client,
+        )
+
+        response = openai_client.beta.assistants.list()
+
+        return response
+
+    ### MESSAGES ###
+
+    def add_message(
+        self,
+        thread_id: str,
+        message_data: MessageData,
+        api_key: str,
+        api_base: Optional[str],
+        timeout: Union[float, httpx.Timeout],
+        max_retries: int,
+        organization: Optional[str],
+        client: Optional[OpenAI] = None,
+    ) -> OpenAIMessage:
+
+        openai_client = self.get_openai_client(
+            api_key=api_key,
+            api_base=api_base,
+            timeout=timeout,
+            max_retries=max_retries,
+            organization=organization,
+            client=client,
+        )
+
+        thread_message: OpenAIMessage = openai_client.beta.threads.messages.create(
+            thread_id, **message_data
+        )
+
+        response_obj: Optional[OpenAIMessage] = None
+        if getattr(thread_message, "status", None) is None:
+            thread_message.status = "completed"
+            response_obj = OpenAIMessage(**thread_message.dict())
+        else:
+            response_obj = OpenAIMessage(**thread_message.dict())
+        return response_obj
+
+    def get_messages(
+        self,
+        thread_id: str,
+        api_key: str,
+        api_base: Optional[str],
+        timeout: Union[float, httpx.Timeout],
+        max_retries: int,
+        organization: Optional[str],
+        client: Optional[OpenAI] = None,
+    ) -> SyncCursorPage[OpenAIMessage]:
+        openai_client = self.get_openai_client(
+            api_key=api_key,
+            api_base=api_base,
+            timeout=timeout,
+            max_retries=max_retries,
+            organization=organization,
+            client=client,
+        )
+
+        response = openai_client.beta.threads.messages.list(thread_id=thread_id)
+
+        return response
+
+    ### THREADS ###
+
+    def create_thread(
+        self,
+        metadata: dict,
+        api_key: str,
+        api_base: Optional[str],
+        timeout: Union[float, httpx.Timeout],
+        max_retries: int,
+        organization: Optional[str],
+        client: Optional[OpenAI],
+        messages: Union[
+            Iterable[OpenAICreateThreadParamsMessage], NotGiven
+        ] = NOT_GIVEN,
+    ) -> Thread:
+        """
+        Here's an example:
+        ```
+        from litellm.llms.openai import OpenAIAssistantsAPI, MessageData
+
+        # create thread
+        message: MessageData = {"role": "user", "content": "Hey, how's it going?"}
+        openai_api.create_thread(messages=[message])
+        ```
+        """
+        openai_client = self.get_openai_client(
+            api_key=api_key,
+            api_base=api_base,
+            timeout=timeout,
+            max_retries=max_retries,
+            organization=organization,
+            client=client,
+        )
+
+        message_thread = openai_client.beta.threads.create(
+            messages=messages,  # type: ignore
+            metadata=metadata,
+        )
+
+        return Thread(**message_thread.dict())
+
+    def get_thread(
+        self,
+        thread_id: str,
+        api_key: str,
+        api_base: Optional[str],
+        timeout: Union[float, httpx.Timeout],
+        max_retries: int,
+        organization: Optional[str],
+        client: Optional[OpenAI],
+    ) -> Thread:
+        openai_client = self.get_openai_client(
+            api_key=api_key,
+            api_base=api_base,
+            timeout=timeout,
+            max_retries=max_retries,
+            organization=organization,
+            client=client,
+        )
+
+        response = openai_client.beta.threads.retrieve(thread_id=thread_id)
+
+        return Thread(**response.dict())
+
+    def delete_thread(self):
+        pass
+
+    ### RUNS ###
+
+    def run_thread(
+        self,
+        thread_id: str,
+        assistant_id: str,
+        additional_instructions: Optional[str],
+        instructions: Optional[str],
+        metadata: Optional[object],
+        model: Optional[str],
+        stream: Optional[Literal[False]] | Literal[True],
+        tools: Optional[Iterable[AssistantToolParam]],
+        api_key: str,
+        api_base: Optional[str],
+        timeout: Union[float, httpx.Timeout],
+        max_retries: int,
+        organization: Optional[str],
+        client: Optional[OpenAI],
+    ) -> Run:
+        openai_client = self.get_openai_client(
+            api_key=api_key,
+            api_base=api_base,
+            timeout=timeout,
+            max_retries=max_retries,
+            organization=organization,
+            client=client,
+        )
+
+        response = openai_client.beta.threads.runs.create_and_poll(
+            thread_id=thread_id,
+            assistant_id=assistant_id,
+            additional_instructions=additional_instructions,
+            instructions=instructions,
+            metadata=metadata,
+            model=model,
+            tools=tools,
+        )
+
+        return response
diff --git a/litellm/tests/test_assistants.py b/litellm/tests/test_assistants.py
new file mode 100644
index 000000000000..9b8585ec6da6
--- /dev/null
+++ b/litellm/tests/test_assistants.py
@@ -0,0 +1,164 @@
+# What is this?
+## Unit Tests for OpenAI Assistants API
+import sys, os, json
+import traceback
+from dotenv import load_dotenv
+
+load_dotenv()
+sys.path.insert(
+    0, os.path.abspath("../..")
+)  # Adds the parent directory to the system path
+import pytest, logging, asyncio
+import litellm
+from litellm.llms.openai import (
+    OpenAIAssistantsAPI,
+    MessageData,
+    Thread,
+    OpenAIMessage as Message,
+)
+
+"""
+V0 Scope:
+
+- Add Message -> `/v1/threads/{thread_id}/messages`
+- Run Thread -> `/v1/threads/{thread_id}/run`
+"""
+
+
+def test_create_thread() -> Thread:
+    openai_api = OpenAIAssistantsAPI()
+
+    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+    new_thread = openai_api.create_thread(
+        messages=[message],  # type: ignore
+        api_key=os.getenv("OPENAI_API_KEY"),  # type: ignore
+        metadata={},
+        api_base=None,
+        timeout=600,
+        max_retries=2,
+        organization=None,
+        client=None,
+    )
+
+    print(f"new_thread: {new_thread}")
+    print(f"type of thread: {type(new_thread)}")
+    assert isinstance(
+        new_thread, Thread
+    ), f"type of thread={type(new_thread)}. Expected Thread-type"
+    return new_thread
+
+
+def test_add_message():
+    openai_api = OpenAIAssistantsAPI()
+    # create thread
+    new_thread = test_create_thread()
+    # add message to thread
+    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+    added_message = openai_api.add_message(
+        thread_id=new_thread.id,
+        message_data=message,
+        api_key=os.getenv("OPENAI_API_KEY"),
+        api_base=None,
+        timeout=600,
+        max_retries=2,
+        organization=None,
+        client=None,
+    )
+
+    print(f"added message: {added_message}")
+
+    assert isinstance(added_message, Message)
+
+
+def test_get_thread():
+    openai_api = OpenAIAssistantsAPI()
+
+    ## create a thread w/ message ###
+    new_thread = test_create_thread()
+
+    retrieved_thread = openai_api.get_thread(
+        thread_id=new_thread.id,
+        api_key=os.getenv("OPENAI_API_KEY"),
+        api_base=None,
+        timeout=600,
+        max_retries=2,
+        organization=None,
+        client=None,
+    )
+
+    assert isinstance(
+        retrieved_thread, Thread
+    ), f"type of thread={type(retrieved_thread)}. Expected Thread-type"
+    return new_thread
+
+
+def test_run_thread():
+    """
+    - Get Assistants
+    - Create thread
+    - Create run w/ Assistants + Thread
+    """
+    openai_api = OpenAIAssistantsAPI()
+
+    assistants = openai_api.get_assistants(
+        api_key=os.getenv("OPENAI_API_KEY"),
+        api_base=None,
+        timeout=600,
+        max_retries=2,
+        organization=None,
+        client=None,
+    )
+
+    ## get the first assistant ###
+    assistant_id = assistants.data[0].id
+
+    ## create a thread w/ message ###
+    new_thread = test_create_thread()
+
+    thread_id = new_thread.id
+
+    # add message to thread
+    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+    added_message = openai_api.add_message(
+        thread_id=new_thread.id,
+        message_data=message,
+        api_key=os.getenv("OPENAI_API_KEY"),
+        api_base=None,
+        timeout=600,
+        max_retries=2,
+        organization=None,
+        client=None,
+    )
+
+    run = openai_api.run_thread(
+        thread_id=thread_id,
+        assistant_id=assistant_id,
+        additional_instructions=None,
+        instructions=None,
+        metadata=None,
+        model=None,
+        stream=None,
+        tools=None,
+        api_key=os.getenv("OPENAI_API_KEY"),
+        api_base=None,
+        timeout=600,
+        max_retries=2,
+        organization=None,
+        client=None,
+    )
+
+    print(f"run: {run}")
+
+    if run.status == "completed":
+        messages = openai_api.get_messages(
+            thread_id=new_thread.id,
+            api_key=os.getenv("OPENAI_API_KEY"),
+            api_base=None,
+            timeout=600,
+            max_retries=2,
+            organization=None,
+            client=None,
+        )
+        assert isinstance(messages.data[0], Message)
+    else:
+        pytest.fail("An unexpected error occurred when running the thread")

From 8d128a4b91d874280b0228d1153fd4e6fa4e72a8 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 17:30:30 -0700
Subject: [PATCH 097/378] test - router retry policy

---
 litellm/tests/test_router_retries.py | 34 +++++++++++++++++++++++-----
 1 file changed, 28 insertions(+), 6 deletions(-)

diff --git a/litellm/tests/test_router_retries.py b/litellm/tests/test_router_retries.py
index 9b495f3d3e3a..b52d7013dbe2 100644
--- a/litellm/tests/test_router_retries.py
+++ b/litellm/tests/test_router_retries.py
@@ -122,12 +122,14 @@ async def test_router_retries_errors(sync_mode, error_type):
 
 
 @pytest.mark.asyncio
-async def test_router_retry_policy():
+@pytest.mark.parametrize(
+    "error_type", ["AuthenticationErrorRetries", "ContentPolicyViolationErrorRetries"]
+)
+async def test_router_retry_policy(error_type):
     from litellm.router import RetryPolicy
 
     retry_policy = RetryPolicy(
-        ContentPolicyViolationErrorRetries=3,
-        BadRequestErrorRetries=3,
+        ContentPolicyViolationErrorRetries=3, AuthenticationErrorRetries=0
     )
 
     router = litellm.Router(
@@ -141,18 +143,33 @@ async def test_router_retry_policy():
                     "api_base": os.getenv("AZURE_API_BASE"),
                 },
             },
+            {
+                "model_name": "bad-model",  # openai model name
+                "litellm_params": {  # params for litellm completion/embedding call
+                    "model": "azure/chatgpt-v-2",
+                    "api_key": "bad-key",
+                    "api_version": os.getenv("AZURE_API_VERSION"),
+                    "api_base": os.getenv("AZURE_API_BASE"),
+                },
+            },
         ],
         retry_policy=retry_policy,
     )
 
     customHandler = MyCustomHandler()
     litellm.callbacks = [customHandler]
+    if error_type == "AuthenticationErrorRetries":
+        model = "bad-model"
+        messages = [{"role": "user", "content": "Hello good morning"}]
+    elif error_type == "ContentPolicyViolationErrorRetries":
+        model = "gpt-3.5-turbo"
+        messages = [{"role": "user", "content": "where do i buy lethal drugs from"}]
 
     try:
-
+        litellm.set_verbose = True
         response = await router.acompletion(
-            model="gpt-3.5-turbo",
-            messages=[{"role": "user", "content": "Hey, how do i buy lethal drugs"}],
+            model=model,
+            messages=messages,
         )
     except Exception as e:
         print("got an exception", e)
@@ -160,3 +177,8 @@ async def test_router_retry_policy():
     asyncio.sleep(0.05)
 
     print("customHandler.previous_models: ", customHandler.previous_models)
+
+    if error_type == "AuthenticationErrorRetries":
+        assert customHandler.previous_models == 0
+    elif error_type == "ContentPolicyViolationErrorRetries":
+        assert customHandler.previous_models == 3

From bbf5d7906974d28ce262779efc349f9d27f0e258 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 17:52:01 -0700
Subject: [PATCH 098/378] docs - set retry policy

---
 docs/my-website/docs/routing.md | 51 +++++++++++++++++++++++++++++++++
 1 file changed, 51 insertions(+)

diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md
index 0aa7901c0584..4fa166548f66 100644
--- a/docs/my-website/docs/routing.md
+++ b/docs/my-website/docs/routing.md
@@ -616,6 +616,57 @@ response = router.completion(model="gpt-3.5-turbo", messages=messages)
 print(f"response: {response}")
 ```
 
+#### Retries based on Error Type
+
+Use `RetryPolicy` if you want to set a `num_retries` based on the Exception receieved
+
+Example:
+- 4 retries for `ContentPolicyViolationError`
+- 0 retries for `RateLimitErrors` 
+
+Example Usage
+
+```python
+from litellm.router import RetryPolicy
+retry_policy = RetryPolicy(
+	ContentPolicyViolationErrorRetries=3, # run 3 retries for ContentPolicyViolationErrors
+	AuthenticationErrorRetries=0,		  # run 0 retries for AuthenticationErrorRetries
+	BadRequestErrorRetries=1,
+	TimeoutErrorRetries=2,
+	RateLimitErrorRetries=3,
+)
+
+router = litellm.Router(
+	model_list=[
+		{
+			"model_name": "gpt-3.5-turbo",  # openai model name
+			"litellm_params": {  # params for litellm completion/embedding call
+				"model": "azure/chatgpt-v-2",
+				"api_key": os.getenv("AZURE_API_KEY"),
+				"api_version": os.getenv("AZURE_API_VERSION"),
+				"api_base": os.getenv("AZURE_API_BASE"),
+			},
+		},
+		{
+			"model_name": "bad-model",  # openai model name
+			"litellm_params": {  # params for litellm completion/embedding call
+				"model": "azure/chatgpt-v-2",
+				"api_key": "bad-key",
+				"api_version": os.getenv("AZURE_API_VERSION"),
+				"api_base": os.getenv("AZURE_API_BASE"),
+			},
+		},
+	],
+	retry_policy=retry_policy,
+)
+
+response = await router.acompletion(
+	model=model,
+	messages=messages,
+)
+```
+
+
 ### Fallbacks 
 
 If a call fails after num_retries, fall back to another model group. 

From f70ae68188acb4763aff82f7329d3c774d58d0de Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 17:58:54 -0700
Subject: [PATCH 099/378] fix router test

---
 litellm/router.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/router.py b/litellm/router.py
index 55342b40bb22..258f50457a10 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -3314,4 +3314,5 @@ def reset(self):
         litellm.__async_success_callback = []
         litellm.failure_callback = []
         litellm._async_failure_callback = []
+        self.retry_policy = None
         self.flush_cache()

From 009f7c9bfc4b922467fc6a34b2656bb9ac267e06 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 18:10:15 -0700
Subject: [PATCH 100/378] support dynamic retry policies

---
 litellm/main.py   |  3 +++
 litellm/router.py | 34 ++++++++++++++++++++--------------
 2 files changed, 23 insertions(+), 14 deletions(-)

diff --git a/litellm/main.py b/litellm/main.py
index 59d98580cf1c..d19463f532f0 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -620,6 +620,7 @@ def completion(
         "model_list",
         "num_retries",
         "context_window_fallback_dict",
+        "retry_policy",
         "roles",
         "final_prompt_value",
         "bos_token",
@@ -2687,6 +2688,7 @@ def embedding(
         "model_list",
         "num_retries",
         "context_window_fallback_dict",
+        "retry_policy",
         "roles",
         "final_prompt_value",
         "bos_token",
@@ -3556,6 +3558,7 @@ def image_generation(
             "model_list",
             "num_retries",
             "context_window_fallback_dict",
+            "retry_policy",
             "roles",
             "final_prompt_value",
             "bos_token",
diff --git a/litellm/router.py b/litellm/router.py
index 258f50457a10..3b1c1d1022ad 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -1509,10 +1509,11 @@ async def async_function_with_retries(self, *args, **kwargs):
             )
             await asyncio.sleep(_timeout)
             ## LOGGING
-            if self.retry_policy is not None:
+            if self.retry_policy is not None or kwargs.get("retry_policy") is not None:
                 # get num_retries from retry policy
                 _retry_policy_retries = self.get_num_retries_from_retry_policy(
-                    exception=original_exception
+                    exception=original_exception,
+                    dynamic_retry_policy=kwargs.get("retry_policy"),
                 )
                 if _retry_policy_retries is not None:
                     num_retries = _retry_policy_retries
@@ -3267,7 +3268,9 @@ def _track_deployment_metrics(self, deployment, response=None):
         except Exception as e:
             verbose_router_logger.error(f"Error in _track_deployment_metrics: {str(e)}")
 
-    def get_num_retries_from_retry_policy(self, exception: Exception):
+    def get_num_retries_from_retry_policy(
+        self, exception: Exception, dynamic_retry_policy: Optional[RetryPolicy] = None
+    ):
         """
         BadRequestErrorRetries: Optional[int] = None
         AuthenticationErrorRetries: Optional[int] = None
@@ -3276,33 +3279,36 @@ def get_num_retries_from_retry_policy(self, exception: Exception):
         ContentPolicyViolationErrorRetries: Optional[int] = None
         """
         # if we can find the exception then in the retry policy -> return the number of retries
-        if self.retry_policy is None:
+        retry_policy = self.retry_policy
+        if dynamic_retry_policy is not None:
+            retry_policy = dynamic_retry_policy
+        if retry_policy is None:
             return None
         if (
             isinstance(exception, litellm.BadRequestError)
-            and self.retry_policy.BadRequestErrorRetries is not None
+            and retry_policy.BadRequestErrorRetries is not None
         ):
-            return self.retry_policy.BadRequestErrorRetries
+            return retry_policy.BadRequestErrorRetries
         if (
             isinstance(exception, litellm.AuthenticationError)
-            and self.retry_policy.AuthenticationErrorRetries is not None
+            and retry_policy.AuthenticationErrorRetries is not None
         ):
-            return self.retry_policy.AuthenticationErrorRetries
+            return retry_policy.AuthenticationErrorRetries
         if (
             isinstance(exception, litellm.Timeout)
-            and self.retry_policy.TimeoutErrorRetries is not None
+            and retry_policy.TimeoutErrorRetries is not None
         ):
-            return self.retry_policy.TimeoutErrorRetries
+            return retry_policy.TimeoutErrorRetries
         if (
             isinstance(exception, litellm.RateLimitError)
-            and self.retry_policy.RateLimitErrorRetries is not None
+            and retry_policy.RateLimitErrorRetries is not None
         ):
-            return self.retry_policy.RateLimitErrorRetries
+            return retry_policy.RateLimitErrorRetries
         if (
             isinstance(exception, litellm.ContentPolicyViolationError)
-            and self.retry_policy.ContentPolicyViolationErrorRetries is not None
+            and retry_policy.ContentPolicyViolationErrorRetries is not None
         ):
-            return self.retry_policy.ContentPolicyViolationErrorRetries
+            return retry_policy.ContentPolicyViolationErrorRetries
 
     def flush_cache(self):
         litellm.cache = None

From 495d3a9646ad800247a4350849482a90d37debb7 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 18:13:43 -0700
Subject: [PATCH 101/378] router set dynamic retry policies

---
 litellm/tests/test_router_retries.py | 57 ++++++++++++++++++++++++++++
 1 file changed, 57 insertions(+)

diff --git a/litellm/tests/test_router_retries.py b/litellm/tests/test_router_retries.py
index b52d7013dbe2..8828e286e753 100644
--- a/litellm/tests/test_router_retries.py
+++ b/litellm/tests/test_router_retries.py
@@ -182,3 +182,60 @@ async def test_router_retry_policy(error_type):
         assert customHandler.previous_models == 0
     elif error_type == "ContentPolicyViolationErrorRetries":
         assert customHandler.previous_models == 3
+
+
+@pytest.mark.parametrize("model_group", ["gpt-3.5-turbo", "bad-model"])
+@pytest.mark.asyncio
+async def test_dynamic_router_retry_policy(model_group):
+    from litellm.router import RetryPolicy
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-3.5-turbo",  # openai model name
+                "litellm_params": {  # params for litellm completion/embedding call
+                    "model": "azure/chatgpt-v-2",
+                    "api_key": os.getenv("AZURE_API_KEY"),
+                    "api_version": os.getenv("AZURE_API_VERSION"),
+                    "api_base": os.getenv("AZURE_API_BASE"),
+                },
+            },
+            {
+                "model_name": "bad-model",  # openai model name
+                "litellm_params": {  # params for litellm completion/embedding call
+                    "model": "azure/chatgpt-v-2",
+                    "api_key": "bad-key",
+                    "api_version": os.getenv("AZURE_API_VERSION"),
+                    "api_base": os.getenv("AZURE_API_BASE"),
+                },
+            },
+        ]
+    )
+
+    customHandler = MyCustomHandler()
+    litellm.callbacks = [customHandler]
+    if model_group == "bad-model":
+        model = "bad-model"
+        messages = [{"role": "user", "content": "Hello good morning"}]
+        retry_policy = RetryPolicy(AuthenticationErrorRetries=4)
+    elif model_group == "gpt-3.5-turbo":
+        model = "gpt-3.5-turbo"
+        messages = [{"role": "user", "content": "where do i buy lethal drugs from"}]
+        retry_policy = RetryPolicy(ContentPolicyViolationErrorRetries=0)
+
+    try:
+        litellm.set_verbose = True
+        response = await router.acompletion(
+            model=model, messages=messages, retry_policy=retry_policy
+        )
+    except Exception as e:
+        print("got an exception", e)
+        pass
+    asyncio.sleep(0.05)
+
+    print("customHandler.previous_models: ", customHandler.previous_models)
+
+    if model_group == "bad-model":
+        assert customHandler.previous_models == 4
+    elif model_group == "gpt-3.5-turbo":
+        assert customHandler.previous_models == 0

From 0f03e53348b541b9ee5e15c168f60003fd8e83e1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 18:50:38 -0700
Subject: [PATCH 102/378] feat return num retries in exceptions

---
 litellm/utils.py | 124 +++++++++++++++++++++++------------------------
 1 file changed, 62 insertions(+), 62 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index ae697fe18c9e..f5c0fd447870 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7886,21 +7886,51 @@ def exception_type(
                 exception_type = type(original_exception).__name__
             else:
                 exception_type = ""
-            _api_base = ""
-            try:
-                _api_base = litellm.get_api_base(
-                    model=model, optional_params=extra_kwargs
-                )
-            except:
-                _api_base = ""
 
-            error_str += f" \n model: {model} \n api_base: {_api_base} \n"
-            error_str += str(completion_kwargs)
+            ################################################################################
+            # Common Extra information needed for all providers
+            # We pass num retries, api_base, vertex_deployment etc to the exception here
+            ################################################################################
+
+            _api_base = litellm.get_api_base(model=model, optional_params=extra_kwargs)
+            messages = litellm.get_first_chars_messages(kwargs=completion_kwargs)
+            _previous_requests = extra_kwargs.get("previous_models", None)
+            _vertex_project = extra_kwargs.get("vertex_project")
+            _vertex_location = extra_kwargs.get("vertex_location")
+            _metadata = extra_kwargs.get("metadata", {}) or {}
+            _model_group = _metadata.get("model_group")
+            _deployment = _metadata.get("deployment")
+            num_retries = 0
+            if _previous_requests and isinstance(_previous_requests, list):
+                num_retries = len(_previous_requests)
+            extra_information = f"\nModel: {model}"
+            if _api_base:
+                extra_information += f"\nAPI Base: {_api_base}"
+            if messages and len(messages) > 0:
+                extra_information += f"\nMessages: {messages}"
+            extra_information += f"\nNum Retries: {num_retries}"
+
+            if _model_group is not None:
+                extra_information += f"\nmodel_group: {_model_group}\n"
+            if _deployment is not None:
+                extra_information += f"\ndeployment: {_deployment}\n"
+            if _vertex_project is not None:
+                extra_information += f"\nvertex_project: {_vertex_project}\n"
+            if _vertex_location is not None:
+                extra_information += f"\nvertex_location: {_vertex_location}\n"
+
+            ################################################################################
+            # End of Common Extra information Needed for all providers
+            ################################################################################
+
+            ################################################################################
+            #################### Start of Provider Exception mapping ####################
+            ################################################################################
 
             if "Request Timeout Error" in error_str or "Request timed out" in error_str:
                 exception_mapping_worked = True
                 raise Timeout(
-                    message=f"APITimeoutError - Request timed out. \n model: {model} \n api_base: {_api_base} \n error_str: {error_str}",
+                    message=f"APITimeoutError - Request timed out. {extra_information} \n error_str: {error_str}",
                     model=model,
                     llm_provider=custom_llm_provider,
                 )
@@ -7935,7 +7965,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise ContextWindowExceededError(
-                        message=f"{exception_provider} - {message}",
+                        message=f"{exception_provider} - {message} {extra_information}",
                         llm_provider=custom_llm_provider,
                         model=model,
                         response=original_exception.response,
@@ -7946,7 +7976,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise NotFoundError(
-                        message=f"{exception_provider} - {message}",
+                        message=f"{exception_provider} - {message} {extra_information}",
                         llm_provider=custom_llm_provider,
                         model=model,
                         response=original_exception.response,
@@ -7957,7 +7987,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise ContentPolicyViolationError(
-                        message=f"{exception_provider} - {message}",
+                        message=f"{exception_provider} - {message} {extra_information}",
                         llm_provider=custom_llm_provider,
                         model=model,
                         response=original_exception.response,
@@ -7968,7 +7998,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise BadRequestError(
-                        message=f"{exception_provider} - {message}",
+                        message=f"{exception_provider} - {message} {extra_information}",
                         llm_provider=custom_llm_provider,
                         model=model,
                         response=original_exception.response,
@@ -7979,7 +8009,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise AuthenticationError(
-                        message=f"{exception_provider} - {message}",
+                        message=f"{exception_provider} - {message} {extra_information}",
                         llm_provider=custom_llm_provider,
                         model=model,
                         response=original_exception.response,
@@ -7991,7 +8021,7 @@ def exception_type(
                     )
                     raise APIError(
                         status_code=500,
-                        message=f"{exception_provider} - {message}",
+                        message=f"{exception_provider} - {message} {extra_information}",
                         llm_provider=custom_llm_provider,
                         model=model,
                         request=_request,
@@ -8001,7 +8031,7 @@ def exception_type(
                     if original_exception.status_code == 401:
                         exception_mapping_worked = True
                         raise AuthenticationError(
-                            message=f"{exception_provider} - {message}",
+                            message=f"{exception_provider} - {message} {extra_information}",
                             llm_provider=custom_llm_provider,
                             model=model,
                             response=original_exception.response,
@@ -8009,7 +8039,7 @@ def exception_type(
                     elif original_exception.status_code == 404:
                         exception_mapping_worked = True
                         raise NotFoundError(
-                            message=f"{exception_provider} - {message}",
+                            message=f"{exception_provider} - {message} {extra_information}",
                             model=model,
                             llm_provider=custom_llm_provider,
                             response=original_exception.response,
@@ -8017,14 +8047,14 @@ def exception_type(
                     elif original_exception.status_code == 408:
                         exception_mapping_worked = True
                         raise Timeout(
-                            message=f"{exception_provider} - {message}",
+                            message=f"{exception_provider} - {message} {extra_information}",
                             model=model,
                             llm_provider=custom_llm_provider,
                         )
                     elif original_exception.status_code == 422:
                         exception_mapping_worked = True
                         raise BadRequestError(
-                            message=f"{exception_provider} - {message}",
+                            message=f"{exception_provider} - {message} {extra_information}",
                             model=model,
                             llm_provider=custom_llm_provider,
                             response=original_exception.response,
@@ -8032,7 +8062,7 @@ def exception_type(
                     elif original_exception.status_code == 429:
                         exception_mapping_worked = True
                         raise RateLimitError(
-                            message=f"{exception_provider} - {message}",
+                            message=f"{exception_provider} - {message} {extra_information}",
                             model=model,
                             llm_provider=custom_llm_provider,
                             response=original_exception.response,
@@ -8040,7 +8070,7 @@ def exception_type(
                     elif original_exception.status_code == 503:
                         exception_mapping_worked = True
                         raise ServiceUnavailableError(
-                            message=f"{exception_provider} - {message}",
+                            message=f"{exception_provider} - {message} {extra_information}",
                             model=model,
                             llm_provider=custom_llm_provider,
                             response=original_exception.response,
@@ -8048,7 +8078,7 @@ def exception_type(
                     elif original_exception.status_code == 504:  # gateway timeout error
                         exception_mapping_worked = True
                         raise Timeout(
-                            message=f"{exception_provider} - {message}",
+                            message=f"{exception_provider} - {message} {extra_information}",
                             model=model,
                             llm_provider=custom_llm_provider,
                         )
@@ -8056,7 +8086,7 @@ def exception_type(
                         exception_mapping_worked = True
                         raise APIError(
                             status_code=original_exception.status_code,
-                            message=f"{exception_provider} - {message}",
+                            message=f"{exception_provider} - {message} {extra_information}",
                             llm_provider=custom_llm_provider,
                             model=model,
                             request=original_exception.request,
@@ -8064,7 +8094,7 @@ def exception_type(
                 else:
                     # if no status code then it is an APIConnectionError: https://github.com/openai/openai-python#handling-errors
                     raise APIConnectionError(
-                        message=f"{exception_provider} - {message}",
+                        message=f"{exception_provider} - {message} {extra_information}",
                         llm_provider=custom_llm_provider,
                         model=model,
                         request=httpx.Request(
@@ -8371,33 +8401,13 @@ def exception_type(
                         response=original_exception.response,
                     )
             elif custom_llm_provider == "vertex_ai":
-                if completion_kwargs is not None:
-                    # add model, deployment and model_group to the exception message
-                    _model = completion_kwargs.get("model")
-                    error_str += f"\nmodel: {_model}\n"
-                if extra_kwargs is not None:
-                    _vertex_project = extra_kwargs.get("vertex_project")
-                    _vertex_location = extra_kwargs.get("vertex_location")
-                    _metadata = extra_kwargs.get("metadata", {}) or {}
-                    _model_group = _metadata.get("model_group")
-                    _deployment = _metadata.get("deployment")
-
-                    if _model_group is not None:
-                        error_str += f"model_group: {_model_group}\n"
-                    if _deployment is not None:
-                        error_str += f"deployment: {_deployment}\n"
-                    if _vertex_project is not None:
-                        error_str += f"vertex_project: {_vertex_project}\n"
-                    if _vertex_location is not None:
-                        error_str += f"vertex_location: {_vertex_location}\n"
-
                 if (
                     "Vertex AI API has not been used in project" in error_str
                     or "Unable to find your project" in error_str
                 ):
                     exception_mapping_worked = True
                     raise BadRequestError(
-                        message=f"VertexAIException - {error_str}",
+                        message=f"VertexAIException - {error_str} {extra_information}",
                         model=model,
                         llm_provider="vertex_ai",
                         response=original_exception.response,
@@ -8408,7 +8418,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise APIError(
-                        message=f"VertexAIException - {error_str}",
+                        message=f"VertexAIException - {error_str} {extra_information}",
                         status_code=500,
                         model=model,
                         llm_provider="vertex_ai",
@@ -8417,7 +8427,7 @@ def exception_type(
                 elif "403" in error_str:
                     exception_mapping_worked = True
                     raise BadRequestError(
-                        message=f"VertexAIException - {error_str}",
+                        message=f"VertexAIException - {error_str} {extra_information}",
                         model=model,
                         llm_provider="vertex_ai",
                         response=original_exception.response,
@@ -8425,7 +8435,7 @@ def exception_type(
                 elif "The response was blocked." in error_str:
                     exception_mapping_worked = True
                     raise UnprocessableEntityError(
-                        message=f"VertexAIException - {error_str}",
+                        message=f"VertexAIException - {error_str} {extra_information}",
                         model=model,
                         llm_provider="vertex_ai",
                         response=httpx.Response(
@@ -8444,7 +8454,7 @@ def exception_type(
                 ):
                     exception_mapping_worked = True
                     raise RateLimitError(
-                        message=f"VertexAIException - {error_str}",
+                        message=f"VertexAIException - {error_str} {extra_information}",
                         model=model,
                         llm_provider="vertex_ai",
                         response=httpx.Response(
@@ -8459,7 +8469,7 @@ def exception_type(
                     if original_exception.status_code == 400:
                         exception_mapping_worked = True
                         raise BadRequestError(
-                            message=f"VertexAIException - {error_str}",
+                            message=f"VertexAIException - {error_str} {extra_information}",
                             model=model,
                             llm_provider="vertex_ai",
                             response=original_exception.response,
@@ -8467,7 +8477,7 @@ def exception_type(
                     if original_exception.status_code == 500:
                         exception_mapping_worked = True
                         raise APIError(
-                            message=f"VertexAIException - {error_str}",
+                            message=f"VertexAIException - {error_str} {extra_information}",
                             status_code=500,
                             model=model,
                             llm_provider="vertex_ai",
@@ -9061,16 +9071,6 @@ def exception_type(
                             request=original_exception.request,
                         )
             elif custom_llm_provider == "azure":
-                _api_base = litellm.get_api_base(
-                    model=model, optional_params=extra_kwargs
-                )
-                messages = litellm.get_first_chars_messages(kwargs=completion_kwargs)
-                extra_information = f"\nModel: {model}"
-                if _api_base:
-                    extra_information += f"\nAPI Base: {_api_base}"
-                if messages and len(messages) > 0:
-                    extra_information += f"\nMessages: {messages}"
-
                 if "Internal server error" in error_str:
                     exception_mapping_worked = True
                     raise APIError(

From 5be8c95c6e715ba3ff9dd88ccb43ad8895f39db6 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 19:07:28 -0700
Subject: [PATCH 103/378] fix don't return num retries in utils.py

---
 litellm/utils.py | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index f5c0fd447870..0565362e54f1 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7894,21 +7894,16 @@ def exception_type(
 
             _api_base = litellm.get_api_base(model=model, optional_params=extra_kwargs)
             messages = litellm.get_first_chars_messages(kwargs=completion_kwargs)
-            _previous_requests = extra_kwargs.get("previous_models", None)
             _vertex_project = extra_kwargs.get("vertex_project")
             _vertex_location = extra_kwargs.get("vertex_location")
             _metadata = extra_kwargs.get("metadata", {}) or {}
             _model_group = _metadata.get("model_group")
             _deployment = _metadata.get("deployment")
-            num_retries = 0
-            if _previous_requests and isinstance(_previous_requests, list):
-                num_retries = len(_previous_requests)
             extra_information = f"\nModel: {model}"
             if _api_base:
                 extra_information += f"\nAPI Base: {_api_base}"
             if messages and len(messages) > 0:
                 extra_information += f"\nMessages: {messages}"
-            extra_information += f"\nNum Retries: {num_retries}"
 
             if _model_group is not None:
                 extra_information += f"\nmodel_group: {_model_group}\n"

From 6b59aeb603672b27f1c7170f201b884dc8b212f7 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 19:09:34 -0700
Subject: [PATCH 104/378] fix return num retries in exceptions

---
 litellm/router.py | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 3b1c1d1022ad..40671fdb9ddc 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -1544,6 +1544,10 @@ async def async_function_with_retries(self, *args, **kwargs):
                         num_retries=num_retries,
                     )
                     await asyncio.sleep(_timeout)
+            try:
+                original_exception.message += f"\nNumber Retries = {current_attempt}"
+            except:
+                pass
             raise original_exception
 
     def function_with_fallbacks(self, *args, **kwargs):
@@ -1703,7 +1707,7 @@ def function_with_retries(self, *args, **kwargs):
                     response = original_function(*args, **kwargs)
                     return response
 
-                except Exception as e:
+                except Exception as most_recent_exception:
                     ## LOGGING
                     kwargs = self.log_retry(kwargs=kwargs, e=e)
                     remaining_retries = num_retries - current_attempt
@@ -1713,7 +1717,7 @@ def function_with_retries(self, *args, **kwargs):
                         num_retries=num_retries,
                     )
                     time.sleep(_timeout)
-            raise original_exception
+            raise most_recent_exception
 
     ### HELPER FUNCTIONS
 
@@ -1848,7 +1852,7 @@ def _set_cooldown_deployments(
                 exception_status = 500
         _should_retry = litellm._should_retry(status_code=exception_status)
 
-        if updated_fails > self.allowed_fails or _should_retry == False:
+        if updated_fails > self.allowed_fails:
             # get the current cooldown list for that minute
             cooldown_key = f"{current_minute}:cooldown_models"  # group cooldown models by minute to reduce number of redis calls
             cached_value = self.cache.get_cache(key=cooldown_key)

From dfc22194b2ab27c3d2d572ef312e374c0629c73b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 19:11:57 -0700
Subject: [PATCH 105/378] fix - undo local dev changes

---
 litellm/router.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 40671fdb9ddc..c4e407a2502a 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -1707,7 +1707,7 @@ def function_with_retries(self, *args, **kwargs):
                     response = original_function(*args, **kwargs)
                     return response
 
-                except Exception as most_recent_exception:
+                except Exception as e:
                     ## LOGGING
                     kwargs = self.log_retry(kwargs=kwargs, e=e)
                     remaining_retries = num_retries - current_attempt
@@ -1717,7 +1717,7 @@ def function_with_retries(self, *args, **kwargs):
                         num_retries=num_retries,
                     )
                     time.sleep(_timeout)
-            raise most_recent_exception
+            raise original_exception
 
     ### HELPER FUNCTIONS
 
@@ -1852,7 +1852,7 @@ def _set_cooldown_deployments(
                 exception_status = 500
         _should_retry = litellm._should_retry(status_code=exception_status)
 
-        if updated_fails > self.allowed_fails:
+        if updated_fails > self.allowed_fails or _should_retry == False:
             # get the current cooldown list for that minute
             cooldown_key = f"{current_minute}:cooldown_models"  # group cooldown models by minute to reduce number of redis calls
             cached_value = self.cache.get_cache(key=cooldown_key)

From 681a95e37b94043194d21b1afcb1a16f95a761dd Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 19:35:37 -0700
Subject: [PATCH 106/378] fix(assistants/main.py): support
 `litellm.create_thread()` call

---
 litellm/__init__.py              |   2 +-
 litellm/assistants/main.py       | 116 +++++++++++++++++++++++++++++++
 litellm/llms/openai.py           | 109 ++++++-----------------------
 litellm/tests/test_assistants.py |  25 +++++--
 litellm/types/llms/__init__.py   |   3 +
 litellm/types/llms/openai.py     |  80 +++++++++++++++++++++
 litellm/types/router.py          |  67 +++++++++++++++++-
 7 files changed, 308 insertions(+), 94 deletions(-)
 create mode 100644 litellm/types/llms/__init__.py
 create mode 100644 litellm/types/llms/openai.py

diff --git a/litellm/__init__.py b/litellm/__init__.py
index dc640f0e9f0e..b05c1c910dbb 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -605,7 +605,6 @@ def identify(event_details):
 ####### IMAGE GENERATION MODELS ###################
 openai_image_generation_models = ["dall-e-2", "dall-e-3"]
 
-
 from .timeout import timeout
 from .utils import (
     client,
@@ -694,3 +693,4 @@ def identify(event_details):
 from .budget_manager import BudgetManager
 from .proxy.proxy_cli import run_server
 from .router import Router
+from .assistants.main import *
diff --git a/litellm/assistants/main.py b/litellm/assistants/main.py
index 0d32164829e2..16a1f973cead 100644
--- a/litellm/assistants/main.py
+++ b/litellm/assistants/main.py
@@ -1,2 +1,118 @@
 # What is this?
 ## Main file for assistants API logic
+from typing import Iterable
+import os
+import litellm
+from openai import OpenAI
+from litellm import client
+from litellm.utils import supports_httpx_timeout
+from ..llms.openai import OpenAIAssistantsAPI
+from ..types.llms.openai import *
+from ..types.router import *
+
+####### ENVIRONMENT VARIABLES ###################
+openai_assistants_api = OpenAIAssistantsAPI()
+
+### ASSISTANTS ###
+
+### THREADS ###
+
+
+def create_thread(
+    custom_llm_provider: Literal["openai"],
+    messages: Optional[Iterable[OpenAICreateThreadParamsMessage]] = None,
+    metadata: Optional[dict] = None,
+    tool_resources: Optional[OpenAICreateThreadParamsToolResources] = None,
+    client: Optional[OpenAI] = None,
+    **kwargs
+) -> Thread:
+    """
+    - get the llm provider
+    - if openai - route it there
+    - pass through relevant params
+
+    ```
+    from litellm import create_thread
+
+    create_thread(
+        custom_llm_provider="openai",
+        ### OPTIONAL ###
+        messages =  {
+            "role": "user",
+            "content": "Hello, what is AI?"
+            },
+            {
+            "role": "user",
+            "content": "How does AI work? Explain it in simple terms."
+        }]
+    )
+    ```
+    """
+    optional_params = GenericLiteLLMParams(**kwargs)
+
+    ### TIMEOUT LOGIC ###
+    timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600
+    # set timeout for 10 minutes by default
+
+    if (
+        timeout is not None
+        and isinstance(timeout, httpx.Timeout)
+        and supports_httpx_timeout(custom_llm_provider) == False
+    ):
+        read_timeout = timeout.read or 600
+        timeout = read_timeout  # default 10 min timeout
+    elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+        timeout = float(timeout)  # type: ignore
+    elif timeout is None:
+        timeout = 600.0
+
+    response: Optional[Thread] = None
+    if custom_llm_provider == "openai":
+        api_base = (
+            optional_params.api_base  # for deepinfra/perplexity/anyscale/groq we check in get_llm_provider and pass in the api base from there
+            or litellm.api_base
+            or os.getenv("OPENAI_API_BASE")
+            or "https://api.openai.com/v1"
+        )
+        organization = (
+            optional_params.organization
+            or litellm.organization
+            or os.getenv("OPENAI_ORGANIZATION", None)
+            or None  # default - https://github.com/openai/openai-python/blob/284c1799070c723c6a553337134148a7ab088dd8/openai/util.py#L105
+        )
+        # set API KEY
+        api_key = (
+            optional_params.api_key
+            or litellm.api_key  # for deepinfra/perplexity/anyscale we check in get_llm_provider and pass in the api key from there
+            or litellm.openai_key
+            or os.getenv("OPENAI_API_KEY")
+        )
+        response = openai_assistants_api.create_thread(
+            messages=messages,
+            metadata=metadata,
+            api_base=api_base,
+            api_key=api_key,
+            timeout=timeout,
+            max_retries=optional_params.max_retries,
+            organization=organization,
+            client=client,
+        )
+    else:
+        raise litellm.exceptions.BadRequestError(
+            message="LiteLLM doesn't support {} for 'create_thread'. Only 'openai' is supported.".format(
+                custom_llm_provider
+            ),
+            model="n/a",
+            llm_provider=custom_llm_provider,
+            response=httpx.Response(
+                status_code=400,
+                content="Unsupported provider",
+                request=httpx.Request(method="create_thread", url="https://github.com/BerriAI/litellm"),  # type: ignore
+            ),
+        )
+    return response
+
+
+### MESSAGES ###
+
+### RUNS ###
diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index a6d6f4109fe6..9cc6d86bb682 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -27,73 +27,7 @@
 import litellm
 from .prompt_templates.factory import prompt_factory, custom_prompt
 from openai import OpenAI, AsyncOpenAI
-from openai.types.beta.threads.message_content import MessageContent
-from openai.types.beta.threads.message_create_params import Attachment
-from openai.types.beta.threads.message import Message as OpenAIMessage
-from openai.types.beta.thread_create_params import (
-    Message as OpenAICreateThreadParamsMessage,
-)
-from openai.types.beta.assistant_tool_param import AssistantToolParam
-from openai.types.beta.threads.run import Run
-from openai.types.beta.assistant import Assistant
-from openai.pagination import SyncCursorPage
-
-from typing import TypedDict, List, Optional
-
-
-class NotGiven:
-    """
-    A sentinel singleton class used to distinguish omitted keyword arguments
-    from those passed in with the value None (which may have different behavior).
-
-    For example:
-
-    ```py
-    def get(timeout: Union[int, NotGiven, None] = NotGiven()) -> Response:
-        ...
-
-
-    get(timeout=1)  # 1s timeout
-    get(timeout=None)  # No timeout
-    get()  # Default timeout behavior, which may not be statically known at the method definition.
-    ```
-    """
-
-    def __bool__(self) -> Literal[False]:
-        return False
-
-    @override
-    def __repr__(self) -> str:
-        return "NOT_GIVEN"
-
-
-NOT_GIVEN = NotGiven()
-
-
-class MessageData(TypedDict):
-    role: Literal["user", "assistant"]
-    content: str
-    attachments: Optional[List[Attachment]]
-    metadata: Optional[dict]
-
-
-class Thread(BaseModel):
-    id: str
-    """The identifier, which can be referenced in API endpoints."""
-
-    created_at: int
-    """The Unix timestamp (in seconds) for when the thread was created."""
-
-    metadata: Optional[object] = None
-    """Set of 16 key-value pairs that can be attached to an object.
-
-    This can be useful for storing additional information about the object in a
-    structured format. Keys can be a maximum of 64 characters long and values can be
-    a maxium of 512 characters long.
-    """
-
-    object: Literal["thread"]
-    """The object type, which is always `thread`."""
+from ..types.llms.openai import *
 
 
 class OpenAIError(Exception):
@@ -1321,22 +1255,22 @@ def __init__(self) -> None:
 
     def get_openai_client(
         self,
-        api_key: str,
+        api_key: Optional[str],
         api_base: Optional[str],
         timeout: Union[float, httpx.Timeout],
-        max_retries: int,
+        max_retries: Optional[int],
         organization: Optional[str],
         client: Optional[OpenAI] = None,
     ) -> OpenAI:
+        received_args = locals()
         if client is None:
-            openai_client = OpenAI(
-                api_key=api_key,
-                base_url=api_base,
-                http_client=litellm.client_session,
-                timeout=timeout,
-                max_retries=max_retries,
-                organization=organization,
-            )
+            data = {}
+            for k, v in received_args.items():
+                if k == "self" or k == "client":
+                    pass
+                elif v is not None:
+                    data[k] = v
+            openai_client = OpenAI(**data)  # type: ignore
         else:
             openai_client = client
 
@@ -1428,16 +1362,14 @@ def get_messages(
 
     def create_thread(
         self,
-        metadata: dict,
-        api_key: str,
+        metadata: Optional[dict],
+        api_key: Optional[str],
         api_base: Optional[str],
         timeout: Union[float, httpx.Timeout],
-        max_retries: int,
+        max_retries: Optional[int],
         organization: Optional[str],
         client: Optional[OpenAI],
-        messages: Union[
-            Iterable[OpenAICreateThreadParamsMessage], NotGiven
-        ] = NOT_GIVEN,
+        messages: Optional[Iterable[OpenAICreateThreadParamsMessage]],
     ) -> Thread:
         """
         Here's an example:
@@ -1458,10 +1390,13 @@ def create_thread(
             client=client,
         )
 
-        message_thread = openai_client.beta.threads.create(
-            messages=messages,  # type: ignore
-            metadata=metadata,
-        )
+        data = {}
+        if messages is not None:
+            data["messages"] = messages  # type: ignore
+        if metadata is not None:
+            data["metadata"] = metadata  # type: ignore
+
+        message_thread = openai_client.beta.threads.create(**data)  # type: ignore
 
         return Thread(**message_thread.dict())
 
diff --git a/litellm/tests/test_assistants.py b/litellm/tests/test_assistants.py
index 9b8585ec6da6..58c8c4c1f84e 100644
--- a/litellm/tests/test_assistants.py
+++ b/litellm/tests/test_assistants.py
@@ -10,6 +10,7 @@
 )  # Adds the parent directory to the system path
 import pytest, logging, asyncio
 import litellm
+from litellm import create_thread
 from litellm.llms.openai import (
     OpenAIAssistantsAPI,
     MessageData,
@@ -25,7 +26,23 @@
 """
 
 
-def test_create_thread() -> Thread:
+def test_create_thread_litellm():
+    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+    new_thread = create_thread(
+        custom_llm_provider="openai",
+        messages=[message],
+    )
+
+    assert isinstance(
+        new_thread, Thread
+    ), f"type of thread={type(new_thread)}. Expected Thread-type"
+    return new_thread
+
+
+test_create_thread_litellm()
+
+
+def test_create_thread_openai_direct() -> Thread:
     openai_api = OpenAIAssistantsAPI()
 
     message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
@@ -48,7 +65,7 @@ def test_create_thread() -> Thread:
     return new_thread
 
 
-def test_add_message():
+def test_add_message_openai_direct():
     openai_api = OpenAIAssistantsAPI()
     # create thread
     new_thread = test_create_thread()
@@ -70,7 +87,7 @@ def test_add_message():
     assert isinstance(added_message, Message)
 
 
-def test_get_thread():
+def test_get_thread_openai_direct():
     openai_api = OpenAIAssistantsAPI()
 
     ## create a thread w/ message ###
@@ -92,7 +109,7 @@ def test_get_thread():
     return new_thread
 
 
-def test_run_thread():
+def test_run_thread_openai_direct():
     """
     - Get Assistants
     - Create thread
diff --git a/litellm/types/llms/__init__.py b/litellm/types/llms/__init__.py
new file mode 100644
index 000000000000..14952c9aecff
--- /dev/null
+++ b/litellm/types/llms/__init__.py
@@ -0,0 +1,3 @@
+__all__ = ["openai"]
+
+from . import openai
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
new file mode 100644
index 000000000000..f9f7b3bf0b71
--- /dev/null
+++ b/litellm/types/llms/openai.py
@@ -0,0 +1,80 @@
+from typing import (
+    Optional,
+    Union,
+    Any,
+    BinaryIO,
+    Literal,
+    Annotated,
+    Iterable,
+)
+from typing_extensions import override
+from pydantic import BaseModel
+
+from openai.types.beta.threads.message_content import MessageContent
+from openai.types.beta.threads.message_create_params import Attachment
+from openai.types.beta.threads.message import Message as OpenAIMessage
+from openai.types.beta.thread_create_params import (
+    Message as OpenAICreateThreadParamsMessage,
+    ToolResources as OpenAICreateThreadParamsToolResources,
+)
+from openai.types.beta.assistant_tool_param import AssistantToolParam
+from openai.types.beta.threads.run import Run
+from openai.types.beta.assistant import Assistant
+from openai.pagination import SyncCursorPage
+
+from typing import TypedDict, List, Optional
+
+
+class NotGiven:
+    """
+    A sentinel singleton class used to distinguish omitted keyword arguments
+    from those passed in with the value None (which may have different behavior).
+
+    For example:
+
+    ```py
+    def get(timeout: Union[int, NotGiven, None] = NotGiven()) -> Response:
+        ...
+
+
+    get(timeout=1)  # 1s timeout
+    get(timeout=None)  # No timeout
+    get()  # Default timeout behavior, which may not be statically known at the method definition.
+    ```
+    """
+
+    def __bool__(self) -> Literal[False]:
+        return False
+
+    @override
+    def __repr__(self) -> str:
+        return "NOT_GIVEN"
+
+
+NOT_GIVEN = NotGiven()
+
+
+class MessageData(TypedDict):
+    role: Literal["user", "assistant"]
+    content: str
+    attachments: Optional[List[Attachment]]
+    metadata: Optional[dict]
+
+
+class Thread(BaseModel):
+    id: str
+    """The identifier, which can be referenced in API endpoints."""
+
+    created_at: int
+    """The Unix timestamp (in seconds) for when the thread was created."""
+
+    metadata: Optional[object] = None
+    """Set of 16 key-value pairs that can be attached to an object.
+
+    This can be useful for storing additional information about the object in a
+    structured format. Keys can be a maximum of 64 characters long and values can be
+    a maxium of 512 characters long.
+    """
+
+    object: Literal["thread"]
+    """The object type, which is always `thread`."""
diff --git a/litellm/types/router.py b/litellm/types/router.py
index 068a99b0059a..d6b698f01e2b 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -97,8 +97,11 @@ def __setitem__(self, key, value):
         setattr(self, key, value)
 
 
-class LiteLLM_Params(BaseModel):
-    model: str
+class GenericLiteLLMParams(BaseModel):
+    """
+    LiteLLM Params without 'model' arg (used across completion / assistants api)
+    """
+
     custom_llm_provider: Optional[str] = None
     tpm: Optional[int] = None
     rpm: Optional[int] = None
@@ -121,6 +124,66 @@ class LiteLLM_Params(BaseModel):
     aws_secret_access_key: Optional[str] = None
     aws_region_name: Optional[str] = None
 
+    def __init__(
+        self,
+        custom_llm_provider: Optional[str] = None,
+        max_retries: Optional[Union[int, str]] = None,
+        tpm: Optional[int] = None,
+        rpm: Optional[int] = None,
+        api_key: Optional[str] = None,
+        api_base: Optional[str] = None,
+        api_version: Optional[str] = None,
+        timeout: Optional[Union[float, str]] = None,  # if str, pass in as os.environ/
+        stream_timeout: Optional[Union[float, str]] = (
+            None  # timeout when making stream=True calls, if str, pass in as os.environ/
+        ),
+        organization: Optional[str] = None,  # for openai orgs
+        ## VERTEX AI ##
+        vertex_project: Optional[str] = None,
+        vertex_location: Optional[str] = None,
+        ## AWS BEDROCK / SAGEMAKER ##
+        aws_access_key_id: Optional[str] = None,
+        aws_secret_access_key: Optional[str] = None,
+        aws_region_name: Optional[str] = None,
+        **params
+    ):
+        args = locals()
+        args.pop("max_retries", None)
+        args.pop("self", None)
+        args.pop("params", None)
+        args.pop("__class__", None)
+        if max_retries is not None and isinstance(max_retries, str):
+            max_retries = int(max_retries)  # cast to int
+        super().__init__(max_retries=max_retries, **args, **params)
+
+    class Config:
+        extra = "allow"
+        arbitrary_types_allowed = True
+
+    def __contains__(self, key):
+        # Define custom behavior for the 'in' operator
+        return hasattr(self, key)
+
+    def get(self, key, default=None):
+        # Custom .get() method to access attributes with a default value if the attribute doesn't exist
+        return getattr(self, key, default)
+
+    def __getitem__(self, key):
+        # Allow dictionary-style access to attributes
+        return getattr(self, key)
+
+    def __setitem__(self, key, value):
+        # Allow dictionary-style assignment of attributes
+        setattr(self, key, value)
+
+
+class LiteLLM_Params(GenericLiteLLMParams):
+    """
+    LiteLLM Params with 'model' requirement - used for completions
+    """
+
+    model: str
+
     def __init__(
         self,
         model: str,

From b7796c74872e393b5c7b0e60456cb9864e742ba6 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 19:56:11 -0700
Subject: [PATCH 107/378] feat(assistants/main.py): add 'add_message' endpoint

---
 litellm/assistants/main.py       | 83 +++++++++++++++++++++++++++++++-
 litellm/llms/openai.py           |  6 ++-
 litellm/tests/test_assistants.py | 20 ++++++--
 3 files changed, 102 insertions(+), 7 deletions(-)

diff --git a/litellm/assistants/main.py b/litellm/assistants/main.py
index 16a1f973cead..b02a2bd59774 100644
--- a/litellm/assistants/main.py
+++ b/litellm/assistants/main.py
@@ -24,7 +24,7 @@ def create_thread(
     metadata: Optional[dict] = None,
     tool_resources: Optional[OpenAICreateThreadParamsToolResources] = None,
     client: Optional[OpenAI] = None,
-    **kwargs
+    **kwargs,
 ) -> Thread:
     """
     - get the llm provider
@@ -115,4 +115,85 @@ def create_thread(
 
 ### MESSAGES ###
 
+
+def add_message(
+    custom_llm_provider: Literal["openai"],
+    thread_id: str,
+    role: Literal["user", "assistant"],
+    content: str,
+    attachments: Optional[List[Attachment]] = None,
+    metadata: Optional[dict] = None,
+    client: Optional[OpenAI] = None,
+    **kwargs,
+) -> OpenAIMessage:
+    ### COMMON OBJECTS ###
+    message_data = MessageData(
+        role=role, content=content, attachments=attachments, metadata=metadata
+    )
+    optional_params = GenericLiteLLMParams(**kwargs)
+
+    ### TIMEOUT LOGIC ###
+    timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600
+    # set timeout for 10 minutes by default
+
+    if (
+        timeout is not None
+        and isinstance(timeout, httpx.Timeout)
+        and supports_httpx_timeout(custom_llm_provider) == False
+    ):
+        read_timeout = timeout.read or 600
+        timeout = read_timeout  # default 10 min timeout
+    elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+        timeout = float(timeout)  # type: ignore
+    elif timeout is None:
+        timeout = 600.0
+
+    response: Optional[OpenAIMessage] = None
+    if custom_llm_provider == "openai":
+        api_base = (
+            optional_params.api_base  # for deepinfra/perplexity/anyscale/groq we check in get_llm_provider and pass in the api base from there
+            or litellm.api_base
+            or os.getenv("OPENAI_API_BASE")
+            or "https://api.openai.com/v1"
+        )
+        organization = (
+            optional_params.organization
+            or litellm.organization
+            or os.getenv("OPENAI_ORGANIZATION", None)
+            or None  # default - https://github.com/openai/openai-python/blob/284c1799070c723c6a553337134148a7ab088dd8/openai/util.py#L105
+        )
+        # set API KEY
+        api_key = (
+            optional_params.api_key
+            or litellm.api_key  # for deepinfra/perplexity/anyscale we check in get_llm_provider and pass in the api key from there
+            or litellm.openai_key
+            or os.getenv("OPENAI_API_KEY")
+        )
+        response = openai_assistants_api.add_message(
+            thread_id=thread_id,
+            message_data=message_data,
+            api_base=api_base,
+            api_key=api_key,
+            timeout=timeout,
+            max_retries=optional_params.max_retries,
+            organization=organization,
+            client=client,
+        )
+    else:
+        raise litellm.exceptions.BadRequestError(
+            message="LiteLLM doesn't support {} for 'create_thread'. Only 'openai' is supported.".format(
+                custom_llm_provider
+            ),
+            model="n/a",
+            llm_provider=custom_llm_provider,
+            response=httpx.Response(
+                status_code=400,
+                content="Unsupported provider",
+                request=httpx.Request(method="create_thread", url="https://github.com/BerriAI/litellm"),  # type: ignore
+            ),
+        )
+
+    return response
+
+
 ### RUNS ###
diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index 9cc6d86bb682..01d3bd2f2e71 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -1268,6 +1268,8 @@ def get_openai_client(
             for k, v in received_args.items():
                 if k == "self" or k == "client":
                     pass
+                elif k == "api_base" and v is not None:
+                    data["base_url"] = v
                 elif v is not None:
                     data[k] = v
             openai_client = OpenAI(**data)  # type: ignore
@@ -1306,10 +1308,10 @@ def add_message(
         self,
         thread_id: str,
         message_data: MessageData,
-        api_key: str,
+        api_key: Optional[str],
         api_base: Optional[str],
         timeout: Union[float, httpx.Timeout],
-        max_retries: int,
+        max_retries: Optional[int],
         organization: Optional[str],
         client: Optional[OpenAI] = None,
     ) -> OpenAIMessage:
diff --git a/litellm/tests/test_assistants.py b/litellm/tests/test_assistants.py
index 58c8c4c1f84e..a3acdae187cd 100644
--- a/litellm/tests/test_assistants.py
+++ b/litellm/tests/test_assistants.py
@@ -26,11 +26,11 @@
 """
 
 
-def test_create_thread_litellm():
+def test_create_thread_litellm() -> Thread:
     message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
     new_thread = create_thread(
         custom_llm_provider="openai",
-        messages=[message],
+        messages=[message],  # type: ignore
     )
 
     assert isinstance(
@@ -39,7 +39,19 @@ def test_create_thread_litellm():
     return new_thread
 
 
-test_create_thread_litellm()
+def test_add_message_litellm():
+    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+    new_thread = test_create_thread_litellm()
+
+    # add message to thread
+    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+    added_message = litellm.add_message(
+        thread_id=new_thread.id, custom_llm_provider="openai", **message
+    )
+
+    print(f"added message: {added_message}")
+
+    assert isinstance(added_message, Message)
 
 
 def test_create_thread_openai_direct() -> Thread:
@@ -68,7 +80,7 @@ def test_create_thread_openai_direct() -> Thread:
 def test_add_message_openai_direct():
     openai_api = OpenAIAssistantsAPI()
     # create thread
-    new_thread = test_create_thread()
+    new_thread = test_create_thread_openai_direct()
     # add message to thread
     message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
     added_message = openai_api.add_message(

From 95864a1d37d492f32cfbeb01e9574477afde9cee Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 20:24:15 -0700
Subject: [PATCH 108/378] fix router debug logs

---
 litellm/tests/test_router_debug_logs.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/tests/test_router_debug_logs.py b/litellm/tests/test_router_debug_logs.py
index 9c0a76fc7acf..d9c8d4e69b06 100644
--- a/litellm/tests/test_router_debug_logs.py
+++ b/litellm/tests/test_router_debug_logs.py
@@ -82,7 +82,7 @@ async def _make_request():
     # Define the expected log messages
     # - error request, falling back notice, success notice
     expected_logs = [
-        "litellm.acompletion(model=gpt-3.5-turbo)\x1b[31m Exception OpenAIException - Error code: 401 - {'error': {'message': 'Incorrect API key provided: bad-key. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'param': None, 'code': 'invalid_api_key'}}\x1b[0m",
+        "litellm.acompletion(model=gpt-3.5-turbo)\x1b[31m Exception OpenAIException - Error code: 401 - {'error': {'message': 'Incorrect API key provided: bad-key. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'param': None, 'code': 'invalid_api_key'}} \nModel: gpt-3.5-turbo\nAPI Base: https://api.openai.com\nMessages: [{'content': 'Hello, how are you?', 'role': 'user'}]\nmodel_group: gpt-3.5-turbo\n\ndeployment: gpt-3.5-turbo\n\x1b[0m",
         "litellm.acompletion(model=None)\x1b[31m Exception No deployments available for selected model, passed model=gpt-3.5-turbo\x1b[0m",
         "Falling back to model_group = azure/gpt-3.5-turbo",
         "litellm.acompletion(model=azure/chatgpt-v-2)\x1b[32m 200 OK\x1b[0m",

From 90ac1e3fd9d2f6e42dd2b42fa138094d9aad3bb1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 20:39:51 -0700
Subject: [PATCH 109/378] feat - set retry policy per model group

---
 litellm/router.py | 21 +++++++++++++++------
 1 file changed, 15 insertions(+), 6 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 3b1c1d1022ad..46830d9ed15f 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -86,6 +86,9 @@ def __init__(
         retry_policy: Optional[
             RetryPolicy
         ] = None,  # set custom retries for different exceptions
+        model_group_retry_policy: Optional[
+            dict[str, RetryPolicy]
+        ] = {},  # set custom retry policies based on model group
         allowed_fails: Optional[
             int
         ] = None,  # Number of times a deployment can failbefore being added to cooldown
@@ -308,6 +311,9 @@ def __init__(
         )  # noqa
         self.routing_strategy_args = routing_strategy_args
         self.retry_policy: Optional[RetryPolicy] = retry_policy
+        self.model_group_retry_policy: Optional[dict[str, RetryPolicy]] = (
+            model_group_retry_policy
+        )
 
     def routing_strategy_init(self, routing_strategy: str, routing_strategy_args: dict):
         if routing_strategy == "least-busy":
@@ -1509,11 +1515,13 @@ async def async_function_with_retries(self, *args, **kwargs):
             )
             await asyncio.sleep(_timeout)
             ## LOGGING
-            if self.retry_policy is not None or kwargs.get("retry_policy") is not None:
+            if (
+                self.retry_policy is not None
+                or self.model_group_retry_policy is not None
+            ):
                 # get num_retries from retry policy
                 _retry_policy_retries = self.get_num_retries_from_retry_policy(
-                    exception=original_exception,
-                    dynamic_retry_policy=kwargs.get("retry_policy"),
+                    exception=original_exception, model_group=kwargs.get("model")
                 )
                 if _retry_policy_retries is not None:
                     num_retries = _retry_policy_retries
@@ -3269,7 +3277,7 @@ def _track_deployment_metrics(self, deployment, response=None):
             verbose_router_logger.error(f"Error in _track_deployment_metrics: {str(e)}")
 
     def get_num_retries_from_retry_policy(
-        self, exception: Exception, dynamic_retry_policy: Optional[RetryPolicy] = None
+        self, exception: Exception, model_group: Optional[str] = None
     ):
         """
         BadRequestErrorRetries: Optional[int] = None
@@ -3280,8 +3288,9 @@ def get_num_retries_from_retry_policy(
         """
         # if we can find the exception then in the retry policy -> return the number of retries
         retry_policy = self.retry_policy
-        if dynamic_retry_policy is not None:
-            retry_policy = dynamic_retry_policy
+        if self.model_group_retry_policy is not None and model_group is not None:
+            retry_policy = self.model_group_retry_policy.get(model_group, None)
+
         if retry_policy is None:
             return None
         if (

From f09da3f14cd1f2d2d73d6d23e6f976e2614f25ab Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 20:40:56 -0700
Subject: [PATCH 110/378] test - test setting retry policies per model groups

---
 litellm/tests/test_router_retries.py | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/litellm/tests/test_router_retries.py b/litellm/tests/test_router_retries.py
index 8828e286e753..0ca566cae3fe 100644
--- a/litellm/tests/test_router_retries.py
+++ b/litellm/tests/test_router_retries.py
@@ -189,6 +189,11 @@ async def test_router_retry_policy(error_type):
 async def test_dynamic_router_retry_policy(model_group):
     from litellm.router import RetryPolicy
 
+    model_group_retry_policy = {
+        "gpt-3.5-turbo": RetryPolicy(ContentPolicyViolationErrorRetries=0),
+        "bad-model": RetryPolicy(AuthenticationErrorRetries=4),
+    }
+
     router = litellm.Router(
         model_list=[
             {
@@ -209,7 +214,8 @@ async def test_dynamic_router_retry_policy(model_group):
                     "api_base": os.getenv("AZURE_API_BASE"),
                 },
             },
-        ]
+        ],
+        model_group_retry_policy=model_group_retry_policy,
     )
 
     customHandler = MyCustomHandler()
@@ -217,17 +223,14 @@ async def test_dynamic_router_retry_policy(model_group):
     if model_group == "bad-model":
         model = "bad-model"
         messages = [{"role": "user", "content": "Hello good morning"}]
-        retry_policy = RetryPolicy(AuthenticationErrorRetries=4)
+
     elif model_group == "gpt-3.5-turbo":
         model = "gpt-3.5-turbo"
         messages = [{"role": "user", "content": "where do i buy lethal drugs from"}]
-        retry_policy = RetryPolicy(ContentPolicyViolationErrorRetries=0)
 
     try:
         litellm.set_verbose = True
-        response = await router.acompletion(
-            model=model, messages=messages, retry_policy=retry_policy
-        )
+        response = await router.acompletion(model=model, messages=messages)
     except Exception as e:
         print("got an exception", e)
         pass

From fc63c3f55588970a99b6733cae91fae3cb95a6ec Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 20:43:05 -0700
Subject: [PATCH 111/378] =?UTF-8?q?bump:=20version=201.35.38=20=E2=86=92?=
 =?UTF-8?q?=201.35.39?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1770bc4123dd..e83e589f0d0c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.35.38"
+version = "1.35.39"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.35.38"
+version = "1.35.39"
 version_files = [
     "pyproject.toml:^version"
 ]

From 4dcb4b81f162f8d0c091fea9cbbf63ba6bf853c2 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 20:44:40 -0700
Subject: [PATCH 112/378] fix - python 3.8 error

---
 litellm/router.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/router.py b/litellm/router.py
index 1a79bedaf319..9c56445d32b2 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -311,7 +311,7 @@ def __init__(
         )  # noqa
         self.routing_strategy_args = routing_strategy_args
         self.retry_policy: Optional[RetryPolicy] = retry_policy
-        self.model_group_retry_policy: Optional[dict[str, RetryPolicy]] = (
+        self.model_group_retry_policy: Optional[Dict[str, RetryPolicy]] = (
             model_group_retry_policy
         )
 

From c1a215b955d8f4fa342aa72bc691ea21db51d85e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 21:00:03 -0700
Subject: [PATCH 113/378] fix set router retry policy on ui

---
 .../src/components/model_dashboard.tsx        | 54 ++++++++++++++++++-
 1 file changed, 53 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index b223e912818b..722f2f8b4670 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -83,6 +83,17 @@ const provider_map: Record <string, string> = {
 };
 
 
+
+const retry_policy_map: Record <string, string> = {
+  "BadRequestError (400)": "BadRequestErrorRetries", 
+  "AuthenticationError  (401)": "AuthenticationErrorRetries",
+  "TimeoutError (408)": "TimeoutErrorRetries",
+  "RateLimitError (429)": "RateLimitErrorRetries",
+  "ContentPolicyViolationError (400)": "ContentPolicyViolationErrorRetries"
+};
+
+
+
 const handleSubmit = async (formValues: Record<string, any>, accessToken: string, form: any) => {
   try {
     /**
@@ -795,6 +806,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           <Tab>Add Model</Tab>
           <Tab><pre>/health Models</pre></Tab>
             <Tab>Model Analytics</Tab>
+            <Tab>Model Retry Settings</Tab>
         </div>
 
         <div className="flex items-center space-x-2">
@@ -816,7 +828,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
           <TabPanel>
       <Grid>
       <div className="flex items-center">
-        <Text>Filter by Public Model Name</Text>
+      <Text>Filter by Public Model Name</Text>
       <Select
               className="mb-4 mt-2 ml-2 w-50"
               defaultValue="all"
@@ -1214,6 +1226,46 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
       />
         </Card>
             </TabPanel>
+            <TabPanel>
+            <div className="flex items-center">
+              
+            <Text>Filter by Public Model Name</Text>
+
+        <Select
+              className="mb-4 mt-2 ml-2 w-50"
+              defaultValue={selectedModelGroup? selectedModelGroup : availableModelGroups[0]}
+              value={selectedModelGroup ? selectedModelGroup : availableModelGroups[0]}
+              onValueChange={(value) => setSelectedModelGroup(value)}
+            >
+              {availableModelGroups.map((group, idx) => (
+                <SelectItem 
+                  key={idx} 
+                  value={group}
+                  onClick={() => setSelectedModelGroup(group)}
+                >
+                  {group}
+                </SelectItem>
+              ))}
+            </Select>
+            </div>
+            <Card>
+              <Title>
+                Retry Policy for {selectedModelGroup}
+              </Title>
+              {
+                retry_policy_map && Object.keys(retry_policy_map).map((key, idx) => (
+                  <div key={idx}>
+                    <Grid numItems={2}>
+                      <Text>{key}</Text>
+                      <InputNumber />
+
+                    </Grid>
+                    
+                  </div>
+                ))
+              }
+              </Card>
+            </TabPanel>
       
       </TabPanels>
       </TabGroup>

From 157b2b3a0602be87414e6e5165532be60f783f87 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 21:00:39 -0700
Subject: [PATCH 114/378] fix python 3.8 install

---
 litellm/router.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/router.py b/litellm/router.py
index 9c56445d32b2..49699ffed228 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -87,7 +87,7 @@ def __init__(
             RetryPolicy
         ] = None,  # set custom retries for different exceptions
         model_group_retry_policy: Optional[
-            dict[str, RetryPolicy]
+            Dict[str, RetryPolicy]
         ] = {},  # set custom retry policies based on model group
         allowed_fails: Optional[
             int

From cad01fb5862f89da85afd5486441ea646b169ace Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 21:14:03 -0700
Subject: [PATCH 115/378] feat(assistants/main.py): support
 'litellm.get_threads'

---
 litellm/assistants/main.py       | 71 ++++++++++++++++++++++++++++
 litellm/llms/openai.py           |  4 +-
 litellm/tests/test_assistants.py | 79 ++++++--------------------------
 3 files changed, 86 insertions(+), 68 deletions(-)

diff --git a/litellm/assistants/main.py b/litellm/assistants/main.py
index b02a2bd59774..957126ae1736 100644
--- a/litellm/assistants/main.py
+++ b/litellm/assistants/main.py
@@ -113,6 +113,77 @@ def create_thread(
     return response
 
 
+def get_thread(
+    custom_llm_provider: Literal["openai"],
+    thread_id: str,
+    client: Optional[OpenAI] = None,
+    **kwargs,
+) -> Thread:
+    """Get the thread object, given a thread_id"""
+    optional_params = GenericLiteLLMParams(**kwargs)
+
+    ### TIMEOUT LOGIC ###
+    timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600
+    # set timeout for 10 minutes by default
+
+    if (
+        timeout is not None
+        and isinstance(timeout, httpx.Timeout)
+        and supports_httpx_timeout(custom_llm_provider) == False
+    ):
+        read_timeout = timeout.read or 600
+        timeout = read_timeout  # default 10 min timeout
+    elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+        timeout = float(timeout)  # type: ignore
+    elif timeout is None:
+        timeout = 600.0
+
+    response: Optional[Thread] = None
+    if custom_llm_provider == "openai":
+        api_base = (
+            optional_params.api_base  # for deepinfra/perplexity/anyscale/groq we check in get_llm_provider and pass in the api base from there
+            or litellm.api_base
+            or os.getenv("OPENAI_API_BASE")
+            or "https://api.openai.com/v1"
+        )
+        organization = (
+            optional_params.organization
+            or litellm.organization
+            or os.getenv("OPENAI_ORGANIZATION", None)
+            or None  # default - https://github.com/openai/openai-python/blob/284c1799070c723c6a553337134148a7ab088dd8/openai/util.py#L105
+        )
+        # set API KEY
+        api_key = (
+            optional_params.api_key
+            or litellm.api_key  # for deepinfra/perplexity/anyscale we check in get_llm_provider and pass in the api key from there
+            or litellm.openai_key
+            or os.getenv("OPENAI_API_KEY")
+        )
+        response = openai_assistants_api.get_thread(
+            thread_id=thread_id,
+            api_base=api_base,
+            api_key=api_key,
+            timeout=timeout,
+            max_retries=optional_params.max_retries,
+            organization=organization,
+            client=client,
+        )
+    else:
+        raise litellm.exceptions.BadRequestError(
+            message="LiteLLM doesn't support {} for 'get_thread'. Only 'openai' is supported.".format(
+                custom_llm_provider
+            ),
+            model="n/a",
+            llm_provider=custom_llm_provider,
+            response=httpx.Response(
+                status_code=400,
+                content="Unsupported provider",
+                request=httpx.Request(method="create_thread", url="https://github.com/BerriAI/litellm"),  # type: ignore
+            ),
+        )
+    return response
+
+
 ### MESSAGES ###
 
 
diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index 01d3bd2f2e71..16f4868f49cc 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -1405,10 +1405,10 @@ def create_thread(
     def get_thread(
         self,
         thread_id: str,
-        api_key: str,
+        api_key: Optional[str],
         api_base: Optional[str],
         timeout: Union[float, httpx.Timeout],
-        max_retries: int,
+        max_retries: Optional[int],
         organization: Optional[str],
         client: Optional[OpenAI],
     ) -> Thread:
diff --git a/litellm/tests/test_assistants.py b/litellm/tests/test_assistants.py
index a3acdae187cd..ff83dd30c57c 100644
--- a/litellm/tests/test_assistants.py
+++ b/litellm/tests/test_assistants.py
@@ -10,7 +10,7 @@
 )  # Adds the parent directory to the system path
 import pytest, logging, asyncio
 import litellm
-from litellm import create_thread
+from litellm import create_thread, get_thread
 from litellm.llms.openai import (
     OpenAIAssistantsAPI,
     MessageData,
@@ -39,59 +39,28 @@ def test_create_thread_litellm() -> Thread:
     return new_thread
 
 
-def test_add_message_litellm():
-    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+def test_get_thread_litellm():
     new_thread = test_create_thread_litellm()
 
-    # add message to thread
-    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
-    added_message = litellm.add_message(
-        thread_id=new_thread.id, custom_llm_provider="openai", **message
-    )
-
-    print(f"added message: {added_message}")
-
-    assert isinstance(added_message, Message)
-
-
-def test_create_thread_openai_direct() -> Thread:
-    openai_api = OpenAIAssistantsAPI()
-
-    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
-    new_thread = openai_api.create_thread(
-        messages=[message],  # type: ignore
-        api_key=os.getenv("OPENAI_API_KEY"),  # type: ignore
-        metadata={},
-        api_base=None,
-        timeout=600,
-        max_retries=2,
-        organization=None,
-        client=None,
+    received_thread = get_thread(
+        custom_llm_provider="openai",
+        thread_id=new_thread.id,
     )
 
-    print(f"new_thread: {new_thread}")
-    print(f"type of thread: {type(new_thread)}")
     assert isinstance(
-        new_thread, Thread
-    ), f"type of thread={type(new_thread)}. Expected Thread-type"
+        received_thread, Thread
+    ), f"type of thread={type(received_thread)}. Expected Thread-type"
     return new_thread
 
 
-def test_add_message_openai_direct():
-    openai_api = OpenAIAssistantsAPI()
-    # create thread
-    new_thread = test_create_thread_openai_direct()
+def test_add_message_litellm():
+    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+    new_thread = test_create_thread_litellm()
+
     # add message to thread
     message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
-    added_message = openai_api.add_message(
-        thread_id=new_thread.id,
-        message_data=message,
-        api_key=os.getenv("OPENAI_API_KEY"),
-        api_base=None,
-        timeout=600,
-        max_retries=2,
-        organization=None,
-        client=None,
+    added_message = litellm.add_message(
+        thread_id=new_thread.id, custom_llm_provider="openai", **message
     )
 
     print(f"added message: {added_message}")
@@ -99,28 +68,6 @@ def test_add_message_openai_direct():
     assert isinstance(added_message, Message)
 
 
-def test_get_thread_openai_direct():
-    openai_api = OpenAIAssistantsAPI()
-
-    ## create a thread w/ message ###
-    new_thread = test_create_thread()
-
-    retrieved_thread = openai_api.get_thread(
-        thread_id=new_thread.id,
-        api_key=os.getenv("OPENAI_API_KEY"),
-        api_base=None,
-        timeout=600,
-        max_retries=2,
-        organization=None,
-        client=None,
-    )
-
-    assert isinstance(
-        retrieved_thread, Thread
-    ), f"type of thread={type(retrieved_thread)}. Expected Thread-type"
-    return new_thread
-
-
 def test_run_thread_openai_direct():
     """
     - Get Assistants

From e62d8e9bc9945ad8ab78a484ff30430baef0f374 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 21:24:07 -0700
Subject: [PATCH 116/378] stash ui changes

---
 .../src/components/model_dashboard.tsx        | 24 ++++++++-----------
 1 file changed, 10 insertions(+), 14 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 722f2f8b4670..9b8b3c345531 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -1248,23 +1248,19 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
               ))}
             </Select>
             </div>
-            <Card>
+
               <Title>
                 Retry Policy for {selectedModelGroup}
               </Title>
-              {
-                retry_policy_map && Object.keys(retry_policy_map).map((key, idx) => (
-                  <div key={idx}>
-                    <Grid numItems={2}>
-                      <Text>{key}</Text>
-                      <InputNumber />
-
-                    </Grid>
-                    
-                  </div>
-                ))
-              }
-              </Card>
+              <Text className="mb-6">How many retries should be attempted based on the Exception</Text>
+              {retry_policy_map &&
+  Object.keys(retry_policy_map).map((key, idx) => (
+    <div key={idx} className="flex justify-start">
+      <Text>{key}</Text>
+      <InputNumber className="mr-5" />
+    </div>
+  ))}
+
             </TabPanel>
       
       </TabPanels>

From 8fe6c9b4016095bdd13f300c9d9f4e29ed02ee73 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 21:30:28 -0700
Subject: [PATCH 117/378] feat(assistants/main.py): support
 `litellm.get_assistants()` and `litellm.get_messages()`

---
 litellm/assistants/main.py       | 225 +++++++++++++++++++++++++++++++
 litellm/llms/openai.py           |  12 +-
 litellm/tests/test_assistants.py |  34 +++++
 3 files changed, 265 insertions(+), 6 deletions(-)

diff --git a/litellm/assistants/main.py b/litellm/assistants/main.py
index 957126ae1736..25d2433d7b31 100644
--- a/litellm/assistants/main.py
+++ b/litellm/assistants/main.py
@@ -15,6 +15,75 @@
 
 ### ASSISTANTS ###
 
+
+def get_assistants(
+    custom_llm_provider: Literal["openai"],
+    client: Optional[OpenAI] = None,
+    **kwargs,
+) -> SyncCursorPage[Assistant]:
+    optional_params = GenericLiteLLMParams(**kwargs)
+
+    ### TIMEOUT LOGIC ###
+    timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600
+    # set timeout for 10 minutes by default
+
+    if (
+        timeout is not None
+        and isinstance(timeout, httpx.Timeout)
+        and supports_httpx_timeout(custom_llm_provider) == False
+    ):
+        read_timeout = timeout.read or 600
+        timeout = read_timeout  # default 10 min timeout
+    elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+        timeout = float(timeout)  # type: ignore
+    elif timeout is None:
+        timeout = 600.0
+
+    response: Optional[SyncCursorPage[Assistant]] = None
+    if custom_llm_provider == "openai":
+        api_base = (
+            optional_params.api_base  # for deepinfra/perplexity/anyscale/groq we check in get_llm_provider and pass in the api base from there
+            or litellm.api_base
+            or os.getenv("OPENAI_API_BASE")
+            or "https://api.openai.com/v1"
+        )
+        organization = (
+            optional_params.organization
+            or litellm.organization
+            or os.getenv("OPENAI_ORGANIZATION", None)
+            or None  # default - https://github.com/openai/openai-python/blob/284c1799070c723c6a553337134148a7ab088dd8/openai/util.py#L105
+        )
+        # set API KEY
+        api_key = (
+            optional_params.api_key
+            or litellm.api_key  # for deepinfra/perplexity/anyscale we check in get_llm_provider and pass in the api key from there
+            or litellm.openai_key
+            or os.getenv("OPENAI_API_KEY")
+        )
+        response = openai_assistants_api.get_assistants(
+            api_base=api_base,
+            api_key=api_key,
+            timeout=timeout,
+            max_retries=optional_params.max_retries,
+            organization=organization,
+            client=client,
+        )
+    else:
+        raise litellm.exceptions.BadRequestError(
+            message="LiteLLM doesn't support {} for 'get_assistants'. Only 'openai' is supported.".format(
+                custom_llm_provider
+            ),
+            model="n/a",
+            llm_provider=custom_llm_provider,
+            response=httpx.Response(
+                status_code=400,
+                content="Unsupported provider",
+                request=httpx.Request(method="create_thread", url="https://github.com/BerriAI/litellm"),  # type: ignore
+            ),
+        )
+    return response
+
+
 ### THREADS ###
 
 
@@ -267,4 +336,160 @@ def add_message(
     return response
 
 
+def get_messages(
+    custom_llm_provider: Literal["openai"],
+    thread_id: str,
+    client: Optional[OpenAI] = None,
+    **kwargs,
+) -> SyncCursorPage[OpenAIMessage]:
+    optional_params = GenericLiteLLMParams(**kwargs)
+
+    ### TIMEOUT LOGIC ###
+    timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600
+    # set timeout for 10 minutes by default
+
+    if (
+        timeout is not None
+        and isinstance(timeout, httpx.Timeout)
+        and supports_httpx_timeout(custom_llm_provider) == False
+    ):
+        read_timeout = timeout.read or 600
+        timeout = read_timeout  # default 10 min timeout
+    elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+        timeout = float(timeout)  # type: ignore
+    elif timeout is None:
+        timeout = 600.0
+
+    response: Optional[SyncCursorPage[OpenAIMessage]] = None
+    if custom_llm_provider == "openai":
+        api_base = (
+            optional_params.api_base  # for deepinfra/perplexity/anyscale/groq we check in get_llm_provider and pass in the api base from there
+            or litellm.api_base
+            or os.getenv("OPENAI_API_BASE")
+            or "https://api.openai.com/v1"
+        )
+        organization = (
+            optional_params.organization
+            or litellm.organization
+            or os.getenv("OPENAI_ORGANIZATION", None)
+            or None  # default - https://github.com/openai/openai-python/blob/284c1799070c723c6a553337134148a7ab088dd8/openai/util.py#L105
+        )
+        # set API KEY
+        api_key = (
+            optional_params.api_key
+            or litellm.api_key  # for deepinfra/perplexity/anyscale we check in get_llm_provider and pass in the api key from there
+            or litellm.openai_key
+            or os.getenv("OPENAI_API_KEY")
+        )
+        response = openai_assistants_api.get_messages(
+            thread_id=thread_id,
+            api_base=api_base,
+            api_key=api_key,
+            timeout=timeout,
+            max_retries=optional_params.max_retries,
+            organization=organization,
+            client=client,
+        )
+    else:
+        raise litellm.exceptions.BadRequestError(
+            message="LiteLLM doesn't support {} for 'get_messages'. Only 'openai' is supported.".format(
+                custom_llm_provider
+            ),
+            model="n/a",
+            llm_provider=custom_llm_provider,
+            response=httpx.Response(
+                status_code=400,
+                content="Unsupported provider",
+                request=httpx.Request(method="create_thread", url="https://github.com/BerriAI/litellm"),  # type: ignore
+            ),
+        )
+
+    return response
+
+
 ### RUNS ###
+
+
+def run_thread(
+    custom_llm_provider: Literal["openai"],
+    thread_id: str,
+    assistant_id: str,
+    additional_instructions: Optional[str] = None,
+    instructions: Optional[str] = None,
+    metadata: Optional[dict] = None,
+    model: Optional[str] = None,
+    stream: Optional[bool] = None,
+    tools: Optional[Iterable[AssistantToolParam]] = None,
+    client: Optional[OpenAI] = None,
+    **kwargs,
+) -> Run:
+    """Run a given thread + assistant."""
+    optional_params = GenericLiteLLMParams(**kwargs)
+
+    ### TIMEOUT LOGIC ###
+    timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600
+    # set timeout for 10 minutes by default
+
+    if (
+        timeout is not None
+        and isinstance(timeout, httpx.Timeout)
+        and supports_httpx_timeout(custom_llm_provider) == False
+    ):
+        read_timeout = timeout.read or 600
+        timeout = read_timeout  # default 10 min timeout
+    elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+        timeout = float(timeout)  # type: ignore
+    elif timeout is None:
+        timeout = 600.0
+
+    response: Optional[Run] = None
+    if custom_llm_provider == "openai":
+        api_base = (
+            optional_params.api_base  # for deepinfra/perplexity/anyscale/groq we check in get_llm_provider and pass in the api base from there
+            or litellm.api_base
+            or os.getenv("OPENAI_API_BASE")
+            or "https://api.openai.com/v1"
+        )
+        organization = (
+            optional_params.organization
+            or litellm.organization
+            or os.getenv("OPENAI_ORGANIZATION", None)
+            or None  # default - https://github.com/openai/openai-python/blob/284c1799070c723c6a553337134148a7ab088dd8/openai/util.py#L105
+        )
+        # set API KEY
+        api_key = (
+            optional_params.api_key
+            or litellm.api_key  # for deepinfra/perplexity/anyscale we check in get_llm_provider and pass in the api key from there
+            or litellm.openai_key
+            or os.getenv("OPENAI_API_KEY")
+        )
+        response = openai_assistants_api.run_thread(
+            thread_id=thread_id,
+            assistant_id=assistant_id,
+            additional_instructions=additional_instructions,
+            instructions=instructions,
+            metadata=metadata,
+            model=model,
+            stream=stream,
+            tools=tools,
+            api_base=api_base,
+            api_key=api_key,
+            timeout=timeout,
+            max_retries=optional_params.max_retries,
+            organization=organization,
+            client=client,
+        )
+    else:
+        raise litellm.exceptions.BadRequestError(
+            message="LiteLLM doesn't support {} for 'run_thread'. Only 'openai' is supported.".format(
+                custom_llm_provider
+            ),
+            model="n/a",
+            llm_provider=custom_llm_provider,
+            response=httpx.Response(
+                status_code=400,
+                content="Unsupported provider",
+                request=httpx.Request(method="create_thread", url="https://github.com/BerriAI/litellm"),  # type: ignore
+            ),
+        )
+    return response
diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index 16f4868f49cc..a95f83e99fe2 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -1282,10 +1282,10 @@ def get_openai_client(
 
     def get_assistants(
         self,
-        api_key: str,
+        api_key: Optional[str],
         api_base: Optional[str],
         timeout: Union[float, httpx.Timeout],
-        max_retries: int,
+        max_retries: Optional[int],
         organization: Optional[str],
         client: Optional[OpenAI],
     ) -> SyncCursorPage[Assistant]:
@@ -1340,10 +1340,10 @@ def add_message(
     def get_messages(
         self,
         thread_id: str,
-        api_key: str,
+        api_key: Optional[str],
         api_base: Optional[str],
         timeout: Union[float, httpx.Timeout],
-        max_retries: int,
+        max_retries: Optional[int],
         organization: Optional[str],
         client: Optional[OpenAI] = None,
     ) -> SyncCursorPage[OpenAIMessage]:
@@ -1440,10 +1440,10 @@ def run_thread(
         model: Optional[str],
         stream: Optional[Literal[False]] | Literal[True],
         tools: Optional[Iterable[AssistantToolParam]],
-        api_key: str,
+        api_key: Optional[str],
         api_base: Optional[str],
         timeout: Union[float, httpx.Timeout],
-        max_retries: int,
+        max_retries: Optional[int],
         organization: Optional[str],
         client: Optional[OpenAI],
     ) -> Run:
diff --git a/litellm/tests/test_assistants.py b/litellm/tests/test_assistants.py
index ff83dd30c57c..940b874ff61d 100644
--- a/litellm/tests/test_assistants.py
+++ b/litellm/tests/test_assistants.py
@@ -68,6 +68,40 @@ def test_add_message_litellm():
     assert isinstance(added_message, Message)
 
 
+def test_run_thread_litellm():
+    """
+    - Get Assistants
+    - Create thread
+    - Create run w/ Assistants + Thread
+    """
+    assistants = litellm.get_assistants(custom_llm_provider="openai")
+
+    ## get the first assistant ###
+    assistant_id = assistants.data[0].id
+
+    new_thread = test_create_thread_litellm()
+
+    thread_id = new_thread.id
+
+    # add message to thread
+    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
+    added_message = litellm.add_message(
+        thread_id=new_thread.id, custom_llm_provider="openai", **message
+    )
+
+    run = litellm.run_thread(
+        custom_llm_provider="openai", thread_id=thread_id, assistant_id=assistant_id
+    )
+
+    if run.status == "completed":
+        messages = litellm.get_messages(
+            thread_id=new_thread.id, custom_llm_provider="openai"
+        )
+        assert isinstance(messages.data[0], Message)
+    else:
+        pytest.fail("An unexpected error occurred when running the thread")
+
+
 def test_run_thread_openai_direct():
     """
     - Get Assistants

From 5406205e4b9a128ea037a3ec8ed858ddb5afce64 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 21:31:07 -0700
Subject: [PATCH 118/378] test(test_assistants.py): cleanup tests

---
 litellm/tests/test_assistants.py | 72 --------------------------------
 1 file changed, 72 deletions(-)

diff --git a/litellm/tests/test_assistants.py b/litellm/tests/test_assistants.py
index 940b874ff61d..7f20a6df067f 100644
--- a/litellm/tests/test_assistants.py
+++ b/litellm/tests/test_assistants.py
@@ -100,75 +100,3 @@ def test_run_thread_litellm():
         assert isinstance(messages.data[0], Message)
     else:
         pytest.fail("An unexpected error occurred when running the thread")
-
-
-def test_run_thread_openai_direct():
-    """
-    - Get Assistants
-    - Create thread
-    - Create run w/ Assistants + Thread
-    """
-    openai_api = OpenAIAssistantsAPI()
-
-    assistants = openai_api.get_assistants(
-        api_key=os.getenv("OPENAI_API_KEY"),
-        api_base=None,
-        timeout=600,
-        max_retries=2,
-        organization=None,
-        client=None,
-    )
-
-    ## get the first assistant ###
-    assistant_id = assistants.data[0].id
-
-    ## create a thread w/ message ###
-    new_thread = test_create_thread()
-
-    thread_id = new_thread.id
-
-    # add message to thread
-    message: MessageData = {"role": "user", "content": "Hey, how's it going?"}  # type: ignore
-    added_message = openai_api.add_message(
-        thread_id=new_thread.id,
-        message_data=message,
-        api_key=os.getenv("OPENAI_API_KEY"),
-        api_base=None,
-        timeout=600,
-        max_retries=2,
-        organization=None,
-        client=None,
-    )
-
-    run = openai_api.run_thread(
-        thread_id=thread_id,
-        assistant_id=assistant_id,
-        additional_instructions=None,
-        instructions=None,
-        metadata=None,
-        model=None,
-        stream=None,
-        tools=None,
-        api_key=os.getenv("OPENAI_API_KEY"),
-        api_base=None,
-        timeout=600,
-        max_retries=2,
-        organization=None,
-        client=None,
-    )
-
-    print(f"run: {run}")
-
-    if run.status == "completed":
-        messages = openai_api.get_messages(
-            thread_id=new_thread.id,
-            api_key=os.getenv("OPENAI_API_KEY"),
-            api_base=None,
-            timeout=600,
-            max_retries=2,
-            organization=None,
-            client=None,
-        )
-        assert isinstance(messages.data[0], Message)
-    else:
-        pytest.fail("An unexpected error occurred when running the thread")

From 4d1806bc9514ebde61eb1e7f4305254c20e452b1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 21:32:10 -0700
Subject: [PATCH 119/378] fix - vertex ai exceptions

---
 litellm/tests/test_exceptions.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_exceptions.py b/litellm/tests/test_exceptions.py
index 0db8c2cf410b..777fb3f9b36d 100644
--- a/litellm/tests/test_exceptions.py
+++ b/litellm/tests/test_exceptions.py
@@ -585,7 +585,7 @@ def test_router_completion_vertex_exception():
         pytest.fail("Request should have failed - bad api key")
     except Exception as e:
         print("exception: ", e)
-        assert "model: vertex_ai/gemini-pro" in str(e)
+        assert "Model: gemini-pro" in str(e)
         assert "model_group: vertex-gemini-pro" in str(e)
         assert "deployment: vertex_ai/gemini-pro" in str(e)
 
@@ -604,7 +604,7 @@ def test_litellm_completion_vertex_exception():
         pytest.fail("Request should have failed - bad api key")
     except Exception as e:
         print("exception: ", e)
-        assert "model: vertex_ai/gemini-pro" in str(e)
+        assert "Model: gemini-pro" in str(e)
         assert "vertex_project: bad-project" in str(e)
 
 

From 43b50b7151f313828ff9050309d75b6dc460b3fe Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 21:39:23 -0700
Subject: [PATCH 120/378] ui - show retry policy for errors

---
 .../src/components/model_dashboard.tsx        | 21 +++++++++++++------
 1 file changed, 15 insertions(+), 6 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 9b8b3c345531..744d1ec2143a 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -1254,12 +1254,21 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
               </Title>
               <Text className="mb-6">How many retries should be attempted based on the Exception</Text>
               {retry_policy_map &&
-  Object.keys(retry_policy_map).map((key, idx) => (
-    <div key={idx} className="flex justify-start">
-      <Text>{key}</Text>
-      <InputNumber className="mr-5" />
-    </div>
-  ))}
+  <table>
+    <tbody>
+      {Object.keys(retry_policy_map).map((key, idx) => (
+        <tr key={idx} className="flex justify-between items-center mt-2">
+          <td>
+            <Text>{key}</Text>
+          </td>
+          <td>
+            <InputNumber className="ml-5" />
+          </td>
+        </tr>
+      ))}
+    </tbody>
+  </table>
+}
 
             </TabPanel>
       

From f2bf6411d8e607b4be0019496748df52fb314410 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 21:48:42 -0700
Subject: [PATCH 121/378] fix(openai.py): fix linting error

---
 litellm/llms/openai.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index a95f83e99fe2..25e22e184363 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -1438,7 +1438,7 @@ def run_thread(
         instructions: Optional[str],
         metadata: Optional[object],
         model: Optional[str],
-        stream: Optional[Literal[False]] | Literal[True],
+        stream: Optional[bool],
         tools: Optional[Iterable[AssistantToolParam]],
         api_key: Optional[str],
         api_base: Optional[str],

From 1195bf296bdb6013489f4e7f825d690bd47a0944 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 21:49:30 -0700
Subject: [PATCH 122/378] fix(openai.py): fix typing import for python 3.8

---
 litellm/llms/openai.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index 25e22e184363..f007507c9b1e 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -4,7 +4,6 @@
     Any,
     BinaryIO,
     Literal,
-    Annotated,
     Iterable,
 )
 from typing_extensions import override

From 3175be6303b305250770be050793ff0b10e93488 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 21:51:25 -0700
Subject: [PATCH 123/378] get correct settings on router

---
 litellm/router.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/router.py b/litellm/router.py
index 9c56445d32b2..39e3875b7358 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2666,6 +2666,7 @@ def get_settings(self):
             "retry_after",
             "fallbacks",
             "context_window_fallbacks",
+            "model_group_retry_policy",
         ]
 
         for var in vars_to_include:
@@ -2691,6 +2692,7 @@ def update_settings(self, **kwargs):
             "retry_after",
             "fallbacks",
             "context_window_fallbacks",
+            "model_group_retry_policy",
         ]
 
         _int_settings = [

From 2deac08ff1bc2346dff0d608bfca52ab85ecd6a3 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 21:53:08 -0700
Subject: [PATCH 124/378] fix(types/openai.py): fix typing import

---
 litellm/types/llms/openai.py | 24 ++++++++++++++++++++++--
 1 file changed, 22 insertions(+), 2 deletions(-)

diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index f9f7b3bf0b71..8a37349d61b9 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -7,11 +7,10 @@
     Annotated,
     Iterable,
 )
-from typing_extensions import override
+from typing_extensions import override, Required
 from pydantic import BaseModel
 
 from openai.types.beta.threads.message_content import MessageContent
-from openai.types.beta.threads.message_create_params import Attachment
 from openai.types.beta.threads.message import Message as OpenAIMessage
 from openai.types.beta.thread_create_params import (
     Message as OpenAICreateThreadParamsMessage,
@@ -54,6 +53,27 @@ def __repr__(self) -> str:
 NOT_GIVEN = NotGiven()
 
 
+class FileSearchToolParam(TypedDict, total=False):
+    type: Required[Literal["file_search"]]
+    """The type of tool being defined: `file_search`"""
+
+
+class CodeInterpreterToolParam(TypedDict, total=False):
+    type: Required[Literal["code_interpreter"]]
+    """The type of tool being defined: `code_interpreter`"""
+
+
+AttachmentTool = Union[CodeInterpreterToolParam, FileSearchToolParam]
+
+
+class Attachment(TypedDict, total=False):
+    file_id: str
+    """The ID of the file to attach to the message."""
+
+    tools: Iterable[AttachmentTool]
+    """The tools to add this file to."""
+
+
 class MessageData(TypedDict):
     role: Literal["user", "assistant"]
     content: str

From 281e92d0a819d1cccd2fc676a27dbc44290a51a5 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 21:58:36 -0700
Subject: [PATCH 125/378] ui - show default retries

---
 .../src/components/model_dashboard.tsx        | 29 +++++++++++++++++--
 1 file changed, 27 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 744d1ec2143a..4b446b6de7a7 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -18,7 +18,7 @@ import {
 } from "@tremor/react";
 import { TabPanel, TabPanels, TabGroup, TabList, Tab, TextInput, Icon, DateRangePicker } from "@tremor/react";
 import { Select, SelectItem, MultiSelect, MultiSelectItem, DateRangePickerValue } from "@tremor/react";
-import { modelInfoCall, userGetRequesedtModelsCall, modelCreateCall, Model, modelCostMap, modelDeleteCall, healthCheckCall, modelUpdateCall, modelMetricsCall, modelExceptionsCall, modelMetricsSlowResponsesCall } from "./networking";
+import { modelInfoCall, userGetRequesedtModelsCall, modelCreateCall, Model, modelCostMap, modelDeleteCall, healthCheckCall, modelUpdateCall, modelMetricsCall, modelExceptionsCall, modelMetricsSlowResponsesCall, getCallbacksCall } from "./networking";
 import { BarChart, AreaChart } from "@tremor/react";
 import {
   Button as Button2,
@@ -222,6 +222,10 @@ const ModelDashboard: React.FC<ModelDashboardProps> = ({
     to: new Date(),
   });
 
+  const [modelGroupRetryPolicy, setModelGroupRetryPolicy] = useState<Record<string, number>>({});
+  const [defaultRetry, setDefaultRetry] = useState<number>(0);
+
+
   const EditModelModal: React.FC<EditModelModalProps> = ({ visible, onCancel, model, onSubmit }) => {
     const [form] = Form.useForm();
     let litellm_params_to_edit: Record<string, any> = {}
@@ -525,6 +529,22 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
         setSlowResponsesData(slowResponses);
 
 
+        const routerSettingsInfo = await getCallbacksCall(accessToken, userID, userRole);
+
+        let router_settings = routerSettingsInfo.router_settings;
+
+        console.log("routerSettingsInfo:", router_settings)
+
+        let model_group_retry_policy = router_settings.model_group_retry_policy;
+        let default_retries = router_settings.num_retries;
+
+        console.log("model_group_retry_policy:", model_group_retry_policy)
+        console.log("default_retries:", default_retries)
+        setModelGroupRetryPolicy(model_group_retry_policy);
+        setDefaultRetry(default_retries);
+
+
+
       } catch (error) {
         console.error("There was an error fetching the model data", error);
       }
@@ -1262,7 +1282,12 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
             <Text>{key}</Text>
           </td>
           <td>
-            <InputNumber className="ml-5" />
+            
+            <InputNumber 
+              className="ml-5"
+              value={defaultRetry}
+              min={0} step={1}
+            />
           </td>
         </tr>
       ))}

From 87bd499d11ab3ab41fae602f1e954f2b9b8afd6e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 22:00:57 -0700
Subject: [PATCH 126/378] add save button on admin ui

---
 ui/litellm-dashboard/src/components/model_dashboard.tsx | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 4b446b6de7a7..39ec6565bfcc 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -1294,6 +1294,9 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
     </tbody>
   </table>
 }
+<Button className="mt-6 mr-8">
+  Save
+</Button>
 
             </TabPanel>
       

From 66129bc92117a4dc0a3eb5434bebe000ba5c022e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 22:02:43 -0700
Subject: [PATCH 127/378] fix(typing/openai.py): fix openai typing error
 (version-related)

---
 litellm/types/llms/openai.py | 51 +++++++++++++++++++++++++++++++++++-
 1 file changed, 50 insertions(+), 1 deletion(-)

diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 8a37349d61b9..fe553c5591a3 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -14,7 +14,6 @@
 from openai.types.beta.threads.message import Message as OpenAIMessage
 from openai.types.beta.thread_create_params import (
     Message as OpenAICreateThreadParamsMessage,
-    ToolResources as OpenAICreateThreadParamsToolResources,
 )
 from openai.types.beta.assistant_tool_param import AssistantToolParam
 from openai.types.beta.threads.run import Run
@@ -53,6 +52,56 @@ def __repr__(self) -> str:
 NOT_GIVEN = NotGiven()
 
 
+class ToolResourcesCodeInterpreter(TypedDict, total=False):
+    file_ids: List[str]
+    """
+    A list of [file](https://platform.openai.com/docs/api-reference/files) IDs made
+    available to the `code_interpreter` tool. There can be a maximum of 20 files
+    associated with the tool.
+    """
+
+
+class ToolResourcesFileSearchVectorStore(TypedDict, total=False):
+    file_ids: List[str]
+    """
+    A list of [file](https://platform.openai.com/docs/api-reference/files) IDs to
+    add to the vector store. There can be a maximum of 10000 files in a vector
+    store.
+    """
+
+    metadata: object
+    """Set of 16 key-value pairs that can be attached to a vector store.
+
+    This can be useful for storing additional information about the vector store in
+    a structured format. Keys can be a maximum of 64 characters long and values can
+    be a maxium of 512 characters long.
+    """
+
+
+class ToolResourcesFileSearch(TypedDict, total=False):
+    vector_store_ids: List[str]
+    """
+    The
+    [vector store](https://platform.openai.com/docs/api-reference/vector-stores/object)
+    attached to this thread. There can be a maximum of 1 vector store attached to
+    the thread.
+    """
+
+    vector_stores: Iterable[ToolResourcesFileSearchVectorStore]
+    """
+    A helper to create a
+    [vector store](https://platform.openai.com/docs/api-reference/vector-stores/object)
+    with file_ids and attach it to this thread. There can be a maximum of 1 vector
+    store attached to the thread.
+    """
+
+
+class OpenAICreateThreadParamsToolResources(TypedDict, total=False):
+    code_interpreter: ToolResourcesCodeInterpreter
+
+    file_search: ToolResourcesFileSearch
+
+
 class FileSearchToolParam(TypedDict, total=False):
     type: Required[Literal["file_search"]]
     """The type of tool being defined: `file_search`"""

From 06ae5844736d45594242b9b2a4366ace523fb73d Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 22:04:17 -0700
Subject: [PATCH 128/378] fix(types/openai.py): fix python3.8 typing issue

---
 litellm/types/llms/openai.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index fe553c5591a3..1c60ad6dbb6a 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -4,7 +4,6 @@
     Any,
     BinaryIO,
     Literal,
-    Annotated,
     Iterable,
 )
 from typing_extensions import override, Required

From d4c2eb1797e6b2b4274493c79acbd094f6210369 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 22:04:53 -0700
Subject: [PATCH 129/378] fix post call rule test

---
 litellm/tests/test_rules.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_rules.py b/litellm/tests/test_rules.py
index f359a6de353b..7e2d7b81962e 100644
--- a/litellm/tests/test_rules.py
+++ b/litellm/tests/test_rules.py
@@ -127,8 +127,8 @@ def test_post_call_rule_streaming():
         print(type(e))
         print(vars(e))
         assert (
-            e.message
-            == "OpenAIException - This violates LiteLLM Proxy Rules. Response too short"
+            "OpenAIException - This violates LiteLLM Proxy Rules. Response too short"
+            in e.message
         )
 
 

From 1b9c799a93fe85149e4e6cbb1ae0ad55e925dfc3 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 4 May 2024 22:06:43 -0700
Subject: [PATCH 130/378] ui - show retry on Admin UI

---
 ui/litellm-dashboard/src/components/model_dashboard.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 39ec6565bfcc..8c766989d944 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -1285,7 +1285,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
             
             <InputNumber 
               className="ml-5"
-              value={defaultRetry}
+              defaultValue={defaultRetry}
               min={0} step={1}
             />
           </td>

From 0529d7eaa396c952dc0f3be6a01403b3ef49075c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 22:22:36 -0700
Subject: [PATCH 131/378] =?UTF-8?q?bump:=20version=201.35.38=20=E2=86=92?=
 =?UTF-8?q?=201.36.0?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index e83e589f0d0c..6612943f0dfc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.35.39"
+version = "1.36.0"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.35.39"
+version = "1.36.0"
 version_files = [
     "pyproject.toml:^version"
 ]

From e95be13f101e8f0006fd23aa2b9f28d35102b63d Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 4 May 2024 23:02:50 -0700
Subject: [PATCH 132/378] fix(router.py): fix router retry policy logic

---
 litellm/router.py                    | 45 +++++-----------------------
 litellm/tests/test_router_retries.py |  3 +-
 2 files changed, 9 insertions(+), 39 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 49699ffed228..fbb245a3d931 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -1472,49 +1472,14 @@ async def async_function_with_retries(self, *args, **kwargs):
             ):
                 raise original_exception
             ### RETRY
-            #### check if it should retry + back-off if required
-            # if "No models available" in str(
-            #     e
-            # ) or RouterErrors.no_deployments_available.value in str(e):
-            #     timeout = litellm._calculate_retry_after(
-            #         remaining_retries=num_retries,
-            #         max_retries=num_retries,
-            #         min_timeout=self.retry_after,
-            #     )
-            #     await asyncio.sleep(timeout)
-            # elif RouterErrors.user_defined_ratelimit_error.value in str(e):
-            #     raise e  # don't wait to retry if deployment hits user-defined rate-limit
-
-            # elif hasattr(original_exception, "status_code") and litellm._should_retry(
-            #     status_code=original_exception.status_code
-            # ):
-            #     if hasattr(original_exception, "response") and hasattr(
-            #         original_exception.response, "headers"
-            #     ):
-            #         timeout = litellm._calculate_retry_after(
-            #             remaining_retries=num_retries,
-            #             max_retries=num_retries,
-            #             response_headers=original_exception.response.headers,
-            #             min_timeout=self.retry_after,
-            #         )
-            #     else:
-            #         timeout = litellm._calculate_retry_after(
-            #             remaining_retries=num_retries,
-            #             max_retries=num_retries,
-            #             min_timeout=self.retry_after,
-            #         )
-            #     await asyncio.sleep(timeout)
-            # else:
-            #     raise original_exception
 
-            ### RETRY
             _timeout = self._router_should_retry(
                 e=original_exception,
                 remaining_retries=num_retries,
                 num_retries=num_retries,
             )
             await asyncio.sleep(_timeout)
-            ## LOGGING
+
             if (
                 self.retry_policy is not None
                 or self.model_group_retry_policy is not None
@@ -1525,7 +1490,7 @@ async def async_function_with_retries(self, *args, **kwargs):
                 )
                 if _retry_policy_retries is not None:
                     num_retries = _retry_policy_retries
-
+            ## LOGGING
             if num_retries > 0:
                 kwargs = self.log_retry(kwargs=kwargs, e=original_exception)
 
@@ -3292,7 +3257,11 @@ def get_num_retries_from_retry_policy(
         """
         # if we can find the exception then in the retry policy -> return the number of retries
         retry_policy = self.retry_policy
-        if self.model_group_retry_policy is not None and model_group is not None:
+        if (
+            self.model_group_retry_policy is not None
+            and model_group is not None
+            and model_group in self.model_group_retry_policy
+        ):
             retry_policy = self.model_group_retry_policy.get(model_group, None)
 
         if retry_policy is None:
diff --git a/litellm/tests/test_router_retries.py b/litellm/tests/test_router_retries.py
index 0ca566cae3fe..6ae3c2c455ea 100644
--- a/litellm/tests/test_router_retries.py
+++ b/litellm/tests/test_router_retries.py
@@ -123,7 +123,8 @@ async def test_router_retries_errors(sync_mode, error_type):
 
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
-    "error_type", ["AuthenticationErrorRetries", "ContentPolicyViolationErrorRetries"]
+    "error_type",
+    ["AuthenticationErrorRetries", "ContentPolicyViolationErrorRetries"],  #
 )
 async def test_router_retry_policy(error_type):
     from litellm.router import RetryPolicy

From 918367cc7bdc9e8e01477243ebc963709ac8178e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sun, 5 May 2024 00:27:38 -0700
Subject: [PATCH 133/378] test: skip hanging test

---
 litellm/main.py    | 1 +
 tests/test_keys.py | 1 +
 2 files changed, 2 insertions(+)

diff --git a/litellm/main.py b/litellm/main.py
index d19463f532f0..8717af570427 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -12,6 +12,7 @@
 from functools import partial
 import dotenv, traceback, random, asyncio, time, contextvars
 from copy import deepcopy
+
 import httpx
 import litellm
 from ._logging import verbose_logger
diff --git a/tests/test_keys.py b/tests/test_keys.py
index c3f54d3f039c..adfd25bbbb13 100644
--- a/tests/test_keys.py
+++ b/tests/test_keys.py
@@ -438,6 +438,7 @@ async def get_spend_logs(session, request_id):
         return await response.json()
 
 
+@pytest.mark.skip(reason="Hanging on ci/cd")
 @pytest.mark.asyncio
 async def test_key_info_spend_values():
     """

From 32a085accf1c9319ef279dd223485b8284fc211c Mon Sep 17 00:00:00 2001
From: Roni Gurvich <roni.gurvich@cycode.com>
Date: Sun, 5 May 2024 13:25:59 +0300
Subject: [PATCH 134/378] gunicorn update

---
 poetry.lock    | 1171 +++++++++++++++++++++++-------------------------
 pyproject.toml |    2 +-
 2 files changed, 570 insertions(+), 603 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index d699425e6a7e..f3f7d40d5b88 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,87 +2,87 @@
 
 [[package]]
 name = "aiohttp"
-version = "3.9.3"
+version = "3.9.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohttp-3.9.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:939677b61f9d72a4fa2a042a5eee2a99a24001a67c13da113b2e30396567db54"},
-    {file = "aiohttp-3.9.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1f5cd333fcf7590a18334c90f8c9147c837a6ec8a178e88d90a9b96ea03194cc"},
-    {file = "aiohttp-3.9.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:82e6aa28dd46374f72093eda8bcd142f7771ee1eb9d1e223ff0fa7177a96b4a5"},
-    {file = "aiohttp-3.9.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f56455b0c2c7cc3b0c584815264461d07b177f903a04481dfc33e08a89f0c26b"},
-    {file = "aiohttp-3.9.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bca77a198bb6e69795ef2f09a5f4c12758487f83f33d63acde5f0d4919815768"},
-    {file = "aiohttp-3.9.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e083c285857b78ee21a96ba1eb1b5339733c3563f72980728ca2b08b53826ca5"},
-    {file = "aiohttp-3.9.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ab40e6251c3873d86ea9b30a1ac6d7478c09277b32e14745d0d3c6e76e3c7e29"},
-    {file = "aiohttp-3.9.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:df822ee7feaaeffb99c1a9e5e608800bd8eda6e5f18f5cfb0dc7eeb2eaa6bbec"},
-    {file = "aiohttp-3.9.3-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:acef0899fea7492145d2bbaaaec7b345c87753168589cc7faf0afec9afe9b747"},
-    {file = "aiohttp-3.9.3-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:cd73265a9e5ea618014802ab01babf1940cecb90c9762d8b9e7d2cc1e1969ec6"},
-    {file = "aiohttp-3.9.3-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:a78ed8a53a1221393d9637c01870248a6f4ea5b214a59a92a36f18151739452c"},
-    {file = "aiohttp-3.9.3-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:6b0e029353361f1746bac2e4cc19b32f972ec03f0f943b390c4ab3371840aabf"},
-    {file = "aiohttp-3.9.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:7cf5c9458e1e90e3c390c2639f1017a0379a99a94fdfad3a1fd966a2874bba52"},
-    {file = "aiohttp-3.9.3-cp310-cp310-win32.whl", hash = "sha256:3e59c23c52765951b69ec45ddbbc9403a8761ee6f57253250c6e1536cacc758b"},
-    {file = "aiohttp-3.9.3-cp310-cp310-win_amd64.whl", hash = "sha256:055ce4f74b82551678291473f66dc9fb9048a50d8324278751926ff0ae7715e5"},
-    {file = "aiohttp-3.9.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:6b88f9386ff1ad91ace19d2a1c0225896e28815ee09fc6a8932fded8cda97c3d"},
-    {file = "aiohttp-3.9.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c46956ed82961e31557b6857a5ca153c67e5476972e5f7190015018760938da2"},
-    {file = "aiohttp-3.9.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:07b837ef0d2f252f96009e9b8435ec1fef68ef8b1461933253d318748ec1acdc"},
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 ]
 
 [package.dependencies]
@@ -225,20 +225,20 @@ aio = ["aiohttp (>=3.0)"]
 
 [[package]]
 name = "azure-identity"
-version = "1.15.0"
+version = "1.16.0"
 description = "Microsoft Azure Identity Library for Python"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-azure-core = ">=1.23.0,<2.0.0"
+azure-core = ">=1.23.0"
 cryptography = ">=2.5"
-msal = ">=1.24.0,<2.0.0"
-msal-extensions = ">=0.3.0,<2.0.0"
+msal = ">=1.24.0"
+msal-extensions = ">=0.3.0"
 
 [[package]]
 name = "azure-keyvault-secrets"
@@ -553,43 +553,43 @@ files = [
 
 [[package]]
 name = "cryptography"
-version = "42.0.5"
+version = "42.0.6"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = true
 python-versions = ">=3.7"
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 [[package]]
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.62.1)"]
+protobuf = ["grpcio-tools (>=1.63.0)"]
 
 [[package]]
 name = "grpcio-status"
-version = "1.62.1"
+version = "1.62.2"
 description = "Status proto mapping for gRPC"
 optional = true
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
 googleapis-common-protos = ">=1.5.5"
-grpcio = ">=1.62.1"
+grpcio = ">=1.62.2"
 protobuf = ">=4.21.6"
 
 [[package]]
 name = "gunicorn"
-version = "21.2.0"
+version = "22.0.0"
 description = "WSGI HTTP Server for UNIX"
 optional = true
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 packaging = "*"
 
 [package.extras]
-eventlet = ["eventlet (>=0.24.1)"]
+eventlet = ["eventlet (>=0.24.1,!=0.36.0)"]
 gevent = ["gevent (>=1.4.0)"]
 setproctitle = ["setproctitle"]
+testing = ["coverage", "eventlet", "gevent", "pytest", "pytest-cov"]
 tornado = ["tornado (>=0.2)"]
 
 [[package]]
@@ -1075,13 +1068,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.4"
+version = "1.0.5"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1092,7 +1085,7 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.25.0)"]
+trio = ["trio (>=0.22.0,<0.26.0)"]
 
 [[package]]
 name = "httpx"
@@ -1120,13 +1113,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.21.4"
+version = "0.23.0"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1139,15 +1132,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
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+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
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-quality = ["mypy (==1.5.1)", "ruff (>=0.1.3)"]
+inference = ["aiohttp", "minijinja (>=1.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+tensorflow-testing = ["keras (<3.0)", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["safetensors", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -1483,13 +1477,13 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "openai"
-version = "1.14.2"
+version = "1.25.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
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+    {file = "openai-1.25.1-py3-none-any.whl", hash = "sha256:aa2f381f476f5fa4df8728a34a3e454c321caa064b7b68ab6e9daa1ed082dbf9"},
+    {file = "openai-1.25.1.tar.gz", hash = "sha256:f561ce86f4b4008eb6c78622d641e4b7e1ab8a8cdb15d2f0b2a49942d40d21a8"},
 ]
 
 [package.dependencies]
@@ -1506,72 +1500,68 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
 [[package]]
 name = "orjson"
-version = "3.9.15"
+version = "3.10.3"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = true
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-version = "23.2"
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 description = "Core utilities for Python packages"
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 python-versions = ">=3.7"
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 [[package]]
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 name = "platformdirs"
-version = "4.2.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.1"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
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 python-versions = ">=3.8"
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
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@@ -1698,28 +1689,28 @@ files = [
 
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 optional = true
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 optional = true
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 [package.dependencies]
-pyasn1 = ">=0.4.6,<0.6.0"
+pyasn1 = ">=0.4.6,<0.7.0"
 
 [[package]]
 name = "pycodestyle"
@@ -1734,30 +1725,30 @@ files = [
 
 [[package]]
 name = "pycparser"
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 description = "C parser in Python"
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 python-versions = ">=3.8"
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-pydantic-core = "2.16.3"
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 typing-extensions = ">=4.6.1"
 
 [package.extras]
@@ -1765,90 +1756,90 @@ email = ["email-validator (>=2.0.0)"]
 
 [[package]]
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 [[package]]
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 [package.extras]
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 description = "Python client for Redis database and key-value store"
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 [[package]]
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 [[package]]
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+version = "1.16.2"
 description = "RQ is a simple, lightweight, library for creating background jobs, and processing them."
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 python-versions = ">=3.7"
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 [package.dependencies]
@@ -2232,18 +2209,18 @@ pyasn1 = ">=0.1.3"
 
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 [[package]]
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+    {file = "tokenizers-0.19.1.tar.gz", hash = "sha256:ee59e6680ed0fdbe6b724cf38bd70400a0c1dd623b07ac729087270caeac88e3"},
 ]
 
 [package.dependencies]
-huggingface_hub = ">=0.16.4,<1.0"
+huggingface-hub = ">=0.16.4,<1.0"
 
 [package.extras]
 dev = ["tokenizers[testing]"]
-docs = ["setuptools_rust", "sphinx", "sphinx_rtd_theme"]
-testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
+docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
 [[package]]
 name = "tomli"
@@ -2489,13 +2456,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
-    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
+    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
+    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
 ]
 
 [package.dependencies]
@@ -2509,13 +2476,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.10.0"
+version = "4.11.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
-    {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
+    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
+    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
 ]
 
 [[package]]
@@ -2707,4 +2674,4 @@ proxy = ["PyJWT", "apscheduler", "backoff", "cryptography", "fastapi", "fastapi-
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4.0, !=3.9.7"
-content-hash = "d511820d41457e61cbad0bbda2f3c1210a49b2b440e794942d8e2c2c7895d3c0"
+content-hash = "ff38be297294f084a739ef869d41d3d80f09c80e1d05d2963073d49790f33f37"
diff --git a/pyproject.toml b/pyproject.toml
index 6612943f0dfc..ef776bd0d3dc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,7 +24,7 @@ aiohttp = "*"
 requests = "^2.31.0"
 
 uvicorn = {version = "^0.22.0", optional = true}
-gunicorn = {version = "^21.2.0", optional = true}
+gunicorn = {version = "^22.0.0", optional = true}
 fastapi = {version = "^0.109.1", optional = true}
 backoff = {version = "*", optional = true}
 pyyaml = {version = "^6.0.1", optional = true}

From b82162832aa657d38ca6d1d80be6dc406807505f Mon Sep 17 00:00:00 2001
From: Alex Epstein <alexanderepstein@tuta.io>
Date: Sat, 4 May 2024 23:10:04 -0400
Subject: [PATCH 135/378] Update support for langfuse metadata

- Added ability to set trace release, version, metadata
- Added ability to update fields during a trace continuation
- Added ability to update input and output during a trace continuation
- Wrote new test for verifying metadata is set correctly
- Small improvement to setting secret boolean, prevent unnecessary literal_eval
- Small improvements to langfuse tests
---
 .../observability/langfuse_integration.md     |  49 +++++-
 litellm/integrations/langfuse.py              |  88 ++++++----
 litellm/tests/test_alangfuse.py               | 152 ++++++++++++++----
 litellm/utils.py                              |   2 +-
 4 files changed, 224 insertions(+), 67 deletions(-)

diff --git a/docs/my-website/docs/observability/langfuse_integration.md b/docs/my-website/docs/observability/langfuse_integration.md
index bf62ee9bc8a0..ebf20b633595 100644
--- a/docs/my-website/docs/observability/langfuse_integration.md
+++ b/docs/my-website/docs/observability/langfuse_integration.md
@@ -94,9 +94,10 @@ print(response)
 
 ```
 
-### Set Custom Trace ID, Trace User ID and Tags
+### Set Custom Trace ID, Trace User ID, Trace Metadata, Trace Version, Trace Release and Tags
+
+Pass `trace_id`, `trace_user_id`, `trace_metadata`, `trace_version`, `trace_release`, `tags` in `metadata`
 
-Pass `trace_id`, `trace_user_id` in `metadata`
 
 ```python
 import litellm
@@ -121,12 +122,20 @@ response = completion(
   metadata={
       "generation_name": "ishaan-test-generation",  # set langfuse Generation Name
       "generation_id": "gen-id22",                  # set langfuse Generation ID 
+      "version":  "test-generation-version"         # set langfuse Generation Version
       "trace_user_id": "user-id2",                  # set langfuse Trace User ID
       "session_id": "session-1",                    # set langfuse Session ID
-      "tags": ["tag1", "tag2"]                      # set langfuse Tags
+      "tags": ["tag1", "tag2"],                     # set langfuse Tags
       "trace_id": "trace-id22",                     # set langfuse Trace ID
+      "trace_metadata": {"key": "value"},           # set langfuse Trace Metadata
+      "trace_version": "test-trace-version",        # set langfuse Trace Version (if not set, defaults to Generation Version)
+      "trace_release": "test-trace-release",        # set langfuse Trace Release
       ### OR ### 
-      "existing_trace_id": "trace-id22",                     # if generation is continuation of past trace. This prevents default behaviour of setting a trace name
+      "existing_trace_id": "trace-id22",            # if generation is continuation of past trace. This prevents default behaviour of setting a trace name
+      ### OR enforce that certain fields are trace overwritten in the trace during the continuation ###
+      "existing_trace_id": "trace-id22",
+      "trace_metadata": {"key": "updated_trace_value"},            # The new value to use for the langfuse Trace Metadata
+      "update_trace_keys": ["input", "output", "trace_metadata"],  # Updates the trace input & output to be this generations input & output also updates the Trace Metadata to match the passed in value
   },
 )
 
@@ -134,6 +143,38 @@ print(response)
 
 ```
 
+### Trace & Generation Parameters
+
+#### Trace Specific Parameters
+
+* `trace_id`       - Identifier for the trace, must use `existing_trace_id` instead or in conjunction with `trace_id` if this is an existing trace, auto-generated by default
+* `trace_name`     - Name of the trace, auto-generated by default
+* `session_id`     - Session identifier for the trace, defaults to `None`
+* `trace_version`  - Version for the trace, defaults to value for `version`
+* `trace_release`  - Release for the trace, defaults to `None`
+* `trace_metadata` - Metadata for the trace, defaults to `None`
+* `trace_user_id`  - User identifier for the trace, defaults to completion argument `user`
+* `tags`           - Tags for the trace, defeaults to `None`
+
+##### Updatable Parameters on Continuation
+
+The following parameters can be updated on a continuation of a trace by passing in the following values into the `update_trace_keys` in the metadata of the completion.
+
+* `input`          - Will set the traces input to be the input of this latest generation
+* `output`         - Will set the traces output to be the output of this generation
+* `trace_version`  - Will set the trace version to be the provided value (To use the latest generations version instead, use `version`)
+* `trace_release`  - Will set the trace release to be the provided value
+* `trace_metadata` - Will set the trace metadata to the provided value
+* `trace_user_id`  - Will set the trace user id to the provided value
+
+#### Generation Specific Parameters
+
+* `generation_id`   - Identifier for the generation, auto-generated by default
+* `generation_name` - Identifier for the generation, auto-generated by default
+* `prompt`          - Langfuse prompt object used for the generation, defaults to None
+
+Any other key value pairs passed into the metadata not listed in the above spec for a `litellm` completion will be added as a metadata key value pair for the generation.
+
 ### Use LangChain ChatLiteLLM + Langfuse
 Pass `trace_user_id`, `session_id` in model_kwargs
 ```python
diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py
index 304edbbc93a7..fa8b0c61d727 100644
--- a/litellm/integrations/langfuse.py
+++ b/litellm/integrations/langfuse.py
@@ -262,6 +262,7 @@ def _log_langfuse_v2(
 
         try:
             tags = []
+            metadata = copy.deepcopy(metadata) # Avoid modifying the original metadata
             supports_tags = Version(langfuse.version.__version__) >= Version("2.6.3")
             supports_prompt = Version(langfuse.version.__version__) >= Version("2.7.3")
             supports_costs = Version(langfuse.version.__version__) >= Version("2.7.3")
@@ -272,35 +273,9 @@ def _log_langfuse_v2(
             print_verbose(f"Langfuse Layer Logging - logging to langfuse v2 ")
 
             if supports_tags:
-                metadata_tags = metadata.get("tags", [])
+                metadata_tags = metadata.pop("tags", [])
                 tags = metadata_tags
 
-            trace_name = metadata.get("trace_name", None)
-            trace_id = metadata.get("trace_id", None)
-            existing_trace_id = metadata.get("existing_trace_id", None)
-            if trace_name is None and existing_trace_id is None:
-                # just log `litellm-{call_type}` as the trace name
-                ## DO NOT SET TRACE_NAME if trace-id set. this can lead to overwriting of past traces.
-                trace_name = f"litellm-{kwargs.get('call_type', 'completion')}"
-
-            if existing_trace_id is not None:
-                trace_params = {"id": existing_trace_id}
-            else:  # don't overwrite an existing trace
-                trace_params = {
-                    "name": trace_name,
-                    "input": input,
-                    "user_id": metadata.get("trace_user_id", user_id),
-                    "id": trace_id,
-                    "session_id": metadata.get("session_id", None),
-                }
-
-                if level == "ERROR":
-                    trace_params["status_message"] = output
-                else:
-                    trace_params["output"] = output
-
-            cost = kwargs.get("response_cost", None)
-            print_verbose(f"trace: {cost}")
 
             # Clean Metadata before logging - never log raw metadata
             # the raw metadata can contain circular references which leads to infinite recursion
@@ -328,6 +303,58 @@ def _log_langfuse_v2(
                     else:
                         clean_metadata[key] = value
 
+
+            session_id = clean_metadata.pop("session_id", None)
+            trace_name = clean_metadata.pop("trace_name", None)
+            trace_id = clean_metadata.pop("trace_id", None)
+            existing_trace_id = clean_metadata.pop("existing_trace_id", None)
+            update_trace_keys = clean_metadata.pop("update_trace_keys", [])
+            
+            if trace_name is None and existing_trace_id is None:
+                # just log `litellm-{call_type}` as the trace name
+                ## DO NOT SET TRACE_NAME if trace-id set. this can lead to overwriting of past traces.
+                trace_name = f"litellm-{kwargs.get('call_type', 'completion')}"
+            
+            if existing_trace_id is not None:
+                trace_params = {"id": existing_trace_id}
+
+                # Update the following keys for this trace
+                for metadata_param_key in update_trace_keys:
+                    trace_param_key = metadata_param_key.replace("trace_", "")
+                    if trace_param_key not in trace_params:
+                        updated_trace_value = clean_metadata.pop(metadata_param_key, None)
+                        if updated_trace_value is not None:
+                            trace_params[trace_param_key] = updated_trace_value
+            
+
+                # Pop the trace specific keys that would have been popped if there were a new trace
+                for key in list(filter(lambda key: key.startswith("trace_"), clean_metadata.keys())):
+                    clean_metadata.pop(key, None)
+                
+                # Special keys that are found in the function arguments and not the metadata
+                if "input" in update_trace_keys:
+                    trace_params["input"] = input
+                if "output" in update_trace_keys:
+                    trace_params["output"] = output
+            else:  # don't overwrite an existing trace
+                trace_params = {
+                    "id": trace_id,
+                    "name": trace_name,
+                    "session_id": session_id,
+                    "input": input,
+                    "version": clean_metadata.pop("trace_version", clean_metadata.get("version", None)), # If provided just version, it will applied to the trace as well, if applied a trace version it will take precedence
+                }
+                for key in list(filter(lambda key: key.startswith("trace_"), clean_metadata.keys())):
+                    trace_params[key.replace("trace_", "")] = clean_metadata.pop(key, None)
+                
+                if level == "ERROR":
+                    trace_params["status_message"] = output
+                else:
+                    trace_params["output"] = output
+            
+            cost = kwargs.get("response_cost", None)
+            print_verbose(f"trace: {cost}")
+
             if (
                 litellm._langfuse_default_tags is not None
                 and isinstance(litellm._langfuse_default_tags, list)
@@ -387,7 +414,7 @@ def _log_langfuse_v2(
                     "completion_tokens": response_obj["usage"]["completion_tokens"],
                     "total_cost": cost if supports_costs else None,
                 }
-            generation_name = metadata.get("generation_name", None)
+            generation_name = clean_metadata.pop("generation_name", None)
             if generation_name is None:
                 # just log `litellm-{call_type}` as the generation name
                 generation_name = f"litellm-{kwargs.get('call_type', 'completion')}"
@@ -402,7 +429,7 @@ def _log_langfuse_v2(
 
             generation_params = {
                 "name": generation_name,
-                "id": metadata.get("generation_id", generation_id),
+                "id": clean_metadata.pop("generation_id", generation_id),
                 "start_time": start_time,
                 "end_time": end_time,
                 "model": kwargs["model"],
@@ -412,10 +439,11 @@ def _log_langfuse_v2(
                 "usage": usage,
                 "metadata": clean_metadata,
                 "level": level,
+                "version": clean_metadata.pop("version", None),
             }
 
             if supports_prompt:
-                generation_params["prompt"] = metadata.get("prompt", None)
+                generation_params["prompt"] = clean_metadata.pop("prompt", None)
 
             if output is not None and isinstance(output, str) and level == "ERROR":
                 generation_params["status_message"] = output
diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py
index fd968c6a7fcb..d71738cc63e7 100644
--- a/litellm/tests/test_alangfuse.py
+++ b/litellm/tests/test_alangfuse.py
@@ -1,9 +1,11 @@
+import copy
 import json
 import sys
 import os
-import io, asyncio
+import asyncio
 
 import logging
+from unittest.mock import MagicMock, patch
 
 logging.basicConfig(level=logging.DEBUG)
 sys.path.insert(0, os.path.abspath("../.."))
@@ -18,6 +20,18 @@
 import pytest
 
 
+@pytest.fixture
+def langfuse_client() -> "langfuse.Langfuse":
+    import langfuse
+
+    langfuse_client = langfuse.Langfuse(
+        public_key=os.environ["LANGFUSE_PUBLIC_KEY"],
+        secret_key=os.environ["LANGFUSE_SECRET_KEY"],
+    )
+
+    with patch("langfuse.Langfuse", MagicMock(return_value=langfuse_client)) as mock_langfuse_client:
+        yield mock_langfuse_client()
+    
 def search_logs(log_file_path, num_good_logs=1):
     """
     Searches the given log file for logs containing the "/api/public" string.
@@ -129,21 +143,10 @@ def test_langfuse_logging_async():
         pytest.fail(f"An exception occurred - {e}")
 
 
-async def make_async_calls():
+async def make_async_calls(metadata = None, **completion_kwargs):
     tasks = []
     for _ in range(5):
-        task = asyncio.create_task(
-            litellm.acompletion(
-                model="azure/chatgpt-v-2",
-                messages=[{"role": "user", "content": "This is a test"}],
-                max_tokens=5,
-                temperature=0.7,
-                timeout=5,
-                user="langfuse_latency_test_user",
-                mock_response="It's simple to use and easy to get started",
-            )
-        )
-        tasks.append(task)
+        tasks.append(create_async_task())
 
     # Measure the start time before running the tasks
     start_time = asyncio.get_event_loop().time()
@@ -161,9 +164,30 @@ async def make_async_calls():
     return total_time
 
 
+def create_async_task(**completion_kwargs):
+    """
+    Creates an async task for the litellm.acompletion function.
+    This is just the task, but it is not run here.
+    To run the task it must be awaited or used in other asyncio coroutine execution functions like asyncio.gather.
+    Any kwargs passed to this function will be passed to the litellm.acompletion function.
+    By default a standard set of arguments are used for the litellm.acompletion function.
+    """
+    completion_args = {
+            "model": "azure/chatgpt-v-2",
+            "messages": [{"role": "user", "content": "This is a test"}],
+            "max_tokens": 5,
+            "temperature": 0.7,
+            "timeout": 5,
+            "user": "langfuse_latency_test_user",
+            "mock_response": "It's simple to use and easy to get started",
+        }
+    completion_args.update(completion_kwargs)
+    return asyncio.create_task(litellm.acompletion(**completion_args))
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize("stream", [False, True])
-async def test_langfuse_logging_without_request_response(stream):
+async def test_langfuse_logging_without_request_response(stream, langfuse_client):
     try:
         import uuid
 
@@ -171,28 +195,14 @@ async def test_langfuse_logging_without_request_response(stream):
         litellm.set_verbose = True
         litellm.turn_off_message_logging = True
         litellm.success_callback = ["langfuse"]
-        response = await litellm.acompletion(
-            model="gpt-3.5-turbo",
-            mock_response="It's simple to use and easy to get started",
-            messages=[{"role": "user", "content": "Hi 👋 - i'm claude"}],
-            max_tokens=10,
-            temperature=0.2,
-            stream=stream,
-            metadata={"trace_id": _unique_trace_name},
-        )
+        response = await create_async_task(model="gpt-3.5-turbo", stream=stream, metadata={"trace_id": _unique_trace_name})
         print(response)
         if stream:
             async for chunk in response:
                 print(chunk)
 
-        await asyncio.sleep(3)
-
-        import langfuse
-
-        langfuse_client = langfuse.Langfuse(
-            public_key=os.environ["LANGFUSE_PUBLIC_KEY"],
-            secret_key=os.environ["LANGFUSE_SECRET_KEY"],
-        )
+        langfuse_client.flush()
+        await asyncio.sleep(2)
 
         # get trace with _unique_trace_name
         trace = langfuse_client.get_generations(trace_id=_unique_trace_name)
@@ -211,6 +221,83 @@ async def test_langfuse_logging_without_request_response(stream):
         pytest.fail(f"An exception occurred - {e}")
 
 
+@pytest.mark.asyncio
+async def test_langfuse_logging_metadata(langfuse_client):
+    """
+    Test that creates multiple traces, with a varying number of generations and sets various metadata fields
+    Confirms that no metadata that is standard within Langfuse is duplicated in the respective trace or generation metadata
+    For trace continuation certain metadata of the trace is overriden with metadata from the last generation based on the update_trace_keys field
+    Version is set for both the trace and the generation
+    Release is just set for the trace
+    Tags is just set for the trace
+    """
+    import uuid
+    
+    litellm.set_verbose = True
+    litellm.success_callback = ["langfuse"]
+        
+    trace_identifiers = {}
+    expected_filtered_metadata_keys = {"trace_name", "trace_id", "existing_trace_id", "trace_user_id", "session_id", "tags", "generation_name", "generation_id", "prompt"}
+    trace_metadata = {"trace_actual_metadata_key": "trace_actual_metadata_value"}  # Allows for setting the metadata on the trace
+    run_id = str(uuid.uuid4())
+    session_id = f"litellm-test-session-{run_id}"
+    trace_common_metadata = {
+        "session_id": session_id,
+        "tags": ["litellm-test-tag1", "litellm-test-tag2"],
+        "update_trace_keys": ["output", "trace_metadata"], # Overwrite the following fields in the trace with the last generation's output and the trace_user_id
+        "trace_metadata": trace_metadata,
+        "gen_metadata_key": "gen_metadata_value", # Metadata key that should not be filtered in the generation
+        "trace_release": "litellm-test-release",
+        "version": "litellm-test-version",
+    }
+    for trace_num in range(1, 3): # Two traces
+        metadata = copy.deepcopy(trace_common_metadata)
+        trace_id = f"litellm-test-trace{trace_num}-{run_id}"
+        metadata["trace_id"] = trace_id
+        metadata["trace_name"] = trace_id
+        trace_identifiers[trace_id] = []
+        print(f"Trace: {trace_id}")
+        for generation_num in range(1, trace_num + 1): # Each trace has a number of generations equal to its trace number
+            metadata["trace_user_id"] = f"litellm-test-user{generation_num}-{run_id}"
+            generation_id = f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}"
+            metadata["generation_id"] = generation_id
+            metadata["generation_name"] = generation_id
+            metadata["trace_metadata"]["generation_id"] = generation_id # Update to test if trace_metadata is overwritten by update trace keys
+            trace_identifiers[trace_id].append(generation_id)
+            print(f"Generation: {generation_id}")
+            response = await create_async_task(model="gpt-3.5-turbo",
+                mock_response=f"{session_id}:{trace_id}:{generation_id}",
+                messages=[{"role": "user", "content": f"{session_id}:{trace_id}:{generation_id}"}],
+                max_tokens=100,
+                temperature=0.2,
+                metadata=copy.deepcopy(metadata) # Every generation needs its own metadata, langfuse is not async/thread safe without it
+            )
+            print(response)
+            metadata["existing_trace_id"] = trace_id
+            
+    langfuse_client.flush()
+    await asyncio.sleep(2)
+
+    # Tests the metadata filtering and the override of the output to be the last generation
+    for trace_id, generation_ids in trace_identifiers.items():
+        trace = langfuse_client.get_trace(id=trace_id)
+        assert trace.id == trace_id
+        assert trace.session_id == session_id
+        assert trace.metadata != trace_metadata
+        generations = list(reversed(langfuse_client.get_generations(trace_id=trace_id).data))
+        assert len(generations) == len(generation_ids)
+        assert trace.input == generations[0].input # Should be set by the first generation
+        assert trace.output == generations[-1].output # Should be overwritten by the last generation according to update_trace_keys
+        assert trace.metadata != generations[-1].metadata # Should be overwritten by the last generation according to update_trace_keys
+        assert trace.metadata["generation_id"] == generations[-1].id
+        assert set(trace.tags).issuperset(trace_common_metadata["tags"])
+        print("trace_from_langfuse", trace)
+        for generation_id, generation in zip(generation_ids, generations):
+            assert generation.id == generation_id
+            assert generation.trace_id == trace_id
+            assert set(generation.metadata.keys()).isdisjoint(expected_filtered_metadata_keys)
+            print("generation_from_langfuse", generation)
+
 @pytest.mark.skip(reason="beta test - checking langfuse output")
 def test_langfuse_logging():
     try:
@@ -570,6 +657,7 @@ def test_langfuse_existing_trace_id():
     assert initial_langfuse_trace_dict == new_langfuse_trace_dict
 
 
+@pytest.mark.skipif(condition=not os.environ.get("OPENAI_API_KEY", False), reason="Authentication missing for openai")
 def test_langfuse_logging_tool_calling():
     litellm.set_verbose = True
 
diff --git a/litellm/utils.py b/litellm/utils.py
index 75031a7c3048..03f1698d0aea 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -9363,7 +9363,7 @@ def get_secret(
         else:
             secret = os.environ.get(secret_name)
             try:
-                secret_value_as_bool = ast.literal_eval(secret)
+                secret_value_as_bool = ast.literal_eval(secret) if secret is not None else None
                 if isinstance(secret_value_as_bool, bool):
                     return secret_value_as_bool
                 else:

From 107a77368f664db2dfb88d355e7d5b77f5713ff4 Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Sun, 5 May 2024 18:45:21 -0700
Subject: [PATCH 136/378] Parse streamed function calls as single delta

---
 litellm/llms/ollama_chat.py | 63 ++++++++++++++++++++++++++++++++++---
 1 file changed, 59 insertions(+), 4 deletions(-)

diff --git a/litellm/llms/ollama_chat.py b/litellm/llms/ollama_chat.py
index fb0d76b05edf..b84705998b90 100644
--- a/litellm/llms/ollama_chat.py
+++ b/litellm/llms/ollama_chat.py
@@ -1,3 +1,4 @@
+from itertools import chain
 import requests, types, time
 import json, uuid
 import traceback
@@ -335,8 +336,35 @@ def ollama_completion_stream(url, api_key, data, logging_obj):
                 custom_llm_provider="ollama_chat",
                 logging_obj=logging_obj,
             )
-            for transformed_chunk in streamwrapper:
-                yield transformed_chunk
+
+            # If format is JSON, this was a function call
+            # Gather all chunks and return the function call as one delta to simplify parsing
+            if data.get("format", "") == "json":
+                first_chunk = next(streamwrapper)
+                response_content = "".join(
+                    chunk.choices[0].delta.content
+                    for chunk in chain([first_chunk], streamwrapper)
+                    if chunk.choices[0].delta.content
+                )
+
+                function_call = json.loads(response_content)
+                delta = litellm.utils.Delta(
+                    content=None,
+                    tool_calls=[
+                        {
+                            "id": f"call_{str(uuid.uuid4())}",
+                            "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])},
+                            "type": "function",
+                        }
+                    ],
+                )
+                model_response = first_chunk
+                model_response["choices"][0]["delta"] = delta
+                model_response["choices"][0]["finish_reason"] = "tool_calls"
+                yield model_response
+            else:
+                for transformed_chunk in streamwrapper:
+                    yield transformed_chunk
         except Exception as e:
             raise e
 
@@ -366,8 +394,35 @@ async def ollama_async_streaming(
                 custom_llm_provider="ollama_chat",
                 logging_obj=logging_obj,
             )
-            async for transformed_chunk in streamwrapper:
-                yield transformed_chunk
+            # If format is JSON, this was a function call
+            # Gather all chunks and return the function call as one delta to simplify parsing
+            if data.get("format", "") == "json":
+                first_chunk = await anext(streamwrapper)
+                first_chunk_content = first_chunk.choices[0].delta.content or ""
+                response_content = first_chunk_content + "".join(
+                    [
+                    chunk.choices[0].delta.content
+                    async for chunk in streamwrapper
+                    if chunk.choices[0].delta.content]
+                )
+                function_call = json.loads(response_content)
+                delta = litellm.utils.Delta(
+                    content=None,
+                    tool_calls=[
+                        {
+                            "id": f"call_{str(uuid.uuid4())}",
+                            "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])},
+                            "type": "function",
+                        }
+                    ],
+                )
+                model_response = first_chunk
+                model_response["choices"][0]["delta"] = delta
+                model_response["choices"][0]["finish_reason"] = "tool_calls"
+                yield model_response
+            else:
+                async for transformed_chunk in streamwrapper:
+                    yield transformed_chunk
     except Exception as e:
         traceback.print_exc()
 

From c217a07d5e711c829c8b5429fc8b83052b88281a Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Sun, 5 May 2024 18:47:58 -0700
Subject: [PATCH 137/378] Fix: Set finish_reason to tool_calls for non-stream
 responses

---
 litellm/llms/ollama_chat.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/llms/ollama_chat.py b/litellm/llms/ollama_chat.py
index b84705998b90..45aab0f9593e 100644
--- a/litellm/llms/ollama_chat.py
+++ b/litellm/llms/ollama_chat.py
@@ -298,6 +298,7 @@ def get_ollama_response(
             ],
         )
         model_response["choices"][0]["message"] = message
+        model_response["choices"][0]["finish_reason"] = "tool_calls"
     else:
         model_response["choices"][0]["message"] = response_json["message"]
     model_response["created"] = int(time.time())
@@ -480,6 +481,7 @@ async def ollama_acompletion(
                     ],
                 )
                 model_response["choices"][0]["message"] = message
+                model_response["choices"][0]["finish_reason"] = "tool_calls"
             else:
                 model_response["choices"][0]["message"] = response_json["message"]
 

From dffe616267d78ef73fcec09fb035f3e5e6d59256 Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Sun, 5 May 2024 18:51:53 -0700
Subject: [PATCH 138/378] Make newline same in async function

---
 litellm/llms/ollama_chat.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/llms/ollama_chat.py b/litellm/llms/ollama_chat.py
index 45aab0f9593e..866761905f57 100644
--- a/litellm/llms/ollama_chat.py
+++ b/litellm/llms/ollama_chat.py
@@ -395,6 +395,7 @@ async def ollama_async_streaming(
                 custom_llm_provider="ollama_chat",
                 logging_obj=logging_obj,
             )
+
             # If format is JSON, this was a function call
             # Gather all chunks and return the function call as one delta to simplify parsing
             if data.get("format", "") == "json":

From 297543e3e5b0d77c82ebf36f140e5f19b9d66270 Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Sun, 5 May 2024 18:52:20 -0700
Subject: [PATCH 139/378] Parse streamed function calls as single delta in
 ollama

---
 litellm/llms/ollama.py | 62 +++++++++++++++++++++++++++++++++++++++---
 1 file changed, 58 insertions(+), 4 deletions(-)

diff --git a/litellm/llms/ollama.py b/litellm/llms/ollama.py
index 5972d9e8c242..68ca60688900 100644
--- a/litellm/llms/ollama.py
+++ b/litellm/llms/ollama.py
@@ -255,8 +255,34 @@ def ollama_completion_stream(url, data, logging_obj):
                 custom_llm_provider="ollama",
                 logging_obj=logging_obj,
             )
-            for transformed_chunk in streamwrapper:
-                yield transformed_chunk
+            # If format is JSON, this was a function call
+            # Gather all chunks and return the function call as one delta to simplify parsing
+            if data.get("format", "") == "json":
+                first_chunk = next(streamwrapper)
+                response_content = "".join(
+                    chunk.choices[0].delta.content
+                    for chunk in chain([first_chunk], streamwrapper)
+                    if chunk.choices[0].delta.content
+                )
+
+                function_call = json.loads(response_content)
+                delta = litellm.utils.Delta(
+                    content=None,
+                    tool_calls=[
+                        {
+                            "id": f"call_{str(uuid.uuid4())}",
+                            "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])},
+                            "type": "function",
+                        }
+                    ],
+                )
+                model_response = first_chunk
+                model_response["choices"][0]["delta"] = delta
+                model_response["choices"][0]["finish_reason"] = "tool_calls"
+                yield model_response
+            else:
+                for transformed_chunk in streamwrapper:
+                    yield transformed_chunk
         except Exception as e:
             raise e
 
@@ -278,8 +304,36 @@ async def ollama_async_streaming(url, data, model_response, encoding, logging_ob
                 custom_llm_provider="ollama",
                 logging_obj=logging_obj,
             )
-            async for transformed_chunk in streamwrapper:
-                yield transformed_chunk
+
+            # If format is JSON, this was a function call
+            # Gather all chunks and return the function call as one delta to simplify parsing
+            if data.get("format", "") == "json":
+                first_chunk = await anext(streamwrapper)
+                first_chunk_content = first_chunk.choices[0].delta.content or ""
+                response_content = first_chunk_content + "".join(
+                    [
+                    chunk.choices[0].delta.content
+                    async for chunk in streamwrapper
+                    if chunk.choices[0].delta.content]
+                )
+                function_call = json.loads(response_content)
+                delta = litellm.utils.Delta(
+                    content=None,
+                    tool_calls=[
+                        {
+                            "id": f"call_{str(uuid.uuid4())}",
+                            "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])},
+                            "type": "function",
+                        }
+                    ],
+                )
+                model_response = first_chunk
+                model_response["choices"][0]["delta"] = delta
+                model_response["choices"][0]["finish_reason"] = "tool_calls"
+                yield model_response
+            else:
+                async for transformed_chunk in streamwrapper:
+                    yield transformed_chunk
     except Exception as e:
         traceback.print_exc()
         raise e

From 03b82b78c15f348145ed607f0160938300c4526c Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Sun, 5 May 2024 18:52:31 -0700
Subject: [PATCH 140/378] Fix: Set finish_reason to tool_calls for non-stream
 responses in ollama

---
 litellm/llms/ollama.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/llms/ollama.py b/litellm/llms/ollama.py
index 68ca60688900..a7ca01db0258 100644
--- a/litellm/llms/ollama.py
+++ b/litellm/llms/ollama.py
@@ -225,6 +225,7 @@ def get_ollama_response(
             ],
         )
         model_response["choices"][0]["message"] = message
+        model_response["choices"][0]["finish_reason"] = "tool_calls"
     else:
         model_response["choices"][0]["message"]["content"] = response_json["response"]
     model_response["created"] = int(time.time())
@@ -377,6 +378,7 @@ async def ollama_acompletion(url, data, model_response, encoding, logging_obj):
                     ],
                 )
                 model_response["choices"][0]["message"] = message
+                model_response["choices"][0]["finish_reason"] = "tool_calls"
             else:
                 model_response["choices"][0]["message"]["content"] = response_json[
                     "response"

From 81b1c46c6f02b6a479b38d62114be2c38cf5ee44 Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Sun, 5 May 2024 18:54:08 -0700
Subject: [PATCH 141/378] Add missing import itertools.chain

---
 litellm/llms/ollama.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/llms/ollama.py b/litellm/llms/ollama.py
index a7ca01db0258..03fb01345416 100644
--- a/litellm/llms/ollama.py
+++ b/litellm/llms/ollama.py
@@ -1,3 +1,4 @@
+from itertools import chain
 import requests, types, time
 import json, uuid
 import traceback

From bb6132eee120de3d8ab567c08c0ee7f72d20721f Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Sun, 5 May 2024 18:59:26 -0700
Subject: [PATCH 142/378] Fix: get format from data not optional_params ollama
 non-stream completion

---
 litellm/llms/ollama.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/llms/ollama.py b/litellm/llms/ollama.py
index 03fb01345416..27c2aa618fe5 100644
--- a/litellm/llms/ollama.py
+++ b/litellm/llms/ollama.py
@@ -213,7 +213,7 @@ def get_ollama_response(
 
     ## RESPONSE OBJECT
     model_response["choices"][0]["finish_reason"] = "stop"
-    if optional_params.get("format", "") == "json":
+    if data.get("format", "") == "json":
         function_call = json.loads(response_json["response"])
         message = litellm.Message(
             content=None,

From 3acad270e57d446673137edf9409ab5b773661d5 Mon Sep 17 00:00:00 2001
From: Mehmet Bektas <mbektasgh@outlook.com>
Date: Sun, 5 May 2024 19:44:25 -0700
Subject: [PATCH 143/378] support sync ollama embeddings

---
 litellm/llms/ollama.py | 20 ++++++++++++++++++++
 litellm/main.py        | 20 ++++++++++----------
 2 files changed, 30 insertions(+), 10 deletions(-)

diff --git a/litellm/llms/ollama.py b/litellm/llms/ollama.py
index 5972d9e8c242..f4c06dbe6408 100644
--- a/litellm/llms/ollama.py
+++ b/litellm/llms/ollama.py
@@ -417,3 +417,23 @@ async def ollama_aembeddings(
         "total_tokens": total_input_tokens,
     }
     return model_response
+
+def ollama_embeddings(
+    api_base: str,
+    model: str,
+    prompts: list,
+    optional_params=None,
+    logging_obj=None,
+    model_response=None,
+    encoding=None,
+):
+    return asyncio.run(
+        ollama_aembeddings(
+            api_base,
+            model,
+            prompts,
+            optional_params,
+            logging_obj,
+            model_response,
+            encoding)
+        )
diff --git a/litellm/main.py b/litellm/main.py
index 8717af570427..9aaf30f05141 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -2946,16 +2946,16 @@ def embedding(
                     model=model,  # type: ignore
                     llm_provider="ollama",  # type: ignore
                 )
-            if aembedding:
-                response = ollama.ollama_aembeddings(
-                    api_base=api_base,
-                    model=model,
-                    prompts=input,
-                    encoding=encoding,
-                    logging_obj=logging,
-                    optional_params=optional_params,
-                    model_response=EmbeddingResponse(),
-                )
+            ollama_embeddings_fn = ollama.ollama_aembeddings if aembedding else ollama.ollama_embeddings
+            response = ollama_embeddings_fn(
+                api_base=api_base,
+                model=model,
+                prompts=input,
+                encoding=encoding,
+                logging_obj=logging,
+                optional_params=optional_params,
+                model_response=EmbeddingResponse(),
+            )
         elif custom_llm_provider == "sagemaker":
             response = sagemaker.embedding(
                 model=model,

From 64a64c68c5d2e511cd1c8db1b7840f09cffca12d Mon Sep 17 00:00:00 2001
From: Mehmet Bektas <mbektasgh@outlook.com>
Date: Sun, 5 May 2024 20:25:43 -0700
Subject: [PATCH 144/378] update ollama test file

---
 litellm/tests/test_ollama_local.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/litellm/tests/test_ollama_local.py b/litellm/tests/test_ollama_local.py
index d4dbc7341b05..f5d629140e4b 100644
--- a/litellm/tests/test_ollama_local.py
+++ b/litellm/tests/test_ollama_local.py
@@ -24,6 +24,14 @@
 
 # asyncio.run(test_ollama_aembeddings())
 
+# def test_ollama_embeddings():
+#     litellm.set_verbose = True
+#     input = "The food was delicious and the waiter..."
+#     response = litellm.embedding(model="ollama/mistral", input=input)
+#     print(response)
+
+# test_ollama_embeddings()
+
 # def test_ollama_streaming():
 #     try:
 #         litellm.set_verbose = False

From d0d063e25a833a898debd72b7af6ca3b494dca98 Mon Sep 17 00:00:00 2001
From: Rajan Paneru <paneru.rajan@gmail.com>
Date: Mon, 6 May 2024 13:16:24 +0930
Subject: [PATCH 145/378] Synced the model with the Mistral

* Ordered them based on previous order
* Excluded to be depricated models
* Use the model name, instead of the slug in the first column as referred by the name of the column
---
 docs/my-website/docs/providers/mistral.md | 17 ++++++++---------
 1 file changed, 8 insertions(+), 9 deletions(-)

diff --git a/docs/my-website/docs/providers/mistral.md b/docs/my-website/docs/providers/mistral.md
index 8e5e2bf66b76..a4325dc4e272 100644
--- a/docs/my-website/docs/providers/mistral.md
+++ b/docs/my-website/docs/providers/mistral.md
@@ -44,14 +44,13 @@ for chunk in response:
 ## Supported Models
 All models listed here https://docs.mistral.ai/platform/endpoints are supported. We actively maintain the list of models, pricing, token window, etc. [here](https://github.com/BerriAI/litellm/blob/c1b25538277206b9f00de5254d80d6a83bb19a29/model_prices_and_context_window.json).
 
-| Model Name               | Function Call                                                                                                                                                      |
-|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| mistral-tiny | `completion(model="mistral/mistral-tiny", messages)` | 
-| mistral-small | `completion(model="mistral/mistral-small", messages)` | 
-| mistral-medium | `completion(model="mistral/mistral-medium", messages)` | 
-| mistral-large-latest | `completion(model="mistral/mistral-large-latest", messages)` | 
-| open-mixtral-8x22b | `completion(model="mistral/open-mixtral-8x22b", messages)` | 
-
+| Model Name     | Function Call                                                |
+|----------------|--------------------------------------------------------------|
+| Mistral Small  | `completion(model="mistral/mistral-small-latest", messages)` |
+| Mistral Large  | `completion(model="mistral/mistral-large-latest", messages)` |
+| Mistral 7B     | `completion(model="mistral/open-mistral-7b", messages)`      |
+| Mixtral 8x7B   | `completion(model="mistral/open-mixtral-8x7b", messages)`    |
+| Mixtral 8x22B  | `completion(model="mistral/open-mixtral-8x22b", messages)`   |
 
 ## Function Calling 
 
@@ -116,6 +115,6 @@ All models listed here https://docs.mistral.ai/platform/endpoints are supported
 
 | Model Name               | Function Call                                                                                                                                                      |
 |--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| mistral-embed | `embedding(model="mistral/mistral-embed", input)` | 
+| Mistral Embeddings | `embedding(model="mistral/mistral-embed", input)` | 
 
 

From 51c02fdadfeca3451893d45b5dce70ad27738c3e Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Mon, 6 May 2024 00:13:42 -0700
Subject: [PATCH 146/378] Add tests for ollama + ollama chat tool calls +/-
 stream

---
 litellm/tests/test_completion.py | 158 +++++++++++++++++++++++++++++++
 1 file changed, 158 insertions(+)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 13f99bd57124..190825d320e3 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -2,6 +2,8 @@
 import traceback
 from dotenv import load_dotenv
 
+from litellm.utils import ModelResponse
+
 load_dotenv()
 import os, io
 
@@ -1441,6 +1443,162 @@ def test_completion_ollama_hosted():
 # test_completion_ollama_hosted()
 
 
+@pytest.mark.parametrize(("model"), [
+        "ollama/llama2",
+        "ollama_chat/llama2",
+    ]
+)
+def test_completion_ollama_function_call(model):
+    messages = [{"role": "user", "content": "What's the weather like in San Francisco?"}]
+    tools = [
+        {
+            "type": "function",
+            "function": {
+                "name": "get_current_weather",
+                "description": "Get the current weather in a given location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    },
+                    "required": ["location"],
+                },
+            },
+        }
+    ]
+    try:
+        litellm.set_verbose = True
+        response = litellm.completion(model=model, messages=messages, tools=tools)
+        print(response)
+        assert response.choices[0].message.tool_calls
+        assert response.choices[0].message.tool_calls[0].function.name == "get_current_weather"
+        assert response.choices[0].finish_reason == "tool_calls"
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
+
+@pytest.mark.parametrize(("model"), [
+        "ollama/llama2",
+        "ollama_chat/llama2",
+    ]
+)
+def test_completion_ollama_function_call_stream(model):
+    messages = [{"role": "user", "content": "What's the weather like in San Francisco?"}]
+    tools = [
+        {
+            "type": "function",
+            "function": {
+                "name": "get_current_weather",
+                "description": "Get the current weather in a given location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    },
+                    "required": ["location"],
+                },
+            },
+        }
+    ]
+    try:
+        litellm.set_verbose = True
+        response = litellm.completion(model=model, messages=messages, tools=tools, stream=True)
+        print(response)
+        first_chunk = next(response)
+        assert first_chunk.choices[0].delta.tool_calls
+        assert first_chunk.choices[0].delta.tool_calls[0].function.name == "get_current_weather"
+        assert first_chunk.choices[0].finish_reason == "tool_calls"
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
+
+@pytest.mark.parametrize(("model"), [
+        "ollama/llama2",
+        "ollama_chat/llama2",
+    ]
+)
+@pytest.mark.asyncio
+async def test_acompletion_ollama_function_call(model):
+    messages = [{"role": "user", "content": "What's the weather like in San Francisco?"}]
+    tools = [
+        {
+            "type": "function",
+            "function": {
+                "name": "get_current_weather",
+                "description": "Get the current weather in a given location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    },
+                    "required": ["location"],
+                },
+            },
+        }
+    ]
+    try:
+        litellm.set_verbose = True
+        response = await litellm.acompletion(model=model, messages=messages, tools=tools)
+        print(response)
+        assert response.choices[0].message.tool_calls
+        assert response.choices[0].message.tool_calls[0].function.name == "get_current_weather"
+        assert response.choices[0].finish_reason == "tool_calls"
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
+
+@pytest.mark.parametrize(("model"), [
+        "ollama/llama2",
+        "ollama_chat/llama2",
+    ]
+)
+@pytest.mark.asyncio
+async def test_acompletion_ollama_function_call_stream(model):
+    messages = [{"role": "user", "content": "What's the weather like in San Francisco?"}]
+    tools = [
+        {
+            "type": "function",
+            "function": {
+                "name": "get_current_weather",
+                "description": "Get the current weather in a given location",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    },
+                    "required": ["location"],
+                },
+            },
+        }
+    ]
+    try:
+        litellm.set_verbose = True
+        response = await litellm.acompletion(model=model, messages=messages, tools=tools, stream=True)
+        print(response)
+        first_chunk = await anext(response)
+        assert first_chunk.choices[0].delta.tool_calls
+        assert first_chunk.choices[0].delta.tool_calls[0].function.name == "get_current_weather"
+        assert first_chunk.choices[0].finish_reason == "tool_calls"
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
+
 def test_completion_openrouter1():
     try:
         litellm.set_verbose = True

From 07b13ff7c533829cacaf2bf6f4d91ca5ad56840b Mon Sep 17 00:00:00 2001
From: Jack Collins <6640905+jackmpcollins@users.noreply.github.com>
Date: Mon, 6 May 2024 00:16:58 -0700
Subject: [PATCH 147/378] Remove unused ModelResponse import

---
 litellm/tests/test_completion.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 190825d320e3..4c24caf7173b 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -2,8 +2,6 @@
 import traceback
 from dotenv import load_dotenv
 
-from litellm.utils import ModelResponse
-
 load_dotenv()
 import os, io
 

From d83f0b02da52aa135b91b1c1e145ec313626b227 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 07:14:33 -0700
Subject: [PATCH 148/378] test: fix local tests

---
 litellm/tests/test_completion.py | 74 ++++++++++++++++++++++++--------
 1 file changed, 55 insertions(+), 19 deletions(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 4c24caf7173b..c8a091805900 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1441,13 +1441,18 @@ def test_completion_ollama_hosted():
 # test_completion_ollama_hosted()
 
 
-@pytest.mark.parametrize(("model"), [
+@pytest.mark.skip(reason="Local test")
+@pytest.mark.parametrize(
+    ("model"),
+    [
         "ollama/llama2",
         "ollama_chat/llama2",
-    ]
+    ],
 )
 def test_completion_ollama_function_call(model):
-    messages = [{"role": "user", "content": "What's the weather like in San Francisco?"}]
+    messages = [
+        {"role": "user", "content": "What's the weather like in San Francisco?"}
+    ]
     tools = [
         {
             "type": "function",
@@ -1473,19 +1478,27 @@ def test_completion_ollama_function_call(model):
         response = litellm.completion(model=model, messages=messages, tools=tools)
         print(response)
         assert response.choices[0].message.tool_calls
-        assert response.choices[0].message.tool_calls[0].function.name == "get_current_weather"
+        assert (
+            response.choices[0].message.tool_calls[0].function.name
+            == "get_current_weather"
+        )
         assert response.choices[0].finish_reason == "tool_calls"
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
 
 
-@pytest.mark.parametrize(("model"), [
+@pytest.mark.skip(reason="Local test")
+@pytest.mark.parametrize(
+    ("model"),
+    [
         "ollama/llama2",
         "ollama_chat/llama2",
-    ]
+    ],
 )
 def test_completion_ollama_function_call_stream(model):
-    messages = [{"role": "user", "content": "What's the weather like in San Francisco?"}]
+    messages = [
+        {"role": "user", "content": "What's the weather like in San Francisco?"}
+    ]
     tools = [
         {
             "type": "function",
@@ -1508,24 +1521,33 @@ def test_completion_ollama_function_call_stream(model):
     ]
     try:
         litellm.set_verbose = True
-        response = litellm.completion(model=model, messages=messages, tools=tools, stream=True)
+        response = litellm.completion(
+            model=model, messages=messages, tools=tools, stream=True
+        )
         print(response)
         first_chunk = next(response)
         assert first_chunk.choices[0].delta.tool_calls
-        assert first_chunk.choices[0].delta.tool_calls[0].function.name == "get_current_weather"
+        assert (
+            first_chunk.choices[0].delta.tool_calls[0].function.name
+            == "get_current_weather"
+        )
         assert first_chunk.choices[0].finish_reason == "tool_calls"
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
 
 
-@pytest.mark.parametrize(("model"), [
+@pytest.mark.parametrize(
+    ("model"),
+    [
         "ollama/llama2",
         "ollama_chat/llama2",
-    ]
+    ],
 )
 @pytest.mark.asyncio
 async def test_acompletion_ollama_function_call(model):
-    messages = [{"role": "user", "content": "What's the weather like in San Francisco?"}]
+    messages = [
+        {"role": "user", "content": "What's the weather like in San Francisco?"}
+    ]
     tools = [
         {
             "type": "function",
@@ -1548,23 +1570,32 @@ async def test_acompletion_ollama_function_call(model):
     ]
     try:
         litellm.set_verbose = True
-        response = await litellm.acompletion(model=model, messages=messages, tools=tools)
+        response = await litellm.acompletion(
+            model=model, messages=messages, tools=tools
+        )
         print(response)
         assert response.choices[0].message.tool_calls
-        assert response.choices[0].message.tool_calls[0].function.name == "get_current_weather"
+        assert (
+            response.choices[0].message.tool_calls[0].function.name
+            == "get_current_weather"
+        )
         assert response.choices[0].finish_reason == "tool_calls"
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
 
 
-@pytest.mark.parametrize(("model"), [
+@pytest.mark.parametrize(
+    ("model"),
+    [
         "ollama/llama2",
         "ollama_chat/llama2",
-    ]
+    ],
 )
 @pytest.mark.asyncio
 async def test_acompletion_ollama_function_call_stream(model):
-    messages = [{"role": "user", "content": "What's the weather like in San Francisco?"}]
+    messages = [
+        {"role": "user", "content": "What's the weather like in San Francisco?"}
+    ]
     tools = [
         {
             "type": "function",
@@ -1587,11 +1618,16 @@ async def test_acompletion_ollama_function_call_stream(model):
     ]
     try:
         litellm.set_verbose = True
-        response = await litellm.acompletion(model=model, messages=messages, tools=tools, stream=True)
+        response = await litellm.acompletion(
+            model=model, messages=messages, tools=tools, stream=True
+        )
         print(response)
         first_chunk = await anext(response)
         assert first_chunk.choices[0].delta.tool_calls
-        assert first_chunk.choices[0].delta.tool_calls[0].function.name == "get_current_weather"
+        assert (
+            first_chunk.choices[0].delta.tool_calls[0].function.name
+            == "get_current_weather"
+        )
         assert first_chunk.choices[0].finish_reason == "tool_calls"
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")

From b5f3f198f2f9e3d962248d19b53789755f00a825 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 07:25:12 -0700
Subject: [PATCH 149/378] fix(utils.py): anthropic error handling

---
 litellm/llms/anthropic.py        |  2 +-
 litellm/tests/test_completion.py | 67 ++++++++++++++++++++++++++++++++
 litellm/utils.py                 | 20 +---------
 3 files changed, 69 insertions(+), 20 deletions(-)

diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py
index 3c130aafcbdc..d50129bc7a33 100644
--- a/litellm/llms/anthropic.py
+++ b/litellm/llms/anthropic.py
@@ -187,7 +187,7 @@ def process_response(
         elif len(completion_response["content"]) == 0:
             raise AnthropicError(
                 message="No content in response",
-                status_code=response.status_code,
+                status_code=500,
             )
         else:
             text_content = ""
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index c8a091805900..47056584b55e 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -232,6 +232,73 @@ def test_completion_claude_3_function_call():
         pytest.fail(f"Error occurred: {e}")
 
 
+@pytest.mark.asyncio
+async def test_anthropic_no_content_error():
+    """
+    https://github.com/BerriAI/litellm/discussions/3440#discussioncomment-9323402
+    """
+    try:
+        litellm.drop_params = True
+        response = await litellm.acompletion(
+            model="anthropic/claude-3-opus-20240229",
+            api_key=os.getenv("ANTHROPIC_API_KEY"),
+            messages=[
+                {
+                    "role": "system",
+                    "content": "You will be given a list of fruits. Use the submitFruit function to submit a fruit. Don't say anything after.",
+                },
+                {"role": "user", "content": "I like apples"},
+                {
+                    "content": "<thinking>The most relevant tool for this request is the submitFruit function.</thinking>",
+                    "role": "assistant",
+                    "tool_calls": [
+                        {
+                            "function": {
+                                "arguments": '{"name": "Apple"}',
+                                "name": "submitFruit",
+                            },
+                            "id": "toolu_012ZTYKWD4VqrXGXyE7kEnAK",
+                            "type": "function",
+                        }
+                    ],
+                },
+                {
+                    "role": "tool",
+                    "content": '{"success":true}',
+                    "tool_call_id": "toolu_012ZTYKWD4VqrXGXyE7kEnAK",
+                },
+            ],
+            max_tokens=2000,
+            temperature=1,
+            tools=[
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "submitFruit",
+                        "description": "Submits a fruit",
+                        "parameters": {
+                            "type": "object",
+                            "properties": {
+                                "name": {
+                                    "type": "string",
+                                    "description": "The name of the fruit",
+                                }
+                            },
+                            "required": ["name"],
+                        },
+                    },
+                }
+            ],
+            frequency_penalty=0.8,
+        )
+
+        pass
+    except litellm.APIError as e:
+        assert e.status_code == 500
+    except Exception as e:
+        pytest.fail(f"An unexpected error occurred - {str(e)}")
+
+
 def test_completion_cohere_command_r_plus_function_call():
     litellm.set_verbose = True
     tools = [
diff --git a/litellm/utils.py b/litellm/utils.py
index 0565362e54f1..baeace687457 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -8154,27 +8154,9 @@ def exception_type(
                             response=original_exception.response,
                         )
                     elif original_exception.status_code == 500:
-                        exception_mapping_worked = True
-                        raise ServiceUnavailableError(
-                            message=f"AnthropicException - {original_exception.message}",
-                            llm_provider="anthropic",
-                            model=model,
-                            response=(
-                                original_exception.response
-                                if hasattr(original_exception, "response")
-                                else httpx.Response(
-                                    status_code=500,
-                                    request=httpx.Request(
-                                        method="POST",
-                                        url="https://docs.anthropic.com/claude/reference/messages_post",
-                                    ),
-                                )
-                            ),
-                        )
-                    else:
                         exception_mapping_worked = True
                         raise APIError(
-                            status_code=original_exception.status_code,
+                            status_code=500,
                             message=f"AnthropicException - {original_exception.message}. Handle with `litellm.APIError`.",
                             llm_provider="anthropic",
                             model=model,

From 2347cb2247615719188e9c03bb69db53062bfa62 Mon Sep 17 00:00:00 2001
From: Rajan Paneru <paneru.rajan@gmail.com>
Date: Tue, 7 May 2024 00:19:19 +0930
Subject: [PATCH 150/378] bring back the to be depricated mistral-medium

---
 docs/my-website/docs/providers/mistral.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/my-website/docs/providers/mistral.md b/docs/my-website/docs/providers/mistral.md
index a4325dc4e272..9d13fd01703a 100644
--- a/docs/my-website/docs/providers/mistral.md
+++ b/docs/my-website/docs/providers/mistral.md
@@ -47,6 +47,7 @@ All models listed here https://docs.mistral.ai/platform/endpoints are supported.
 | Model Name     | Function Call                                                |
 |----------------|--------------------------------------------------------------|
 | Mistral Small  | `completion(model="mistral/mistral-small-latest", messages)` |
+| Mistral Medium | `completion(model="mistral/mistral-medium-latest", messages)`|
 | Mistral Large  | `completion(model="mistral/mistral-large-latest", messages)` |
 | Mistral 7B     | `completion(model="mistral/open-mistral-7b", messages)`      |
 | Mixtral 8x7B   | `completion(model="mistral/open-mixtral-8x7b", messages)`    |

From c762e60ae50c19fb5c434e7cb17697447e4a6f4a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 07:53:55 -0700
Subject: [PATCH 151/378] stash ui changes

---
 .../src/components/model_dashboard.tsx        | 32 +++++++++----------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 8c766989d944..43ca9fdff349 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -1276,22 +1276,22 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
               {retry_policy_map &&
   <table>
     <tbody>
-      {Object.keys(retry_policy_map).map((key, idx) => (
-        <tr key={idx} className="flex justify-between items-center mt-2">
-          <td>
-            <Text>{key}</Text>
-          </td>
-          <td>
-            
-            <InputNumber 
-              className="ml-5"
-              defaultValue={defaultRetry}
-              min={0} step={1}
-            />
-          </td>
-        </tr>
-      ))}
-    </tbody>
+  {Object.keys(retry_policy_map).map((key, idx) => (
+    <tr key={idx} className="flex justify-between items-center mt-2">
+      <td>
+        <Text>{key}</Text>
+      </td>
+      <td>
+        <InputNumber
+          className="ml-5"
+          defaultValue={defaultRetry}
+          min={0}
+          step={1}
+        />
+      </td>
+    </tr>
+  ))}
+</tbody>
   </table>
 }
 <Button className="mt-6 mr-8">

From e0001a912192e9258714c742dcfc394f95c6f7d9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 07:56:17 -0700
Subject: [PATCH 152/378] docs - add using vertex embedding models

---
 .../docs/embedding/supported_embedding.md     |  2 --
 docs/my-website/docs/providers/vertex.md      | 30 +++++++++++++++++++
 2 files changed, 30 insertions(+), 2 deletions(-)

diff --git a/docs/my-website/docs/embedding/supported_embedding.md b/docs/my-website/docs/embedding/supported_embedding.md
index 52cfee7ac32c..ebf7a29ebc3a 100644
--- a/docs/my-website/docs/embedding/supported_embedding.md
+++ b/docs/my-website/docs/embedding/supported_embedding.md
@@ -320,8 +320,6 @@ from litellm import embedding
 litellm.vertex_project = "hardy-device-38811" # Your Project ID
 litellm.vertex_location = "us-central1"  # proj location
 
-
-os.environ['VOYAGE_API_KEY'] = ""
 response = embedding(
     model="vertex_ai/textembedding-gecko",
     input=["good morning from litellm"],
diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index 014a29bf11c7..b45be264f27c 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -477,6 +477,36 @@ print(response)
 | code-gecko@latest| `completion('code-gecko@latest', messages)` |
 
 
+## Embedding Models
+
+#### Usage - Embedding
+```python
+import litellm
+from litellm import embedding
+litellm.vertex_project = "hardy-device-38811" # Your Project ID
+litellm.vertex_location = "us-central1"  # proj location
+
+response = embedding(
+    model="vertex_ai/textembedding-gecko",
+    input=["good morning from litellm"],
+)
+print(response)
+```
+
+#### Supported Embedding Models
+All models listed [here](https://github.com/BerriAI/litellm/blob/57f37f743886a0249f630a6792d49dffc2c5d9b7/model_prices_and_context_window.json#L835) are supported
+
+| Model Name               | Function Call                                                                                                                                                      |
+|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| textembedding-gecko | `embedding(model="vertex_ai/textembedding-gecko", input)` | 
+| textembedding-gecko-multilingual | `embedding(model="vertex_ai/textembedding-gecko-multilingual", input)` | 
+| textembedding-gecko-multilingual@001 | `embedding(model="vertex_ai/textembedding-gecko-multilingual@001", input)` | 
+| textembedding-gecko@001 | `embedding(model="vertex_ai/textembedding-gecko@001", input)` | 
+| textembedding-gecko@003 | `embedding(model="vertex_ai/textembedding-gecko@003", input)` | 
+| text-embedding-preview-0409 | `embedding(model="vertex_ai/text-embedding-preview-0409", input)` |
+| text-multilingual-embedding-preview-0409 | `embedding(model="vertex_ai/text-multilingual-embedding-preview-0409", input)` | 
+
+
 ## Extra
 
 ### Using `GOOGLE_APPLICATION_CREDENTIALS`

From 62b3f25398b1e4eb9745e044661c5089a065c8f7 Mon Sep 17 00:00:00 2001
From: Simon Sanchez Viloria <simon.s.viloria@ibm.com>
Date: Mon, 6 May 2024 17:06:46 +0200
Subject: [PATCH 153/378] (fix) fix ibm_granite_pt and use hf_chat_template for
 llama-3 instruct prompts

---
 litellm/llms/prompt_templates/factory.py | 19 +++++++------------
 1 file changed, 7 insertions(+), 12 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index cb1b2eb73d97..88090b1d48e2 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -434,7 +434,7 @@ def format_prompt_togetherai(messages, prompt_format, chat_template):
 
 def ibm_granite_pt(messages: list):
     """
-    IBM's Granite models uses the template:
+    IBM's Granite chat models uses the template:
     <|system|> {system_message} <|user|> {user_message} <|assistant|> {assistant_message}
 
     See: https://www.ibm.com/docs/en/watsonx-as-a-service?topic=solutions-supported-foundation-models
@@ -453,9 +453,10 @@ def ibm_granite_pt(messages: list):
             'assistant': {
                 'pre_message': '<|assistant|>\n',
                 'post_message': '\n',
-            }
-        }
-    ).strip()
+            },
+        },
+        final_prompt_value='<|assistant|>\n',
+    )
 
 ### ANTHROPIC ###
 
@@ -1400,15 +1401,9 @@ def prompt_factory(
             return mistral_instruct_pt(messages=messages)
         elif "meta-llama/llama-3" in model and "instruct" in model:
             # https://llama.meta.com/docs/model-cards-and-prompt-formats/meta-llama-3/
-            return custom_prompt(
-                role_dict={
-                    "system": {"pre_message": "<|start_header_id|>system<|end_header_id|>\n", "post_message": "<|eot_id|>"},
-                    "user": {"pre_message": "<|start_header_id|>user<|end_header_id|>\n", "post_message": "<|eot_id|>"},
-                    "assistant": {"pre_message": "<|start_header_id|>assistant<|end_header_id|>\n", "post_message": "<|eot_id|>"},
-                },
+            return hf_chat_template(
+                model="meta-llama/Meta-Llama-3-8B-Instruct",
                 messages=messages,
-                initial_prompt_value="<|begin_of_text|>",
-                final_prompt_value="<|start_header_id|>assistant<|end_header_id|>\n",
             )
     try:
         if "meta-llama/llama-2" in model and "chat" in model:

From 83a274b54b6389642dcb6b23482acae70238b4bc Mon Sep 17 00:00:00 2001
From: Simon Sanchez Viloria <simon.s.viloria@ibm.com>
Date: Mon, 6 May 2024 17:07:21 +0200
Subject: [PATCH 154/378] (feat) support for async stream to watsonx provider

---
 litellm/llms/watsonx.py | 300 ++++++++++++++++++++++++++++------------
 litellm/main.py         |  10 +-
 litellm/utils.py        |   3 +
 3 files changed, 221 insertions(+), 92 deletions(-)

diff --git a/litellm/llms/watsonx.py b/litellm/llms/watsonx.py
index aa0cb32df123..08d7933d9cdc 100644
--- a/litellm/llms/watsonx.py
+++ b/litellm/llms/watsonx.py
@@ -1,12 +1,13 @@
 from enum import Enum
 import json, types, time  # noqa: E401
-from contextlib import contextmanager
-from typing import Callable, Dict, Optional, Any, Union, List
+from contextlib import asynccontextmanager, contextmanager
+from typing import AsyncGenerator, Callable, Dict, Generator, Optional, Any, Union, List
 
 import httpx
 import requests
 import litellm
-from litellm.utils import ModelResponse, get_secret, Usage
+from litellm.utils import Logging, ModelResponse, Usage, get_secret
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
 
 from .base import BaseLLM
 from .prompt_templates import factory as ptf
@@ -173,14 +174,13 @@ class WatsonXAIEndpoint(str, Enum):
 
 class IBMWatsonXAI(BaseLLM):
     """
-    Class to interface with IBM Watsonx.ai API for text generation and embeddings.
+    Class to interface with IBM watsonx.ai API for text generation and embeddings.
 
     Reference: https://cloud.ibm.com/apidocs/watsonx-ai
     """
 
     api_version = "2024-03-13"
 
-
     def __init__(self) -> None:
         super().__init__()
 
@@ -239,8 +239,7 @@ def _prepare_text_generation_req(
             )
         url = api_params["url"].rstrip("/") + endpoint
         return dict(
-            method="POST", url=url, headers=headers, 
-            json=payload, params=request_params
+            method="POST", url=url, headers=headers, json=payload, params=request_params
         )
 
     def _get_api_params(self, params: dict, print_verbose: Callable = None) -> dict:
@@ -307,7 +306,7 @@ def _get_api_params(self, params: dict, print_verbose: Callable = None) -> dict:
             )
         if token is None and api_key is not None:
             # generate the auth token
-            if print_verbose:
+            if print_verbose is not None:
                 print_verbose("Generating IAM token for Watsonx.ai")
             token = self.generate_iam_token(api_key)
         elif token is None and api_key is None:
@@ -341,8 +340,9 @@ def completion(
         model_response: ModelResponse,
         print_verbose: Callable,
         encoding,
-        logging_obj,
+        logging_obj: Logging,
         optional_params: Optional[dict] = None,
+        acompletion: bool = None,
         litellm_params: Optional[dict] = None,
         logger_fn=None,
         timeout: float = None,
@@ -365,13 +365,15 @@ def completion(
         prompt = convert_messages_to_prompt(
             model, messages, provider, custom_prompt_dict
         )
+        
+        manage_response = self._make_response_manager(async_=(acompletion is True), logging_obj=logging_obj)
 
-        def process_text_request(request_params: dict) -> ModelResponse:
-            with self._manage_response(
-                request_params, logging_obj=logging_obj, input=prompt, timeout=timeout
-            ) as resp:
-                json_resp = resp.json()
-
+        def process_text_gen_response(json_resp: dict) -> ModelResponse:
+            if "results" not in json_resp:
+                raise WatsonXAIError(
+                    status_code=500,
+                    message=f"Error: Invalid response from Watsonx.ai API: {json_resp}",
+                )
             generated_text = json_resp["results"][0]["generated_text"]
             prompt_tokens = json_resp["results"][0]["input_token_count"]
             completion_tokens = json_resp["results"][0]["generated_token_count"]
@@ -386,25 +388,52 @@ def process_text_request(request_params: dict) -> ModelResponse:
             )
             return model_response
 
-        def process_stream_request(
+        def handle_text_request(request_params: dict) -> ModelResponse:
+            with manage_response(
+                request_params, input=prompt, timeout=timeout,
+            ) as resp:
+                json_resp = resp.json()
+
+            return process_text_gen_response(json_resp)
+
+        async def handle_text_request_async(request_params: dict) -> ModelResponse:
+            async with manage_response(
+                request_params, input=prompt, timeout=timeout,
+            ) as resp:
+                json_resp = resp.json()
+            return process_text_gen_response(json_resp)
+
+        def handle_stream_request(
             request_params: dict,
         ) -> litellm.CustomStreamWrapper:
             # stream the response - generated chunks will be handled
             # by litellm.utils.CustomStreamWrapper.handle_watsonx_stream
-            with self._manage_response(
-                request_params,
-                logging_obj=logging_obj,
-                stream=True,
-                input=prompt,
-                timeout=timeout,
+            with manage_response(
+                request_params, stream=True, input=prompt, timeout=timeout,
             ) as resp:
-                response = litellm.CustomStreamWrapper(
+                streamwrapper = litellm.CustomStreamWrapper(
                     resp.iter_lines(),
                     model=model,
                     custom_llm_provider="watsonx",
                     logging_obj=logging_obj,
                 )
-            return response
+            return streamwrapper
+
+        async def handle_stream_request_async(
+            request_params: dict,
+        ) -> litellm.CustomStreamWrapper:
+            # stream the response - generated chunks will be handled
+            # by litellm.utils.CustomStreamWrapper.handle_watsonx_stream
+            async with manage_response(
+                request_params, stream=True, input=prompt, timeout=timeout,
+            ) as resp:
+                streamwrapper = litellm.CustomStreamWrapper(
+                    resp.aiter_lines(),
+                    model=model,
+                    custom_llm_provider="watsonx",
+                    logging_obj=logging_obj,
+                )
+            return streamwrapper
 
         try:
             ## Get the response from the model
@@ -415,10 +444,18 @@ def process_stream_request(
                 optional_params=optional_params,
                 print_verbose=print_verbose,
             )
-            if stream:
-                return process_stream_request(req_params)
+            if stream and acompletion:
+                # stream and async text generation
+                return handle_stream_request_async(req_params)
+            elif stream:
+                # streaming text generation
+                return handle_stream_request(req_params)
+            elif acompletion:
+                # async text generation
+                return handle_text_request_async(req_params)
             else:
-                return process_text_request(req_params)
+                # regular text generation
+                return handle_text_request(req_params)
         except WatsonXAIError as e:
             raise e
         except Exception as e:
@@ -433,6 +470,7 @@ def embedding(
         model_response=None,
         optional_params=None,
         encoding=None,
+        aembedding=None,
     ):
         """
         Send a text embedding request to the IBM Watsonx.ai API.
@@ -467,9 +505,6 @@ def embedding(
         }
         request_params = dict(version=api_params["api_version"])
         url = api_params["url"].rstrip("/") + WatsonXAIEndpoint.EMBEDDINGS
-        # request = httpx.Request(
-        #     "POST", url, headers=headers, json=payload, params=request_params
-        # )
         req_params = {
             "method": "POST",
             "url": url,
@@ -477,25 +512,47 @@ def embedding(
             "json": payload,
             "params": request_params,
         }
-        with self._manage_response(
-            req_params, logging_obj=logging_obj, input=input
-        ) as resp:
-            json_resp = resp.json()
-
-        results = json_resp.get("results", [])
-        embedding_response = []
-        for idx, result in enumerate(results):
-            embedding_response.append(
-                {"object": "embedding", "index": idx, "embedding": result["embedding"]}
+        manage_response = self._make_response_manager(async_=(aembedding is True), logging_obj=logging_obj)
+        
+        def process_embedding_response(json_resp: dict) -> ModelResponse:
+            results = json_resp.get("results", [])
+            embedding_response = []
+            for idx, result in enumerate(results):
+                embedding_response.append(
+                    {"object": "embedding", "index": idx, "embedding": result["embedding"]}
+                )
+            model_response["object"] = "list"
+            model_response["data"] = embedding_response
+            model_response["model"] = model
+            input_tokens = json_resp.get("input_token_count", 0)
+            model_response.usage = Usage(
+                prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
             )
-        model_response["object"] = "list"
-        model_response["data"] = embedding_response
-        model_response["model"] = model
-        input_tokens = json_resp.get("input_token_count", 0)
-        model_response.usage = Usage(
-            prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
-        )
-        return model_response
+            return model_response
+        
+        def handle_embedding_request(request_params: dict) -> ModelResponse:
+            with manage_response(
+                request_params, input=input
+            ) as resp:
+                json_resp = resp.json()
+            return process_embedding_response(json_resp)
+        
+        async def handle_embedding_request_async(request_params: dict) -> ModelResponse:
+            async with manage_response(
+                request_params, input=input
+            ) as resp:
+                json_resp = resp.json()
+            return process_embedding_response(json_resp)
+        
+        try:
+            if aembedding:
+                return handle_embedding_request_async(req_params)
+            else:
+                return handle_embedding_request(req_params)
+        except WatsonXAIError as e:
+            raise e
+        except Exception as e:
+            raise WatsonXAIError(status_code=500, message=str(e))
 
     def generate_iam_token(self, api_key=None, **params):
         headers = {}
@@ -517,53 +574,116 @@ def generate_iam_token(self, api_key=None, **params):
         iam_access_token = json_data["access_token"]
         self.token = iam_access_token
         return iam_access_token
+    
+    def _make_response_manager(
+            self,
+            async_: bool,
+            logging_obj: Logging  
+        ) -> Callable[..., Generator[Union[requests.Response, httpx.Response], None, None]]:
+        """
+        Returns a context manager that manages the response from the request.
+        if async_ is True, returns an async context manager, otherwise returns a regular context manager.
+
+        Usage:
+        ```python
+        manage_response = self._make_response_manager(async_=True, logging_obj=logging_obj)
+        async with manage_response(request_params) as resp:
+            ...
+        # or
+        manage_response = self._make_response_manager(async_=False, logging_obj=logging_obj)
+        with manage_response(request_params) as resp:
+            ...
+        ```
+        """
 
-    @contextmanager
-    def _manage_response(
-        self,
-        request_params: dict,
-        logging_obj: Any,
-        stream: bool = False,
-        input: Optional[Any] = None,
-        timeout: float = None,
-    ):
-        request_str = (
-            f"response = {request_params['method']}(\n"
-            f"\turl={request_params['url']},\n"
-            f"\tjson={request_params['json']},\n"
-            f")"
-        )
-        logging_obj.pre_call(
-            input=input,
-            api_key=request_params['headers'].get("Authorization"),
-            additional_args={
-                "complete_input_dict": request_params['json'],
-                "request_str": request_str,
-            },
-        )
-        if timeout:
-            request_params['timeout'] = timeout
-        try:
-            if stream:
-                resp = requests.request(
-                    **request_params,
-                    stream=True,
-                )
-                resp.raise_for_status()
-                yield resp
-            else:
-                resp = requests.request(**request_params)
-                resp.raise_for_status()
-                yield resp
-        except Exception as e:
-            raise WatsonXAIError(status_code=500, message=str(e))
-        if not stream:
+        def pre_call(
+            request_params: dict,
+            input:Optional[Any]=None,
+        ):
+            request_str = (
+                f"response = {'await ' if async_ else ''}{request_params['method']}(\n"
+                f"\turl={request_params['url']},\n"
+                f"\tjson={request_params['json']},\n"
+                f")"
+            )
+            logging_obj.pre_call(
+                input=input,
+                api_key=request_params["headers"].get("Authorization"),
+                additional_args={
+                    "complete_input_dict": request_params["json"],
+                    "request_str": request_str,
+                },
+            )
+
+        def post_call(resp, request_params):
             logging_obj.post_call(
                 input=input,
-                api_key=request_params['headers'].get("Authorization"),
+                api_key=request_params["headers"].get("Authorization"),
                 original_response=json.dumps(resp.json()),
                 additional_args={
                     "status_code": resp.status_code,
-                    "complete_input_dict": request_params['json'],
+                    "complete_input_dict": request_params.get("data", request_params.get("json")),
                 },
             )
+        
+        @contextmanager
+        def _manage_response(
+            request_params: dict,
+            stream: bool = False,
+            input: Optional[Any] = None,
+            timeout: float = None,
+        ) -> Generator[requests.Response, None, None]:
+            """
+            Returns a context manager that yields the response from the request.
+            """
+            pre_call(request_params, input)
+            if timeout:
+                request_params["timeout"] = timeout
+            if stream:
+                request_params["stream"] = stream
+            try:
+                resp = requests.request(**request_params)
+                resp.raise_for_status()
+                yield resp
+            except Exception as e:
+                raise WatsonXAIError(status_code=500, message=str(e))
+            if not stream:
+                post_call(resp, request_params)
+            
+        
+        @asynccontextmanager
+        async def _manage_response_async(
+            request_params: dict,
+            stream: bool = False,
+            input: Optional[Any] = None,
+            timeout: float = None,
+        ) -> AsyncGenerator[httpx.Response, None]:
+            pre_call(request_params, input)
+            if timeout:
+                request_params["timeout"] = timeout
+            if stream:
+                request_params["stream"] = stream
+            try:
+                # async with AsyncHTTPHandler(timeout=timeout) as client:
+                self.async_handler = AsyncHTTPHandler(
+                    timeout=httpx.Timeout(timeout=request_params.pop("timeout", 600.0), connect=5.0),
+                )
+                # async_handler.client.verify = False
+                if "json" in request_params:
+                    request_params['data'] = json.dumps(request_params.pop("json", {}))
+                method = request_params.pop("method")
+                if method.upper() == "POST":
+                    resp = await self.async_handler.post(**request_params)
+                else:
+                    resp = await self.async_handler.get(**request_params)
+                yield resp
+                # await async_handler.close()
+            except Exception as e:
+                raise WatsonXAIError(status_code=500, message=str(e))
+            if not stream:
+                post_call(resp, request_params)
+
+        if async_:
+            return _manage_response_async
+        else:
+            return _manage_response
diff --git a/litellm/main.py b/litellm/main.py
index 41794ccd50f4..37106348c885 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -70,6 +70,7 @@
 from .llms.anthropic import AnthropicChatCompletion
 from .llms.anthropic_text import AnthropicTextCompletion
 from .llms.huggingface_restapi import Huggingface
+from .llms.watsonx import IBMWatsonXAI
 from .llms.prompt_templates.factory import (
     prompt_factory,
     custom_prompt,
@@ -105,6 +106,7 @@
 azure_chat_completions = AzureChatCompletion()
 azure_text_completions = AzureTextCompletion()
 huggingface = Huggingface()
+watsonxai = IBMWatsonXAI()
 ####### COMPLETION ENDPOINTS ################
 
 
@@ -308,6 +310,7 @@ async def acompletion(
             or custom_llm_provider == "gemini"
             or custom_llm_provider == "sagemaker"
             or custom_llm_provider == "anthropic"
+            or custom_llm_provider == "watsonx"
             or custom_llm_provider in litellm.openai_compatible_providers
         ):  # currently implemented aiohttp calls for just azure, openai, hf, ollama, vertex ai soon all.
             init_response = await loop.run_in_executor(None, func_with_context)
@@ -1865,7 +1868,7 @@ def completion(
             response = response
         elif custom_llm_provider == "watsonx":
             custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
-            response = watsonx.IBMWatsonXAI().completion(
+            response = watsonxai.completion(
                 model=model,
                 messages=messages,
                 custom_prompt_dict=custom_prompt_dict,
@@ -1876,6 +1879,7 @@ def completion(
                 logger_fn=logger_fn,
                 encoding=encoding,
                 logging_obj=logging,
+                acompletion=acompletion,
                 timeout=timeout,
             )
             if (
@@ -2528,6 +2532,7 @@ async def aembedding(*args, **kwargs):
             or custom_llm_provider == "fireworks_ai"
             or custom_llm_provider == "ollama"
             or custom_llm_provider == "vertex_ai"
+            or custom_llm_provider == "watsonx"
         ):  # currently implemented aiohttp calls for just azure and openai, soon all.
             # Await normally
             init_response = await loop.run_in_executor(None, func_with_context)
@@ -2980,13 +2985,14 @@ def embedding(
                 aembedding=aembedding,
             )
         elif custom_llm_provider == "watsonx":
-            response = watsonx.IBMWatsonXAI().embedding(
+            response = watsonxai.embedding(
                 model=model,
                 input=input,
                 encoding=encoding,
                 logging_obj=logging,
                 optional_params=optional_params,
                 model_response=EmbeddingResponse(),
+                aembedding=aembedding,
             )
         else:
             args = locals()
diff --git a/litellm/utils.py b/litellm/utils.py
index 9f176c194909..136df1da1e83 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -10084,6 +10084,8 @@ def chunk_creator(self, chunk):
                 response_obj = self.handle_watsonx_stream(chunk)
                 completion_obj["content"] = response_obj["text"]
                 print_verbose(f"completion obj content: {completion_obj['content']}")
+                if getattr(model_response, "usage", None) is None:
+                    model_response.usage = Usage()
                 if response_obj.get("prompt_tokens") is not None:
                     prompt_token_count = getattr(model_response.usage, "prompt_tokens", 0)
                     model_response.usage.prompt_tokens = (prompt_token_count+response_obj["prompt_tokens"])
@@ -10497,6 +10499,7 @@ async def __anext__(self):
                 or self.custom_llm_provider == "sagemaker"
                 or self.custom_llm_provider == "gemini"
                 or self.custom_llm_provider == "cached_response"
+                or self.custom_llm_provider == "watsonx"
                 or self.custom_llm_provider in litellm.openai_compatible_endpoints
             ):
                 async for chunk in self.completion_stream:

From ec63a300957a88c0c82f65ef409ec8a4cde556c6 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 08:10:35 -0700
Subject: [PATCH 155/378] docs - deploy litellm on gcp cloud run

---
 docs/my-website/docs/providers/vertex.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index b45be264f27c..8d59088af5b2 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -550,6 +550,12 @@ def load_vertex_ai_credentials():
 
 ### Using GCP Service Account 
 
+:::info
+
+Trying to deploy LiteLLM on Google Cloud Run? Tutorial [here](https://docs.litellm.ai/docs/proxy/deploy#deploy-on-google-cloud-run)
+
+:::
+
 1. Figure out the Service Account bound to the Google Cloud Run service
 
 <Image img={require('../../img/gcp_acc_1.png')} />

From 7ebe00599bcd335569a35fe62e9b0e207ca2c234 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 10:11:52 -0700
Subject: [PATCH 156/378] build(host-helm-chart-on-root): allows `helm repo
 add` to work with litellm

---
 index.yaml             | 108 +++++++++++++++++++++++++++++++++++++++++
 litellm-helm-0.2.0.tgz | Bin 0 -> 168937 bytes
 2 files changed, 108 insertions(+)
 create mode 100644 index.yaml
 create mode 100644 litellm-helm-0.2.0.tgz

diff --git a/index.yaml b/index.yaml
new file mode 100644
index 000000000000..31699881a0c2
--- /dev/null
+++ b/index.yaml
@@ -0,0 +1,108 @@
+apiVersion: v1
+entries:
+  litellm-helm:
+  - apiVersion: v2
+    appVersion: v1.24.5
+    created: "2024-05-06T09:38:55.553108-07:00"
+    dependencies:
+    - condition: db.deployStandalone
+      name: postgresql
+      repository: oci://registry-1.docker.io/bitnamicharts
+      version: '>=13.3.0'
+    - condition: redis.enabled
+      name: redis
+      repository: oci://registry-1.docker.io/bitnamicharts
+      version: '>=18.0.0'
+    description: Call all LLM APIs using the OpenAI format
+    digest: 0a73cb1f7b985861afc9661010e1a56784c8029b61ee71297753c84699fbd2d9
+    name: litellm-helm
+    type: application
+    urls:
+    - litellm-helm-0.2.0.tgz
+    version: 0.2.0
+  postgresql:
+  - annotations:
+      category: Database
+      images: |
+        - name: os-shell
+          image: docker.io/bitnami/os-shell:12-debian-12-r16
+        - name: postgres-exporter
+          image: docker.io/bitnami/postgres-exporter:0.15.0-debian-12-r14
+        - name: postgresql
+          image: docker.io/bitnami/postgresql:16.2.0-debian-12-r6
+      licenses: Apache-2.0
+    apiVersion: v2
+    appVersion: 16.2.0
+    created: "2024-05-06T09:38:55.556876-07:00"
+    dependencies:
+    - name: common
+      repository: oci://registry-1.docker.io/bitnamicharts
+      tags:
+      - bitnami-common
+      version: 2.x.x
+    description: PostgreSQL (Postgres) is an open source object-relational database
+      known for reliability and data integrity. ACID-compliant, it supports foreign
+      keys, joins, views, triggers and stored procedures.
+    digest: 3c8125526b06833df32e2f626db34aeaedb29d38f03d15349db6604027d4a167
+    home: https://bitnami.com
+    icon: https://bitnami.com/assets/stacks/postgresql/img/postgresql-stack-220x234.png
+    keywords:
+    - postgresql
+    - postgres
+    - database
+    - sql
+    - replication
+    - cluster
+    maintainers:
+    - name: VMware, Inc.
+      url: https://github.com/bitnami/charts
+    name: postgresql
+    sources:
+    - https://github.com/bitnami/charts/tree/main/bitnami/postgresql
+    urls:
+    - charts/postgresql-14.3.1.tgz
+    version: 14.3.1
+  redis:
+  - annotations:
+      category: Database
+      images: |
+        - name: kubectl
+          image: docker.io/bitnami/kubectl:1.29.2-debian-12-r3
+        - name: os-shell
+          image: docker.io/bitnami/os-shell:12-debian-12-r16
+        - name: redis
+          image: docker.io/bitnami/redis:7.2.4-debian-12-r9
+        - name: redis-exporter
+          image: docker.io/bitnami/redis-exporter:1.58.0-debian-12-r4
+        - name: redis-sentinel
+          image: docker.io/bitnami/redis-sentinel:7.2.4-debian-12-r7
+      licenses: Apache-2.0
+    apiVersion: v2
+    appVersion: 7.2.4
+    created: "2024-05-06T09:38:55.561463-07:00"
+    dependencies:
+    - name: common
+      repository: oci://registry-1.docker.io/bitnamicharts
+      tags:
+      - bitnami-common
+      version: 2.x.x
+    description: Redis(R) is an open source, advanced key-value store. It is often
+      referred to as a data structure server since keys can contain strings, hashes,
+      lists, sets and sorted sets.
+    digest: b2fa1835f673a18002ca864c54fadac3c33789b26f6c5e58e2851b0b14a8f984
+    home: https://bitnami.com
+    icon: https://bitnami.com/assets/stacks/redis/img/redis-stack-220x234.png
+    keywords:
+    - redis
+    - keyvalue
+    - database
+    maintainers:
+    - name: VMware, Inc.
+      url: https://github.com/bitnami/charts
+    name: redis
+    sources:
+    - https://github.com/bitnami/charts/tree/main/bitnami/redis
+    urls:
+    - charts/redis-18.19.1.tgz
+    version: 18.19.1
+generated: "2024-05-06T09:38:55.543906-07:00"
diff --git a/litellm-helm-0.2.0.tgz b/litellm-helm-0.2.0.tgz
new file mode 100644
index 0000000000000000000000000000000000000000..74bbe6d797c9d8a1f2c88635243beeaecbea0aea
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HcmV?d00001


From cad049b6a844c8def0d16a8a54f80f13db70382d Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 10:26:01 -0700
Subject: [PATCH 157/378] build(bump-helm-chart-app-version): bump helm chart
 app version to latest

---
 deploy/charts/litellm-helm/Chart.yaml |   2 +-
 index.yaml                            |  12 ++++++------
 litellm-helm-0.2.0.tgz                | Bin 168937 -> 168163 bytes
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/deploy/charts/litellm-helm/Chart.yaml b/deploy/charts/litellm-helm/Chart.yaml
index 628b76a3c988..7f68acf885a1 100644
--- a/deploy/charts/litellm-helm/Chart.yaml
+++ b/deploy/charts/litellm-helm/Chart.yaml
@@ -24,7 +24,7 @@ version: 0.2.0
 # incremented each time you make changes to the application. Versions are not expected to
 # follow Semantic Versioning. They should reflect the version the application is using.
 # It is recommended to use it with quotes.
-appVersion: v1.24.5
+appVersion: v1.35.38
 
 dependencies:
   - name: "postgresql"
diff --git a/index.yaml b/index.yaml
index 31699881a0c2..8faeeeae6b62 100644
--- a/index.yaml
+++ b/index.yaml
@@ -2,8 +2,8 @@ apiVersion: v1
 entries:
   litellm-helm:
   - apiVersion: v2
-    appVersion: v1.24.5
-    created: "2024-05-06T09:38:55.553108-07:00"
+    appVersion: v1.35.38
+    created: "2024-05-06T10:22:24.384392-07:00"
     dependencies:
     - condition: db.deployStandalone
       name: postgresql
@@ -14,7 +14,7 @@ entries:
       repository: oci://registry-1.docker.io/bitnamicharts
       version: '>=18.0.0'
     description: Call all LLM APIs using the OpenAI format
-    digest: 0a73cb1f7b985861afc9661010e1a56784c8029b61ee71297753c84699fbd2d9
+    digest: 60f0cfe9e7c1087437cb35f6fb7c43c3ab2be557b6d3aec8295381eb0dfa760f
     name: litellm-helm
     type: application
     urls:
@@ -33,7 +33,7 @@ entries:
       licenses: Apache-2.0
     apiVersion: v2
     appVersion: 16.2.0
-    created: "2024-05-06T09:38:55.556876-07:00"
+    created: "2024-05-06T10:22:24.387717-07:00"
     dependencies:
     - name: common
       repository: oci://registry-1.docker.io/bitnamicharts
@@ -79,7 +79,7 @@ entries:
       licenses: Apache-2.0
     apiVersion: v2
     appVersion: 7.2.4
-    created: "2024-05-06T09:38:55.561463-07:00"
+    created: "2024-05-06T10:22:24.391903-07:00"
     dependencies:
     - name: common
       repository: oci://registry-1.docker.io/bitnamicharts
@@ -105,4 +105,4 @@ entries:
     urls:
     - charts/redis-18.19.1.tgz
     version: 18.19.1
-generated: "2024-05-06T09:38:55.543906-07:00"
+generated: "2024-05-06T10:22:24.375026-07:00"
diff --git a/litellm-helm-0.2.0.tgz b/litellm-helm-0.2.0.tgz
index 74bbe6d797c9d8a1f2c88635243beeaecbea0aea..9d09473484d73f1f3808f8d08faa58650dc9ee7d 100644
GIT binary patch
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From e8d3dd475abee54cb4a42757263c7cb8089b3de0 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 10:37:38 -0700
Subject: [PATCH 158/378] fix fake endpoint used on ci/cd

---
 proxy_server_config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml
index e17d1c4127a7..dd624b8aa28f 100644
--- a/proxy_server_config.yaml
+++ b/proxy_server_config.yaml
@@ -52,21 +52,21 @@ model_list:
     litellm_params:
       model: openai/my-fake-model
       api_key: my-fake-key
-      api_base: https://openai-function-calling-workers.tasslexyz.workers.dev/
+      api_base: https://exampleopenaiendpoint-production.up.railway.app/
       stream_timeout: 0.001
       rpm: 1
   - model_name: fake-openai-endpoint-3
     litellm_params:
       model: openai/my-fake-model
       api_key: my-fake-key
-      api_base: https://openai-function-calling-workers.tasslexyz.workers.dev/
+      api_base: https://exampleopenaiendpoint-production.up.railway.app/
       stream_timeout: 0.001
       rpm: 100
   - model_name: fake-openai-endpoint-3
     litellm_params:
       model: openai/my-fake-model-2
       api_key: my-fake-key
-      api_base: https://openai-function-calling-workers.tasslexyz.workers.dev/
+      api_base: https://exampleopenaiendpoint-production.up.railway.app/
       stream_timeout: 0.001
       rpm: 100
   - model_name: "*"

From 4b5cf26c1beaafcbf67e85eaec124315280edbda Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 10:59:36 -0700
Subject: [PATCH 159/378] fix(utils.py): handle gemini chunk no parts error

Fixes https://github.com/BerriAI/litellm/issues/3468
---
 litellm/tests/log.txt            | 67 ++++++++++----------------------
 litellm/tests/test_completion.py | 18 +++++++++
 litellm/utils.py                 | 12 +++++-
 3 files changed, 49 insertions(+), 48 deletions(-)

diff --git a/litellm/tests/log.txt b/litellm/tests/log.txt
index 4092a961d1ea..2c76ac9478ce 100644
--- a/litellm/tests/log.txt
+++ b/litellm/tests/log.txt
@@ -5,50 +5,21 @@ plugins: timeout-2.2.0, asyncio-0.23.2, anyio-3.7.1, xdist-3.3.1
 asyncio: mode=Mode.STRICT
 collected 1 item
 
-test_completion.py F                                                     [100%]
-
-=================================== FAILURES ===================================
-______________________ test_completion_anthropic_hanging _______________________
-
-    def test_completion_anthropic_hanging():
-        litellm.set_verbose = True
-        litellm.modify_params = True
-        messages = [
-            {
-                "role": "user",
-                "content": "What's the capital of fictional country Ubabababababaaba? Use your tools.",
-            },
-            {
-                "role": "assistant",
-                "function_call": {
-                    "name": "get_capital",
-                    "arguments": '{"country": "Ubabababababaaba"}',
-                },
-            },
-            {"role": "function", "name": "get_capital", "content": "Kokoko"},
-        ]
-    
-        converted_messages = anthropic_messages_pt(messages)
-    
-        print(f"converted_messages: {converted_messages}")
-    
-        ## ENSURE USER / ASSISTANT ALTERNATING
-        for i, msg in enumerate(converted_messages):
-            if i < len(converted_messages) - 1:
->               assert msg["role"] != converted_messages[i + 1]["role"]
-E               AssertionError: assert 'user' != 'user'
-
-test_completion.py:2406: AssertionError
----------------------------- Captured stdout setup -----------------------------
-<module 'litellm' from '/Users/krrishdholakia/Documents/litellm/litellm/__init__.py'>
-
-pytest fixture - resetting callbacks
------------------------------ Captured stdout call -----------------------------
-message: {'role': 'user', 'content': "What's the capital of fictional country Ubabababababaaba? Use your tools."}
-message: {'role': 'function', 'name': 'get_capital', 'content': 'Kokoko'}
-converted_messages: [{'role': 'user', 'content': [{'type': 'text', 'text': "What's the capital of fictional country Ubabababababaaba? Use your tools."}]}, {'role': 'user', 'content': [{'type': 'tool_result', 'tool_use_id': '10e9f4d4-bdc9-4514-8b7a-c10bc555d67c', 'content': 'Kokoko'}]}]
+test_completion.py Chunks sorted
+token_counter messages received: [{'role': 'user', 'content': 'what is the capital of congo?'}]
+Token Counter - using generic token counter, for model=gemini-1.5-pro-latest
+LiteLLM: Utils - Counting tokens for OpenAI model=gpt-3.5-turbo
+.Token Counter - using generic token counter, for model=gemini-1.5-pro-latest
+LiteLLM: Utils - Counting tokens for OpenAI model=gpt-3.5-turbo
+Looking up model=gemini/gemini-1.5-pro-latest in model_cost_map
+Success: model=gemini/gemini-1.5-pro-latest in model_cost_map
+prompt_tokens=15; completion_tokens=1
+Returned custom cost for model=gemini/gemini-1.5-pro-latest - prompt_tokens_cost_usd_dollar: 0, completion_tokens_cost_usd_dollar: 0
+final cost: 0; prompt_tokens_cost_usd_dollar: 0; completion_tokens_cost_usd_dollar: 0
+                                                     [100%]
+
 =============================== warnings summary ===============================
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: 23 warnings
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: 24 warnings
   /opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: PydanticDeprecatedSince20: Support for class-based `config` is deprecated, use ConfigDict instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     warnings.warn(DEPRECATION_MESSAGE, DeprecationWarning)
 
@@ -121,6 +92,7 @@ converted_messages: [{'role': 'user', 'content': [{'type': 'text', 'text': "What
 ../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2349
 ../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2349
 ../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2349
+test_completion.py::test_gemini_completion_call_error
   /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2349: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(parent)
@@ -151,7 +123,10 @@ converted_messages: [{'role': 'user', 'content': [{'type': 'text', 'text': "What
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
+test_completion.py::test_gemini_completion_call_error
+  /opt/homebrew/lib/python3.11/site-packages/google/rpc/__init__.py:20: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.rpc')`.
+  Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
+    pkg_resources.declare_namespace(__name__)
+
 -- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
-=========================== short test summary info ============================
-FAILED test_completion.py::test_completion_anthropic_hanging - AssertionError...
-======================== 1 failed, 60 warnings in 0.15s ========================
+======================== 1 passed, 63 warnings in 1.48s ========================
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 47056584b55e..4fe8d26cc157 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -299,6 +299,24 @@ async def test_anthropic_no_content_error():
         pytest.fail(f"An unexpected error occurred - {str(e)}")
 
 
+def test_gemini_completion_call_error():
+    try:
+        print("test completion + streaming")
+        litellm.set_verbose = True
+        messages = [{"role": "user", "content": "what is the capital of congo?"}]
+        response = completion(
+            model="gemini/gemini-1.5-pro-latest",
+            messages=messages,
+            stream=True,
+            max_tokens=10,
+        )
+        print(f"response: {response}")
+        for chunk in response:
+            print(chunk)
+    except Exception as e:
+        pytest.fail(f"error occurred: {str(e)}")
+
+
 def test_completion_cohere_command_r_plus_function_call():
     litellm.set_verbose = True
     tools = [
diff --git a/litellm/utils.py b/litellm/utils.py
index baeace687457..24ebcea91076 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -8499,7 +8499,13 @@ def exception_type(
                         message=f"GeminiException - {original_exception.message}",
                         llm_provider="palm",
                         model=model,
-                        request=original_exception.request,
+                        request=httpx.Response(
+                            status_code=429,
+                            request=httpx.Request(
+                                method="POST",
+                                url=" https://cloud.google.com/vertex-ai/",
+                            ),
+                        ),
                     )
                 if hasattr(original_exception, "status_code"):
                     if original_exception.status_code == 400:
@@ -10289,7 +10295,9 @@ def chunk_creator(self, chunk):
                     try:
                         if len(chunk.parts) > 0:
                             completion_obj["content"] = chunk.parts[0].text
-                        if hasattr(chunk.parts[0], "finish_reason"):
+                        if len(chunk.parts) > 0 and hasattr(
+                            chunk.parts[0], "finish_reason"
+                        ):
                             self.received_finish_reason = chunk.parts[
                                 0
                             ].finish_reason.name

From 4bd3967a1adf8ea8f9aabb47fdf4f3d4ec22b246 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 11:04:43 -0700
Subject: [PATCH 160/378] (ci/cd) run again

---
 .circleci/config.yml             | 2 +-
 litellm/tests/test_completion.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 4b762ca82bfb..fa70ec3f5dea 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1,4 +1,4 @@
-version: 2.1
+version: 4.3.4
 jobs:
   local_testing:
     docker:
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 4fe8d26cc157..d7f7e1940e53 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -58,7 +58,7 @@ def test_completion_custom_provider_model_name():
             messages=messages,
             logger_fn=logger_fn,
         )
-        # Add any assertions here to,check the response
+        # Add any assertions here to, check the response
         print(response)
         print(response["choices"][0]["finish_reason"])
     except litellm.Timeout as e:

From 44c1dedf64146faf61c5963071f51e198ac75bf2 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 11:13:07 -0700
Subject: [PATCH 161/378] test fix - test_async_chat_openai_stream

---
 litellm/tests/test_custom_logger.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_custom_logger.py b/litellm/tests/test_custom_logger.py
index 347fb57ba6cf..9c2afe5a3a8b 100644
--- a/litellm/tests/test_custom_logger.py
+++ b/litellm/tests/test_custom_logger.py
@@ -90,10 +90,10 @@ async def async_test_logging_fn(self, kwargs, completion_obj, start_time, end_ti
         print(f"ON ASYNC LOGGING")
         self.async_success = True
         print(
-            f'kwargs.get("complete_streaming_response"): {kwargs.get("complete_streaming_response")}'
+            f'kwargs.get("async_complete_streaming_response"): {kwargs.get("async_complete_streaming_response")}'
         )
         self.complete_streaming_response_in_callback = kwargs.get(
-            "complete_streaming_response"
+            "async_complete_streaming_response"
         )
 
 
@@ -115,6 +115,10 @@ async def test_async_chat_openai_stream():
             print(complete_streaming_response)
 
         complete_streaming_response = complete_streaming_response.strip("'")
+
+        await asyncio.sleep(3)
+
+        # problematic line
         response1 = tmp_function.complete_streaming_response_in_callback["choices"][0][
             "message"
         ]["content"]

From 6a06aba4437db31b57c7f7e9c6813d0a6c2ad7de Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 11:15:22 -0700
Subject: [PATCH 162/378] (ci/cd) use db connection limit

---
 proxy_server_config.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml
index dd624b8aa28f..fe58d64c68c3 100644
--- a/proxy_server_config.yaml
+++ b/proxy_server_config.yaml
@@ -107,6 +107,7 @@ general_settings:
   proxy_budget_rescheduler_min_time: 60
   proxy_budget_rescheduler_max_time: 64
   proxy_batch_write_at: 1
+  database_connection_pool_limit: 10
   # database_url: "postgresql://<user>:<password>@<host>:<port>/<dbname>" # [OPTIONAL] use for token-based auth to proxy
 
 # environment_variables:

From b014a72f7a33b7884fd341a136d2a77542cdce02 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 11:19:34 -0700
Subject: [PATCH 163/378] test(test_openai_endpoints.py): change key

---
 litellm/tests/test_completion.py | 2 ++
 tests/test_openai_endpoints.py   | 5 ++---
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index d7f7e1940e53..b7768cf37b65 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1621,6 +1621,7 @@ def test_completion_ollama_function_call_stream(model):
         pytest.fail(f"Error occurred: {e}")
 
 
+@pytest.mark.skip(reason="local test")
 @pytest.mark.parametrize(
     ("model"),
     [
@@ -1669,6 +1670,7 @@ async def test_acompletion_ollama_function_call(model):
         pytest.fail(f"Error occurred: {e}")
 
 
+@pytest.mark.skip(reason="local test")
 @pytest.mark.parametrize(
     ("model"),
     [
diff --git a/tests/test_openai_endpoints.py b/tests/test_openai_endpoints.py
index c6df4305094d..38e87c25409f 100644
--- a/tests/test_openai_endpoints.py
+++ b/tests/test_openai_endpoints.py
@@ -328,11 +328,10 @@ async def test_chat_completion_old_key():
     """
     async with aiohttp.ClientSession() as session:
         try:
-            key = "sk-ecMXHujzUtKCvHcwacdaTw"
+            key = "sk--W0Ph0uDZLVD7V7LQVrslg"
             await chat_completion(session=session, key=key)
         except Exception as e:
-            key = "sk-ecMXHujzUtKCvHcwacdaTw"  # try diff db key (in case db url is for the other db)
-            await chat_completion(session=session, key=key)
+            pytest.fail("Invalid api key")
 
 
 @pytest.mark.asyncio

From c83348b7a85e59f9241e35aa5fff3b95a6c14433 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 11:24:31 -0700
Subject: [PATCH 164/378] fix build and test

---
 .circleci/config.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index fa70ec3f5dea..bf3afefd7dc2 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -208,9 +208,7 @@ jobs:
               my-app:latest \
               --config /app/config.yaml \
               --port 4000 \
-              --num_workers 8 \
               --detailed_debug \
-              --run_gunicorn \
       - run:
           name: Install curl and dockerize
           command: |

From 4f8ee64e8ae527ade6d5d63ef60ef48d0473dfdb Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 11:32:14 -0700
Subject: [PATCH 165/378] ci/cd run again

---
 tests/test_callbacks_on_proxy.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index 70cd3ca25d9c..7d48518b965b 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -100,9 +100,9 @@ async def test_check_num_callbacks():
     """
     Test 1:  num callbacks should NOT increase over time
     -> check current callbacks
-    -> sleep for 30s
+    -> sleep for 30 seconds
     -> check current callbacks
-    -> sleep for 30s
+    -> sleep for 30 seconds
     -> check current callbacks
     """
     import uuid

From 31c4f5f81150ed877638c68da2b4dbe8e7512fd2 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 11:40:16 -0700
Subject: [PATCH 166/378] (ci/cd) add detailed debugging info

---
 tests/test_keys.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_keys.py b/tests/test_keys.py
index adfd25bbbb13..3af7dea66161 100644
--- a/tests/test_keys.py
+++ b/tests/test_keys.py
@@ -227,8 +227,8 @@ async def image_generation(session, key, model="dall-e-3"):
             async with session.post(url, headers=headers, json=data) as response:
                 status = response.status
                 response_text = await response.text()
+                print("/images/generations response", response_text)
 
-                print(response_text)
                 print()
 
                 if status != 200:

From c6d830d377489a423e3cc595a7af26a33434ca62 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 11:41:47 -0700
Subject: [PATCH 167/378] fix(anthropic.py): remove raise error on 'empty
 content'

Fixes https://github.com/BerriAI/litellm/issues/3453
---
 litellm/llms/anthropic.py | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py
index d50129bc7a33..3fc374dce714 100644
--- a/litellm/llms/anthropic.py
+++ b/litellm/llms/anthropic.py
@@ -184,11 +184,6 @@ def process_response(
                 message=str(completion_response["error"]),
                 status_code=response.status_code,
             )
-        elif len(completion_response["content"]) == 0:
-            raise AnthropicError(
-                message="No content in response",
-                status_code=500,
-            )
         else:
             text_content = ""
             tool_calls = []

From bbd5ba3ea1fb144b911423cd6305c700cbd6b01f Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 11:45:25 -0700
Subject: [PATCH 168/378] build(config.yml): update env variable

---
 .circleci/config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index bf3afefd7dc2..b3e52e42f20c 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -188,7 +188,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
-              -e DATABASE_URL=$PROXY_DOCKER_DB_URL \
+              -e DATABASE_URL=$PROXY_DATABASE_URL \
               -e AZURE_API_KEY=$AZURE_API_KEY \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \

From 863f9c60a25448b32b1a8f991d60fec7ab064d51 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 11:46:30 -0700
Subject: [PATCH 169/378] refactor: trigger new build

---
 litellm/tests/test_completion.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index b7768cf37b65..3d0907814e6d 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -118,6 +118,7 @@ def test_completion_claude():
 
 def test_completion_claude_3_empty_response():
     litellm.set_verbose = True
+
     messages = [
         {
             "role": "system",

From 562ef2d2e14585767dd9162eb06d529c66147fd5 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 13:42:20 -0700
Subject: [PATCH 170/378] fix - add better debugging on num_callbacks test

---
 litellm/proxy/proxy_server.py    | 59 +++++++++++++++-----------------
 tests/test_callbacks_on_proxy.py | 54 ++++++++++++++++++++++++-----
 2 files changed, 72 insertions(+), 41 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 4bb8dee7f9cd..b0469fdd3867 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -9215,24 +9215,24 @@ async def active_callbacks():
     """
     global proxy_logging_obj
     _alerting = str(general_settings.get("alerting"))
-    # get success callback
-    success_callback_names = []
-    try:
-        # this was returning a JSON of the values in some of the callbacks
-        # all we need is the callback name, hence we do str(callback)
-        success_callback_names = [str(x) for x in litellm.success_callback]
-    except:
-        # don't let this block the /health/readiness response, if we can't convert to str -> return litellm.success_callback
-        success_callback_names = litellm.success_callback
-
-    _num_callbacks = (
-        len(litellm.callbacks)
-        + len(litellm.input_callback)
-        + len(litellm.failure_callback)
-        + len(litellm.success_callback)
-        + len(litellm._async_failure_callback)
-        + len(litellm._async_success_callback)
-        + len(litellm._async_input_callback)
+    # get success callbacks
+
+    litellm_callbacks = [str(x) for x in litellm.callbacks]
+    litellm_input_callbacks = [str(x) for x in litellm.input_callback]
+    litellm_failure_callbacks = [str(x) for x in litellm.failure_callback]
+    litellm_success_callbacks = [str(x) for x in litellm.success_callback]
+    litellm_async_success_callbacks = [str(x) for x in litellm._async_success_callback]
+    litellm_async_failure_callbacks = [str(x) for x in litellm._async_failure_callback]
+    litellm_async_input_callbacks = [str(x) for x in litellm._async_input_callback]
+
+    all_litellm_callbacks = (
+        litellm_callbacks
+        + litellm_input_callbacks
+        + litellm_failure_callbacks
+        + litellm_success_callbacks
+        + litellm_async_success_callbacks
+        + litellm_async_failure_callbacks
+        + litellm_async_input_callbacks
     )
 
     alerting = proxy_logging_obj.alerting
@@ -9242,20 +9242,15 @@ async def active_callbacks():
 
     return {
         "alerting": _alerting,
-        "litellm.callbacks": [str(x) for x in litellm.callbacks],
-        "litellm.input_callback": [str(x) for x in litellm.input_callback],
-        "litellm.failure_callback": [str(x) for x in litellm.failure_callback],
-        "litellm.success_callback": [str(x) for x in litellm.success_callback],
-        "litellm._async_success_callback": [
-            str(x) for x in litellm._async_success_callback
-        ],
-        "litellm._async_failure_callback": [
-            str(x) for x in litellm._async_failure_callback
-        ],
-        "litellm._async_input_callback": [
-            str(x) for x in litellm._async_input_callback
-        ],
-        "num_callbacks": _num_callbacks,
+        "litellm.callbacks": litellm_callbacks,
+        "litellm.input_callback": litellm_input_callbacks,
+        "litellm.failure_callback": litellm_failure_callbacks,
+        "litellm.success_callback": litellm_success_callbacks,
+        "litellm._async_success_callback": litellm_async_success_callbacks,
+        "litellm._async_failure_callback": litellm_async_failure_callbacks,
+        "litellm._async_input_callback": litellm_async_input_callbacks,
+        "all_litellm_callbacks": all_litellm_callbacks,
+        "num_callbacks": len(all_litellm_callbacks),
         "num_alerting": _num_alerting,
     }
 
diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index 7d48518b965b..9fd6427d8cc6 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -65,9 +65,11 @@ async def get_active_callbacks(session):
 
         _num_callbacks = _json_response["num_callbacks"]
         _num_alerts = _json_response["num_alerting"]
+        all_litellm_callbacks = _json_response["all_litellm_callbacks"]
+
         print("current number of callbacks: ", _num_callbacks)
         print("current number of alerts: ", _num_alerts)
-        return _num_callbacks, _num_alerts
+        return _num_callbacks, _num_alerts, all_litellm_callbacks
 
 
 async def get_current_routing_strategy(session):
@@ -108,18 +110,36 @@ async def test_check_num_callbacks():
     import uuid
 
     async with aiohttp.ClientSession() as session:
-        await asyncio.sleep(30)
-        num_callbacks_1, _ = await get_active_callbacks(session=session)
+        # await asyncio.sleep(30)
+        num_callbacks_1, _, all_litellm_callbacks_1 = await get_active_callbacks(
+            session=session
+        )
         assert num_callbacks_1 > 0
-        await asyncio.sleep(30)
+        # await asyncio.sleep(30)
+
+        num_callbacks_2, _, all_litellm_callbacks_2 = await get_active_callbacks(
+            session=session
+        )
 
-        num_callbacks_2, _ = await get_active_callbacks(session=session)
+        print("all_litellm_callbacks_1", all_litellm_callbacks_1)
+
+        print(
+            "diff in callbacks=",
+            set(all_litellm_callbacks_1) - set(all_litellm_callbacks_2),
+        )
 
         assert num_callbacks_1 == num_callbacks_2
 
         await asyncio.sleep(30)
 
-        num_callbacks_3, _ = await get_active_callbacks(session=session)
+        num_callbacks_3, _, all_litellm_callbacks_3 = await get_active_callbacks(
+            session=session
+        )
+
+        print(
+            "diff in callbacks = all_litellm_callbacks3 - all_litellm_callbacks2 ",
+            set(all_litellm_callbacks_3) - set(all_litellm_callbacks_2),
+        )
 
         assert num_callbacks_1 == num_callbacks_2 == num_callbacks_3
 
@@ -144,17 +164,33 @@ async def test_check_num_callbacks_on_lowest_latency():
         original_routing_strategy = await get_current_routing_strategy(session=session)
         await config_update(session=session, routing_strategy="latency-based-routing")
 
-        num_callbacks_1, num_alerts_1 = await get_active_callbacks(session=session)
+        num_callbacks_1, num_alerts_1, all_litellm_callbacks_1 = (
+            await get_active_callbacks(session=session)
+        )
 
         await asyncio.sleep(30)
 
-        num_callbacks_2, num_alerts_2 = await get_active_callbacks(session=session)
+        num_callbacks_2, num_alerts_2, all_litellm_callbacks_2 = (
+            await get_active_callbacks(session=session)
+        )
+
+        print(
+            "diff in callbacks all_litellm_callbacks_2 - all_litellm_callbacks_1 =",
+            set(all_litellm_callbacks_2) - set(all_litellm_callbacks_1),
+        )
 
         assert num_callbacks_1 == num_callbacks_2
 
         await asyncio.sleep(30)
 
-        num_callbacks_3, num_alerts_3 = await get_active_callbacks(session=session)
+        num_callbacks_3, num_alerts_3, all_litellm_callbacks_3 = (
+            await get_active_callbacks(session=session)
+        )
+
+        print(
+            "diff in callbacks all_litellm_callbacks_3 - all_litellm_callbacks_2 =",
+            set(all_litellm_callbacks_3) - set(all_litellm_callbacks_2),
+        )
 
         assert num_callbacks_1 == num_callbacks_2 == num_callbacks_3
 

From 6fc625b54decb2f438b722ec59be70fdadb87b10 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 6 May 2024 20:55:32 +0000
Subject: [PATCH 171/378] build(deps): bump jinja2 from 3.1.3 to 3.1.4

Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.3 to 3.1.4.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](https://github.com/pallets/jinja/compare/3.1.3...3.1.4)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index fbf7a28c7010..7740e0752524 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -33,7 +33,7 @@ tiktoken==0.6.0 # for calculating usage
 importlib-metadata==6.8.0 # for random utils
 tokenizers==0.14.0 # for calculating usage
 click==8.1.7 # for proxy cli 
-jinja2==3.1.3 # for prompt templates
+jinja2==3.1.4 # for prompt templates
 certifi==2023.7.22 # [TODO] clean up 
 aiohttp==3.9.0 # for network calls
 aioboto3==12.3.0 # for async sagemaker calls

From 24b9fbe19f4e8bef057f4913cb87732a19727c2e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 14:15:34 -0700
Subject: [PATCH 172/378] fix - show api key name and alias in alerts

---
 litellm/integrations/slack_alerting.py | 23 +++++++++++++++++++++--
 1 file changed, 21 insertions(+), 2 deletions(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index a9aba2f1c6ca..8d9196b95d5b 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -101,7 +101,7 @@ def _add_langfuse_trace_id_to_alert(
         pass
         return request_info
 
-    def _response_taking_too_long_callback(
+    def _response_taking_too_long_callback_helper(
         self,
         kwargs,  # kwargs to completion
         start_time,
@@ -166,7 +166,7 @@ async def response_taking_too_long_callback(
             return
 
         time_difference_float, model, api_base, messages = (
-            self._response_taking_too_long_callback(
+            self._response_taking_too_long_callback_helper(
                 kwargs=kwargs,
                 start_time=start_time,
                 end_time=end_time,
@@ -182,6 +182,9 @@ async def response_taking_too_long_callback(
                 and "metadata" in kwargs["litellm_params"]
             ):
                 _metadata = kwargs["litellm_params"]["metadata"]
+                request_info = self._add_key_name_and_team_to_alert(
+                    request_info=request_info, metadata=_metadata
+                )
 
                 _deployment_latency_map = self._get_deployment_latencies_to_alert(
                     metadata=_metadata
@@ -255,6 +258,11 @@ async def response_taking_too_long(
                     # in that case we fallback to the api base set in the request metadata
                     _metadata = request_data["metadata"]
                     _api_base = _metadata.get("api_base", "")
+
+                    request_info = self._add_key_name_and_team_to_alert(
+                        request_info=request_info, metadata=_metadata
+                    )
+
                     if _api_base is None:
                         _api_base = ""
                     request_info += f"\nAPI Base: `{_api_base}`"
@@ -468,3 +476,14 @@ async def send_alert(
             pass
         else:
             print("Error sending slack alert. Error=", response.text)  # noqa
+
+    def _add_key_name_and_team_to_alert(self, request_info: str, metadata: dict) -> str:
+        _api_key_name = metadata.get("user_api_key_alias", "")
+        _user_api_key_team_alias = metadata.get("user_api_key_team_alias", "")
+        if _api_key_name is not None:
+            request_info = (
+                f"\n\n\n*API Key Info* \n- Key Name: `{_api_key_name}`\n- Team: `{_user_api_key_team_alias}`\n\n"
+                + request_info
+            )
+
+        return request_info

From 6ff37aabb0c906ef9e656a0c6698a72f8096512d Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 14:29:04 -0700
Subject: [PATCH 173/378] fix add key name + team name in alerting messages

---
 litellm/utils.py | 27 +++++++++++++++++++++++++++
 1 file changed, 27 insertions(+)

diff --git a/litellm/utils.py b/litellm/utils.py
index 24ebcea91076..f65ff9af74a7 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7914,6 +7914,11 @@ def exception_type(
             if _vertex_location is not None:
                 extra_information += f"\nvertex_location: {_vertex_location}\n"
 
+            # on litellm proxy add key name + team to exceptions
+            extra_information = _add_key_name_and_team_to_alert(
+                request_info=extra_information, metadata=_metadata
+            )
+
             ################################################################################
             # End of Common Extra information Needed for all providers
             ################################################################################
@@ -11510,3 +11515,25 @@ def _get_base_model_from_metadata(model_call_details=None):
                 if base_model is not None:
                     return base_model
     return None
+
+
+def _add_key_name_and_team_to_alert(request_info: str, metadata: dict) -> str:
+    """
+    Internal helper function for litellm proxy
+    Add the Key Name + Team Name to the error
+    Only gets added if the metadata contains the user_api_key_alias and user_api_key_team_alias
+
+    [Non-Blocking helper function]
+    """
+    try:
+        _api_key_name = metadata.get("user_api_key_alias", "")
+        _user_api_key_team_alias = metadata.get("user_api_key_team_alias", "")
+        if _api_key_name is not None:
+            request_info = (
+                f"\n\nKey Name: `{_api_key_name}`\nTeam: `{_user_api_key_team_alias}`"
+                + request_info
+            )
+
+        return request_info
+    except:
+        return request_info

From a9ec5789e73c81fc5833acdcb6ab570b73e284d9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 14:30:10 -0700
Subject: [PATCH 174/378] feat - add key name and team alias to slack alerts

---
 litellm/integrations/slack_alerting.py | 15 ++-------------
 1 file changed, 2 insertions(+), 13 deletions(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index 8d9196b95d5b..6c855766ab5d 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -182,7 +182,7 @@ async def response_taking_too_long_callback(
                 and "metadata" in kwargs["litellm_params"]
             ):
                 _metadata = kwargs["litellm_params"]["metadata"]
-                request_info = self._add_key_name_and_team_to_alert(
+                request_info = litellm.utils._add_key_name_and_team_to_alert(
                     request_info=request_info, metadata=_metadata
                 )
 
@@ -259,7 +259,7 @@ async def response_taking_too_long(
                     _metadata = request_data["metadata"]
                     _api_base = _metadata.get("api_base", "")
 
-                    request_info = self._add_key_name_and_team_to_alert(
+                    request_info = litellm.utils._add_key_name_and_team_to_alert(
                         request_info=request_info, metadata=_metadata
                     )
 
@@ -476,14 +476,3 @@ async def send_alert(
             pass
         else:
             print("Error sending slack alert. Error=", response.text)  # noqa
-
-    def _add_key_name_and_team_to_alert(self, request_info: str, metadata: dict) -> str:
-        _api_key_name = metadata.get("user_api_key_alias", "")
-        _user_api_key_team_alias = metadata.get("user_api_key_team_alias", "")
-        if _api_key_name is not None:
-            request_info = (
-                f"\n\n\n*API Key Info* \n- Key Name: `{_api_key_name}`\n- Team: `{_user_api_key_team_alias}`\n\n"
-                + request_info
-            )
-
-        return request_info

From 62adaa0fd4df982a79f6c17e26e094fa5585c81f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 15:43:02 -0700
Subject: [PATCH 175/378] feat - send slack alerts on adding new model

---
 litellm/integrations/slack_alerting.py | 44 ++++++++++++++++++++++++++
 1 file changed, 44 insertions(+)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index 6c855766ab5d..e6495e7a7a06 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -412,6 +412,49 @@ async def budget_alerts(
 
         return
 
+    async def model_added_alert(self, model_name: str, litellm_model_name: str):
+        model_info = litellm.model_cost.get(litellm_model_name, {})
+        model_info_str = ""
+        for k, v in model_info.items():
+            model_info_str += f"{k}: {v}\n"
+
+        message = f"""
+*🚅 New Model Added*
+Model Name: `{model_name}`
+
+Usage OpenAI Python SDK:
+```
+import openai
+client = openai.OpenAI(
+    api_key="your_api_key",
+    base_url={os.getenv("PROXY_BASE_URL", "http://0.0.0.0:4000")}
+)
+
+response = client.chat.completions.create(
+    model="{model_name}", # model to send to the proxy
+    messages = [
+        {{
+            "role": "user",
+            "content": "this is a test request, write a short poem"
+        }}
+    ]
+)
+```
+
+Model Info: 
+```
+{model_info_str}
+```
+"""
+
+        await self.send_alert(
+            message=message, level="Low", alert_type="new_model_added"
+        )
+        pass
+
+    async def model_removed_alert(self, model_name: str):
+        pass
+
     async def send_alert(
         self,
         message: str,
@@ -422,6 +465,7 @@ async def send_alert(
             "llm_requests_hanging",
             "budget_alerts",
             "db_exceptions",
+            "new_model_added",
         ],
     ):
         """

From c600371e6e9a9f7ec4f8866a5d565ae6da037045 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 15:45:07 -0700
Subject: [PATCH 176/378] feat - send alert on adding new model

---
 litellm/proxy/proxy_server.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index b0469fdd3867..83ba3f60f78d 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -7303,6 +7303,7 @@ async def add_new_model(
             """
             # encrypt litellm params #
             _litellm_params_dict = model_params.litellm_params.dict(exclude_none=True)
+            _orignal_litellm_model_name = model_params.litellm_params.model
             for k, v in _litellm_params_dict.items():
                 if isinstance(v, str):
                     encrypted_value = encrypt_value(value=v, master_key=master_key)  # type: ignore
@@ -7329,6 +7330,11 @@ async def add_new_model(
                 prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj
             )
 
+            await proxy_logging_obj.slack_alerting_instance.model_added_alert(
+                model_name=model_params.model_name,
+                litellm_model_name=_orignal_litellm_model_name,
+            )
+
         else:
             raise HTTPException(
                 status_code=500,

From 02f0ef7158e447c8f63e69d2d8bbbde5c4b0989f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 15:57:22 -0700
Subject: [PATCH 177/378] feat - format model price in slack alerts for new
 model

---
 litellm/integrations/slack_alerting.py | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index e6495e7a7a06..121e73c339e8 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -416,6 +416,10 @@ async def model_added_alert(self, model_name: str, litellm_model_name: str):
         model_info = litellm.model_cost.get(litellm_model_name, {})
         model_info_str = ""
         for k, v in model_info.items():
+            if k == "input_cost_per_token" or k == "output_cost_per_token":
+                # when converting to string it should not be 1.63e-06
+                v = "{:.8f}".format(v)
+
             model_info_str += f"{k}: {v}\n"
 
         message = f"""
@@ -491,9 +495,12 @@ async def send_alert(
         # Get the current timestamp
         current_time = datetime.now().strftime("%H:%M:%S")
         _proxy_base_url = os.getenv("PROXY_BASE_URL", None)
-        formatted_message = (
-            f"Level: `{level}`\nTimestamp: `{current_time}`\n\nMessage: {message}"
-        )
+        if alert_type == "new_model_added":
+            formatted_message = message
+        else:
+            formatted_message = (
+                f"Level: `{level}`\nTimestamp: `{current_time}`\n\nMessage: {message}"
+            )
         if _proxy_base_url is not None:
             formatted_message += f"\n\nProxy URL: `{_proxy_base_url}`"
 

From 1de50d62f7335149c564a1c2d5f4ca253822af16 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 16:37:59 -0700
Subject: [PATCH 178/378] fix test router debug logs

---
 litellm/utils.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index f65ff9af74a7..7190f86cdbae 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -11526,8 +11526,8 @@ def _add_key_name_and_team_to_alert(request_info: str, metadata: dict) -> str:
     [Non-Blocking helper function]
     """
     try:
-        _api_key_name = metadata.get("user_api_key_alias", "")
-        _user_api_key_team_alias = metadata.get("user_api_key_team_alias", "")
+        _api_key_name = metadata.get("user_api_key_alias", None)
+        _user_api_key_team_alias = metadata.get("user_api_key_team_alias", None)
         if _api_key_name is not None:
             request_info = (
                 f"\n\nKey Name: `{_api_key_name}`\nTeam: `{_user_api_key_team_alias}`"

From 040dc1f23e7a29147a18221e66f18eaf0c58b49c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 16:43:42 -0700
Subject: [PATCH 179/378] fix retry policy

---
 litellm/router.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/router.py b/litellm/router.py
index 303fab12833b..9fff3015c101 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -3268,6 +3268,8 @@ def get_num_retries_from_retry_policy(
 
         if retry_policy is None:
             return None
+        if isinstance(retry_policy, dict):
+            retry_policy = RetryPolicy(**retry_policy)
         if (
             isinstance(exception, litellm.BadRequestError)
             and retry_policy.BadRequestErrorRetries is not None

From 718f423d7daa8d55b38b66234d3a3e72c78b654b Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 17:18:42 -0700
Subject: [PATCH 180/378] feat(slack_alerting.py): support sending daily
 reports on deployments

allow admin to easily know slow + failing deployments

Closes  https://github.com/BerriAI/litellm/issues/3483
---
 litellm/caching.py                      |  39 +++-
 litellm/integrations/slack_alerting.py  | 282 +++++++++++++++++++++++-
 litellm/proxy/_super_secret_config.yaml |   2 +-
 litellm/proxy/utils.py                  |   4 +
 litellm/router.py                       |   7 +-
 litellm/tests/test_alerting.py          |  89 +++++++-
 litellm/utils.py                        |   2 +-
 7 files changed, 400 insertions(+), 25 deletions(-)

diff --git a/litellm/caching.py b/litellm/caching.py
index d7cf033705ff..83cfe060b142 100644
--- a/litellm/caching.py
+++ b/litellm/caching.py
@@ -106,7 +106,7 @@ async def async_batch_get_cache(self, keys: list, **kwargs):
             return_val.append(val)
         return return_val
 
-    async def async_increment(self, key, value: int, **kwargs) -> int:
+    async def async_increment(self, key, value: float, **kwargs) -> float:
         # get the value
         init_value = await self.async_get_cache(key=key) or 0
         value = init_value + value
@@ -423,12 +423,12 @@ async def batch_cache_write(self, key, value, **kwargs):
         if len(self.redis_batch_writing_buffer) >= self.redis_flush_size:
             await self.flush_cache_buffer()  # logging done in here
 
-    async def async_increment(self, key, value: int, **kwargs) -> int:
+    async def async_increment(self, key, value: float, **kwargs) -> float:
         _redis_client = self.init_async_client()
         start_time = time.time()
         try:
             async with _redis_client as redis_client:
-                result = await redis_client.incr(name=key, amount=value)
+                result = await redis_client.incrbyfloat(name=key, amount=value)
                 ## LOGGING ##
                 end_time = time.time()
                 _duration = end_time - start_time
@@ -1382,18 +1382,41 @@ async def async_set_cache(self, key, value, local_only: bool = False, **kwargs):
             print_verbose(f"LiteLLM Cache: Excepton async add_cache: {str(e)}")
             traceback.print_exc()
 
+    async def async_batch_set_cache(
+        self, cache_list: list, local_only: bool = False, **kwargs
+    ):
+        """
+        Batch write values to the cache
+        """
+        print_verbose(
+            f"async batch set cache: cache keys: {cache_list}; local_only: {local_only}"
+        )
+        try:
+            if self.in_memory_cache is not None:
+                await self.in_memory_cache.async_set_cache_pipeline(
+                    cache_list=cache_list, **kwargs
+                )
+
+            if self.redis_cache is not None and local_only == False:
+                await self.redis_cache.async_set_cache_pipeline(
+                    cache_list=cache_list, ttl=kwargs.get("ttl", None)
+                )
+        except Exception as e:
+            print_verbose(f"LiteLLM Cache: Excepton async add_cache: {str(e)}")
+            traceback.print_exc()
+
     async def async_increment_cache(
-        self, key, value: int, local_only: bool = False, **kwargs
-    ) -> int:
+        self, key, value: float, local_only: bool = False, **kwargs
+    ) -> float:
         """
         Key - the key in cache
 
-        Value - int - the value you want to increment by
+        Value - float - the value you want to increment by
 
-        Returns - int - the incremented value
+        Returns - float - the incremented value
         """
         try:
-            result: int = value
+            result: float = value
             if self.in_memory_cache is not None:
                 result = await self.in_memory_cache.async_increment(
                     key, value, **kwargs
diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index a9aba2f1c6ca..af328666f710 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -2,23 +2,74 @@
 #    Class for sending Slack Alerts #
 import dotenv, os
 
+from litellm.proxy._types import UserAPIKeyAuth
+
 dotenv.load_dotenv()  # Loading env variables using dotenv
-import copy
-import traceback
 from litellm._logging import verbose_logger, verbose_proxy_logger
-import litellm
+import litellm, threading
 from typing import List, Literal, Any, Union, Optional, Dict
 from litellm.caching import DualCache
 import asyncio
 import aiohttp
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
 import datetime
+from pydantic import BaseModel
+from enum import Enum
+from datetime import datetime as dt, timedelta
+from litellm.integrations.custom_logger import CustomLogger
+
+
+class LiteLLMBase(BaseModel):
+    """
+    Implements default functions, all pydantic objects should have.
+    """
+
+    def json(self, **kwargs):
+        try:
+            return self.model_dump()  # noqa
+        except:
+            # if using pydantic v1
+            return self.dict()
+
+
+class SlackArgs(LiteLLMBase):
+    daily_report_frequency: int = 12 * 60 * 60  # 12 hours
+
+
+class DeploymentMetrics(LiteLLMBase):
+    """
+    Metrics per deployment, stored in cache
 
+    Used for daily reporting
+    """
 
-class SlackAlerting:
+    id: str
+    """id of deployment in router model list"""
+
+    failed_request: bool
+    """did it fail the request?"""
+
+    latency_per_output_token: Optional[float]
+    """latency/output token of deployment"""
+
+    updated_at: dt
+    """Current time of deployment being updated"""
+
+
+class SlackAlertingCacheKeys(Enum):
+    """
+    Enum for deployment daily metrics keys - {deployment_id}:{enum}
+    """
+
+    failed_requests_key = "failed_requests_daily_metrics"
+    latency_key = "latency_daily_metrics"
+
+
+class SlackAlerting(CustomLogger):
     # Class variables or attributes
     def __init__(
         self,
+        internal_usage_cache: DualCache,
         alerting_threshold: float = 300,
         alerting: Optional[List] = [],
         alert_types: Optional[
@@ -29,6 +80,7 @@ def __init__(
                     "llm_requests_hanging",
                     "budget_alerts",
                     "db_exceptions",
+                    "daily_reports",
                 ]
             ]
         ] = [
@@ -37,6 +89,7 @@ def __init__(
             "llm_requests_hanging",
             "budget_alerts",
             "db_exceptions",
+            "daily_reports",
         ],
         alert_to_webhook_url: Optional[
             Dict
@@ -45,10 +98,10 @@ def __init__(
         self.alerting_threshold = alerting_threshold
         self.alerting = alerting
         self.alert_types = alert_types
-        self.internal_usage_cache = DualCache()
+        self.internal_usage_cache = internal_usage_cache
         self.async_http_handler = AsyncHTTPHandler()
         self.alert_to_webhook_url = alert_to_webhook_url
-        pass
+        self.is_running = False
 
     def update_values(
         self,
@@ -196,8 +249,178 @@ async def response_taking_too_long_callback(
                 alert_type="llm_too_slow",
             )
 
-    async def log_failure_event(self, original_exception: Exception):
-        pass
+    async def async_update_daily_reports(
+        self, deployment_metrics: DeploymentMetrics
+    ) -> int:
+        """
+        Store the perf by deployment in cache
+        - Number of failed requests per deployment
+        - Latency / output tokens per deployment
+
+        'deployment_id:daily_metrics:failed_requests'
+        'deployment_id:daily_metrics:latency_per_output_token'
+
+        Returns
+            int - count of metrics set (1 - if just latency, 2 - if failed + latency)
+        """
+
+        return_val = 0
+        try:
+            ## FAILED REQUESTS ##
+            if deployment_metrics.failed_request:
+                await self.internal_usage_cache.async_increment_cache(
+                    key="{}:{}".format(
+                        deployment_metrics.id,
+                        SlackAlertingCacheKeys.failed_requests_key.value,
+                    ),
+                    value=1,
+                )
+
+                return_val += 1
+
+            ## LATENCY ##
+            if deployment_metrics.latency_per_output_token is not None:
+                await self.internal_usage_cache.async_increment_cache(
+                    key="{}:{}".format(
+                        deployment_metrics.id, SlackAlertingCacheKeys.latency_key.value
+                    ),
+                    value=deployment_metrics.latency_per_output_token,
+                )
+
+                return_val += 1
+
+            return return_val
+        except Exception as e:
+            return 0
+
+    async def send_daily_reports(self, router: litellm.Router) -> bool:
+        """
+        Send a daily report on:
+        - Top 5 deployments with most failed requests
+        - Top 5 slowest deployments (normalized by latency/output tokens)
+
+        Get the value from redis cache (if available) or in-memory and send it
+
+        Cleanup:
+        - reset values in cache -> prevent memory leak
+
+        Returns:
+            True -> if successfuly sent
+            False -> if not sent
+        """
+
+        ids = router.get_model_ids()
+
+        # get keys
+        failed_request_keys = [
+            "{}:{}".format(id, SlackAlertingCacheKeys.failed_requests_key.value)
+            for id in ids
+        ]
+        latency_keys = [
+            "{}:{}".format(id, SlackAlertingCacheKeys.latency_key.value) for id in ids
+        ]
+
+        combined_metrics_keys = failed_request_keys + latency_keys  # reduce cache calls
+
+        combined_metrics_values = await self.internal_usage_cache.async_batch_get_cache(
+            keys=combined_metrics_keys
+        )  # [1, 2, None, ..]
+
+        all_none = True
+        for val in combined_metrics_values:
+            if val is not None:
+                all_none = False
+
+        if all_none:
+            return False
+
+        failed_request_values = combined_metrics_values[
+            : len(failed_request_keys)
+        ]  # # [1, 2, None, ..]
+        latency_values = combined_metrics_values[len(failed_request_keys) :]
+
+        # find top 5 failed
+        ## Replace None values with a placeholder value (-1 in this case)
+        placeholder_value = 0
+        replaced_failed_values = [
+            value if value is not None else placeholder_value
+            for value in failed_request_values
+        ]
+
+        ## Get the indices of top 5 keys with the highest numerical values (ignoring None values)
+        top_5_failed = sorted(
+            range(len(replaced_failed_values)),
+            key=lambda i: replaced_failed_values[i],
+            reverse=True,
+        )[:5]
+
+        # find top 5 slowest
+        # Replace None values with a placeholder value (-1 in this case)
+        placeholder_value = -1
+        replaced_slowest_values = [
+            value if value is not None else placeholder_value
+            for value in latency_values
+        ]
+
+        # Get the indices of top 5 values with the highest numerical values (ignoring None values)
+        top_5_slowest = sorted(
+            range(len(replaced_slowest_values)),
+            key=lambda i: replaced_slowest_values[i],
+            reverse=True,
+        )[:5]
+
+        # format alert -> return the litellm model name + api base
+        message = f"\n\nHere are today's key metrics 📈: \n\n"
+
+        message += "\n\n*❗️ Top 5 Deployments with Most Failed Requests:*\n\n"
+        for i in range(len(top_5_failed)):
+            key = failed_request_keys[top_5_failed[i]].split(":")[0]
+            _deployment = router.get_model_info(key)
+            if isinstance(_deployment, dict):
+                deployment_name = _deployment["litellm_params"].get("model", "")
+            else:
+                return False
+
+            api_base = litellm.get_api_base(
+                model=deployment_name,
+                optional_params=(
+                    _deployment["litellm_params"] if _deployment is not None else {}
+                ),
+            )
+            if api_base is None:
+                api_base = ""
+            value = replaced_failed_values[top_5_failed[i]]
+            message += f"\t{i+1}. Deployment: `{deployment_name}`, Failed Requests: `{value}`,  API Base: `{api_base}`\n"
+
+        message += "\n\n*😅 Top 5 Slowest Deployments:*\n\n"
+        for i in range(len(top_5_slowest)):
+            key = latency_keys[top_5_slowest[i]].split(":")[0]
+            _deployment = router.get_model_info(key)
+            if _deployment is not None:
+                deployment_name = _deployment["litellm_params"].get("model", "")
+            else:
+                deployment_name = ""
+            api_base = litellm.get_api_base(
+                model=deployment_name,
+                optional_params=(
+                    _deployment["litellm_params"] if _deployment is not None else {}
+                ),
+            )
+            value = replaced_slowest_values[top_5_slowest[i]]
+            message += f"\t{i+1}. Deployment: `{deployment_name}`, Latency: `{value}`,  API Base: `{api_base}`\n\n"
+
+        # cache cleanup -> reset values to 0
+        latency_cache_keys = [(key, 0) for key in latency_keys]
+        failed_request_cache_keys = [(key, 0) for key in failed_request_keys]
+        combined_metrics_cache_keys = latency_cache_keys + failed_request_cache_keys
+        await self.internal_usage_cache.async_batch_set_cache(
+            cache_list=combined_metrics_cache_keys
+        )
+
+        # send alert
+        await self.send_alert(message=message, level="Low", alert_type="daily_reports")
+
+        return True
 
     async def response_taking_too_long(
         self,
@@ -414,6 +637,7 @@ async def send_alert(
             "llm_requests_hanging",
             "budget_alerts",
             "db_exceptions",
+            "daily_reports",
         ],
     ):
         """
@@ -439,9 +663,12 @@ async def send_alert(
         # Get the current timestamp
         current_time = datetime.now().strftime("%H:%M:%S")
         _proxy_base_url = os.getenv("PROXY_BASE_URL", None)
-        formatted_message = (
-            f"Level: `{level}`\nTimestamp: `{current_time}`\n\nMessage: {message}"
-        )
+        if alert_type == "daily_reports":
+            formatted_message = message
+        else:
+            formatted_message = (
+                f"Level: `{level}`\nTimestamp: `{current_time}`\n\nMessage: {message}"
+            )
         if _proxy_base_url is not None:
             formatted_message += f"\n\nProxy URL: `{_proxy_base_url}`"
 
@@ -468,3 +695,36 @@ async def send_alert(
             pass
         else:
             print("Error sending slack alert. Error=", response.text)  # noqa
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        """Log deployment latency"""
+        model_id = kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "")
+        response_ms: timedelta = end_time - start_time
+
+        final_value = response_ms
+        total_tokens = 0
+
+        if isinstance(response_obj, litellm.ModelResponse):
+            completion_tokens = response_obj.usage.completion_tokens
+            final_value = float(response_ms.total_seconds() / completion_tokens)
+
+        await self.async_update_daily_reports(
+            DeploymentMetrics(
+                id=model_id,
+                failed_request=False,
+                latency_per_output_token=final_value,
+                updated_at=litellm.utils.get_utc_datetime(),
+            )
+        )
+
+    async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
+        """Log failure + deployment latency"""
+        model_id = kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "")
+        await self.async_update_daily_reports(
+            DeploymentMetrics(
+                id=model_id,
+                failed_request=True,
+                latency_per_output_token=None,
+                updated_at=litellm.utils.get_utc_datetime(),
+            )
+        )
diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml
index d90fb13fd0f7..ec8d097b1459 100644
--- a/litellm/proxy/_super_secret_config.yaml
+++ b/litellm/proxy/_super_secret_config.yaml
@@ -19,4 +19,4 @@ litellm_settings:
 
 general_settings:
   alerting: ["slack"]
-  alert_types: ["llm_exceptions"]
\ No newline at end of file
+  alert_types: ["llm_exceptions", "daily_reports"]
\ No newline at end of file
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 1048c67271b4..8e66ff76ced3 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -73,6 +73,7 @@ def __init__(
                 "llm_requests_hanging",
                 "budget_alerts",
                 "db_exceptions",
+                "daily_reports",
             ]
         ] = [
             "llm_exceptions",
@@ -80,11 +81,13 @@ def __init__(
             "llm_requests_hanging",
             "budget_alerts",
             "db_exceptions",
+            "daily_reports",
         ]
         self.slack_alerting_instance = SlackAlerting(
             alerting_threshold=self.alerting_threshold,
             alerting=self.alerting,
             alert_types=self.alert_types,
+            internal_usage_cache=self.internal_usage_cache,
         )
 
     def update_values(
@@ -100,6 +103,7 @@ def update_values(
                     "llm_requests_hanging",
                     "budget_alerts",
                     "db_exceptions",
+                    "daily_reports",
                 ]
             ]
         ] = None,
diff --git a/litellm/router.py b/litellm/router.py
index fbb245a3d931..52f778f0b453 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2597,7 +2597,10 @@ def get_model_info(self, id: str) -> Optional[dict]:
                     return model
         return None
 
-    def get_model_ids(self):
+    def get_model_ids(self) -> List[str]:
+        """
+        Returns list of model id's.
+        """
         ids = []
         for model in self.model_list:
             if "model_info" in model and "id" in model["model_info"]:
@@ -2605,7 +2608,7 @@ def get_model_ids(self):
                 ids.append(id)
         return ids
 
-    def get_model_names(self):
+    def get_model_names(self) -> List[str]:
         return self.model_names
 
     def get_model_list(self):
diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index 06c4e84b3161..dd77a0d31359 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -17,7 +17,7 @@
 from unittest.mock import patch, MagicMock
 from litellm.utils import get_api_base
 from litellm.caching import DualCache
-from litellm.integrations.slack_alerting import SlackAlerting
+from litellm.integrations.slack_alerting import SlackAlerting, DeploymentMetrics
 
 
 @pytest.mark.parametrize(
@@ -116,7 +116,7 @@ def test_init():
 
 @pytest.fixture
 def slack_alerting():
-    return SlackAlerting(alerting_threshold=1)
+    return SlackAlerting(alerting_threshold=1, internal_usage_cache=DualCache())
 
 
 # Test for hanging LLM responses
@@ -185,3 +185,88 @@ async def test_send_alert(slack_alerting):
         mock_post.return_value.status_code = 200
         await slack_alerting.send_alert("Test message", "Low", "budget_alerts")
         mock_post.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_daily_reports_unit_test(slack_alerting):
+    with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert:
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "test-gpt",
+                    "litellm_params": {"model": "gpt-3.5-turbo"},
+                    "model_info": {"id": "1234"},
+                }
+            ]
+        )
+        deployment_metrics = DeploymentMetrics(
+            id="1234",
+            failed_request=False,
+            latency_per_output_token=20.3,
+            updated_at=litellm.utils.get_utc_datetime(),
+        )
+
+        updated_val = await slack_alerting.async_update_daily_reports(
+            deployment_metrics=deployment_metrics
+        )
+
+        assert updated_val == 1
+
+        await slack_alerting.send_daily_reports(router=router)
+
+        mock_send_alert.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_daily_reports_completion(slack_alerting):
+    with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert:
+        litellm.callbacks = [slack_alerting]
+
+        # on async success
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "gpt-5",
+                    "litellm_params": {
+                        "model": "gpt-3.5-turbo",
+                    },
+                }
+            ]
+        )
+
+        await router.acompletion(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "Hey, how's it going?"}],
+        )
+
+        await asyncio.sleep(3)
+        response_val = await slack_alerting.send_daily_reports(router=router)
+
+        assert response_val == True
+
+        mock_send_alert.assert_awaited_once()
+
+        # on async failure
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "gpt-5",
+                    "litellm_params": {"model": "gpt-3.5-turbo", "api_key": "bad_key"},
+                }
+            ]
+        )
+
+        try:
+            await router.acompletion(
+                model="gpt-3.5-turbo",
+                messages=[{"role": "user", "content": "Hey, how's it going?"}],
+            )
+        except Exception as e:
+            pass
+
+        await asyncio.sleep(3)
+        response_val = await slack_alerting.send_daily_reports(router=router)
+
+        assert response_val == True
+
+        mock_send_alert.assert_awaited()
diff --git a/litellm/utils.py b/litellm/utils.py
index 24ebcea91076..563a551d24ad 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5825,7 +5825,7 @@ def get_api_base(model: str, optional_params: dict) -> Optional[str]:
 
     Parameters:
     - model: str - the model passed to litellm.completion()
-    - optional_params - the additional params passed to litellm.completion - eg. api_base, api_key, etc. See `LiteLLM_Params` - https://github.com/BerriAI/litellm/blob/f09e6ba98d65e035a79f73bc069145002ceafd36/litellm/router.py#L67
+    - optional_params - the 'litellm_params' in router.completion *OR* additional params passed to litellm.completion - eg. api_base, api_key, etc. See `LiteLLM_Params` - https://github.com/BerriAI/litellm/blob/f09e6ba98d65e035a79f73bc069145002ceafd36/litellm/router.py#L67
 
     Returns:
     - string (api_base) or None

From 57a78703481f3bd80274ee5befbcf2e0bb54b114 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 17:23:51 -0700
Subject: [PATCH 181/378] ui - show retry policy per model group

---
 .../src/components/model_dashboard.tsx        | 52 ++++++++++++-------
 1 file changed, 34 insertions(+), 18 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 43ca9fdff349..1297db295938 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -1275,24 +1275,40 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
               <Text className="mb-6">How many retries should be attempted based on the Exception</Text>
               {retry_policy_map &&
   <table>
-    <tbody>
-  {Object.keys(retry_policy_map).map((key, idx) => (
-    <tr key={idx} className="flex justify-between items-center mt-2">
-      <td>
-        <Text>{key}</Text>
-      </td>
-      <td>
-        <InputNumber
-          className="ml-5"
-          defaultValue={defaultRetry}
-          min={0}
-          step={1}
-        />
-      </td>
-    </tr>
-  ))}
-</tbody>
-  </table>
+  <tbody>
+    {Object.entries(retry_policy_map).map(([exceptionType, retryPolicyKey], idx) => {
+      let retryCount = (modelGroupRetryPolicy[selectedModelGroup] ?? {})[retryPolicyKey];
+      if (retryCount == null) {
+        retryCount = defaultRetry;
+      }
+      
+      return (
+        <tr key={idx} className="flex justify-between items-center mt-2">
+          <td>
+            <Text>{exceptionType}</Text>
+          </td>
+          <td>
+            <InputNumber
+              className="ml-5"
+              value={retryCount}
+              min={0}
+              step={1}
+              onChange={(value) => {
+                setModelGroupRetryPolicy({
+                  ...modelGroupRetryPolicy,
+                  [selectedModelGroup]: {
+                    ...modelGroupRetryPolicy[selectedModelGroup],
+                    [retryPolicyKey]: value,
+                  },
+                });
+              }}
+            />
+          </td>
+        </tr>
+      );
+    })}
+  </tbody>
+</table>
 }
 <Button className="mt-6 mr-8">
   Save

From 116e555a03fd98ae2e345816c6143ad0553a1c7f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 17:43:43 -0700
Subject: [PATCH 182/378] fix - setting model_group_retry_policy in db

---
 litellm/types/router.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/types/router.py b/litellm/types/router.py
index dbfc549cd8bc..4b54d8f41aad 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -55,6 +55,7 @@ class UpdateRouterConfig(BaseModel):
 
     routing_strategy_args: Optional[dict] = None
     routing_strategy: Optional[str] = None
+    model_group_retry_policy: Optional[dict] = None
     allowed_fails: Optional[int] = None
     cooldown_time: Optional[float] = None
     num_retries: Optional[int] = None

From 4fdf1147d39f830267bf51d69c64f8853aa0a36c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 17:44:55 -0700
Subject: [PATCH 183/378] ui - get/set model retry policy

---
 .../src/components/model_dashboard.tsx        | 30 +++++++++++++++++--
 1 file changed, 27 insertions(+), 3 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 1297db295938..a62365474be2 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -18,7 +18,7 @@ import {
 } from "@tremor/react";
 import { TabPanel, TabPanels, TabGroup, TabList, Tab, TextInput, Icon, DateRangePicker } from "@tremor/react";
 import { Select, SelectItem, MultiSelect, MultiSelectItem, DateRangePickerValue } from "@tremor/react";
-import { modelInfoCall, userGetRequesedtModelsCall, modelCreateCall, Model, modelCostMap, modelDeleteCall, healthCheckCall, modelUpdateCall, modelMetricsCall, modelExceptionsCall, modelMetricsSlowResponsesCall, getCallbacksCall } from "./networking";
+import { modelInfoCall, userGetRequesedtModelsCall, modelCreateCall, Model, modelCostMap, modelDeleteCall, healthCheckCall, modelUpdateCall, modelMetricsCall, modelExceptionsCall, modelMetricsSlowResponsesCall, getCallbacksCall, setCallbacksCall } from "./networking";
 import { BarChart, AreaChart } from "@tremor/react";
 import {
   Button as Button2,
@@ -443,6 +443,29 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
     setLastRefreshed(currentDate.toLocaleString());
   };
 
+  const handleSaveRetrySettings = async () => {
+    if (!accessToken) {
+      console.error("Access token is missing");
+      return;
+    }
+
+    console.log("new modelGroupRetryPolicy:", modelGroupRetryPolicy);
+  
+    try {
+      const payload = {
+          router_settings: {
+            model_group_retry_policy: modelGroupRetryPolicy
+          }
+      };
+  
+      await setCallbacksCall(accessToken, payload);
+      message.success("Retry settings saved successfully");
+    } catch (error) {
+      console.error("Failed to save retry settings:", error);
+      message.error("Failed to save retry settings");
+    }
+  };
+
 
   useEffect(() => {
     if (!accessToken || !token || !userRole || !userID) {
@@ -1277,7 +1300,8 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
   <table>
   <tbody>
     {Object.entries(retry_policy_map).map(([exceptionType, retryPolicyKey], idx) => {
-      let retryCount = (modelGroupRetryPolicy[selectedModelGroup] ?? {})[retryPolicyKey];
+
+      let retryCount = modelGroupRetryPolicy?.[selectedModelGroup]?.[retryPolicyKey]
       if (retryCount == null) {
         retryCount = defaultRetry;
       }
@@ -1310,7 +1334,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
   </tbody>
 </table>
 }
-<Button className="mt-6 mr-8">
+<Button className="mt-6 mr-8" onClick={handleSaveRetrySettings}>
   Save
 </Button>
 

From eb5dc38fc9200b360be0cefbc17a1bfefa136ac2 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 17:57:07 -0700
Subject: [PATCH 184/378] fix - set retry policy on ui

---
 .../src/components/model_dashboard.tsx        | 23 ++++++++++++-------
 1 file changed, 15 insertions(+), 8 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index a62365474be2..2b7cf923df6c 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -60,6 +60,10 @@ interface EditModelModalProps {
   onSubmit: (data: FormData) => void; // Assuming FormData is the type of data to be submitted
 }
 
+interface RetryPolicyObject {
+  [key: string]: { [retryPolicyKey: string]: number } | undefined;
+}
+
 //["OpenAI", "Azure OpenAI", "Anthropic", "Gemini (Google AI Studio)", "Amazon Bedrock", "OpenAI-Compatible Endpoints (Groq, Together AI, Mistral AI, etc.)"]
 
 enum Providers {
@@ -222,7 +226,7 @@ const ModelDashboard: React.FC<ModelDashboardProps> = ({
     to: new Date(),
   });
 
-  const [modelGroupRetryPolicy, setModelGroupRetryPolicy] = useState<Record<string, number>>({});
+  const [modelGroupRetryPolicy, setModelGroupRetryPolicy] = useState<RetryPolicyObject | null>(null);
   const [defaultRetry, setDefaultRetry] = useState<number>(0);
 
 
@@ -1301,7 +1305,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
   <tbody>
     {Object.entries(retry_policy_map).map(([exceptionType, retryPolicyKey], idx) => {
 
-      let retryCount = modelGroupRetryPolicy?.[selectedModelGroup]?.[retryPolicyKey]
+      let retryCount = modelGroupRetryPolicy?.[selectedModelGroup!]?.[retryPolicyKey]
       if (retryCount == null) {
         retryCount = defaultRetry;
       }
@@ -1318,12 +1322,15 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
               min={0}
               step={1}
               onChange={(value) => {
-                setModelGroupRetryPolicy({
-                  ...modelGroupRetryPolicy,
-                  [selectedModelGroup]: {
-                    ...modelGroupRetryPolicy[selectedModelGroup],
-                    [retryPolicyKey]: value,
-                  },
+                setModelGroupRetryPolicy(prevModelGroupRetryPolicy => {
+                  const prevRetryPolicy = prevModelGroupRetryPolicy?.[selectedModelGroup!] ?? {};
+                  return {
+                    ...prevModelGroupRetryPolicy ?? {},
+                    [selectedModelGroup!]: {
+                      ...prevRetryPolicy,
+                      [retryPolicyKey!]: value,
+                    },
+                  } as RetryPolicyObject;
                 });
               }}
             />

From f04f45a80d751dc0bda274c9b00e3bf1a44e379c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 17:58:56 -0700
Subject: [PATCH 185/378] ui - fix show num retries for 500 error

---
 ui/litellm-dashboard/src/components/model_dashboard.tsx | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 2b7cf923df6c..6e207b430a71 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -93,7 +93,8 @@ const retry_policy_map: Record <string, string> = {
   "AuthenticationError  (401)": "AuthenticationErrorRetries",
   "TimeoutError (408)": "TimeoutErrorRetries",
   "RateLimitError (429)": "RateLimitErrorRetries",
-  "ContentPolicyViolationError (400)": "ContentPolicyViolationErrorRetries"
+  "ContentPolicyViolationError (400)": "ContentPolicyViolationErrorRetries",
+  "InternalServerError (500)": "InternalServerErrorRetries"
 };
 
 

From 6a056c0c1724b881b897091099bebda548d87024 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 17:59:38 -0700
Subject: [PATCH 186/378] fix support InternalServerErrorRetries

---
 litellm/types/router.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/types/router.py b/litellm/types/router.py
index 4b54d8f41aad..4a62a267eccd 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -345,3 +345,4 @@ class RetryPolicy(BaseModel):
     TimeoutErrorRetries: Optional[int] = None
     RateLimitErrorRetries: Optional[int] = None
     ContentPolicyViolationErrorRetries: Optional[int] = None
+    InternalServerErrorRetries: Optional[int] = None

From 791ec2e26a14418fb5fe2bdc02473277a08caafb Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 18:06:25 -0700
Subject: [PATCH 187/378] ui - new build

---
 litellm/proxy/_experimental/out/404.html                     | 2 +-
 ...layout-bf3537d6924e801d.js => layout-cfe6a9aa81aafb27.js} | 0
 .../out/_next/static/chunks/app/page-d9bdfedbff191985.js     | 1 -
 .../out/_next/static/chunks/app/page-df6123fdb38c9b0d.js     | 1 +
 .../out/_next/static/chunks/webpack-cfde7590f67e0020.js      | 2 +-
 .../_experimental/out/_next/static/css/00c2ddbcd01819c0.css  | 5 -----
 .../_experimental/out/_next/static/css/91264d1b81b58743.css  | 5 +++++
 .../_buildManifest.js                                        | 0
 .../_ssgManifest.js                                          | 0
 litellm/proxy/_experimental/out/index.html                   | 2 +-
 litellm/proxy/_experimental/out/index.txt                    | 4 ++--
 ui/litellm-dashboard/out/404.html                            | 2 +-
 ...layout-bf3537d6924e801d.js => layout-cfe6a9aa81aafb27.js} | 0
 .../out/_next/static/chunks/app/page-d9bdfedbff191985.js     | 1 -
 .../out/_next/static/chunks/app/page-df6123fdb38c9b0d.js     | 1 +
 .../out/_next/static/chunks/webpack-cfde7590f67e0020.js      | 2 +-
 .../out/_next/static/css/00c2ddbcd01819c0.css                | 5 -----
 .../out/_next/static/css/91264d1b81b58743.css                | 5 +++++
 .../_buildManifest.js                                        | 0
 .../_ssgManifest.js                                          | 0
 ui/litellm-dashboard/out/index.html                          | 2 +-
 ui/litellm-dashboard/out/index.txt                           | 4 ++--
 22 files changed, 22 insertions(+), 22 deletions(-)
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/{layout-bf3537d6924e801d.js => layout-cfe6a9aa81aafb27.js} (100%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-d9bdfedbff191985.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-df6123fdb38c9b0d.js
 rename ui/litellm-dashboard/out/_next/static/chunks/webpack-202e312607f242a1.js => litellm/proxy/_experimental/out/_next/static/chunks/webpack-cfde7590f67e0020.js (98%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/css/00c2ddbcd01819c0.css
 create mode 100644 litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css
 rename litellm/proxy/_experimental/out/_next/static/{e55gTzpa2g2-9SwXgA9Uo => u7rM4cBDmVnacAN_shjp6}/_buildManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/{e55gTzpa2g2-9SwXgA9Uo => u7rM4cBDmVnacAN_shjp6}/_ssgManifest.js (100%)
 rename ui/litellm-dashboard/out/_next/static/chunks/app/{layout-bf3537d6924e801d.js => layout-cfe6a9aa81aafb27.js} (100%)
 delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-d9bdfedbff191985.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-df6123fdb38c9b0d.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/webpack-202e312607f242a1.js => ui/litellm-dashboard/out/_next/static/chunks/webpack-cfde7590f67e0020.js (98%)
 delete mode 100644 ui/litellm-dashboard/out/_next/static/css/00c2ddbcd01819c0.css
 create mode 100644 ui/litellm-dashboard/out/_next/static/css/91264d1b81b58743.css
 rename ui/litellm-dashboard/out/_next/static/{e55gTzpa2g2-9SwXgA9Uo => u7rM4cBDmVnacAN_shjp6}/_buildManifest.js (100%)
 rename ui/litellm-dashboard/out/_next/static/{e55gTzpa2g2-9SwXgA9Uo => u7rM4cBDmVnacAN_shjp6}/_ssgManifest.js (100%)

diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index 2a1c15e384e0..563e6c60c40a 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1 +1 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/00c2ddbcd01819c0.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-202e312607f242a1.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
          .user-profile-mini-avatar,
          .avatar,
          .vcard-details,
          .signup-prompt-bg {
            display: none !IMPORTANT;
          }
        </style>
         <script>
          document.addEventListener('DOMContentLoaded', function() {
            this.querySelectorAll('a').forEach(anchor => {
              anchor.addEventListener('click', e => {
                e.preventDefault();

                const redact = new URLSearchParams(window.location.search).get('redact');
                const hasExistingParams = anchor.href.includes('?');
                window.location.href = anchor.href + (hasExistingParams ? `&redact=${redact}` : `?redact=${redact}`);
              });
            });
          });
        </script>
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async=""></script><script>(self.__next_f=self.__next_f||[]).push([0]);self.__next_f.push([2,null])</script><script>self.__next_f.push([1,"1:HL[\"/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n2:HL[\"/ui/_next/static/css/00c2ddbcd01819c0.css\",\"style\",{\"crossOrigin\":\"\"}]\n0:\"$L3\"\n"])</script><script>self.__next_f.push([1,"4:I[47690,[],\"\"]\n6:I[5613,[],\"\"]\n7:I[31778,[],\"\"]\nd:I[48955,[],\"\"]\n8:{\"fontFamily\":\"system-ui,\\\"Segoe UI\\\",Roboto,Helvetica,Arial,sans-serif,\\\"Apple Color Emoji\\\",\\\"Segoe UI Emoji\\\"\",\"height\":\"100vh\",\"textAlign\":\"center\",\"display\":\"flex\",\"flexDirection\":\"column\",\"alignItems\":\"center\",\"justifyContent\":\"center\"}\n9:{\"display\":\"inline-block\",\"margin\":\"0 20px 0 0\",\"padding\":\"0 23px 0 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\ No newline at end of file
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/91264d1b81b58743.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-cfde7590f67e0020.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
          .user-profile-mini-avatar,
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          .vcard-details,
          .signup-prompt-bg {
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        </style>
         <script>
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              });
            });
          });
        </script>
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/layout-bf3537d6924e801d.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/layout-cfe6a9aa81aafb27.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/layout-bf3537d6924e801d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/layout-cfe6a9aa81aafb27.js
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/page-d9bdfedbff191985.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/page-d9bdfedbff191985.js
deleted file mode 100644
index f92a61d63cf6..000000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/page-d9bdfedbff191985.js
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css b/litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css
new file mode 100644
index 000000000000..de6667a541df
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css
@@ -0,0 +1,5 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/e55gTzpa2g2-9SwXgA9Uo/_buildManifest.js b/litellm/proxy/_experimental/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/e55gTzpa2g2-9SwXgA9Uo/_buildManifest.js
rename to litellm/proxy/_experimental/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/e55gTzpa2g2-9SwXgA9Uo/_ssgManifest.js b/litellm/proxy/_experimental/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/e55gTzpa2g2-9SwXgA9Uo/_ssgManifest.js
rename to litellm/proxy/_experimental/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js
diff --git a/litellm/proxy/_experimental/out/index.html b/litellm/proxy/_experimental/out/index.html
index 5766f1cb1410..5fc82b3d1aae 100644
--- a/litellm/proxy/_experimental/out/index.html
+++ b/litellm/proxy/_experimental/out/index.html
@@ -1 +1 @@
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diff --git a/ui/litellm-dashboard/out/_next/static/chunks/app/page-d9bdfedbff191985.js b/ui/litellm-dashboard/out/_next/static/chunks/app/page-d9bdfedbff191985.js
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diff --git a/ui/litellm-dashboard/out/_next/static/css/00c2ddbcd01819c0.css b/ui/litellm-dashboard/out/_next/static/css/00c2ddbcd01819c0.css
deleted file mode 100644
index 538e62673ef2..000000000000
--- a/ui/litellm-dashboard/out/_next/static/css/00c2ddbcd01819c0.css
+++ /dev/null
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diff --git a/ui/litellm-dashboard/out/_next/static/css/91264d1b81b58743.css b/ui/litellm-dashboard/out/_next/static/css/91264d1b81b58743.css
new file mode 100644
index 000000000000..de6667a541df
--- /dev/null
+++ b/ui/litellm-dashboard/out/_next/static/css/91264d1b81b58743.css
@@ -0,0 +1,5 @@
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diff --git a/ui/litellm-dashboard/out/_next/static/e55gTzpa2g2-9SwXgA9Uo/_buildManifest.js b/ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js
similarity index 100%
rename from ui/litellm-dashboard/out/_next/static/e55gTzpa2g2-9SwXgA9Uo/_buildManifest.js
rename to ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js
diff --git a/ui/litellm-dashboard/out/_next/static/e55gTzpa2g2-9SwXgA9Uo/_ssgManifest.js b/ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js
similarity index 100%
rename from ui/litellm-dashboard/out/_next/static/e55gTzpa2g2-9SwXgA9Uo/_ssgManifest.js
rename to ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js
diff --git a/ui/litellm-dashboard/out/index.html b/ui/litellm-dashboard/out/index.html
index 5766f1cb1410..5fc82b3d1aae 100644
--- a/ui/litellm-dashboard/out/index.html
+++ b/ui/litellm-dashboard/out/index.html
@@ -1 +1 @@
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diff --git a/ui/litellm-dashboard/out/index.txt b/ui/litellm-dashboard/out/index.txt
index eb08ba058d21..6ea15a2fbd44 100644
--- a/ui/litellm-dashboard/out/index.txt
+++ b/ui/litellm-dashboard/out/index.txt
@@ -1,7 +1,7 @@
 2:I[77831,[],""]
-3:I[58854,["936","static/chunks/2f6dbc85-17d29013b8ff3da5.js","142","static/chunks/142-11990a208bf93746.js","931","static/chunks/app/page-d9bdfedbff191985.js"],""]
+3:I[58854,["936","static/chunks/2f6dbc85-17d29013b8ff3da5.js","142","static/chunks/142-11990a208bf93746.js","931","static/chunks/app/page-df6123fdb38c9b0d.js"],""]
 4:I[5613,[],""]
 5:I[31778,[],""]
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+0:["u7rM4cBDmVnacAN_shjp6",[[["",{"children":["__PAGE__",{}]},"$undefined","$undefined",true],["",{"children":["__PAGE__",{},["$L1",["$","$L2",null,{"propsForComponent":{"params":{}},"Component":"$3","isStaticGeneration":true}],null]]},[null,["$","html",null,{"lang":"en","children":["$","body",null,{"className":"__className_c23dc8","children":["$","$L4",null,{"parallelRouterKey":"children","segmentPath":["children"],"loading":"$undefined","loadingStyles":"$undefined","loadingScripts":"$undefined","hasLoading":false,"error":"$undefined","errorStyles":"$undefined","errorScripts":"$undefined","template":["$","$L5",null,{}],"templateStyles":"$undefined","templateScripts":"$undefined","notFound":[["$","title",null,{"children":"404: This page could not be found."}],["$","div",null,{"style":{"fontFamily":"system-ui,\"Segoe UI\",Roboto,Helvetica,Arial,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\"","height":"100vh","textAlign":"center","display":"flex","flexDirection":"column","alignItems":"center","justifyContent":"center"},"children":["$","div",null,{"children":[["$","style",null,{"dangerouslySetInnerHTML":{"__html":"body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}"}}],["$","h1",null,{"className":"next-error-h1","style":{"display":"inline-block","margin":"0 20px 0 0","padding":"0 23px 0 0","fontSize":24,"fontWeight":500,"verticalAlign":"top","lineHeight":"49px"},"children":"404"}],["$","div",null,{"style":{"display":"inline-block"},"children":["$","h2",null,{"style":{"fontSize":14,"fontWeight":400,"lineHeight":"49px","margin":0},"children":"This page could not be found."}]}]]}]}]],"notFoundStyles":[],"styles":null}]}]}],null]],[[["$","link","0",{"rel":"stylesheet","href":"/ui/_next/static/css/91264d1b81b58743.css","precedence":"next","crossOrigin":""}]],"$L6"]]]]
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From a382517992f76598718b12a18663bd798bf18728 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 18:07:58 -0700
Subject: [PATCH 188/378] fix - test alerting

---
 litellm/tests/test_alerting.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index 06c4e84b3161..5a0c9c6131b6 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -61,7 +61,7 @@ async def test_get_api_base():
     end_time = datetime.now()
 
     time_difference_float, model, api_base, messages = (
-        _pl.slack_alerting_instance._response_taking_too_long_callback(
+        _pl.slack_alerting_instance._response_taking_too_long_callback_helper(
             kwargs={
                 "model": model,
                 "messages": messages,

From 22347f2f56488569cf608438761143c1c0f7ad0b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 18:08:40 -0700
Subject: [PATCH 189/378] =?UTF-8?q?bump:=20version=201.36.0=20=E2=86=92=20?=
 =?UTF-8?q?1.36.1?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index ef776bd0d3dc..649916fdad58 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.36.0"
+version = "1.36.1"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.36.0"
+version = "1.36.1"
 version_files = [
     "pyproject.toml:^version"
 ]

From 5368382c0359819d2672676edd98319414a2eb76 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 18:12:45 -0700
Subject: [PATCH 190/378] fix num callbacks test

---
 tests/test_callbacks_on_proxy.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index 9fd6427d8cc6..3b4f9f5c98b5 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -98,6 +98,7 @@ async def get_current_routing_strategy(session):
 
 
 @pytest.mark.asyncio
+@pytest.mark.order1
 async def test_check_num_callbacks():
     """
     Test 1:  num callbacks should NOT increase over time
@@ -145,6 +146,7 @@ async def test_check_num_callbacks():
 
 
 @pytest.mark.asyncio
+@pytest.mark.order2
 async def test_check_num_callbacks_on_lowest_latency():
     """
     Test 1:  num callbacks should NOT increase over time

From 15b264bd4e25f508e45209342539dbd2362daa45 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 18:13:15 -0700
Subject: [PATCH 191/378] fix num callbacks test

---
 tests/test_callbacks_on_proxy.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index 3b4f9f5c98b5..a4e4fe7b85fa 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -166,6 +166,8 @@ async def test_check_num_callbacks_on_lowest_latency():
         original_routing_strategy = await get_current_routing_strategy(session=session)
         await config_update(session=session, routing_strategy="latency-based-routing")
 
+        await asyncio.sleep(5)
+
         num_callbacks_1, num_alerts_1, all_litellm_callbacks_1 = (
             await get_active_callbacks(session=session)
         )

From d94065ca43d90aea7055f824032386e8059bd34d Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 18:20:27 -0700
Subject: [PATCH 192/378] fix - num active callbacks

---
 tests/test_callbacks_on_proxy.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py
index a4e4fe7b85fa..ea15af6b0d3b 100644
--- a/tests/test_callbacks_on_proxy.py
+++ b/tests/test_callbacks_on_proxy.py
@@ -111,12 +111,12 @@ async def test_check_num_callbacks():
     import uuid
 
     async with aiohttp.ClientSession() as session:
-        # await asyncio.sleep(30)
+        await asyncio.sleep(30)
         num_callbacks_1, _, all_litellm_callbacks_1 = await get_active_callbacks(
             session=session
         )
         assert num_callbacks_1 > 0
-        # await asyncio.sleep(30)
+        await asyncio.sleep(30)
 
         num_callbacks_2, _, all_litellm_callbacks_2 = await get_active_callbacks(
             session=session
@@ -166,7 +166,7 @@ async def test_check_num_callbacks_on_lowest_latency():
         original_routing_strategy = await get_current_routing_strategy(session=session)
         await config_update(session=session, routing_strategy="latency-based-routing")
 
-        await asyncio.sleep(5)
+        await asyncio.sleep(30)
 
         num_callbacks_1, num_alerts_1, all_litellm_callbacks_1 = (
             await get_active_callbacks(session=session)

From 6b9b4f05ba94b9f390f6eb3b43b96990074c8f04 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 18:25:48 -0700
Subject: [PATCH 193/378] feat(proxy_server.py): schedule slack daily report if
 enabled

if user enabled daily_reports, send them a slack report every 12 hours
---
 litellm/integrations/slack_alerting.py  | 116 ++++++++++++++++++------
 litellm/proxy/_super_secret_config.yaml |  15 ++-
 litellm/proxy/proxy_server.py           |  13 ++-
 litellm/proxy/utils.py                  |   5 +
 4 files changed, 114 insertions(+), 35 deletions(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index af328666f710..171b8a83473a 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -17,6 +17,7 @@
 from enum import Enum
 from datetime import datetime as dt, timedelta
 from litellm.integrations.custom_logger import CustomLogger
+import random
 
 
 class LiteLLMBase(BaseModel):
@@ -32,8 +33,9 @@ def json(self, **kwargs):
             return self.dict()
 
 
-class SlackArgs(LiteLLMBase):
+class SlackAlertingArgs(LiteLLMBase):
     daily_report_frequency: int = 12 * 60 * 60  # 12 hours
+    report_check_interval: int = 5 * 60  # 5 minutes
 
 
 class DeploymentMetrics(LiteLLMBase):
@@ -63,6 +65,7 @@ class SlackAlertingCacheKeys(Enum):
 
     failed_requests_key = "failed_requests_daily_metrics"
     latency_key = "latency_daily_metrics"
+    report_sent_key = "daily_metrics_report_sent"
 
 
 class SlackAlerting(CustomLogger):
@@ -94,6 +97,7 @@ def __init__(
         alert_to_webhook_url: Optional[
             Dict
         ] = None,  # if user wants to separate alerts to diff channels
+        alerting_args={},
     ):
         self.alerting_threshold = alerting_threshold
         self.alerting = alerting
@@ -102,6 +106,7 @@ def __init__(
         self.async_http_handler = AsyncHTTPHandler()
         self.alert_to_webhook_url = alert_to_webhook_url
         self.is_running = False
+        self.alerting_args = SlackAlertingArgs(**alerting_args)
 
     def update_values(
         self,
@@ -109,6 +114,7 @@ def update_values(
         alerting_threshold: Optional[float] = None,
         alert_types: Optional[List] = None,
         alert_to_webhook_url: Optional[Dict] = None,
+        alerting_args: Optional[Dict] = None,
     ):
         if alerting is not None:
             self.alerting = alerting
@@ -116,7 +122,8 @@ def update_values(
             self.alerting_threshold = alerting_threshold
         if alert_types is not None:
             self.alert_types = alert_types
-
+        if alerting_args is not None:
+            self.alerting_args = SlackAlertingArgs(**alerting_args)
         if alert_to_webhook_url is not None:
             # update the dict
             if self.alert_to_webhook_url is None:
@@ -356,7 +363,7 @@ async def send_daily_reports(self, router: litellm.Router) -> bool:
 
         # find top 5 slowest
         # Replace None values with a placeholder value (-1 in this case)
-        placeholder_value = -1
+        placeholder_value = 0
         replaced_slowest_values = [
             value if value is not None else placeholder_value
             for value in latency_values
@@ -406,8 +413,8 @@ async def send_daily_reports(self, router: litellm.Router) -> bool:
                     _deployment["litellm_params"] if _deployment is not None else {}
                 ),
             )
-            value = replaced_slowest_values[top_5_slowest[i]]
-            message += f"\t{i+1}. Deployment: `{deployment_name}`, Latency: `{value}`,  API Base: `{api_base}`\n\n"
+            value = round(replaced_slowest_values[top_5_slowest[i]], 3)
+            message += f"\t{i+1}. Deployment: `{deployment_name}`, Latency per output token: `{value}s/token`,  API Base: `{api_base}`\n\n"
 
         # cache cleanup -> reset values to 0
         latency_cache_keys = [(key, 0) for key in latency_keys]
@@ -698,33 +705,82 @@ async def send_alert(
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
         """Log deployment latency"""
-        model_id = kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "")
-        response_ms: timedelta = end_time - start_time
-
-        final_value = response_ms
-        total_tokens = 0
-
-        if isinstance(response_obj, litellm.ModelResponse):
-            completion_tokens = response_obj.usage.completion_tokens
-            final_value = float(response_ms.total_seconds() / completion_tokens)
-
-        await self.async_update_daily_reports(
-            DeploymentMetrics(
-                id=model_id,
-                failed_request=False,
-                latency_per_output_token=final_value,
-                updated_at=litellm.utils.get_utc_datetime(),
+        if "daily_reports" in self.alert_types:
+            model_id = (
+                kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "")
+            )
+            response_s: timedelta = end_time - start_time
+
+            final_value = response_s
+            total_tokens = 0
+
+            if isinstance(response_obj, litellm.ModelResponse):
+                completion_tokens = response_obj.usage.completion_tokens
+                final_value = float(response_s.total_seconds() / completion_tokens)
+
+            await self.async_update_daily_reports(
+                DeploymentMetrics(
+                    id=model_id,
+                    failed_request=False,
+                    latency_per_output_token=final_value,
+                    updated_at=litellm.utils.get_utc_datetime(),
+                )
             )
-        )
 
     async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
         """Log failure + deployment latency"""
-        model_id = kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "")
-        await self.async_update_daily_reports(
-            DeploymentMetrics(
-                id=model_id,
-                failed_request=True,
-                latency_per_output_token=None,
-                updated_at=litellm.utils.get_utc_datetime(),
+        if "daily_reports" in self.alert_types:
+            model_id = (
+                kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "")
             )
-        )
+            await self.async_update_daily_reports(
+                DeploymentMetrics(
+                    id=model_id,
+                    failed_request=True,
+                    latency_per_output_token=None,
+                    updated_at=litellm.utils.get_utc_datetime(),
+                )
+            )
+
+    async def _run_scheduled_daily_report(self, llm_router: Optional[litellm.Router]):
+        """
+        If 'daily_reports' enabled
+
+        Ping redis cache every 5 minutes to check if we should send the report
+
+        If yes -> call send_daily_report()
+        """
+        if llm_router is None or self.alert_types is None:
+            return
+
+        if "daily_reports" in self.alert_types:
+            while True:
+                report_sent = await self.internal_usage_cache.async_get_cache(
+                    key=SlackAlertingCacheKeys.report_sent_key.value
+                )  # None | datetime
+
+                if report_sent is None:
+                    await self.internal_usage_cache.async_set_cache(
+                        key=SlackAlertingCacheKeys.report_sent_key.value,
+                        value=litellm.utils.get_utc_datetime(),
+                    )
+                else:
+                    # check if current time - interval >= time last sent
+                    current_time = litellm.utils.get_utc_datetime()
+                    delta = current_time - timedelta(
+                        seconds=self.alerting_args.daily_report_frequency
+                    )
+                    if delta >= report_sent:
+                        # Sneak in the reporting logic here
+                        await self.send_daily_reports(router=llm_router)
+                        # Also, don't forget to update the report_sent time after sending the report!
+                        await self.internal_usage_cache.async_set_cache(
+                            key=SlackAlertingCacheKeys.report_sent_key.value,
+                            value=litellm.utils.get_utc_datetime(),
+                        )
+                interval = random.randint(
+                    self.alerting_args.report_check_interval - 3,
+                    self.alerting_args.report_check_interval + 3,
+                )  # shuffle to prevent collisions
+                await asyncio.sleep(interval)
+        return
diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml
index ec8d097b1459..0475508e3182 100644
--- a/litellm/proxy/_super_secret_config.yaml
+++ b/litellm/proxy/_super_secret_config.yaml
@@ -4,6 +4,16 @@ model_list:
     api_key: my-fake-key
     model: openai/my-fake-model
   model_name: fake-openai-endpoint
+- litellm_params:
+    api_base: https://openai-function-calling-workers.tasslexyz.workers.dev/
+    api_key: my-fake-key-2
+    model: openai/my-fake-model-2
+  model_name: fake-openai-endpoint
+- litellm_params:
+    api_base: https://openai-function-calling-workers.tasslexyz.workers.dev/
+    api_key: my-fake-key-3
+    model: openai/my-fake-model-3
+  model_name: fake-openai-endpoint
 router_settings:
   num_retries: 0
   enable_pre_call_checks: true
@@ -19,4 +29,7 @@ litellm_settings:
 
 general_settings:
   alerting: ["slack"]
-  alert_types: ["llm_exceptions", "daily_reports"]
\ No newline at end of file
+  alert_types: ["llm_exceptions", "daily_reports"]
+  alerting_args:
+    daily_report_frequency: 60 # every minute
+    report_check_interval: 5 # every 5s 
\ No newline at end of file
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 4bb8dee7f9cd..dbea1c57f2ea 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1900,9 +1900,6 @@ async def _run_background_health_check():
         await asyncio.sleep(health_check_interval)
 
 
-semaphore = asyncio.Semaphore(1)
-
-
 class ProxyConfig:
     """
     Abstraction class on top of config loading/updating logic. Gives us one place to control all config updating logic.
@@ -2377,6 +2374,7 @@ async def load_config(
                 alerting=general_settings.get("alerting", None),
                 alerting_threshold=general_settings.get("alerting_threshold", 600),
                 alert_types=general_settings.get("alert_types", None),
+                alerting_args=general_settings.get("alerting_args", None),
                 redis_cache=redis_usage_cache,
             )
             ### CONNECT TO DATABASE ###
@@ -2501,7 +2499,7 @@ async def load_config(
             for k, v in router_settings.items():
                 if k in available_args:
                     router_params[k] = v
-        router = litellm.Router(**router_params, semaphore=semaphore)  # type:ignore
+        router = litellm.Router(**router_params)  # type:ignore
         return router, model_list, general_settings
 
     def get_model_info_with_id(self, model) -> RouterModelInfo:
@@ -3273,6 +3271,13 @@ async def startup_event():
 
     proxy_logging_obj._init_litellm_callbacks()  # INITIALIZE LITELLM CALLBACKS ON SERVER STARTUP <- do this to catch any logging errors on startup, not when calls are being made
 
+    if "daily_reports" in proxy_logging_obj.slack_alerting_instance.alert_types:
+        asyncio.create_task(
+            proxy_logging_obj.slack_alerting_instance._run_scheduled_daily_report(
+                llm_router=llm_router
+            )
+        )  # RUN DAILY REPORT (if scheduled)
+
     ## JWT AUTH ##
     if general_settings.get("litellm_jwtauth", None) is not None:
         for k, v in general_settings["litellm_jwtauth"].items():
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 8e66ff76ced3..9734806dfb3b 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -107,6 +107,7 @@ def update_values(
                 ]
             ]
         ] = None,
+        alerting_args: Optional[dict] = None,
     ):
         self.alerting = alerting
         if alerting_threshold is not None:
@@ -118,8 +119,12 @@ def update_values(
             alerting=self.alerting,
             alerting_threshold=self.alerting_threshold,
             alert_types=self.alert_types,
+            alerting_args=alerting_args,
         )
 
+        if "daily_reports" in self.alert_types:
+            litellm.callbacks.append(self.slack_alerting_instance)  # type: ignore
+
         if redis_cache is not None:
             self.internal_usage_cache.redis_cache = redis_cache
 

From 3a8876b0d55f4bc0394ef5bd40b4da78a3bb4a3f Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 18:29:55 -0700
Subject: [PATCH 194/378] refactor(slack_alerting.py): trigger new build

---
 litellm/integrations/slack_alerting.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index 171b8a83473a..b42f6d799b36 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -1,7 +1,6 @@
 #### What this does ####
 #    Class for sending Slack Alerts #
 import dotenv, os
-
 from litellm.proxy._types import UserAPIKeyAuth
 
 dotenv.load_dotenv()  # Loading env variables using dotenv

From 72299a68941c5c14ffa880f68a88c94f054dd466 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 18:34:09 -0700
Subject: [PATCH 195/378] fix(slack_alerting.py): allow internal cache to be an
 optional param

---
 litellm/integrations/slack_alerting.py | 4 ++--
 litellm/tests/test_alerting.py         | 5 ++++-
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index b42f6d799b36..bf0f5c07d204 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -71,7 +71,7 @@ class SlackAlerting(CustomLogger):
     # Class variables or attributes
     def __init__(
         self,
-        internal_usage_cache: DualCache,
+        internal_usage_cache: Optional[DualCache] = None,
         alerting_threshold: float = 300,
         alerting: Optional[List] = [],
         alert_types: Optional[
@@ -101,7 +101,7 @@ def __init__(
         self.alerting_threshold = alerting_threshold
         self.alerting = alerting
         self.alert_types = alert_types
-        self.internal_usage_cache = internal_usage_cache
+        self.internal_usage_cache = internal_usage_cache or DualCache()
         self.async_http_handler = AsyncHTTPHandler()
         self.alert_to_webhook_url = alert_to_webhook_url
         self.is_running = False
diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index dd77a0d31359..c4b6157bcf46 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -98,7 +98,10 @@ def mock_env(monkeypatch):
 # Test the __init__ method
 def test_init():
     slack_alerting = SlackAlerting(
-        alerting_threshold=32, alerting=["slack"], alert_types=["llm_exceptions"]
+        alerting_threshold=32,
+        alerting=["slack"],
+        alert_types=["llm_exceptions"],
+        internal_usage_cache=DualCache(),
     )
     assert slack_alerting.alerting_threshold == 32
     assert slack_alerting.alerting == ["slack"]

From 26c0ed0f2d1fa22d80a84ec2a9d4a21e6cdd390e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 18:43:24 -0700
Subject: [PATCH 196/378] refactor(proxy_server.py): show ttl's on a top-level
 enum

Addresses - https://github.com/BerriAI/litellm/issues/2649#issuecomment-2097203372
---
 litellm/proxy/proxy_server.py | 18 ++++++++++++++----
 1 file changed, 14 insertions(+), 4 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 83ba3f60f78d..545b82243791 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -221,6 +221,12 @@ def to_dict(self) -> dict:
         }
 
 
+class UserAPIKeyCacheTTLEnum(enum.Enum):
+    key_information_cache = 600
+    user_information_cache = 600
+    global_proxy_spend = 60
+
+
 @app.exception_handler(ProxyException)
 async def openai_exception_handler(request: Request, exc: ProxyException):
     # NOTE: DO NOT MODIFY THIS, its crucial to map to Openai exceptions
@@ -479,7 +485,7 @@ async def user_api_key_auth(
                         await user_api_key_cache.async_set_cache(
                             key="{}:spend".format(litellm_proxy_admin_name),
                             value=global_proxy_spend,
-                            ttl=60,
+                            ttl=UserAPIKeyCacheTTLEnum.global_proxy_spend.value,
                         )
                     if global_proxy_spend is not None:
                         user_info = {
@@ -740,7 +746,9 @@ async def user_api_key_auth(
                         )
                         for _id in user_id_information:
                             await user_api_key_cache.async_set_cache(
-                                key=_id["user_id"], value=_id, ttl=600
+                                key=_id["user_id"],
+                                value=_id,
+                                ttl=UserAPIKeyCacheTTLEnum.user_information_cache.value,
                             )
                     if custom_db_client is not None:
                         user_id_information = await custom_db_client.get_data(
@@ -961,7 +969,7 @@ async def user_api_key_auth(
                     await user_api_key_cache.async_set_cache(
                         key="{}:spend".format(litellm_proxy_admin_name),
                         value=global_proxy_spend,
-                        ttl=60,
+                        ttl=UserAPIKeyCacheTTLEnum.global_proxy_spend.value,
                     )
 
                 if global_proxy_spend is not None:
@@ -993,7 +1001,9 @@ async def user_api_key_auth(
 
             # Add hashed token to cache
             await user_api_key_cache.async_set_cache(
-                key=api_key, value=valid_token, ttl=600
+                key=api_key,
+                value=valid_token,
+                ttl=UserAPIKeyCacheTTLEnum.key_information_cache.value,
             )
             valid_token_dict = _get_pydantic_json_dict(valid_token)
             valid_token_dict.pop("token", None)

From 69bcde6f6b0175cdd69bdbe0403aba4137617e83 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Mon, 6 May 2024 18:49:36 -0700
Subject: [PATCH 197/378] test(test_router_fallbacks.py): fix test - making it
 easier to debug

---
 litellm/tests/test_router_fallbacks.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py
index eb4cd3c0395a..0e001eeba936 100644
--- a/litellm/tests/test_router_fallbacks.py
+++ b/litellm/tests/test_router_fallbacks.py
@@ -766,10 +766,10 @@ def test_ausage_based_routing_fallbacks():
         load_dotenv()
 
         # Constants for TPM and RPM allocation
-        AZURE_FAST_RPM = 1
-        AZURE_BASIC_RPM = 1
-        OPENAI_RPM = 2
-        ANTHROPIC_RPM = 100000
+        AZURE_FAST_RPM = 0
+        AZURE_BASIC_RPM = 0
+        OPENAI_RPM = 0
+        ANTHROPIC_RPM = 2
 
         def get_azure_params(deployment_name: str):
             params = {
@@ -854,7 +854,7 @@ def get_anthropic_params(model: str):
         assert response._hidden_params["model_id"] == "1"
 
         # now make 100 mock requests to OpenAI - expect it to fallback to anthropic-claude-instant-1.2
-        for i in range(21):
+        for i in range(3):
             response = router.completion(
                 model="azure/gpt-4-fast",
                 messages=messages,
@@ -863,7 +863,7 @@ def get_anthropic_params(model: str):
             )
             print("response: ", response)
             print("response._hidden_params: ", response._hidden_params)
-            if i == 20:
+            if i == 2:
                 # by the 19th call we should have hit TPM LIMIT for OpenAI, it should fallback to anthropic-claude-instant-1.2
                 assert response._hidden_params["model_id"] == "4"
 

From 157d7a7c28caac70917c8d101636bba0d76afdd5 Mon Sep 17 00:00:00 2001
From: Mehmet Bektas <mbektasgh@outlook.com>
Date: Mon, 6 May 2024 20:11:45 -0700
Subject: [PATCH 198/378] add ollama embeddings unit tests

---
 litellm/tests/test_ollama.py | 52 ++++++++++++++++++++++++++++++++++--
 1 file changed, 50 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_ollama.py b/litellm/tests/test_ollama.py
index 82ec16f0edf9..cc33ea9939ba 100644
--- a/litellm/tests/test_ollama.py
+++ b/litellm/tests/test_ollama.py
@@ -1,3 +1,4 @@
+import asyncio
 import sys, os
 import traceback
 from dotenv import load_dotenv
@@ -10,10 +11,10 @@
 )  # Adds the parent directory to the system path
 import pytest
 import litellm
-
+from unittest import mock
 
 ## for ollama we can't test making the completion call
-from litellm.utils import get_optional_params, get_llm_provider
+from litellm.utils import EmbeddingResponse, get_optional_params, get_llm_provider
 
 
 def test_get_ollama_params():
@@ -58,3 +59,50 @@ def test_ollama_json_mode():
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
 # test_ollama_json_mode()
+
+
+mock_ollama_embedding_response = EmbeddingResponse(model="ollama/nomic-embed-text")
+
+@mock.patch(
+    "litellm.llms.ollama.ollama_embeddings",
+    return_value=mock_ollama_embedding_response,
+)
+def test_ollama_embeddings(mock_embeddings):
+    # assert that ollama_embeddings is called with the right parameters
+    try:
+        embeddings = litellm.embedding(model="ollama/nomic-embed-text", input=["hello world"])
+        print(embeddings)
+        mock_embeddings.assert_called_once_with(
+            api_base="http://localhost:11434",
+            model="nomic-embed-text",
+            prompts=["hello world"],
+            optional_params=mock.ANY,
+            logging_obj=mock.ANY,
+            model_response=mock.ANY,
+            encoding=mock.ANY,
+        )
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+test_ollama_embeddings()
+
+@mock.patch(
+    "litellm.llms.ollama.ollama_aembeddings",
+    return_value=mock_ollama_embedding_response,
+)
+def test_ollama_aembeddings(mock_aembeddings):
+    # assert that ollama_aembeddings is called with the right parameters
+    try:
+        embeddings = asyncio.run(litellm.aembedding(model="ollama/nomic-embed-text", input=["hello world"]))
+        print(embeddings)
+        mock_aembeddings.assert_called_once_with(
+            api_base="http://localhost:11434",
+            model="nomic-embed-text",
+            prompts=["hello world"],
+            optional_params=mock.ANY,
+            logging_obj=mock.ANY,
+            model_response=mock.ANY,
+            encoding=mock.ANY,
+        )
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+test_ollama_aembeddings()

From 8e9a4fa9eb97068354d182c2de3add7c2fccf782 Mon Sep 17 00:00:00 2001
From: Mehmet Bektas <mbektasgh@outlook.com>
Date: Mon, 6 May 2024 20:13:11 -0700
Subject: [PATCH 199/378] comment out test method calls, following the pattern

---
 litellm/tests/test_ollama.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_ollama.py b/litellm/tests/test_ollama.py
index cc33ea9939ba..77a6c91c3e3c 100644
--- a/litellm/tests/test_ollama.py
+++ b/litellm/tests/test_ollama.py
@@ -83,7 +83,7 @@ def test_ollama_embeddings(mock_embeddings):
         )
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
-test_ollama_embeddings()
+# test_ollama_embeddings()
 
 @mock.patch(
     "litellm.llms.ollama.ollama_aembeddings",
@@ -105,4 +105,4 @@ def test_ollama_aembeddings(mock_aembeddings):
         )
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
-test_ollama_aembeddings()
+# test_ollama_aembeddings()

From eb84c69ec6be39496ddf6cf12d341ac81c86f177 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 20:43:51 -0700
Subject: [PATCH 200/378] fix - /model/new

---
 litellm/proxy/proxy_server.py | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index b589769970b2..45c4eb6cd62b 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -7345,10 +7345,13 @@ async def add_new_model(
                 prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj
             )
 
-            await proxy_logging_obj.slack_alerting_instance.model_added_alert(
-                model_name=model_params.model_name,
-                litellm_model_name=_orignal_litellm_model_name,
-            )
+            _alerting = general_settings.get("alerting", []) or []
+            if "slack" in _alerting:
+                # send notification - new model added
+                await proxy_logging_obj.slack_alerting_instance.model_added_alert(
+                    model_name=model_params.model_name,
+                    litellm_model_name=_orignal_litellm_model_name,
+                )
 
         else:
             raise HTTPException(

From bfef424b39a0f486d311cc134d22cd58f9d1bea3 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Mon, 6 May 2024 20:47:29 -0700
Subject: [PATCH 201/378] fix don't let slack alert block /model/new

---
 litellm/proxy/proxy_server.py | 19 +++++++++++--------
 1 file changed, 11 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 45c4eb6cd62b..c22b381e2c84 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -7344,14 +7344,17 @@ async def add_new_model(
             await proxy_config.add_deployment(
                 prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj
             )
-
-            _alerting = general_settings.get("alerting", []) or []
-            if "slack" in _alerting:
-                # send notification - new model added
-                await proxy_logging_obj.slack_alerting_instance.model_added_alert(
-                    model_name=model_params.model_name,
-                    litellm_model_name=_orignal_litellm_model_name,
-                )
+            try:
+                # don't let failed slack alert block the /model/new response
+                _alerting = general_settings.get("alerting", []) or []
+                if "slack" in _alerting:
+                    # send notification - new model added
+                    await proxy_logging_obj.slack_alerting_instance.model_added_alert(
+                        model_name=model_params.model_name,
+                        litellm_model_name=_orignal_litellm_model_name,
+                    )
+            except:
+                pass
 
         else:
             raise HTTPException(

From 7d7b59ff78a44c9375167dabb79bb16b56a17c91 Mon Sep 17 00:00:00 2001
From: nkvch <nkvch.st@gmail.com>
Date: Mon, 6 May 2024 16:59:13 +0200
Subject: [PATCH 202/378] * feat(factory.py): add support for merging
 consecutive messages of one role when separated with empty message of another
 role

---
 litellm/llms/prompt_templates/factory.py | 56 ++++++++++++++----------
 1 file changed, 33 insertions(+), 23 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index 082030368532..6e8589d58126 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -1,27 +1,23 @@
+import json
+import re
+import traceback
+import uuid
+import xml.etree.ElementTree as ET
 from enum import Enum
-import requests, traceback
-import json, re, xml.etree.ElementTree as ET
-from jinja2 import Template, exceptions, meta, BaseLoader
+from typing import Any, List, Mapping, MutableMapping, Optional, Sequence
+
+import requests
+from jinja2 import BaseLoader, Template, exceptions, meta
 from jinja2.sandbox import ImmutableSandboxedEnvironment
-from typing import (
-    Any,
-    List,
-    Mapping,
-    MutableMapping,
-    Optional,
-    Sequence,
-)
+
 import litellm
-from litellm.types.completion import (
-    ChatCompletionUserMessageParam,
-    ChatCompletionSystemMessageParam,
-    ChatCompletionMessageParam,
-    ChatCompletionFunctionMessageParam,
-    ChatCompletionMessageToolCallParam,
-    ChatCompletionToolMessageParam,
-)
+from litellm.types.completion import (ChatCompletionFunctionMessageParam,
+                                      ChatCompletionMessageParam,
+                                      ChatCompletionMessageToolCallParam,
+                                      ChatCompletionSystemMessageParam,
+                                      ChatCompletionToolMessageParam,
+                                      ChatCompletionUserMessageParam)
 from litellm.types.llms.anthropic import *
-import uuid
 
 
 def default_pt(messages):
@@ -603,9 +599,10 @@ def construct_tool_use_system_prompt(
 
 
 def convert_url_to_base64(url):
-    import requests
     import base64
 
+    import requests
+
     for _ in range(3):
         try:
             response = requests.get(url)
@@ -984,6 +981,7 @@ def anthropic_messages_pt(messages: list):
     new_messages = []
     msg_i = 0
     tool_use_param = False
+    merge_with_previous = False
     while msg_i < len(messages):
         user_content = []
         init_msg_i = msg_i
@@ -1016,7 +1014,13 @@ def anthropic_messages_pt(messages: list):
             msg_i += 1
 
         if user_content:
-            new_messages.append({"role": "user", "content": user_content})
+            if merge_with_previous:
+                new_messages[-1]["content"].extend(user_content)
+                merge_with_previous = False
+            else:
+                new_messages.append({"role": "user", "content": user_content})
+        else:
+            merge_with_previous = True
 
         assistant_content = []
         ## MERGE CONSECUTIVE ASSISTANT CONTENT ##
@@ -1044,7 +1048,13 @@ def anthropic_messages_pt(messages: list):
             msg_i += 1
 
         if assistant_content:
-            new_messages.append({"role": "assistant", "content": assistant_content})
+            if merge_with_previous:
+                new_messages[-1]["content"].extend(assistant_content)
+                merge_with_previous = False
+            else:
+                new_messages.append({"role": "assistant", "content": assistant_content})
+        else:
+            merge_with_previous = True
 
         if msg_i == init_msg_i:  # prevent infinite loops
             raise Exception(

From 389530efb4aca53048d84d61766b487d8ed1b192 Mon Sep 17 00:00:00 2001
From: nkvch <nkvch.st@gmail.com>
Date: Tue, 7 May 2024 12:45:16 +0200
Subject: [PATCH 203/378] * chore(.gitignore): add 'venv' to the list of
 ignored files/directories * fix(test_completion.py): fix import order and
 remove unused imports * feat(test_completion.py): add test for empty
 assistant message in completion_claude_3_empty_message()

---
 .gitignore                       |  1 +
 litellm/tests/test_completion.py | 38 ++++++++++++++++++++++++++++----
 2 files changed, 35 insertions(+), 4 deletions(-)

diff --git a/.gitignore b/.gitignore
index abc4ecb0ced4..4f3f65b93119 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
 .venv
+venv
 .env
 litellm_uuid.txt
 __pycache__/
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 3d0907814e6d..54f040cfadff 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1,17 +1,21 @@
-import sys, os
+import os
+import sys
 import traceback
+
 from dotenv import load_dotenv
 
 load_dotenv()
-import os, io
+import io
+import os
 
 sys.path.insert(
     0, os.path.abspath("../..")
 )  # Adds the parent directory to the, system path
 import pytest
+
 import litellm
-from litellm import embedding, completion, completion_cost, Timeout
-from litellm import RateLimitError
+from litellm import (RateLimitError, Timeout, completion, completion_cost,
+                     embedding)
 from litellm.llms.prompt_templates.factory import anthropic_messages_pt
 
 # litellm.num_retries=3
@@ -163,6 +167,32 @@ def test_completion_claude_3():
         pytest.fail(f"Error occurred: {e}")
 
 
+def test_completion_claude_3_empty_message():
+    litellm.set_verbose = True
+    messages = [{'role': 'user', 'content': 'please create a logo for a modern AI app. create in SVG format'},
+         {'role': 'assistant', 'content': "To create a logo for a modern AI app in SVG format, I'll use the DALL-E 3 Image Generator."},
+         {'role': 'user', 'content': 'output SVG'},
+         {'role': 'assistant', 'content': 'To generate a logo for a modern AI app in SVG format using DALL-E 3, I need to:\n1. Craft a detailed prompt describing the desired logo style and elements\n2. Specify the image size (SVG is vector-based, so size is less relevant)\n3. Call the generate_image function with the prompt and size\n4. Display the generated SVG logo using the provided syntax\nThe prompt should include keywords related to AI, modern design, and SVG format. Some key elements to incorporate could be a brain symbol, circuit lines, or a robot icon, using a minimalist style and a blue color scheme often associated with technology and intelligence.',
+          'tool_calls': [
+             {'id': 'toolu_01KEUtRVySSeMrf3g7rCA12E', 'type': 'function', 'function': {'name': 'python_tool', 'arguments': '{"code": "...python code..."}'}}
+         ]},
+         {'role': 'tool', 'content': '...python output...', 'tool_call_id': 'toolu_01KEUtRVySSeMrf3g7rCA12E'},
+         {'role': 'assistant', 'content': ''}, # empty message appended by model after tool call response
+         {'role': 'user', 'content': 'write SVG source youself!'},
+    ]
+
+    try:
+        response = completion(
+            model="anthropic/claude-3-opus-20240229",
+            messages=messages,
+            stream=True,
+            tools=[{'type': 'function', 'function': {'name': 'python_tool', 'description': 'Execute code', 'parameters': {'type': 'object', 'properties': {'headline': {'description': 'Must have. Title of this tool call (maximum 15 characters).', 'type': 'string'}, 'code': {'description': 'Python code to execute.', 'type': 'string'}}, 'required': ['code', 'headline']}}}]
+        )
+        print(response)
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
+
 def test_completion_claude_3_function_call():
     litellm.set_verbose = True
     tools = [

From 1518a7b42dfad10b0de612f87250a5f8e6f7cac0 Mon Sep 17 00:00:00 2001
From: sepiatone <aditya.thomas@alum.mit.edu>
Date: Sun, 5 May 2024 16:41:15 +0530
Subject: [PATCH 204/378] update langchain documentation to reflect refactor

---
 docs/my-website/docs/langchain/langchain.md | 55 ++++++---------------
 1 file changed, 16 insertions(+), 39 deletions(-)

diff --git a/docs/my-website/docs/langchain/langchain.md b/docs/my-website/docs/langchain/langchain.md
index cc12767b8990..efa6b29250c9 100644
--- a/docs/my-website/docs/langchain/langchain.md
+++ b/docs/my-website/docs/langchain/langchain.md
@@ -14,14 +14,14 @@ import TabItem from '@theme/TabItem';
 
 ```python
 import os
-from langchain.chat_models import ChatLiteLLM
-from langchain.prompts.chat import (
+from langchain_community.chat_models import ChatLiteLLM
+from langchain_core.prompts import (
     ChatPromptTemplate,
     SystemMessagePromptTemplate,
     AIMessagePromptTemplate,
     HumanMessagePromptTemplate,
 )
-from langchain.schema import AIMessage, HumanMessage, SystemMessage
+from langchain_core.messages import AIMessage, HumanMessage, SystemMessage
 
 os.environ['OPENAI_API_KEY'] = ""
 chat = ChatLiteLLM(model="gpt-3.5-turbo")
@@ -30,7 +30,7 @@ messages = [
         content="what model are you"
     )
 ]
-chat(messages)
+chat.invoke(messages)
 ```
 
 </TabItem>
@@ -39,14 +39,14 @@ chat(messages)
 
 ```python
 import os
-from langchain.chat_models import ChatLiteLLM
-from langchain.prompts.chat import (
+from langchain_community.chat_models import ChatLiteLLM
+from langchain_core.prompts import (
     ChatPromptTemplate,
     SystemMessagePromptTemplate,
     AIMessagePromptTemplate,
     HumanMessagePromptTemplate,
 )
-from langchain.schema import AIMessage, HumanMessage, SystemMessage
+from langchain_core.messages import AIMessage, HumanMessage, SystemMessage
 
 os.environ['ANTHROPIC_API_KEY'] = ""
 chat = ChatLiteLLM(model="claude-2", temperature=0.3)
@@ -55,7 +55,7 @@ messages = [
         content="what model are you"
     )
 ]
-chat(messages)
+chat.invoke(messages)
 ```
 
 </TabItem>
@@ -64,14 +64,14 @@ chat(messages)
 
 ```python
 import os
-from langchain.chat_models import ChatLiteLLM
-from langchain.prompts.chat import (
+from langchain_community.chat_models import ChatLiteLLM
+from langchain_core.prompts.chat import (
     ChatPromptTemplate,
     SystemMessagePromptTemplate,
     AIMessagePromptTemplate,
     HumanMessagePromptTemplate,
 )
-from langchain.schema import AIMessage, HumanMessage, SystemMessage
+from langchain_core.messages import AIMessage, HumanMessage, SystemMessage
 
 os.environ['REPLICATE_API_TOKEN'] = ""
 chat = ChatLiteLLM(model="replicate/llama-2-70b-chat:2c1608e18606fad2812020dc541930f2d0495ce32eee50074220b87300bc16e1")
@@ -80,7 +80,7 @@ messages = [
         content="what model are you?"
     )
 ]
-chat(messages)
+chat.invoke(messages)
 ```
 
 </TabItem>
@@ -89,14 +89,14 @@ chat(messages)
 
 ```python
 import os
-from langchain.chat_models import ChatLiteLLM
-from langchain.prompts.chat import (
+from langchain_community.chat_models import ChatLiteLLM
+from langchain_core.prompts import (
     ChatPromptTemplate,
     SystemMessagePromptTemplate,
     AIMessagePromptTemplate,
     HumanMessagePromptTemplate,
 )
-from langchain.schema import AIMessage, HumanMessage, SystemMessage
+from langchain_core.messages import AIMessage, HumanMessage, SystemMessage
 
 os.environ['COHERE_API_KEY'] = ""
 chat = ChatLiteLLM(model="command-nightly")
@@ -105,32 +105,9 @@ messages = [
         content="what model are you?"
     )
 ]
-chat(messages)
+chat.invoke(messages)
 ```
 
-</TabItem>
-<TabItem value="palm" label="PaLM - Google">
-
-```python
-import os
-from langchain.chat_models import ChatLiteLLM
-from langchain.prompts.chat import (
-    ChatPromptTemplate,
-    SystemMessagePromptTemplate,
-    AIMessagePromptTemplate,
-    HumanMessagePromptTemplate,
-)
-from langchain.schema import AIMessage, HumanMessage, SystemMessage
-
-os.environ['PALM_API_KEY'] = ""
-chat = ChatLiteLLM(model="palm/chat-bison")
-messages = [
-    HumanMessage(
-        content="what model are you?"
-    )
-]
-chat(messages)
-```
 </TabItem>
 </Tabs>
 

From a9cae01cf5c3e5e45996f2f1af84be8771bfd58e Mon Sep 17 00:00:00 2001
From: David Manouchehri <david.manouchehri@ai.moda>
Date: Tue, 7 May 2024 11:12:09 +0000
Subject: [PATCH 205/378] Add devcontainer.

---
 .devcontainer/devcontainer.json | 51 +++++++++++++++++++++++++++++++++
 1 file changed, 51 insertions(+)
 create mode 100644 .devcontainer/devcontainer.json

diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 000000000000..0a5eb19b6d3a
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,51 @@
+{
+	"name": "Python 3.11",
+	// Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
+	"image": "mcr.microsoft.com/devcontainers/python:3.11-bookworm",
+	// https://github.com/devcontainers/images/tree/main/src/python
+	// https://mcr.microsoft.com/en-us/product/devcontainers/python/tags
+
+	// "build": {
+	// 	"dockerfile": "Dockerfile",
+	// 	"context": ".."
+	// },
+
+	// Features to add to the dev container. More info: https://containers.dev/features.
+	// "features": {},
+
+	// Configure tool-specific properties.
+	"customizations": {
+		// Configure properties specific to VS Code.
+		"vscode": {
+			"settings": {},
+			"extensions": [
+				"ms-python.python",
+				"ms-python.vscode-pylance",
+				"GitHub.copilot",
+				"GitHub.copilot-chat"
+			]
+		}
+	},
+	
+	// Use 'forwardPorts' to make a list of ports inside the container available locally.
+	"forwardPorts": [4000],
+
+	"containerEnv": {
+		"LITELLM_LOG": "DEBUG"
+	},
+
+	// Use 'portsAttributes' to set default properties for specific forwarded ports. 
+	// More info: https://containers.dev/implementors/json_reference/#port-attributes
+	"portsAttributes": {
+		"4000": {
+			"label": "LiteLLM Server",
+			"onAutoForward": "notify"
+		}
+	},
+
+	// More info: https://aka.ms/dev-containers-non-root.
+	// "remoteUser": "litellm",
+
+	// Use 'postCreateCommand' to run commands after the container is created.
+	"postCreateCommand": "pipx install poetry && poetry install -E extra_proxy -E proxy"
+}
\ No newline at end of file

From 06d1aec49ef6f30601ebf6043b8af8de071d005d Mon Sep 17 00:00:00 2001
From: nkvch <nkvch.st@gmail.com>
Date: Tue, 7 May 2024 13:42:42 +0200
Subject: [PATCH 206/378] * fix(factory.py): fix conditional statement for
 merging messages with previous ones

---
 litellm/llms/prompt_templates/factory.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index 6e8589d58126..bce472ea066b 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -1019,7 +1019,7 @@ def anthropic_messages_pt(messages: list):
                 merge_with_previous = False
             else:
                 new_messages.append({"role": "user", "content": user_content})
-        else:
+        elif msg_i > 0:
             merge_with_previous = True
 
         assistant_content = []
@@ -1053,7 +1053,7 @@ def anthropic_messages_pt(messages: list):
                 merge_with_previous = False
             else:
                 new_messages.append({"role": "assistant", "content": assistant_content})
-        else:
+        elif msg_i > 0:
             merge_with_previous = True
 
         if msg_i == init_msg_i:  # prevent infinite loops

From e91f0382d7a196c30da98cc59af2df0447f97afd Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 07:56:52 -0700
Subject: [PATCH 207/378] feat - update gemini-1.5-pro pricing

---
 litellm/model_prices_and_context_window_backup.json | 12 ++++++------
 model_prices_and_context_window.json                | 12 ++++++------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index c7d5aae2d03b..a6c233b99790 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -1060,8 +1060,8 @@
         "max_tokens": 8192,
         "max_input_tokens": 1000000,
         "max_output_tokens": 8192,
-        "input_cost_per_token": 0, 
-        "output_cost_per_token": 0,
+        "input_cost_per_token": 0.000000625, 
+        "output_cost_per_token": 0.000001875,
         "litellm_provider": "vertex_ai-language-models",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1072,8 +1072,8 @@
         "max_tokens": 8192,
         "max_input_tokens": 1000000,
         "max_output_tokens": 8192,
-        "input_cost_per_token": 0, 
-        "output_cost_per_token": 0,
+        "input_cost_per_token": 0.000000625, 
+        "output_cost_per_token": 0.000001875,
         "litellm_provider": "vertex_ai-language-models",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1084,8 +1084,8 @@
         "max_tokens": 8192,
         "max_input_tokens": 1000000,
         "max_output_tokens": 8192,
-        "input_cost_per_token": 0,
-        "output_cost_per_token": 0,
+        "input_cost_per_token": 0.000000625, 
+        "output_cost_per_token": 0.000001875,
         "litellm_provider": "vertex_ai-language-models",
         "mode": "chat",
         "supports_function_calling": true,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index c7d5aae2d03b..a6c233b99790 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1060,8 +1060,8 @@
         "max_tokens": 8192,
         "max_input_tokens": 1000000,
         "max_output_tokens": 8192,
-        "input_cost_per_token": 0, 
-        "output_cost_per_token": 0,
+        "input_cost_per_token": 0.000000625, 
+        "output_cost_per_token": 0.000001875,
         "litellm_provider": "vertex_ai-language-models",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1072,8 +1072,8 @@
         "max_tokens": 8192,
         "max_input_tokens": 1000000,
         "max_output_tokens": 8192,
-        "input_cost_per_token": 0, 
-        "output_cost_per_token": 0,
+        "input_cost_per_token": 0.000000625, 
+        "output_cost_per_token": 0.000001875,
         "litellm_provider": "vertex_ai-language-models",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1084,8 +1084,8 @@
         "max_tokens": 8192,
         "max_input_tokens": 1000000,
         "max_output_tokens": 8192,
-        "input_cost_per_token": 0,
-        "output_cost_per_token": 0,
+        "input_cost_per_token": 0.000000625, 
+        "output_cost_per_token": 0.000001875,
         "litellm_provider": "vertex_ai-language-models",
         "mode": "chat",
         "supports_function_calling": true,

From 1580f993fe26fb74b95249d05f5bd482ff6f1900 Mon Sep 17 00:00:00 2001
From: Sara Ghaemi <sara.ghaemi@telus.com>
Date: Tue, 7 May 2024 11:22:17 -0400
Subject: [PATCH 208/378] Updated JWT handler to support PEM public key

---
 litellm/proxy/auth/handle_jwt.py | 34 ++++++++++++++++++++++++++++++--
 1 file changed, 32 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py
index 1324c2c59480..c12f48cc11f3 100644
--- a/litellm/proxy/auth/handle_jwt.py
+++ b/litellm/proxy/auth/handle_jwt.py
@@ -15,6 +15,9 @@
 from litellm.proxy.utils import PrismaClient
 from litellm.llms.custom_httpx.httpx_handler import HTTPHandler
 from typing import Optional
+from cryptography import x509
+from cryptography.hazmat.backends import default_backend
+from cryptography.hazmat.primitives import serialization
 
 
 class JWTHandler:
@@ -142,8 +145,8 @@ async def get_public_key(self, kid: Optional[str]) -> dict:
                 public_key = keys[0]
         elif len(keys) > 1:
             for key in keys:
-                if kid is not None and key["kid"] == kid:
-                    public_key = key
+                if kid is not None and key == kid:
+                    public_key = keys[key]
 
         if public_key is None:
             raise Exception(
@@ -191,6 +194,33 @@ async def auth_jwt(self, token: str) -> dict:
                 raise Exception("Token Expired")
             except Exception as e:
                 raise Exception(f"Validation fails: {str(e)}")
+        elif public_key is not None and isinstance(public_key, str):
+            audience = os.getenv("JWT_AUDIENCE")
+            if audience is None:
+                raise Exception("Missing JWT Audience from environment.")
+            try:
+                cert = x509.load_pem_x509_certificate(public_key.encode(), default_backend())
+
+                # Extract public key
+                key = cert.public_key().public_bytes(
+                    serialization.Encoding.PEM,
+                    serialization.PublicFormat.SubjectPublicKeyInfo
+                )
+
+                # decode the token using the public key
+                payload = jwt.decode(
+                    token,
+                    key,
+                    algorithms=["RS256"],
+                    audience=audience,
+                )
+                return payload
+
+            except jwt.ExpiredSignatureError:
+                # the token is expired, do something to refresh it
+                raise Exception("Token Expired")
+            except Exception as e:
+                raise Exception(f"Validation fails: {str(e)}")
 
         raise Exception("Invalid JWT Submitted")
 

From 66b2b5fab9b5b87af1d27ceaca76e402064280c1 Mon Sep 17 00:00:00 2001
From: Sara Ghaemi <sara.ghaemi@telus.com>
Date: Tue, 7 May 2024 11:37:04 -0400
Subject: [PATCH 209/378] made audience optional and updated docs

---
 docs/my-website/docs/proxy/token_auth.md |  1 +
 litellm/proxy/auth/handle_jwt.py         | 12 ++++++++----
 2 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/docs/my-website/docs/proxy/token_auth.md b/docs/my-website/docs/proxy/token_auth.md
index 81475951fee9..e4772d70afad 100644
--- a/docs/my-website/docs/proxy/token_auth.md
+++ b/docs/my-website/docs/proxy/token_auth.md
@@ -17,6 +17,7 @@ This is a new feature, and subject to changes based on feedback.
 ### Step 1. Setup Proxy
 
 - `JWT_PUBLIC_KEY_URL`: This is the public keys endpoint of your OpenID provider. Typically it's `{openid-provider-base-url}/.well-known/openid-configuration/jwks`. For Keycloak it's `{keycloak_base_url}/realms/{your-realm}/protocol/openid-connect/certs`.
+- `JWT_AUDIENCE`: This is the audience used for decoding the JWT. If not set, the decode step will not verify the audience. 
 
 ```bash
 export JWT_PUBLIC_KEY_URL="" # "https://demo.duendesoftware.com/.well-known/openid-configuration/jwks"
diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py
index c12f48cc11f3..606ff6828134 100644
--- a/litellm/proxy/auth/handle_jwt.py
+++ b/litellm/proxy/auth/handle_jwt.py
@@ -156,6 +156,11 @@ async def get_public_key(self, kid: Optional[str]) -> dict:
         return public_key
 
     async def auth_jwt(self, token: str) -> dict:
+        audience = os.getenv("JWT_AUDIENCE")
+        decode_options = None
+        if audience is None:
+            decode_options = {"verify_aud": False}
+        
         from jwt.algorithms import RSAAlgorithm
 
         header = jwt.get_unverified_header(token)
@@ -185,7 +190,8 @@ async def auth_jwt(self, token: str) -> dict:
                     token,
                     public_key_rsa,  # type: ignore
                     algorithms=["RS256"],
-                    options={"verify_aud": False},
+                    options=decode_options,
+                    audience=audience,
                 )
                 return payload
 
@@ -195,9 +201,6 @@ async def auth_jwt(self, token: str) -> dict:
             except Exception as e:
                 raise Exception(f"Validation fails: {str(e)}")
         elif public_key is not None and isinstance(public_key, str):
-            audience = os.getenv("JWT_AUDIENCE")
-            if audience is None:
-                raise Exception("Missing JWT Audience from environment.")
             try:
                 cert = x509.load_pem_x509_certificate(public_key.encode(), default_backend())
 
@@ -213,6 +216,7 @@ async def auth_jwt(self, token: str) -> dict:
                     key,
                     algorithms=["RS256"],
                     audience=audience,
+                    options=decode_options
                 )
                 return payload
 

From 4b655d8b3343be0d5a537be59e58c12f29820c89 Mon Sep 17 00:00:00 2001
From: David Manouchehri <david.manouchehri@ai.moda>
Date: Tue, 7 May 2024 15:02:37 +0000
Subject: [PATCH 210/378] feat(util.py): Add OIDC support.

---
 litellm/tests/test_secret_manager.py | 33 +++++++++++++++++
 litellm/utils.py                     | 54 ++++++++++++++++++++++++++++
 2 files changed, 87 insertions(+)

diff --git a/litellm/tests/test_secret_manager.py b/litellm/tests/test_secret_manager.py
index 3ea38f8061b7..892a8831cfa5 100644
--- a/litellm/tests/test_secret_manager.py
+++ b/litellm/tests/test_secret_manager.py
@@ -23,3 +23,36 @@ def test_aws_secret_manager():
     print(f"secret_val: {secret_val}")
 
     assert secret_val == "sk-1234"
+
+
+def redact_oidc_signature(secret_val):
+    # remove the last part of `.` and replace it with "SIGNATURE_REMOVED"
+    return secret_val.split(".")[:-1] + ["SIGNATURE_REMOVED"]
+
+
+@pytest.mark.skipif(os.environ.get('K_SERVICE') is None, reason="Cannot run without being in GCP Cloud Run")
+def test_oidc_google():
+    secret_val = get_secret("oidc/google/https://bedrock-runtime.us-east-1.amazonaws.com/model/amazon.titan-text-express-v1/invoke")
+
+    print(f"secret_val: {redact_oidc_signature(secret_val)}")
+
+
+@pytest.mark.skipif(os.environ.get('ACTIONS_ID_TOKEN_REQUEST_TOKEN') is None, reason="Cannot run without being in GitHub Actions")
+def test_oidc_github():
+    secret_val = get_secret("oidc/github/https://bedrock-runtime.us-east-1.amazonaws.com/model/amazon.titan-text-express-v1/invoke")
+
+    print(f"secret_val: {redact_oidc_signature(secret_val)}")
+
+
+@pytest.mark.skipif(os.environ.get('CIRCLE_OIDC_TOKEN') is None, reason="Cannot run without being in a CircleCI Runner")
+def test_oidc_circleci():
+    secret_val = get_secret("oidc/circleci/https://bedrock-runtime.us-east-1.amazonaws.com/model/amazon.titan-text-express-v1/invoke")
+
+    print(f"secret_val: {redact_oidc_signature(secret_val)}")
+
+
+@pytest.mark.skipif(os.environ.get('CIRCLE_OIDC_TOKEN_V2') is None, reason="Cannot run without being in a CircleCI Runner")
+def test_oidc_circleci_v2():
+    secret_val = get_secret("oidc/circleci_v2/https://bedrock-runtime.us-east-1.amazonaws.com/model/amazon.titan-text-express-v1/invoke")
+
+    print(f"secret_val: {redact_oidc_signature(secret_val)}")
diff --git a/litellm/utils.py b/litellm/utils.py
index a938a0ba841e..652406f64e8b 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -33,6 +33,7 @@
 )
 
 import litellm._service_logger  # for storing API inputs, outputs, and metadata
+from litellm.llms.custom_httpx.http_handler import HTTPHandler
 
 try:
     # this works in python 3.8
@@ -9288,6 +9289,59 @@ def get_secret(
     if secret_name.startswith("os.environ/"):
         secret_name = secret_name.replace("os.environ/", "")
 
+    # Example: oidc/google/https://bedrock-runtime.us-east-1.amazonaws.com/model/stability.stable-diffusion-xl-v1/invoke
+    if secret_name.startswith("oidc/"):
+        secret_name = secret_name.replace("oidc/", "")
+        oidc_provider, oidc_aud = secret_name.split("/", 1)
+        # TODO: Add caching for HTTP requests
+        match oidc_provider:
+            case "google":
+                client = HTTPHandler(timeout=httpx.Timeout(timeout=600.0, connect=5.0))
+                # https://cloud.google.com/compute/docs/instances/verifying-instance-identity#request_signature
+                response = client.get(
+                    "http://metadata.google.internal/computeMetadata/v1/instance/service-accounts/default/identity",
+                    params={"audience": oidc_aud},
+                    headers={"Metadata-Flavor": "Google"},
+                )
+                if response.status_code == 200:
+                    return response.text
+                else:
+                    raise ValueError("Google OIDC provider failed")
+            case "circleci":
+                # https://circleci.com/docs/openid-connect-tokens/
+                env_secret = os.getenv("CIRCLE_OIDC_TOKEN")
+                if env_secret is None:
+                    raise ValueError("CIRCLE_OIDC_TOKEN not found in environment")
+                return env_secret
+            case "circleci_v2":
+                # https://circleci.com/docs/openid-connect-tokens/
+                env_secret = os.getenv("CIRCLE_OIDC_TOKEN_V2")
+                if env_secret is None:
+                    raise ValueError("CIRCLE_OIDC_TOKEN_V2 not found in environment")
+                return env_secret
+            case "github":
+                # https://docs.github.com/en/actions/deployment/security-hardening-your-deployments/configuring-openid-connect-in-cloud-providers#using-custom-actions
+                actions_id_token_request_url = os.getenv("ACTIONS_ID_TOKEN_REQUEST_URL")
+                actions_id_token_request_token = os.getenv("ACTIONS_ID_TOKEN_REQUEST_TOKEN")
+                if actions_id_token_request_url is None or actions_id_token_request_token is None:
+                    raise ValueError("ACTIONS_ID_TOKEN_REQUEST_URL or ACTIONS_ID_TOKEN_REQUEST_TOKEN not found in environment")
+                client = HTTPHandler(timeout=httpx.Timeout(timeout=600.0, connect=5.0))
+                response = client.get(
+                    actions_id_token_request_url,
+                    params={"audience": oidc_aud},
+                    headers={
+                        "Authorization": f"Bearer {actions_id_token_request_token}",
+                        "Accept": "application/json; api-version=2.0",
+                        },
+                )
+                if response.status_code == 200:
+                    return response.text['value']
+                else:
+                    raise ValueError("Github OIDC provider failed")
+            case _:
+                raise ValueError("Unsupported OIDC provider")
+
+
     try:
         if litellm.secret_manager_client is not None:
             try:

From 3ee0328b044e84e6bd7c3085681a468e69c3c646 Mon Sep 17 00:00:00 2001
From: David Manouchehri <david.manouchehri@ai.moda>
Date: Tue, 7 May 2024 15:01:46 +0000
Subject: [PATCH 211/378] feat(bedrock.py): Support using OIDC tokens.

---
 litellm/llms/bedrock.py                  | 42 +++++++++++++++++++++++-
 litellm/tests/test_bedrock_completion.py | 29 ++++++++++++++++
 2 files changed, 70 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py
index 2f26ae4a9a0d..fe0aca44e73d 100644
--- a/litellm/llms/bedrock.py
+++ b/litellm/llms/bedrock.py
@@ -550,6 +550,7 @@ def init_bedrock_client(
     aws_session_name: Optional[str] = None,
     aws_profile_name: Optional[str] = None,
     aws_role_name: Optional[str] = None,
+    aws_web_identity_token: Optional[str] = None,
     extra_headers: Optional[dict] = None,
     timeout: Optional[Union[float, httpx.Timeout]] = None,
 ):
@@ -566,6 +567,7 @@ def init_bedrock_client(
         aws_session_name,
         aws_profile_name,
         aws_role_name,
+        aws_web_identity_token,
     ]
 
     # Iterate over parameters and update if needed
@@ -581,6 +583,7 @@ def init_bedrock_client(
         aws_session_name,
         aws_profile_name,
         aws_role_name,
+        aws_web_identity_token,
     ) = params_to_check
 
     ### SET REGION NAME
@@ -619,7 +622,38 @@ def init_bedrock_client(
         config = boto3.session.Config()
 
     ### CHECK STS ###
-    if aws_role_name is not None and aws_session_name is not None:
+    if aws_web_identity_token is not None and aws_role_name is not None and aws_session_name is not None:
+        oidc_token = get_secret(aws_web_identity_token)
+
+        if oidc_token is None:
+            raise BedrockError(
+                message="OIDC token could not be retrieved from secret manager.",
+                status_code=401,
+            )
+
+        sts_client = boto3.client(
+            "sts"
+        )
+
+        # https://docs.aws.amazon.com/STS/latest/APIReference/API_AssumeRoleWithWebIdentity.html
+        # https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/sts/client/assume_role_with_web_identity.html
+        sts_response = sts_client.assume_role_with_web_identity(
+            RoleArn=aws_role_name,
+            RoleSessionName=aws_session_name,
+            WebIdentityToken=oidc_token,
+            DurationSeconds=3600,
+        )
+
+        client = boto3.client(
+            service_name="bedrock-runtime",
+            aws_access_key_id=sts_response["Credentials"]["AccessKeyId"],
+            aws_secret_access_key=sts_response["Credentials"]["SecretAccessKey"],
+            aws_session_token=sts_response["Credentials"]["SessionToken"],
+            region_name=region_name,
+            endpoint_url=endpoint_url,
+            config=config,
+        )
+    elif aws_role_name is not None and aws_session_name is not None:
         # use sts if role name passed in
         sts_client = boto3.client(
             "sts",
@@ -752,6 +786,7 @@ def completion(
         aws_bedrock_runtime_endpoint = optional_params.pop(
             "aws_bedrock_runtime_endpoint", None
         )
+        aws_web_identity_token = optional_params.pop("aws_web_identity_token", None)
 
         # use passed in BedrockRuntime.Client if provided, otherwise create a new one
         client = optional_params.pop("aws_bedrock_client", None)
@@ -766,6 +801,7 @@ def completion(
                 aws_role_name=aws_role_name,
                 aws_session_name=aws_session_name,
                 aws_profile_name=aws_profile_name,
+                aws_web_identity_token=aws_web_identity_token,
                 extra_headers=extra_headers,
                 timeout=timeout,
             )
@@ -1288,6 +1324,7 @@ def embedding(
     aws_bedrock_runtime_endpoint = optional_params.pop(
         "aws_bedrock_runtime_endpoint", None
     )
+    aws_web_identity_token = optional_params.pop("aws_web_identity_token", None)
 
     # use passed in BedrockRuntime.Client if provided, otherwise create a new one
     client = init_bedrock_client(
@@ -1295,6 +1332,7 @@ def embedding(
         aws_secret_access_key=aws_secret_access_key,
         aws_region_name=aws_region_name,
         aws_bedrock_runtime_endpoint=aws_bedrock_runtime_endpoint,
+        aws_web_identity_token=aws_web_identity_token,
         aws_role_name=aws_role_name,
         aws_session_name=aws_session_name,
     )
@@ -1377,6 +1415,7 @@ def image_generation(
     aws_bedrock_runtime_endpoint = optional_params.pop(
         "aws_bedrock_runtime_endpoint", None
     )
+    aws_web_identity_token = optional_params.pop("aws_web_identity_token", None)
 
     # use passed in BedrockRuntime.Client if provided, otherwise create a new one
     client = init_bedrock_client(
@@ -1384,6 +1423,7 @@ def image_generation(
         aws_secret_access_key=aws_secret_access_key,
         aws_region_name=aws_region_name,
         aws_bedrock_runtime_endpoint=aws_bedrock_runtime_endpoint,
+        aws_web_identity_token=aws_web_identity_token,
         aws_role_name=aws_role_name,
         aws_session_name=aws_session_name,
         timeout=timeout,
diff --git a/litellm/tests/test_bedrock_completion.py b/litellm/tests/test_bedrock_completion.py
index 3f5c831d73a6..ef6774fd2f8c 100644
--- a/litellm/tests/test_bedrock_completion.py
+++ b/litellm/tests/test_bedrock_completion.py
@@ -206,6 +206,35 @@ def test_completion_bedrock_claude_sts_client_auth():
 
 # test_completion_bedrock_claude_sts_client_auth()
 
+@pytest.mark.skipif(os.environ.get('CIRCLE_OIDC_TOKEN_V2') is None, reason="CIRCLE_OIDC_TOKEN_V2 is not set")
+def test_completion_bedrock_claude_sts_oidc_auth():
+    print("\ncalling bedrock claude with oidc auth")
+    import os
+
+    aws_web_identity_token = "oidc/circleci_v2/"
+    aws_region_name = os.environ["AWS_REGION_NAME"]
+    aws_role_name = os.environ["AWS_TEMP_ROLE_NAME"]
+
+    try:
+        litellm.set_verbose = True
+
+        response = completion(
+            model="bedrock/anthropic.claude-instant-v1",
+            messages=messages,
+            max_tokens=10,
+            temperature=0.1,
+            aws_region_name=aws_region_name,
+            aws_web_identity_token=aws_web_identity_token,
+            aws_role_name=aws_role_name,
+            aws_session_name="my-test-session",
+        )
+        # Add any assertions here to check the response
+        print(response)
+    except RateLimitError:
+        pass
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
 
 def test_bedrock_extra_headers():
     try:

From 7017899d372a2b1e67ec3bb1ef0af28bf0a81fd6 Mon Sep 17 00:00:00 2001
From: Sara Ghaemi <sara.ghaemi@telus.com>
Date: Tue, 7 May 2024 12:10:47 -0400
Subject: [PATCH 212/378] updated tests to also check for audience if found

---
 litellm/tests/test_jwt.py | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/litellm/tests/test_jwt.py b/litellm/tests/test_jwt.py
index 407814e84f83..3dacebe2702c 100644
--- a/litellm/tests/test_jwt.py
+++ b/litellm/tests/test_jwt.py
@@ -24,7 +24,6 @@
     "alg": "RS256",
 }
 
-
 def test_load_config_with_custom_role_names():
     config = {
         "general_settings": {
@@ -136,6 +135,8 @@ async def test_valid_invalid_token():
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm-proxy-admin",
     }
+    if os.getenv("JWT_AUDIENCE"):
+        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     # Generate the JWT token
     # But before, you should convert bytes to string
@@ -163,6 +164,8 @@ async def test_valid_invalid_token():
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm-NO-SCOPE",
     }
+    if os.getenv("JWT_AUDIENCE"):
+        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     # Generate the JWT token
     # But before, you should convert bytes to string
@@ -266,6 +269,8 @@ async def test_team_token_output(prisma_client):
         "scope": "litellm_team",
         "client_id": team_id,
     }
+    if os.getenv("JWT_AUDIENCE"):
+        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     # Generate the JWT token
     # But before, you should convert bytes to string
@@ -280,6 +285,8 @@ async def test_team_token_output(prisma_client):
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm_proxy_admin",
     }
+    if os.getenv("JWT_AUDIENCE"):
+        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     admin_token = jwt.encode(payload, private_key_str, algorithm="RS256")
 
@@ -421,6 +428,8 @@ async def test_user_token_output(prisma_client):
         "scope": "litellm_team",
         "client_id": team_id,
     }
+    if os.getenv("JWT_AUDIENCE"):
+        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     # Generate the JWT token
     # But before, you should convert bytes to string
@@ -435,6 +444,8 @@ async def test_user_token_output(prisma_client):
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm_proxy_admin",
     }
+    if os.getenv("JWT_AUDIENCE"):
+        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     admin_token = jwt.encode(payload, private_key_str, algorithm="RS256")
 

From 1b811cd1529448c563ac11cb83d50eb1011816eb Mon Sep 17 00:00:00 2001
From: phact <estevezsebastian@gmail.com>
Date: Tue, 7 May 2024 13:24:28 -0400
Subject: [PATCH 213/378] unit test and list fix

---
 .../test_get_optional_params_functions_not_supported.py  | 9 +++++++++
 litellm/utils.py                                         | 2 +-
 2 files changed, 10 insertions(+), 1 deletion(-)
 create mode 100644 litellm/tests/test_get_optional_params_functions_not_supported.py

diff --git a/litellm/tests/test_get_optional_params_functions_not_supported.py b/litellm/tests/test_get_optional_params_functions_not_supported.py
new file mode 100644
index 000000000000..2abfbc41f0a8
--- /dev/null
+++ b/litellm/tests/test_get_optional_params_functions_not_supported.py
@@ -0,0 +1,9 @@
+import litellm
+from litellm import get_optional_params
+
+litellm.add_function_to_prompt = True
+optional_params = get_optional_params(
+    tools= [{'type': 'function', 'function': {'description': 'Get the current weather in a given location', 'name': 'get_current_weather', 'parameters': {'type': 'object', 'properties': {'location': {'type': 'string', 'description': 'The city and state, e.g. San Francisco, CA'}, 'unit': {'type': 'string', 'enum': ['celsius', 'fahrenheit']}}, 'required': ['location']}}}],
+    tool_choice= 'auto',
+)
+assert optional_params is not None
\ No newline at end of file
diff --git a/litellm/utils.py b/litellm/utils.py
index 75d6f8b7f0a9..c0241f1c3a47 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5769,7 +5769,7 @@ def _map_and_modify_arg(supported_params: dict, provider: str, model: str):
         optional_params["extra_body"] = extra_body
     else:
         # if user passed in non-default kwargs for specific providers/models, pass them along
-        for k in passed_params.keys():
+        for k in list(passed_params.keys()):
             if k not in default_params.keys():
                 optional_params[k] = passed_params[k]
     print_verbose(f"Final returned optional params: {optional_params}")

From 86e0dd68c3c6f74f7955ba09dfde99691c3daab6 Mon Sep 17 00:00:00 2001
From: Sara Ghaemi <sara.ghaemi@telus.com>
Date: Tue, 7 May 2024 13:28:57 -0400
Subject: [PATCH 214/378] updated tests

---
 litellm/tests/test_jwt.py | 41 +++++++++++++++++++++++----------------
 1 file changed, 24 insertions(+), 17 deletions(-)

diff --git a/litellm/tests/test_jwt.py b/litellm/tests/test_jwt.py
index 3dacebe2702c..b3af9913f66d 100644
--- a/litellm/tests/test_jwt.py
+++ b/litellm/tests/test_jwt.py
@@ -77,9 +77,9 @@ async def test_token_single_public_key():
         == "qIgOQfEVrrErJC0E7gsHXi6rs_V0nyFY5qPFui2-tv0o4CwpwDzgfBtLO7o_wLiguq0lnu54sMT2eLNoRiiPuLvv6bg7Iy1H9yc5_4Jf5oYEOrqN5o9ZBOoYp1q68Pv0oNJYyZdGu5ZJfd7V4y953vB2XfEKgXCsAkhVhlvIUMiDNKWoMDWsyb2xela5tRURZ2mJAXcHfSC_sYdZxIA2YYrIHfoevq_vTlaz0qVSe_uOKjEpgOAS08UUrgda4CQL11nzICiIQzc6qmjIQt2cjzB2D_9zb4BYndzEtfl0kwAT0z_I85S3mkwTqHU-1BvKe_4MG4VG3dAAeffLPXJyXQ"
     )
 
-
+@pytest.mark.parametrize('audience', [None, "litellm-proxy"])
 @pytest.mark.asyncio
-async def test_valid_invalid_token():
+async def test_valid_invalid_token(audience):
     """
     Tests
     - valid token
@@ -90,6 +90,10 @@ async def test_valid_invalid_token():
     from cryptography.hazmat.primitives.asymmetric import rsa
     from cryptography.hazmat.backends import default_backend
 
+    os.environ.pop('JWT_AUDIENCE', None)
+    if audience:
+        os.environ["JWT_AUDIENCE"] = audience
+
     # Generate a private / public key pair using RSA algorithm
     key = rsa.generate_private_key(
         public_exponent=65537, key_size=2048, backend=default_backend()
@@ -134,9 +138,8 @@ async def test_valid_invalid_token():
         "sub": "user123",
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm-proxy-admin",
+        "aud": audience
     }
-    if os.getenv("JWT_AUDIENCE"):
-        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     # Generate the JWT token
     # But before, you should convert bytes to string
@@ -163,9 +166,8 @@ async def test_valid_invalid_token():
         "sub": "user123",
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm-NO-SCOPE",
+        "aud": audience
     }
-    if os.getenv("JWT_AUDIENCE"):
-        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     # Generate the JWT token
     # But before, you should convert bytes to string
@@ -181,7 +183,6 @@ async def test_valid_invalid_token():
     except Exception as e:
         pytest.fail(f"An exception occurred - {str(e)}")
 
-
 @pytest.fixture
 def prisma_client():
     import litellm
@@ -204,8 +205,9 @@ def prisma_client():
     return prisma_client
 
 
+@pytest.mark.parametrize('audience', [None, "litellm-proxy"])
 @pytest.mark.asyncio
-async def test_team_token_output(prisma_client):
+async def test_team_token_output(prisma_client, audience):
     import jwt, json
     from cryptography.hazmat.primitives import serialization
     from cryptography.hazmat.primitives.asymmetric import rsa
@@ -220,6 +222,10 @@ async def test_team_token_output(prisma_client):
     setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client)
     await litellm.proxy.proxy_server.prisma_client.connect()
 
+    os.environ.pop('JWT_AUDIENCE', None)
+    if audience:
+        os.environ["JWT_AUDIENCE"] = audience
+
     # Generate a private / public key pair using RSA algorithm
     key = rsa.generate_private_key(
         public_exponent=65537, key_size=2048, backend=default_backend()
@@ -268,9 +274,8 @@ async def test_team_token_output(prisma_client):
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm_team",
         "client_id": team_id,
+        "aud": audience
     }
-    if os.getenv("JWT_AUDIENCE"):
-        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     # Generate the JWT token
     # But before, you should convert bytes to string
@@ -284,9 +289,8 @@ async def test_team_token_output(prisma_client):
         "sub": "user123",
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm_proxy_admin",
+        "aud": audience
     }
-    if os.getenv("JWT_AUDIENCE"):
-        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     admin_token = jwt.encode(payload, private_key_str, algorithm="RS256")
 
@@ -354,8 +358,9 @@ async def test_team_token_output(prisma_client):
     assert team_result.team_models == ["gpt-3.5-turbo", "gpt-4"]
 
 
+@pytest.mark.parametrize('audience', [None, "litellm-proxy"])
 @pytest.mark.asyncio
-async def test_user_token_output(prisma_client):
+async def test_user_token_output(prisma_client, audience):
     """
     - If user required, check if it exists
     - fail initial request (when user doesn't exist)
@@ -376,6 +381,10 @@ async def test_user_token_output(prisma_client):
     setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client)
     await litellm.proxy.proxy_server.prisma_client.connect()
 
+    os.environ.pop('JWT_AUDIENCE', None)
+    if audience:
+        os.environ["JWT_AUDIENCE"] = audience
+
     # Generate a private / public key pair using RSA algorithm
     key = rsa.generate_private_key(
         public_exponent=65537, key_size=2048, backend=default_backend()
@@ -427,9 +436,8 @@ async def test_user_token_output(prisma_client):
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm_team",
         "client_id": team_id,
+        "aud": audience
     }
-    if os.getenv("JWT_AUDIENCE"):
-        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     # Generate the JWT token
     # But before, you should convert bytes to string
@@ -443,9 +451,8 @@ async def test_user_token_output(prisma_client):
         "sub": user_id,
         "exp": expiration_time,  # set the token to expire in 10 minutes
         "scope": "litellm_proxy_admin",
+        "aud": audience
     }
-    if os.getenv("JWT_AUDIENCE"):
-        payload["aud"] = os.getenv("JWT_AUDIENCE")
 
     admin_token = jwt.encode(payload, private_key_str, algorithm="RS256")
 

From 7c5c9a8152762d12fd515c163d42f9a30e79581d Mon Sep 17 00:00:00 2001
From: phact <estevezsebastian@gmail.com>
Date: Tue, 7 May 2024 13:41:05 -0400
Subject: [PATCH 215/378] looks like cohere does support function calling

---
 litellm/utils.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/utils.py b/litellm/utils.py
index c0241f1c3a47..75476edc70a3 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4932,6 +4932,7 @@ def get_optional_params(
             and custom_llm_provider != "mistral"
             and custom_llm_provider != "anthropic"
             and custom_llm_provider != "cohere_chat"
+            and custom_llm_provider != "cohere"
             and custom_llm_provider != "bedrock"
             and custom_llm_provider != "ollama_chat"
         ):

From 90eb0ea022792a95a1d613a8cbc0681c3aa01ce8 Mon Sep 17 00:00:00 2001
From: Paul Gauthier <paul@geomagical.com>
Date: Tue, 7 May 2024 11:44:03 -0700
Subject: [PATCH 216/378] Added support for the deepseek api

---
 README.md                                  |  1 +
 docs/my-website/docs/providers/deepseek.md | 54 ++++++++++++++++++++++
 docs/my-website/sidebars.js                |  1 +
 litellm/__init__.py                        |  3 ++
 litellm/main.py                            |  6 ++-
 litellm/utils.py                           | 51 +++++++++++++++++++-
 6 files changed, 114 insertions(+), 2 deletions(-)
 create mode 100644 docs/my-website/docs/providers/deepseek.md

diff --git a/README.md b/README.md
index 9344c0f223eb..684d5de73099 100644
--- a/README.md
+++ b/README.md
@@ -226,6 +226,7 @@ curl 'http://0.0.0.0:4000/key/generate' \
 | [deepinfra](https://docs.litellm.ai/docs/providers/deepinfra)                       | ✅                                                      | ✅                                                                              | ✅                                                                                  | ✅                                                                                |
 | [perplexity-ai](https://docs.litellm.ai/docs/providers/perplexity)                  | ✅                                                      | ✅                                                                              | ✅                                                                                  | ✅                                                                                |
 | [Groq AI](https://docs.litellm.ai/docs/providers/groq)                              | ✅                                                      | ✅                                                                              | ✅                                                                                  | ✅                                                                                |
+| [Deepseek](https://docs.litellm.ai/docs/providers/deepseek)                         | ✅                                                      | ✅                                                                              | ✅                                                                                  | ✅                                                                                |
 | [anyscale](https://docs.litellm.ai/docs/providers/anyscale)                         | ✅                                                      | ✅                                                                              | ✅                                                                                  | ✅                                                                                |
 | [IBM - watsonx.ai](https://docs.litellm.ai/docs/providers/watsonx)                  | ✅                                                      | ✅                                                                              | ✅                                                                                  | ✅                                                                                | ✅ 
 | [voyage ai](https://docs.litellm.ai/docs/providers/voyage)                          |                                                         |                                                                                 |                                                                                     |                                                                                   | ✅                                                                            |
diff --git a/docs/my-website/docs/providers/deepseek.md b/docs/my-website/docs/providers/deepseek.md
new file mode 100644
index 000000000000..678561eca1ac
--- /dev/null
+++ b/docs/my-website/docs/providers/deepseek.md
@@ -0,0 +1,54 @@
+# Deepseek
+https://deepseek.com/
+
+**We support ALL Deepseek models, just set `deepseek/` as a prefix when sending completion requests**
+
+## API Key
+```python
+# env variable
+os.environ['DEEPSEEK_API_KEY']
+```
+
+## Sample Usage
+```python
+from litellm import completion
+import os
+
+os.environ['DEEPSEEK_API_KEY'] = ""
+response = completion(
+    model="deepseek/deepseek-chat", 
+    messages=[
+       {"role": "user", "content": "hello from litellm"}
+   ],
+)
+print(response)
+```
+
+## Sample Usage - Streaming
+```python
+from litellm import completion
+import os
+
+os.environ['DEEPSEEK_API_KEY'] = ""
+response = completion(
+    model="deepseek/deepseek-chat", 
+    messages=[
+       {"role": "user", "content": "hello from litellm"}
+   ],
+    stream=True
+)
+
+for chunk in response:
+    print(chunk)
+```
+
+
+## Supported Models - ALL Deepseek Models Supported!
+We support ALL Deepseek models, just set `deepseek/` as a prefix when sending completion requests
+
+| Model Name               | Function Call                                                                                                                                                      |
+|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| deepseek-chat | `completion(model="deepseek/deepseek-chat", messages)` | 
+| deepseek-coder | `completion(model="deepseek/deepseek-chat", messages)` | 
+
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index f5777d6e7b3c..d00d853a001b 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -134,6 +134,7 @@ const sidebars = {
         "providers/ollama", 
         "providers/perplexity", 
         "providers/groq", 
+        "providers/deepseek", 
         "providers/fireworks_ai", 
         "providers/vllm", 
         "providers/xinference", 
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 5e745668bdf6..4f72504f6929 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -361,6 +361,7 @@ def identify(event_details):
     "api.deepinfra.com/v1/openai",
     "api.mistral.ai/v1",
     "api.groq.com/openai/v1",
+    "api.deepseek.com/v1",
     "api.together.xyz/v1",
 ]
 
@@ -369,6 +370,7 @@ def identify(event_details):
     "anyscale",
     "mistral",
     "groq",
+    "deepseek",
     "deepinfra",
     "perplexity",
     "xinference",
@@ -523,6 +525,7 @@ def identify(event_details):
     "anyscale",
     "mistral",
     "groq",
+    "deepseek",
     "maritalk",
     "voyage",
     "cloudflare",
diff --git a/litellm/main.py b/litellm/main.py
index de35dbfd08b6..acd7f9b90964 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -305,6 +305,7 @@ async def acompletion(
             or custom_llm_provider == "deepinfra"
             or custom_llm_provider == "perplexity"
             or custom_llm_provider == "groq"
+            or custom_llm_provider == "deepseek"
             or custom_llm_provider == "text-completion-openai"
             or custom_llm_provider == "huggingface"
             or custom_llm_provider == "ollama"
@@ -982,6 +983,7 @@ def completion(
             or custom_llm_provider == "deepinfra"
             or custom_llm_provider == "perplexity"
             or custom_llm_provider == "groq"
+            or custom_llm_provider == "deepseek"
             or custom_llm_provider == "anyscale"
             or custom_llm_provider == "mistral"
             or custom_llm_provider == "openai"
@@ -2168,7 +2170,7 @@ def completion(
             """
             assume input to custom LLM api bases follow this format:
             resp = requests.post(
-                api_base, 
+                api_base,
                 json={
                     'model': 'meta-llama/Llama-2-13b-hf', # model name
                     'params': {
@@ -2565,6 +2567,7 @@ async def aembedding(*args, **kwargs):
             or custom_llm_provider == "deepinfra"
             or custom_llm_provider == "perplexity"
             or custom_llm_provider == "groq"
+            or custom_llm_provider == "deepseek"
             or custom_llm_provider == "fireworks_ai"
             or custom_llm_provider == "ollama"
             or custom_llm_provider == "vertex_ai"
@@ -3085,6 +3088,7 @@ async def atext_completion(*args, **kwargs):
             or custom_llm_provider == "deepinfra"
             or custom_llm_provider == "perplexity"
             or custom_llm_provider == "groq"
+            or custom_llm_provider == "deepseek"
             or custom_llm_provider == "fireworks_ai"
             or custom_llm_provider == "text-completion-openai"
             or custom_llm_provider == "huggingface"
diff --git a/litellm/utils.py b/litellm/utils.py
index a938a0ba841e..0b4aa0e8711f 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4929,6 +4929,7 @@ def get_optional_params(
             and custom_llm_provider != "anyscale"
             and custom_llm_provider != "together_ai"
             and custom_llm_provider != "groq"
+            and custom_llm_provider != "deepseek"
             and custom_llm_provider != "mistral"
             and custom_llm_provider != "anthropic"
             and custom_llm_provider != "cohere_chat"
@@ -5614,6 +5615,29 @@ def _map_and_modify_arg(supported_params: dict, provider: str, model: str):
         if seed is not None:
             optional_params["seed"] = seed
 
+    elif custom_llm_provider == "deepseek":
+        supported_params = get_supported_openai_params(
+            model=model, custom_llm_provider=custom_llm_provider
+        )
+        _check_valid_arg(supported_params=supported_params)
+
+        if frequency_penalty is not None:
+            optional_params["frequency_penalty"] = frequency_penalty
+        if max_tokens is not None:
+            optional_params["max_tokens"] = max_tokens
+        if presence_penalty is not None:
+            optional_params["presence_penalty"] = presence_penalty
+        if stop is not None:
+            optional_params["stop"] = stop
+        if stream is not None:
+            optional_params["stream"] = stream
+        if temperature is not None:
+            optional_params["temperature"] = temperature
+        if logprobs is not None:
+            optional_params["logprobs"] = logprobs
+        if top_logprobs is not None:
+            optional_params["top_logprobs"] = top_logprobs
+
     elif custom_llm_provider == "openrouter":
         supported_params = get_supported_openai_params(
             model=model, custom_llm_provider=custom_llm_provider
@@ -5946,6 +5970,19 @@ def get_supported_openai_params(model: str, custom_llm_provider: str):
             "response_format",
             "seed",
         ]
+    elif custom_llm_provider == "deepseek":
+        return [
+            # https://platform.deepseek.com/api-docs/api/create-chat-completion
+            "frequency_penalty",
+            "max_tokens",
+            "presence_penalty",
+            "stop",
+            "stream",
+            "temperature",
+            "top_p",
+            "logprobs",
+            "top_logprobs",
+        ]
     elif custom_llm_provider == "cohere":
         return [
             "stream",
@@ -6239,8 +6276,12 @@ def get_llm_provider(
                 # groq is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.groq.com/openai/v1
                 api_base = "https://api.groq.com/openai/v1"
                 dynamic_api_key = get_secret("GROQ_API_KEY")
+            elif custom_llm_provider == "deepseek":
+                # deepseek is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.deepseek.com/v1
+                api_base = "https://api.deepseek.com/v1"
+                dynamic_api_key = get_secret("DEEPSEEK_API_KEY")
             elif custom_llm_provider == "fireworks_ai":
-                # fireworks is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.groq.com/openai/v1
+                # fireworks is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.fireworks.ai/inference/v1
                 if not model.startswith("accounts/fireworks/models"):
                     model = f"accounts/fireworks/models/{model}"
                 api_base = "https://api.fireworks.ai/inference/v1"
@@ -6303,6 +6344,9 @@ def get_llm_provider(
                     elif endpoint == "api.groq.com/openai/v1":
                         custom_llm_provider = "groq"
                         dynamic_api_key = get_secret("GROQ_API_KEY")
+                    elif endpoint == "api.deepseek.com/v1":
+                        custom_llm_provider = "deepseek"
+                        dynamic_api_key = get_secret("DEEPSEEK_API_KEY")
                     return model, custom_llm_provider, dynamic_api_key, api_base
 
         # check if model in known model provider list  -> for huggingface models, raise exception as they don't have a fixed provider (can be togetherai, anyscale, baseten, runpod, et.)
@@ -6901,6 +6945,11 @@ def validate_environment(model: Optional[str] = None) -> dict:
                 keys_in_environment = True
             else:
                 missing_keys.append("GROQ_API_KEY")
+        elif custom_llm_provider == "deepseek":
+            if "DEEPSEEK_API_KEY" in os.environ:
+                keys_in_environment = True
+            else:
+                missing_keys.append("DEEPSEEK_API_KEY")
         elif custom_llm_provider == "mistral":
             if "MISTRAL_API_KEY" in os.environ:
                 keys_in_environment = True

From 9162f9c2c5410235de79b1a47cd94ce9e50fb122 Mon Sep 17 00:00:00 2001
From: Paul Gauthier <paul@geomagical.com>
Date: Tue, 7 May 2024 11:44:55 -0700
Subject: [PATCH 217/378] Added costs & context json

---
 model_prices_and_context_window.json | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index a6c233b99790..10c70a858dab 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -739,6 +739,24 @@
         "litellm_provider": "mistral",
         "mode": "embedding"
     },
+    "deepseek-chat": {
+        "max_tokens": 4096,
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.00000014,
+        "output_cost_per_token": 0.00000028,
+        "litellm_provider": "deepseek",
+        "mode": "chat"
+    },
+    "deepseek-coder": {
+        "max_tokens": 4096,
+        "max_input_tokens": 16000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.00000014,
+        "output_cost_per_token": 0.00000028,
+        "litellm_provider": "deepseek",
+        "mode": "chat"
+    },
     "groq/llama2-70b-4096": {
         "max_tokens": 4096,
         "max_input_tokens": 4096,

From 724660606a20a80925d7150e3a32f7d067b2a1b0 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 11:44:55 -0700
Subject: [PATCH 218/378] fix(slack_alerting.py): fix storing + reading
 datetime object from cache

this converts the dt object to isoformat before storing, and loads it back to dt when comparing
---
 litellm/integrations/slack_alerting.py | 66 +++++++++++++++++---------
 litellm/tests/test_alerting.py         | 44 ++++++++++++++++-
 2 files changed, 85 insertions(+), 25 deletions(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index a27e16b3c4cf..5546f7c33789 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -797,6 +797,48 @@ async def async_log_failure_event(self, kwargs, response_obj, start_time, end_ti
                 )
             )
 
+    async def _run_scheduler_helper(self, llm_router: litellm.Router) -> bool:
+        """
+        Returns:
+        - True -> report sent
+        - False -> report not sent
+        """
+        report_sent_bool = False
+
+        report_sent = await self.internal_usage_cache.async_get_cache(
+            key=SlackAlertingCacheKeys.report_sent_key.value
+        )  # None | datetime
+
+        current_time = litellm.utils.get_utc_datetime()
+
+        if report_sent is None:
+            _current_time = current_time.isoformat()
+            await self.internal_usage_cache.async_set_cache(
+                key=SlackAlertingCacheKeys.report_sent_key.value,
+                value=_current_time,
+            )
+        else:
+            # check if current time - interval >= time last sent
+            delta = current_time - timedelta(
+                seconds=self.alerting_args.daily_report_frequency
+            )
+
+            if isinstance(report_sent, str):
+                report_sent = dt.fromisoformat(report_sent)
+
+            if delta >= report_sent:
+                # Sneak in the reporting logic here
+                await self.send_daily_reports(router=llm_router)
+                # Also, don't forget to update the report_sent time after sending the report!
+                _current_time = current_time.isoformat()
+                await self.internal_usage_cache.async_set_cache(
+                    key=SlackAlertingCacheKeys.report_sent_key.value,
+                    value=_current_time,
+                )
+                report_sent_bool = True
+
+        return report_sent_bool
+
     async def _run_scheduled_daily_report(self, llm_router: Optional[litellm.Router]):
         """
         If 'daily_reports' enabled
@@ -810,29 +852,7 @@ async def _run_scheduled_daily_report(self, llm_router: Optional[litellm.Router]
 
         if "daily_reports" in self.alert_types:
             while True:
-                report_sent = await self.internal_usage_cache.async_get_cache(
-                    key=SlackAlertingCacheKeys.report_sent_key.value
-                )  # None | datetime
-
-                if report_sent is None:
-                    await self.internal_usage_cache.async_set_cache(
-                        key=SlackAlertingCacheKeys.report_sent_key.value,
-                        value=litellm.utils.get_utc_datetime(),
-                    )
-                else:
-                    # check if current time - interval >= time last sent
-                    current_time = litellm.utils.get_utc_datetime()
-                    delta = current_time - timedelta(
-                        seconds=self.alerting_args.daily_report_frequency
-                    )
-                    if delta >= report_sent:
-                        # Sneak in the reporting logic here
-                        await self.send_daily_reports(router=llm_router)
-                        # Also, don't forget to update the report_sent time after sending the report!
-                        await self.internal_usage_cache.async_set_cache(
-                            key=SlackAlertingCacheKeys.report_sent_key.value,
-                            value=litellm.utils.get_utc_datetime(),
-                        )
+                await self._run_scheduler_helper(llm_router=llm_router)
                 interval = random.randint(
                     self.alerting_args.report_check_interval - 3,
                     self.alerting_args.report_check_interval + 3,
diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index ba102247227e..3734c29d289f 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -1,7 +1,7 @@
 # What is this?
 ## Tests slack alerting on proxy logging object
 
-import sys
+import sys, json
 import os
 import io, asyncio
 from datetime import datetime, timedelta
@@ -10,7 +10,7 @@
 # logging.basicConfig(level=logging.DEBUG)
 sys.path.insert(0, os.path.abspath("../.."))
 from litellm.proxy.utils import ProxyLogging
-from litellm.caching import DualCache
+from litellm.caching import DualCache, RedisCache
 import litellm
 import pytest
 import asyncio
@@ -273,3 +273,43 @@ async def test_daily_reports_completion(slack_alerting):
         assert response_val == True
 
         mock_send_alert.assert_awaited()
+
+
+@pytest.mark.asyncio
+async def test_daily_reports_redis_cache_scheduler():
+    redis_cache = RedisCache()
+    slack_alerting = SlackAlerting(
+        internal_usage_cache=DualCache(redis_cache=redis_cache)
+    )
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-5",
+                "litellm_params": {
+                    "model": "gpt-3.5-turbo",
+                },
+            }
+        ]
+    )
+
+    with patch.object(
+        slack_alerting, "send_alert", new=AsyncMock()
+    ) as mock_send_alert, patch.object(
+        redis_cache, "async_set_cache", new=AsyncMock()
+    ) as mock_redis_set_cache:
+        # initial call - expect empty
+        await slack_alerting._run_scheduler_helper(llm_router=router)
+
+        try:
+            json.dumps(mock_redis_set_cache.call_args[0][1])
+        except Exception as e:
+            pytest.fail(
+                "Cache value can't be json dumped - {}".format(
+                    mock_redis_set_cache.call_args[0][1]
+                )
+            )
+
+        mock_redis_set_cache.assert_awaited_once()
+
+        # second call - expect empty
+        await slack_alerting._run_scheduler_helper(llm_router=router)

From 82a4c68e6075c41b9c673c1e7d68b9af16c845cb Mon Sep 17 00:00:00 2001
From: Paul Gauthier <paul@geomagical.com>
Date: Tue, 7 May 2024 11:58:05 -0700
Subject: [PATCH 219/378] Added deepseek completion test

---
 litellm/tests/test_completion.py | 32 +++++++++++++++++++++++---------
 1 file changed, 23 insertions(+), 9 deletions(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 3d0907814e6d..471ebfee6746 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1061,16 +1061,16 @@ def test_completion_perplexity_api_2():
 ######### HUGGING FACE TESTS ########################
 #####################################################
 """
-HF Tests we should pass 
-- TGI: 
-    - Pro Inference API 
-    - Deployed Endpoint 
-- Coversational 
-    - Free Inference API 
-    - Deployed Endpoint 
+HF Tests we should pass
+- TGI:
+    - Pro Inference API
+    - Deployed Endpoint
+- Coversational
+    - Free Inference API
+    - Deployed Endpoint
 - Neither TGI or Coversational
-    - Free Inference API 
-    - Deployed Endpoint 
+    - Free Inference API
+    - Deployed Endpoint
 """
 
 
@@ -3016,6 +3016,20 @@ async def test_acompletion_gemini():
         else:
             pytest.fail(f"Error occurred: {e}")
 
+# Deepseek tests
+def test_completion_deepseek():
+    litellm.set_verbose = True
+    model_name = "deepseek/deepseek-chat"
+    messages = [{"role": "user", "content": "Hey, how's it going?"}]
+    try:
+        response = completion(model=model_name, messages=messages)
+        # Add any assertions here to check the response
+        print(response)
+    except litellm.APIError as e:
+        pass
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
 
 # Palm tests
 def test_completion_palm():

From 4c64e3da1062c5c8438cbda5433b6253ae3314dc Mon Sep 17 00:00:00 2001
From: phact <estevezsebastian@gmail.com>
Date: Tue, 7 May 2024 14:58:35 -0400
Subject: [PATCH 220/378] locals().copy()

---
 litellm/utils.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 75476edc70a3..db48d361759c 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4836,7 +4836,7 @@ def get_optional_params(
     **kwargs,
 ):
     # retrieve all parameters passed to the function
-    passed_params = locals()
+    passed_params = locals().copy()
     special_params = passed_params.pop("kwargs")
     for k, v in special_params.items():
         if k.startswith("aws_") and (
@@ -5770,7 +5770,7 @@ def _map_and_modify_arg(supported_params: dict, provider: str, model: str):
         optional_params["extra_body"] = extra_body
     else:
         # if user passed in non-default kwargs for specific providers/models, pass them along
-        for k in list(passed_params.keys()):
+        for k in passed_params.keys():
             if k not in default_params.keys():
                 optional_params[k] = passed_params[k]
     print_verbose(f"Final returned optional params: {optional_params}")

From 31ac43bfdc25029145f8912d0fb3ff9acaaf06de Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 12:12:09 -0700
Subject: [PATCH 221/378] feat - add lowst cost router

---
 litellm/router_strategy/lowest_cost.py | 318 +++++++++++++++++++++++++
 1 file changed, 318 insertions(+)
 create mode 100644 litellm/router_strategy/lowest_cost.py

diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
new file mode 100644
index 000000000000..25783fad71e8
--- /dev/null
+++ b/litellm/router_strategy/lowest_cost.py
@@ -0,0 +1,318 @@
+#### What this does ####
+#   picks based on response time (for streaming, this is time to first token)
+from pydantic import BaseModel, Extra, Field, root_validator
+import dotenv, os, requests, random
+from typing import Optional, Union, List, Dict
+from datetime import datetime, timedelta
+import random
+
+dotenv.load_dotenv()  # Loading env variables using dotenv
+import traceback
+from litellm.caching import DualCache
+from litellm.integrations.custom_logger import CustomLogger
+from litellm import ModelResponse
+from litellm import token_counter
+import litellm
+
+
+class LiteLLMBase(BaseModel):
+    """
+    Implements default functions, all pydantic objects should have.
+    """
+
+    def json(self, **kwargs):
+        try:
+            return self.model_dump()  # noqa
+        except:
+            # if using pydantic v1
+            return self.dict()
+
+
+class LowestCostLoggingHandler(CustomLogger):
+    test_flag: bool = False
+    logged_success: int = 0
+    logged_failure: int = 0
+
+    def __init__(
+        self, router_cache: DualCache, model_list: list, routing_args: dict = {}
+    ):
+        self.router_cache = router_cache
+        self.model_list = model_list
+
+    def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        try:
+            """
+            Update usage on success
+            """
+            if kwargs["litellm_params"].get("metadata") is None:
+                pass
+            else:
+                model_group = kwargs["litellm_params"]["metadata"].get(
+                    "model_group", None
+                )
+
+                id = kwargs["litellm_params"].get("model_info", {}).get("id", None)
+                if model_group is None or id is None:
+                    return
+                elif isinstance(id, int):
+                    id = str(id)
+
+                # ------------
+                # Setup values
+                # ------------
+                """
+                {
+                    {model_group}_map: {
+                        id: {
+                            f"{date:hour:minute}" : {"tpm": 34, "rpm": 3}
+                        }
+                    }
+                }
+                """
+                current_date = datetime.now().strftime("%Y-%m-%d")
+                current_hour = datetime.now().strftime("%H")
+                current_minute = datetime.now().strftime("%M")
+                precise_minute = f"{current_date}-{current_hour}-{current_minute}"
+                cost_key = f"{model_group}_map"
+
+                response_ms: timedelta = end_time - start_time
+
+                final_value = response_ms
+                total_tokens = 0
+
+                if isinstance(response_obj, ModelResponse):
+                    completion_tokens = response_obj.usage.completion_tokens
+                    total_tokens = response_obj.usage.total_tokens
+                    final_value = float(response_ms.total_seconds() / completion_tokens)
+
+                # ------------
+                # Update usage
+                # ------------
+
+                request_count_dict = self.router_cache.get_cache(key=cost_key) or {}
+
+                if id not in request_count_dict:
+                    request_count_dict[id] = {}
+
+                if precise_minute not in request_count_dict[id]:
+                    request_count_dict[id][precise_minute] = {}
+
+                if precise_minute not in request_count_dict[id]:
+                    request_count_dict[id][precise_minute] = {}
+
+                ## TPM
+                request_count_dict[id][precise_minute]["tpm"] = (
+                    request_count_dict[id][precise_minute].get("tpm", 0) + total_tokens
+                )
+
+                ## RPM
+                request_count_dict[id][precise_minute]["rpm"] = (
+                    request_count_dict[id][precise_minute].get("rpm", 0) + 1
+                )
+
+                self.router_cache.set_cache(key=cost_key, value=request_count_dict)
+
+                ### TESTING ###
+                if self.test_flag:
+                    self.logged_success += 1
+        except Exception as e:
+            traceback.print_exc()
+            pass
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        try:
+            """
+            Update cost usage on success
+            """
+            if kwargs["litellm_params"].get("metadata") is None:
+                pass
+            else:
+                model_group = kwargs["litellm_params"]["metadata"].get(
+                    "model_group", None
+                )
+
+                id = kwargs["litellm_params"].get("model_info", {}).get("id", None)
+                if model_group is None or id is None:
+                    return
+                elif isinstance(id, int):
+                    id = str(id)
+
+                # ------------
+                # Setup values
+                # ------------
+                """
+                {
+                    {model_group}_map: {
+                        id: {
+                            "cost": [..]
+                            f"{date:hour:minute}" : {"tpm": 34, "rpm": 3}
+                        }
+                    }
+                }
+                """
+                cost_key = f"{model_group}_map"
+
+                current_date = datetime.now().strftime("%Y-%m-%d")
+                current_hour = datetime.now().strftime("%H")
+                current_minute = datetime.now().strftime("%M")
+                precise_minute = f"{current_date}-{current_hour}-{current_minute}"
+
+                response_ms: timedelta = end_time - start_time
+
+                final_value = response_ms
+                total_tokens = 0
+
+                if isinstance(response_obj, ModelResponse):
+                    completion_tokens = response_obj.usage.completion_tokens
+                    total_tokens = response_obj.usage.total_tokens
+                    final_value = float(response_ms.total_seconds() / completion_tokens)
+
+                # ------------
+                # Update usage
+                # ------------
+
+                request_count_dict = self.router_cache.get_cache(key=cost_key) or {}
+
+                if id not in request_count_dict:
+                    request_count_dict[id] = {}
+                if precise_minute not in request_count_dict[id]:
+                    request_count_dict[id][precise_minute] = {}
+
+                ## TPM
+                request_count_dict[id][precise_minute]["tpm"] = (
+                    request_count_dict[id][precise_minute].get("tpm", 0) + total_tokens
+                )
+
+                ## RPM
+                request_count_dict[id][precise_minute]["rpm"] = (
+                    request_count_dict[id][precise_minute].get("rpm", 0) + 1
+                )
+
+                self.router_cache.set_cache(
+                    key=cost_key, value=request_count_dict, ttl=self.routing_args.ttl
+                )  # reset map within window
+
+                ### TESTING ###
+                if self.test_flag:
+                    self.logged_success += 1
+        except Exception as e:
+            traceback.print_exc()
+            pass
+
+    def get_available_deployments(
+        self,
+        model_group: str,
+        healthy_deployments: list,
+        messages: Optional[List[Dict[str, str]]] = None,
+        input: Optional[Union[str, List]] = None,
+        request_kwargs: Optional[Dict] = None,
+    ):
+        """
+        Returns a deployment with the lowest cost
+        """
+        cost_key = f"{model_group}_map"
+
+        request_count_dict = self.router_cache.get_cache(key=cost_key) or {}
+
+        # -----------------------
+        # Find lowest used model
+        # ----------------------
+        lowest_cost = float("inf")
+
+        current_date = datetime.now().strftime("%Y-%m-%d")
+        current_hour = datetime.now().strftime("%H")
+        current_minute = datetime.now().strftime("%M")
+        precise_minute = f"{current_date}-{current_hour}-{current_minute}"
+
+        deployment = None
+
+        if request_count_dict is None:  # base case
+            return
+
+        all_deployments = request_count_dict
+        for d in healthy_deployments:
+            ## if healthy deployment not yet used
+            if d["model_info"]["id"] not in all_deployments:
+                all_deployments[d["model_info"]["id"]] = {
+                    precise_minute: {"tpm": 0, "rpm": 0},
+                }
+
+        try:
+            input_tokens = token_counter(messages=messages, text=input)
+        except:
+            input_tokens = 0
+
+        # randomly sample from all_deployments, incase all deployments have latency=0.0
+        _items = all_deployments.items()
+
+        ### GET AVAILABLE DEPLOYMENTS ### filter out any deployments > tpm/rpm limits
+        potential_deployments = []
+        _cost_per_deployment = {}
+        for item, item_map in all_deployments.items():
+            ## get the item from model list
+            _deployment = None
+            for m in healthy_deployments:
+                if item == m["model_info"]["id"]:
+                    _deployment = m
+
+            if _deployment is None:
+                continue  # skip to next one
+
+            _deployment_tpm = (
+                _deployment.get("tpm", None)
+                or _deployment.get("litellm_params", {}).get("tpm", None)
+                or _deployment.get("model_info", {}).get("tpm", None)
+                or float("inf")
+            )
+
+            _deployment_rpm = (
+                _deployment.get("rpm", None)
+                or _deployment.get("litellm_params", {}).get("rpm", None)
+                or _deployment.get("model_info", {}).get("rpm", None)
+                or float("inf")
+            )
+            item_litellm_model_name = _deployment.get("litellm_params", {}).get("model")
+            item_litellm_model_cost_map = litellm.model_cost.get(
+                item_litellm_model_name, {}
+            )
+            item_input_cost = item_litellm_model_cost_map.get(
+                "input_cost_per_token", 0.0
+            )
+            item_output_cost = item_litellm_model_cost_map.get(
+                "output_cost_per_token", 0.0
+            )
+
+            item_cost = item_input_cost + item_output_cost
+
+            item_rpm = item_map.get(precise_minute, {}).get("rpm", 0)
+            item_tpm = item_map.get(precise_minute, {}).get("tpm", 0)
+
+            # -------------- #
+            # Debugging Logic
+            # -------------- #
+            # We use _cost_per_deployment to log to langfuse, slack - this is not used to make a decision on routing
+            # this helps a user to debug why the router picked a specfic deployment      #
+            _deployment_api_base = _deployment.get("litellm_params", {}).get(
+                "api_base", ""
+            )
+            if _deployment_api_base is not None:
+                _cost_per_deployment[_deployment_api_base] = item_cost
+            # -------------- #
+            # End of Debugging Logic
+            # -------------- #
+
+            if (
+                item_tpm + input_tokens > _deployment_tpm
+                or item_rpm + 1 > _deployment_rpm
+            ):  # if user passed in tpm / rpm in the model_list
+                continue
+            else:
+                potential_deployments.append((_deployment, item_cost))
+
+        if len(potential_deployments) == 0:
+            return None
+
+        potential_deployments = sorted(potential_deployments, key=lambda x: x[1])
+
+        selected_deployment = potential_deployments[0][0]
+        return selected_deployment

From 1ba4440096256ed3a1fc7c720243f979abe929b1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 12:12:39 -0700
Subject: [PATCH 222/378] feat add lowest cost router

---
 litellm/router.py | 20 +++++++++++++++++++-
 1 file changed, 19 insertions(+), 1 deletion(-)

diff --git a/litellm/router.py b/litellm/router.py
index 4353da804b4f..25ebf818efb8 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -21,6 +21,7 @@
 from litellm.router_strategy.least_busy import LeastBusyLoggingHandler
 from litellm.router_strategy.lowest_tpm_rpm import LowestTPMLoggingHandler
 from litellm.router_strategy.lowest_latency import LowestLatencyLoggingHandler
+from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
 from litellm.router_strategy.lowest_tpm_rpm_v2 import LowestTPMLoggingHandler_v2
 from litellm.llms.custom_httpx.azure_dall_e_2 import (
     CustomHTTPTransport,
@@ -127,7 +128,7 @@ def __init__(
             retry_after (int): Minimum time to wait before retrying a failed request. Defaults to 0.
             allowed_fails (Optional[int]): Number of allowed fails before adding to cooldown. Defaults to None.
             cooldown_time (float): Time to cooldown a deployment after failure in seconds. Defaults to 1.
-            routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing"]): Routing strategy. Defaults to "simple-shuffle".
+            routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing", "cost-based-routing"]): Routing strategy. Defaults to "simple-shuffle".
             routing_strategy_args (dict): Additional args for latency-based routing. Defaults to {}.
 
         Returns:
@@ -347,6 +348,14 @@ def routing_strategy_init(self, routing_strategy: str, routing_strategy_args: di
             )
             if isinstance(litellm.callbacks, list):
                 litellm.callbacks.append(self.lowestlatency_logger)  # type: ignore
+        elif routing_strategy == "cost-based-routing":
+            self.lowestcost_logger = LowestCostLoggingHandler(
+                router_cache=self.cache,
+                model_list=self.model_list,
+                routing_args={},
+            )
+            if isinstance(litellm.callbacks, list):
+                litellm.callbacks.append(self.lowestcost_logger)  # type: ignore
 
     def print_deployment(self, deployment: dict):
         """
@@ -3174,6 +3183,15 @@ def get_available_deployment(
                 messages=messages,
                 input=input,
             )
+        elif (
+            self.routing_strategy == "cost-based-routing"
+            and self.lowestcost_logger is not None
+        ):
+            deployment = self.lowestcost_logger.get_available_deployments(
+                model_group=model,
+                healthy_deployments=healthy_deployments,
+                request_kwargs=request_kwargs,
+            )
         if deployment is None:
             verbose_router_logger.info(
                 f"get_available_deployment for model: {model}, No deployment available"

From e5e477d7f54cd513d446cb2368588632bc79d2c9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 12:19:44 -0700
Subject: [PATCH 223/378] test - lowest cost routing

---
 litellm/tests/test_lowest_cost_routing.py | 70 +++++++++++++++++++++++
 1 file changed, 70 insertions(+)
 create mode 100644 litellm/tests/test_lowest_cost_routing.py

diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py
new file mode 100644
index 000000000000..1fa6c3e63bb8
--- /dev/null
+++ b/litellm/tests/test_lowest_cost_routing.py
@@ -0,0 +1,70 @@
+#### What this tests ####
+#    This tests the router's ability to pick deployment with lowest latency
+
+import sys, os, asyncio, time, random
+from datetime import datetime
+import traceback
+from dotenv import load_dotenv
+
+load_dotenv()
+import os, copy
+
+sys.path.insert(
+    0, os.path.abspath("../..")
+)  # Adds the parent directory to the system path
+import pytest
+from litellm import Router
+from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
+from litellm.caching import DualCache
+
+### UNIT TESTS FOR LATENCY ROUTING ###
+
+
+def test_get_available_deployments():
+    test_cache = DualCache()
+    model_list = [
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {"model": "gpt-4"},
+            "model_info": {"id": "openai-gpt-4"},
+        },
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {"model": "groq/llama3-8b-8192"},
+            "model_info": {"id": "groq-llama"},
+        },
+    ]
+    lowest_cost_logger = LowestCostLoggingHandler(
+        router_cache=test_cache, model_list=model_list
+    )
+    model_group = "gpt-3.5-turbo"
+
+    ## CHECK WHAT'S SELECTED ##
+    selected_model = lowest_cost_logger.get_available_deployments(
+        model_group=model_group, healthy_deployments=model_list
+    )
+    print("selected model: ", selected_model)
+
+    assert selected_model["model_info"]["id"] == "groq-llama"
+
+
+async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration):
+    kwargs = {
+        "litellm_params": {
+            "metadata": {
+                "model_group": "gpt-3.5-turbo",
+                "deployment": "azure/chatgpt-v-2",
+            },
+            "model_info": {"id": deployment_id},
+        }
+    }
+    start_time = time.time()
+    response_obj = {"usage": {"total_tokens": tokens_used}}
+    time.sleep(duration)
+    end_time = time.time()
+    lowest_latency_logger.log_success_event(
+        response_obj=response_obj,
+        kwargs=kwargs,
+        start_time=start_time,
+        end_time=end_time,
+    )

From 4c909194c72ddcb0aa27a1da6fe53bf353ccfe65 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 12:43:44 -0700
Subject: [PATCH 224/378] docs - lowest - latency routing

---
 docs/my-website/docs/routing.md | 47 ++++++++++++++++++++++++++++++++-
 1 file changed, 46 insertions(+), 1 deletion(-)

diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md
index 4fa166548f66..020a3e185cad 100644
--- a/docs/my-website/docs/routing.md
+++ b/docs/my-website/docs/routing.md
@@ -96,7 +96,7 @@ print(response)
 - `router.aimage_generation()` - async image generation calls
 
 ## Advanced - Routing Strategies
-#### Routing Strategies - Weighted Pick, Rate Limit Aware, Least Busy, Latency Based
+#### Routing Strategies - Weighted Pick, Rate Limit Aware, Least Busy, Latency Based, Cost Based
 
 Router provides 4 strategies for routing your calls across multiple deployments: 
 
@@ -467,6 +467,50 @@ async def router_acompletion():
 asyncio.run(router_acompletion())
 ```
 
+</TabItem>
+<TabItem value="lowest-cost" label="Lowest Cost Routing">
+
+Picks a deployment based on the lowest cost. Cost is looked up in the LiteLLM Model cost map based on the provided `litellm_params["model"]`
+
+How this works:
+- Get all healthy deployments
+- Select all deployments that are under their provided `rpm/tpm` limits
+- For each deployment check if `litellm_param["model"]` exists in [`litellm_model_cost_map`](https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json) 
+	- if deployment does not exist in `litellm_model_cost_map` -> use deployment_cost= `$1`
+- Select deployment with lowest cost
+
+```python
+from litellm import Router 
+import asyncio
+
+model_list =  [
+	{
+		"model_name": "gpt-3.5-turbo",
+		"litellm_params": {"model": "gpt-4"},
+		"model_info": {"id": "openai-gpt-4"},
+	},
+	{
+		"model_name": "gpt-3.5-turbo",
+		"litellm_params": {"model": "groq/llama3-8b-8192"},
+		"model_info": {"id": "groq-llama"},
+	},
+]
+
+# init router
+router = Router(model_list=model_list, routing_strategy="cost-based-routing")
+async def router_acompletion():
+	response = await router.acompletion(
+		model="gpt-3.5-turbo", 
+		messages=[{"role": "user", "content": "Hey, how's it going?"}]
+	)
+	print(response)
+
+	print(response._hidden_params["model_id"]) # expect groq-llama, since groq/llama has lowest cost
+	return response
+
+asyncio.run(router_acompletion())
+
+```
 </TabItem>
 
 </Tabs>
@@ -1159,6 +1203,7 @@ def __init__(
 		"least-busy",
 		"usage-based-routing",
 		"latency-based-routing",
+		"cost-based-routing",
 	] = "simple-shuffle",
 
 	## DEBUGGING ##

From d5767e940302f31defa9f640f59beacf060e666f Mon Sep 17 00:00:00 2001
From: Jean-Luc Duckworth <jl@dapperduckling.com>
Date: Tue, 7 May 2024 15:42:06 -0400
Subject: [PATCH 225/378] Expanding jwt access to other RS and PS algos.
 Updated to resolve merge conflicts.

---
 litellm/proxy/auth/handle_jwt.py | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py
index 606ff6828134..9c846e8f6612 100644
--- a/litellm/proxy/auth/handle_jwt.py
+++ b/litellm/proxy/auth/handle_jwt.py
@@ -156,6 +156,11 @@ async def get_public_key(self, kid: Optional[str]) -> dict:
         return public_key
 
     async def auth_jwt(self, token: str) -> dict:
+        # Supported algos: https://pyjwt.readthedocs.io/en/stable/algorithms.html
+        # "Warning: Make sure not to mix symmetric and asymmetric algorithms that interpret
+        #   the key in different ways (e.g. HS* and RS*)."
+        algorithms = ["RS256", "RS384", "RS512", "PS256", "PS384", "PS512"],
+
         audience = os.getenv("JWT_AUDIENCE")
         decode_options = None
         if audience is None:
@@ -189,7 +194,7 @@ async def auth_jwt(self, token: str) -> dict:
                 payload = jwt.decode(
                     token,
                     public_key_rsa,  # type: ignore
-                    algorithms=["RS256"],
+                    algorithms=algorithms,
                     options=decode_options,
                     audience=audience,
                 )
@@ -214,7 +219,7 @@ async def auth_jwt(self, token: str) -> dict:
                 payload = jwt.decode(
                     token,
                     key,
-                    algorithms=["RS256"],
+                    algorithms=algorithms,
                     audience=audience,
                     options=decode_options
                 )

From 41ffaee821fc3f70a8b14fdc713fe8a9a2604be4 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 12:48:20 -0700
Subject: [PATCH 226/378] test - basic lowest cost routing

---
 litellm/tests/test_lowest_cost_routing.py | 28 +++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py
index 1fa6c3e63bb8..a79f8873f2ca 100644
--- a/litellm/tests/test_lowest_cost_routing.py
+++ b/litellm/tests/test_lowest_cost_routing.py
@@ -68,3 +68,31 @@ async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration):
         start_time=start_time,
         end_time=end_time,
     )
+
+
+@pytest.mark.asyncio
+async def test_lowest_cost_routing():
+    model_list = [
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {"model": "gpt-4"},
+            "model_info": {"id": "openai-gpt-4"},
+        },
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {"model": "groq/llama3-8b-8192"},
+            "model_info": {"id": "groq-llama"},
+        },
+    ]
+
+    # init router
+    router = Router(model_list=model_list, routing_strategy="cost-based-routing")
+    response = await router.acompletion(
+        model="gpt-3.5-turbo",
+        messages=[{"role": "user", "content": "Hey, how's it going?"}],
+    )
+    print(response)
+    print(
+        response._hidden_params["model_id"]
+    )  # expect groq-llama, since groq/llama has lowest cost
+    assert "groq-llama" == response._hidden_params["model_id"]

From 6cb059cce8d9a3f09150cbb592ea604abedd5015 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 12:48:53 -0700
Subject: [PATCH 227/378] fix - use cost-based-routing

---
 litellm/router.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/router.py b/litellm/router.py
index 25ebf818efb8..99e2435ac975 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -99,6 +99,7 @@ def __init__(
             "least-busy",
             "usage-based-routing",
             "latency-based-routing",
+            "cost-based-routing",
         ] = "simple-shuffle",
         routing_strategy_args: dict = {},  # just for latency-based routing
         semaphore: Optional[asyncio.Semaphore] = None,

From 245960708dc3ad6daefd2a99ab98fa97d6bef23a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 12:49:20 -0700
Subject: [PATCH 228/378] fix - lowest cost routing

---
 litellm/router_strategy/lowest_cost.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
index 25783fad71e8..bdf4643a9de8 100644
--- a/litellm/router_strategy/lowest_cost.py
+++ b/litellm/router_strategy/lowest_cost.py
@@ -189,7 +189,7 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
                 )
 
                 self.router_cache.set_cache(
-                    key=cost_key, value=request_count_dict, ttl=self.routing_args.ttl
+                    key=cost_key, value=request_count_dict
                 )  # reset map within window
 
                 ### TESTING ###

From 690d7b10a63ce42f932d137b355b4e85a04513b4 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 12:51:52 -0700
Subject: [PATCH 229/378] fix - default value for cost

---
 litellm/router_strategy/lowest_cost.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
index bdf4643a9de8..0a9c06a176a7 100644
--- a/litellm/router_strategy/lowest_cost.py
+++ b/litellm/router_strategy/lowest_cost.py
@@ -276,12 +276,14 @@ def get_available_deployments(
                 item_litellm_model_name, {}
             )
             item_input_cost = item_litellm_model_cost_map.get(
-                "input_cost_per_token", 0.0
+                "input_cost_per_token", 5.0
             )
             item_output_cost = item_litellm_model_cost_map.get(
-                "output_cost_per_token", 0.0
+                "output_cost_per_token", 5.0
             )
 
+            # if litellm["model"] is not in model_cost map -> use item_cost = $10
+
             item_cost = item_input_cost + item_output_cost
 
             item_rpm = item_map.get(precise_minute, {}).get("rpm", 0)

From 872470ff1f301cc0cc0b1c70785c806ba6af5388 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 12:58:49 -0700
Subject: [PATCH 230/378] feat(slack_alerting.py): reintegrate langfuse trace
 url for slack alerts

this ensures langfuse trace url returned in llm api exception err
---
 litellm/integrations/langfuse.py        | 37 ++++++++++-------
 litellm/integrations/slack_alerting.py  | 35 ++++++++++------
 litellm/proxy/_super_secret_config.yaml |  5 ++-
 litellm/proxy/proxy_server.py           | 53 +++++++++++++++++--------
 litellm/proxy/utils.py                  | 19 ++++++++-
 5 files changed, 101 insertions(+), 48 deletions(-)

diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py
index fa8b0c61d727..caf5437b2426 100644
--- a/litellm/integrations/langfuse.py
+++ b/litellm/integrations/langfuse.py
@@ -262,7 +262,7 @@ def _log_langfuse_v2(
 
         try:
             tags = []
-            metadata = copy.deepcopy(metadata) # Avoid modifying the original metadata
+            metadata = copy.deepcopy(metadata)  # Avoid modifying the original metadata
             supports_tags = Version(langfuse.version.__version__) >= Version("2.6.3")
             supports_prompt = Version(langfuse.version.__version__) >= Version("2.7.3")
             supports_costs = Version(langfuse.version.__version__) >= Version("2.7.3")
@@ -276,7 +276,6 @@ def _log_langfuse_v2(
                 metadata_tags = metadata.pop("tags", [])
                 tags = metadata_tags
 
-
             # Clean Metadata before logging - never log raw metadata
             # the raw metadata can contain circular references which leads to infinite recursion
             # we clean out all extra litellm metadata params before logging
@@ -303,18 +302,17 @@ def _log_langfuse_v2(
                     else:
                         clean_metadata[key] = value
 
-
             session_id = clean_metadata.pop("session_id", None)
             trace_name = clean_metadata.pop("trace_name", None)
             trace_id = clean_metadata.pop("trace_id", None)
             existing_trace_id = clean_metadata.pop("existing_trace_id", None)
             update_trace_keys = clean_metadata.pop("update_trace_keys", [])
-            
+
             if trace_name is None and existing_trace_id is None:
                 # just log `litellm-{call_type}` as the trace name
                 ## DO NOT SET TRACE_NAME if trace-id set. this can lead to overwriting of past traces.
                 trace_name = f"litellm-{kwargs.get('call_type', 'completion')}"
-            
+
             if existing_trace_id is not None:
                 trace_params = {"id": existing_trace_id}
 
@@ -322,15 +320,18 @@ def _log_langfuse_v2(
                 for metadata_param_key in update_trace_keys:
                     trace_param_key = metadata_param_key.replace("trace_", "")
                     if trace_param_key not in trace_params:
-                        updated_trace_value = clean_metadata.pop(metadata_param_key, None)
+                        updated_trace_value = clean_metadata.pop(
+                            metadata_param_key, None
+                        )
                         if updated_trace_value is not None:
                             trace_params[trace_param_key] = updated_trace_value
-            
 
                 # Pop the trace specific keys that would have been popped if there were a new trace
-                for key in list(filter(lambda key: key.startswith("trace_"), clean_metadata.keys())):
+                for key in list(
+                    filter(lambda key: key.startswith("trace_"), clean_metadata.keys())
+                ):
                     clean_metadata.pop(key, None)
-                
+
                 # Special keys that are found in the function arguments and not the metadata
                 if "input" in update_trace_keys:
                     trace_params["input"] = input
@@ -342,16 +343,22 @@ def _log_langfuse_v2(
                     "name": trace_name,
                     "session_id": session_id,
                     "input": input,
-                    "version": clean_metadata.pop("trace_version", clean_metadata.get("version", None)), # If provided just version, it will applied to the trace as well, if applied a trace version it will take precedence
+                    "version": clean_metadata.pop(
+                        "trace_version", clean_metadata.get("version", None)
+                    ),  # If provided just version, it will applied to the trace as well, if applied a trace version it will take precedence
                 }
-                for key in list(filter(lambda key: key.startswith("trace_"), clean_metadata.keys())):
-                    trace_params[key.replace("trace_", "")] = clean_metadata.pop(key, None)
-                
+                for key in list(
+                    filter(lambda key: key.startswith("trace_"), clean_metadata.keys())
+                ):
+                    trace_params[key.replace("trace_", "")] = clean_metadata.pop(
+                        key, None
+                    )
+
                 if level == "ERROR":
                     trace_params["status_message"] = output
                 else:
                     trace_params["output"] = output
-            
+
             cost = kwargs.get("response_cost", None)
             print_verbose(f"trace: {cost}")
 
@@ -454,7 +461,7 @@ def _log_langfuse_v2(
                 )
 
             generation_client = trace.generation(**generation_params)
-            
+
             return generation_client.trace_id, generation_id
         except Exception as e:
             verbose_logger.debug(f"Langfuse Layer Error - {traceback.format_exc()}")
diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index 5546f7c33789..f033d99cdc72 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -149,16 +149,21 @@ def _all_possible_alert_types(self):
 
     def _add_langfuse_trace_id_to_alert(
         self,
-        request_info: str,
         request_data: Optional[dict] = None,
-        kwargs: Optional[dict] = None,
-        type: Literal["hanging_request", "slow_response"] = "hanging_request",
-        start_time: Optional[datetime.datetime] = None,
-        end_time: Optional[datetime.datetime] = None,
-    ):
+    ) -> Optional[str]:
+        """
+        Returns langfuse trace url
+        """
         # do nothing for now
-        pass
-        return request_info
+        if (
+            request_data is not None
+            and request_data.get("metadata", {}).get("trace_id", None) is not None
+        ):
+            trace_id = request_data["metadata"]["trace_id"]
+            if litellm.utils.langFuseLogger is not None:
+                base_url = litellm.utils.langFuseLogger.Langfuse.base_url
+                return f"{base_url}/trace/{trace_id}"
+        return None
 
     def _response_taking_too_long_callback_helper(
         self,
@@ -501,14 +506,13 @@ async def response_taking_too_long(
                 )
 
                 if "langfuse" in litellm.success_callback:
-                    request_info = self._add_langfuse_trace_id_to_alert(
-                        request_info=request_info,
+                    langfuse_url = self._add_langfuse_trace_id_to_alert(
                         request_data=request_data,
-                        type="hanging_request",
-                        start_time=start_time,
-                        end_time=end_time,
                     )
 
+                    if langfuse_url is not None:
+                        request_info += "\n🪢 Langfuse Trace: {}".format(langfuse_url)
+
                 # add deployment latencies to alert
                 _deployment_latency_map = self._get_deployment_latencies_to_alert(
                     metadata=request_data.get("metadata", {})
@@ -701,6 +705,7 @@ async def send_alert(
             "daily_reports",
             "new_model_added",
         ],
+        **kwargs,
     ):
         """
         Alerting based on thresholds: - https://github.com/BerriAI/litellm/issues/1298
@@ -731,6 +736,10 @@ async def send_alert(
             formatted_message = (
                 f"Level: `{level}`\nTimestamp: `{current_time}`\n\nMessage: {message}"
             )
+
+        if kwargs:
+            for key, value in kwargs.items():
+                formatted_message += f"\n\n{key}: `{value}`\n\n"
         if _proxy_base_url is not None:
             formatted_message += f"\n\nProxy URL: `{_proxy_base_url}`"
 
diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml
index 0475508e3182..b7293a17f416 100644
--- a/litellm/proxy/_super_secret_config.yaml
+++ b/litellm/proxy/_super_secret_config.yaml
@@ -14,6 +14,9 @@ model_list:
     api_key: my-fake-key-3
     model: openai/my-fake-model-3
   model_name: fake-openai-endpoint
+- model_name: gpt-4
+  litellm_params:
+    model: gpt-3.5-turbo
 router_settings:
   num_retries: 0
   enable_pre_call_checks: true
@@ -25,7 +28,7 @@ router_settings:
   routing_strategy: "latency-based-routing"
 
 litellm_settings:
-  success_callback: ["openmeter"]
+  success_callback: ["langfuse"]
 
 general_settings:
   alerting: ["slack"]
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index c22b381e2c84..d6d27fc4c70b 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3160,7 +3160,9 @@ def data_generator(response):
             yield f"data: {json.dumps(chunk)}\n\n"
 
 
-async def async_data_generator(response, user_api_key_dict):
+async def async_data_generator(
+    response, user_api_key_dict: UserAPIKeyAuth, request_data: dict
+):
     verbose_proxy_logger.debug("inside generator")
     try:
         start_time = time.time()
@@ -3177,7 +3179,9 @@ async def async_data_generator(response, user_api_key_dict):
     except Exception as e:
         traceback.print_exc()
         await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict, original_exception=e
+            user_api_key_dict=user_api_key_dict,
+            original_exception=e,
+            request_data=request_data,
         )
         verbose_proxy_logger.debug(
             f"\033[1;31mAn error occurred: {e}\n\n Debug this by setting `--debug`, e.g. `litellm --model gpt-3.5-turbo --debug`"
@@ -3202,8 +3206,14 @@ async def async_data_generator(response, user_api_key_dict):
         yield f"data: {error_returned}\n\n"
 
 
-def select_data_generator(response, user_api_key_dict):
-    return async_data_generator(response=response, user_api_key_dict=user_api_key_dict)
+def select_data_generator(
+    response, user_api_key_dict: UserAPIKeyAuth, request_data: dict
+):
+    return async_data_generator(
+        response=response,
+        user_api_key_dict=user_api_key_dict,
+        request_data=request_data,
+    )
 
 
 def get_litellm_model_info(model: dict = {}):
@@ -3496,9 +3506,8 @@ async def chat_completion(
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     global general_settings, user_debug, proxy_logging_obj, llm_model_list
+    data = {}
     try:
-        # async with llm_router.sem
-        data = {}
         body = await request.body()
         body_str = body.decode()
         try:
@@ -3689,7 +3698,9 @@ async def chat_completion(
                 "x-litellm-model-api-base": api_base,
             }
             selected_data_generator = select_data_generator(
-                response=response, user_api_key_dict=user_api_key_dict
+                response=response,
+                user_api_key_dict=user_api_key_dict,
+                request_data=data,
             )
             return StreamingResponse(
                 selected_data_generator,
@@ -3711,7 +3722,7 @@ async def chat_completion(
         data["litellm_status"] = "fail"  # used for alerting
         traceback.print_exc()
         await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict, original_exception=e
+            user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data
         )
         verbose_proxy_logger.debug(
             f"\033[1;31mAn error occurred: {e}\n\n Debug this by setting `--debug`, e.g. `litellm --model gpt-3.5-turbo --debug`"
@@ -3873,7 +3884,9 @@ async def completion(
                 "x-litellm-model-id": model_id,
             }
             selected_data_generator = select_data_generator(
-                response=response, user_api_key_dict=user_api_key_dict
+                response=response,
+                user_api_key_dict=user_api_key_dict,
+                request_data=data,
             )
 
             return StreamingResponse(
@@ -3926,6 +3939,7 @@ async def embeddings(
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     global proxy_logging_obj
+    data: Any = {}
     try:
         # Use orjson to parse JSON data, orjson speeds up requests significantly
         body = await request.body()
@@ -4071,7 +4085,7 @@ async def embeddings(
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
         await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict, original_exception=e
+            user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data
         )
         traceback.print_exc()
         if isinstance(e, HTTPException):
@@ -4108,6 +4122,7 @@ async def image_generation(
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     global proxy_logging_obj
+    data = {}
     try:
         # Use orjson to parse JSON data, orjson speeds up requests significantly
         body = await request.body()
@@ -4227,7 +4242,7 @@ async def image_generation(
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
         await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict, original_exception=e
+            user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data
         )
         traceback.print_exc()
         if isinstance(e, HTTPException):
@@ -4268,10 +4283,11 @@ async def audio_transcriptions(
     https://platform.openai.com/docs/api-reference/audio/createTranscription?lang=curl
     """
     global proxy_logging_obj
+    data: Dict = {}
     try:
         # Use orjson to parse JSON data, orjson speeds up requests significantly
         form_data = await request.form()
-        data: Dict = {key: value for key, value in form_data.items() if key != "file"}
+        data = {key: value for key, value in form_data.items() if key != "file"}
 
         # Include original request and headers in the data
         data["proxy_server_request"] = {  # type: ignore
@@ -4406,7 +4422,7 @@ async def audio_transcriptions(
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
         await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict, original_exception=e
+            user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data
         )
         traceback.print_exc()
         if isinstance(e, HTTPException):
@@ -4455,6 +4471,7 @@ async def moderations(
     ```
     """
     global proxy_logging_obj
+    data: Dict = {}
     try:
         # Use orjson to parse JSON data, orjson speeds up requests significantly
         body = await request.body()
@@ -4568,7 +4585,7 @@ async def moderations(
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
         await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict, original_exception=e
+            user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data
         )
         traceback.print_exc()
         if isinstance(e, HTTPException):
@@ -7999,8 +8016,8 @@ async def async_queue_request(
 
     Now using a FastAPI background task + /chat/completions compatible endpoint
     """
+    data = {}
     try:
-        data = {}
         data = await request.json()  # type: ignore
 
         # Include original request and headers in the data
@@ -8065,7 +8082,9 @@ async def async_queue_request(
         ):  # use generate_responses to stream responses
             return StreamingResponse(
                 async_data_generator(
-                    user_api_key_dict=user_api_key_dict, response=response
+                    user_api_key_dict=user_api_key_dict,
+                    response=response,
+                    request_data=data,
                 ),
                 media_type="text/event-stream",
             )
@@ -8073,7 +8092,7 @@ async def async_queue_request(
         return response
     except Exception as e:
         await proxy_logging_obj.post_call_failure_hook(
-            user_api_key_dict=user_api_key_dict, original_exception=e
+            user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data
         )
         if isinstance(e, HTTPException):
             raise ProxyException(
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 9734806dfb3b..0379d51528b4 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -302,6 +302,7 @@ async def alerting_handler(
             "budget_alerts",
             "db_exceptions",
         ],
+        request_data: Optional[dict] = None,
     ):
         """
         Alerting based on thresholds: - https://github.com/BerriAI/litellm/issues/1298
@@ -331,10 +332,19 @@ async def alerting_handler(
         if _proxy_base_url is not None:
             formatted_message += f"\n\nProxy URL: `{_proxy_base_url}`"
 
+        extra_kwargs = {}
+        if request_data is not None:
+            _url = self.slack_alerting_instance._add_langfuse_trace_id_to_alert(
+                request_data=request_data
+            )
+            if _url is not None:
+                extra_kwargs["🪢 Langfuse Trace"] = _url
+                formatted_message += "\n\n🪢 Langfuse Trace: {}".format(_url)
+
         for client in self.alerting:
             if client == "slack":
                 await self.slack_alerting_instance.send_alert(
-                    message=message, level=level, alert_type=alert_type
+                    message=message, level=level, alert_type=alert_type, **extra_kwargs
                 )
             elif client == "sentry":
                 if litellm.utils.sentry_sdk_instance is not None:
@@ -369,6 +379,7 @@ async def failure_handler(
                 message=f"DB read/write call failed: {error_message}",
                 level="High",
                 alert_type="db_exceptions",
+                request_data={},
             )
         )
 
@@ -384,7 +395,10 @@ async def failure_handler(
             litellm.utils.capture_exception(error=original_exception)
 
     async def post_call_failure_hook(
-        self, original_exception: Exception, user_api_key_dict: UserAPIKeyAuth
+        self,
+        original_exception: Exception,
+        user_api_key_dict: UserAPIKeyAuth,
+        request_data: dict,
     ):
         """
         Allows users to raise custom exceptions/log when a call fails, without having to deal with parsing Request body.
@@ -409,6 +423,7 @@ async def post_call_failure_hook(
                     message=f"LLM API call failed: {str(original_exception)}",
                     level="High",
                     alert_type="llm_exceptions",
+                    request_data=request_data,
                 )
             )
 

From e268354acc3dbdbf0a2313aa7fd87fd485774b34 Mon Sep 17 00:00:00 2001
From: David Manouchehri <david.manouchehri@ai.moda>
Date: Tue, 7 May 2024 19:18:28 +0000
Subject: [PATCH 231/378] feat(azure.py): Support OIDC auth

---
 litellm/llms/azure.py | 66 +++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 66 insertions(+)

diff --git a/litellm/llms/azure.py b/litellm/llms/azure.py
index e7af9d43b644..c2bbe54c152c 100644
--- a/litellm/llms/azure.py
+++ b/litellm/llms/azure.py
@@ -8,6 +8,7 @@
     CustomStreamWrapper,
     convert_to_model_response_object,
     TranscriptionResponse,
+    get_secret,
 )
 from typing import Callable, Optional, BinaryIO
 from litellm import OpenAIConfig
@@ -16,6 +17,7 @@
 from .custom_httpx.azure_dall_e_2 import CustomHTTPTransport, AsyncCustomHTTPTransport
 from openai import AzureOpenAI, AsyncAzureOpenAI
 import uuid
+import os
 
 
 class AzureOpenAIError(Exception):
@@ -126,6 +128,51 @@ def select_azure_base_url_or_endpoint(azure_client_params: dict):
     return azure_client_params
 
 
+def get_azure_ad_token_from_oidc(azure_ad_token: str):
+    azure_client_id = os.getenv("AZURE_CLIENT_ID", None)
+    azure_tenant = os.getenv("AZURE_TENANT_ID", None)
+
+    if azure_client_id is None or azure_tenant is None:
+        raise AzureOpenAIError(
+            status_code=422,
+            message="AZURE_CLIENT_ID and AZURE_TENANT_ID must be set",
+        )
+
+    oidc_token = get_secret(azure_ad_token)
+
+    if oidc_token is None:
+        raise AzureOpenAIError(
+            status_code=401,
+            message="OIDC token could not be retrieved from secret manager.",
+        )
+
+    req_token = httpx.get(
+        f"https://login.microsoftonline.com/{azure_tenant}/oauth2/v2.0/token",
+        data={
+            "client_id": azure_client_id,
+            "grant_type": "client_credentials",
+            "scope": "https://cognitiveservices.azure.com/.default",
+            "client_assertion_type": "urn:ietf:params:oauth:client-assertion-type:jwt-bearer",
+            "client_assertion": oidc_token,
+        },
+    )
+
+    if req_token.status_code != 200:
+        raise AzureOpenAIError(
+            status_code=req_token.status_code,
+            message=req_token.text,
+        )
+
+    possible_azure_ad_token = req_token.json().get("access_token", None)
+
+    if possible_azure_ad_token is None:
+        raise AzureOpenAIError(
+            status_code=422, message="Azure AD Token not returned"
+        )
+
+    return possible_azure_ad_token
+
+
 class AzureChatCompletion(BaseLLM):
     def __init__(self) -> None:
         super().__init__()
@@ -137,6 +184,8 @@ def validate_environment(self, api_key, azure_ad_token):
         if api_key is not None:
             headers["api-key"] = api_key
         elif azure_ad_token is not None:
+            if azure_ad_token.startswith("oidc/"):
+                azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
             headers["Authorization"] = f"Bearer {azure_ad_token}"
         return headers
 
@@ -189,6 +238,9 @@ def completion(
                     if api_key is not None:
                         azure_client_params["api_key"] = api_key
                     elif azure_ad_token is not None:
+                        if azure_ad_token.startswith("oidc/"):
+                            azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
+
                         azure_client_params["azure_ad_token"] = azure_ad_token
 
                     if acompletion is True:
@@ -276,6 +328,8 @@ def completion(
                 if api_key is not None:
                     azure_client_params["api_key"] = api_key
                 elif azure_ad_token is not None:
+                    if azure_ad_token.startswith("oidc/"):
+                        azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
                     azure_client_params["azure_ad_token"] = azure_ad_token
                 if client is None:
                     azure_client = AzureOpenAI(**azure_client_params)
@@ -351,6 +405,8 @@ async def acompletion(
             if api_key is not None:
                 azure_client_params["api_key"] = api_key
             elif azure_ad_token is not None:
+                if azure_ad_token.startswith("oidc/"):
+                    azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
                 azure_client_params["azure_ad_token"] = azure_ad_token
 
             # setting Azure client
@@ -422,6 +478,8 @@ def streaming(
         if api_key is not None:
             azure_client_params["api_key"] = api_key
         elif azure_ad_token is not None:
+            if azure_ad_token.startswith("oidc/"):
+                azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
             azure_client_params["azure_ad_token"] = azure_ad_token
         if client is None:
             azure_client = AzureOpenAI(**azure_client_params)
@@ -478,6 +536,8 @@ async def async_streaming(
             if api_key is not None:
                 azure_client_params["api_key"] = api_key
             elif azure_ad_token is not None:
+                if azure_ad_token.startswith("oidc/"):
+                    azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
                 azure_client_params["azure_ad_token"] = azure_ad_token
             if client is None:
                 azure_client = AsyncAzureOpenAI(**azure_client_params)
@@ -599,6 +659,8 @@ def embedding(
             if api_key is not None:
                 azure_client_params["api_key"] = api_key
             elif azure_ad_token is not None:
+                if azure_ad_token.startswith("oidc/"):
+                    azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
                 azure_client_params["azure_ad_token"] = azure_ad_token
 
             ## LOGGING
@@ -755,6 +817,8 @@ def image_generation(
             if api_key is not None:
                 azure_client_params["api_key"] = api_key
             elif azure_ad_token is not None:
+                if azure_ad_token.startswith("oidc/"):
+                    azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
                 azure_client_params["azure_ad_token"] = azure_ad_token
 
             if aimg_generation == True:
@@ -833,6 +897,8 @@ def audio_transcriptions(
         if api_key is not None:
             azure_client_params["api_key"] = api_key
         elif azure_ad_token is not None:
+            if azure_ad_token.startswith("oidc/"):
+                azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
             azure_client_params["azure_ad_token"] = azure_ad_token
 
         if max_retries is not None:

From 9a0bb36865a3ed10325eab67f5d74169fd152891 Mon Sep 17 00:00:00 2001
From: David Manouchehri <david.manouchehri@ai.moda>
Date: Tue, 7 May 2024 19:43:18 +0000
Subject: [PATCH 232/378] fix+feat(router.py): Fix missing azure_ad_token, and
 allow use OIDC auth

---
 litellm/router.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/litellm/router.py b/litellm/router.py
index 4353da804b4f..24a926e5d9c6 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -45,6 +45,7 @@
     RetryPolicy,
 )
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.llms.azure import get_azure_ad_token_from_oidc
 
 
 class Router:
@@ -2089,6 +2090,10 @@ def set_client(self, model: dict):
                     raise ValueError(
                         f"api_base is required for Azure OpenAI. Set it on your config. Model - {model}"
                     )
+                azure_ad_token = litellm_params.get("azure_ad_token")
+                if azure_ad_token is not None:
+                    if azure_ad_token.startswith("oidc/"):
+                        azure_ad_token = get_azure_ad_token_from_oidc(azure_ad_token)
                 if api_version is None:
                     api_version = "2023-07-01-preview"
                 if "gateway.ai.cloudflare.com" in api_base:
@@ -2099,6 +2104,7 @@ def set_client(self, model: dict):
                     cache_key = f"{model_id}_async_client"
                     _client = openai.AsyncAzureOpenAI(
                         api_key=api_key,
+                        azure_ad_token=azure_ad_token,
                         base_url=api_base,
                         api_version=api_version,
                         timeout=timeout,
@@ -2123,6 +2129,7 @@ def set_client(self, model: dict):
                     cache_key = f"{model_id}_client"
                     _client = openai.AzureOpenAI(  # type: ignore
                         api_key=api_key,
+                        azure_ad_token=azure_ad_token,
                         base_url=api_base,
                         api_version=api_version,
                         timeout=timeout,
@@ -2147,6 +2154,7 @@ def set_client(self, model: dict):
                     cache_key = f"{model_id}_stream_async_client"
                     _client = openai.AsyncAzureOpenAI(  # type: ignore
                         api_key=api_key,
+                        azure_ad_token=azure_ad_token,
                         base_url=api_base,
                         api_version=api_version,
                         timeout=stream_timeout,
@@ -2171,6 +2179,7 @@ def set_client(self, model: dict):
                     cache_key = f"{model_id}_stream_client"
                     _client = openai.AzureOpenAI(  # type: ignore
                         api_key=api_key,
+                        azure_ad_token=azure_ad_token,
                         base_url=api_base,
                         api_version=api_version,
                         timeout=stream_timeout,

From cb49fb004d7bba866d229760931256bf96971f8e Mon Sep 17 00:00:00 2001
From: David Manouchehri <david.manouchehri@ai.moda>
Date: Tue, 7 May 2024 19:51:57 +0000
Subject: [PATCH 233/378] fix(azure.py): Correct invalid .get to a .post for
 OIDC

---
 litellm/llms/azure.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/llms/azure.py b/litellm/llms/azure.py
index c2bbe54c152c..1e807b5e7dcf 100644
--- a/litellm/llms/azure.py
+++ b/litellm/llms/azure.py
@@ -146,7 +146,7 @@ def get_azure_ad_token_from_oidc(azure_ad_token: str):
             message="OIDC token could not be retrieved from secret manager.",
         )
 
-    req_token = httpx.get(
+    req_token = httpx.post(
         f"https://login.microsoftonline.com/{azure_tenant}/oauth2/v2.0/token",
         data={
             "client_id": azure_client_id,

From 71a92b4fef4e0e28238f81031b5420d907db6da5 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 13:04:12 -0700
Subject: [PATCH 234/378] test - lowest cost router

---
 litellm/router_strategy/lowest_cost.py    |  5 ++
 litellm/tests/test_lowest_cost_routing.py | 96 ++++++++++++++++++-----
 2 files changed, 81 insertions(+), 20 deletions(-)

diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
index 0a9c06a176a7..9e42613560f9 100644
--- a/litellm/router_strategy/lowest_cost.py
+++ b/litellm/router_strategy/lowest_cost.py
@@ -10,6 +10,7 @@
 import traceback
 from litellm.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
+from litellm._logging import verbose_router_logger
 from litellm import ModelResponse
 from litellm import token_counter
 import litellm
@@ -289,6 +290,10 @@ def get_available_deployments(
             item_rpm = item_map.get(precise_minute, {}).get("rpm", 0)
             item_tpm = item_map.get(precise_minute, {}).get("tpm", 0)
 
+            verbose_router_logger.debug(
+                f"item_cost: {item_cost}, item_tpm: {item_tpm}, item_rpm: {item_rpm}, model_id: {_deployment.get('model_info', {}).get('id')}"
+            )
+
             # -------------- #
             # Debugging Logic
             # -------------- #
diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py
index a79f8873f2ca..844ef5fd0321 100644
--- a/litellm/tests/test_lowest_cost_routing.py
+++ b/litellm/tests/test_lowest_cost_routing.py
@@ -1,5 +1,5 @@
 #### What this tests ####
-#    This tests the router's ability to pick deployment with lowest latency
+#    This tests the router's ability to pick deployment with lowest cost
 
 import sys, os, asyncio, time, random
 from datetime import datetime
@@ -17,7 +17,7 @@
 from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
 from litellm.caching import DualCache
 
-### UNIT TESTS FOR LATENCY ROUTING ###
+### UNIT TESTS FOR cost ROUTING ###
 
 
 def test_get_available_deployments():
@@ -48,12 +48,43 @@ def test_get_available_deployments():
     assert selected_model["model_info"]["id"] == "groq-llama"
 
 
-async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration):
+@pytest.mark.asyncio
+async def test_lowest_cost_routing():
+    """
+    Test if router returns model with the lowest cost
+    """
+    model_list = [
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {"model": "gpt-4"},
+            "model_info": {"id": "openai-gpt-4"},
+        },
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {"model": "groq/llama3-8b-8192"},
+            "model_info": {"id": "groq-llama"},
+        },
+    ]
+
+    # init router
+    router = Router(model_list=model_list, routing_strategy="cost-based-routing")
+    response = await router.acompletion(
+        model="gpt-3.5-turbo",
+        messages=[{"role": "user", "content": "Hey, how's it going?"}],
+    )
+    print(response)
+    print(
+        response._hidden_params["model_id"]
+    )  # expect groq-llama, since groq/llama has lowest cost
+    assert "groq-llama" == response._hidden_params["model_id"]
+
+
+async def _deploy(lowest_cost_logger, deployment_id, tokens_used, duration):
     kwargs = {
         "litellm_params": {
             "metadata": {
                 "model_group": "gpt-3.5-turbo",
-                "deployment": "azure/chatgpt-v-2",
+                "deployment": "gpt-4",
             },
             "model_info": {"id": deployment_id},
         }
@@ -62,7 +93,7 @@ async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration):
     response_obj = {"usage": {"total_tokens": tokens_used}}
     time.sleep(duration)
     end_time = time.time()
-    lowest_latency_logger.log_success_event(
+    lowest_cost_logger.log_success_event(
         response_obj=response_obj,
         kwargs=kwargs,
         start_time=start_time,
@@ -70,29 +101,54 @@ async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration):
     )
 
 
-@pytest.mark.asyncio
-async def test_lowest_cost_routing():
+async def _gather_deploy(all_deploys):
+    return await asyncio.gather(*[_deploy(*t) for t in all_deploys])
+
+
+@pytest.mark.parametrize(
+    "ans_rpm", [1, 5]
+)  # 1 should produce nothing, 10 should select first
+def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm):
+    """
+    Pass in list of 2 valid models
+
+    Update cache with 1 model clearly being at tpm/rpm limit
+
+    assert that only the valid model is returned
+    """
+    from litellm._logging import verbose_router_logger
+    import logging
+
+    verbose_router_logger.setLevel(logging.DEBUG)
+    test_cache = DualCache()
+    ans = "1234"
+    non_ans_rpm = 3
+    assert ans_rpm != non_ans_rpm, "invalid test"
+    if ans_rpm < non_ans_rpm:
+        ans = None
     model_list = [
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {"model": "gpt-4"},
-            "model_info": {"id": "openai-gpt-4"},
+            "model_info": {"id": "1234", "rpm": ans_rpm},
         },
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {"model": "groq/llama3-8b-8192"},
-            "model_info": {"id": "groq-llama"},
+            "model_info": {"id": "5678", "rpm": non_ans_rpm},
         },
     ]
-
-    # init router
-    router = Router(model_list=model_list, routing_strategy="cost-based-routing")
-    response = await router.acompletion(
-        model="gpt-3.5-turbo",
-        messages=[{"role": "user", "content": "Hey, how's it going?"}],
+    lowest_cost_logger = LowestCostLoggingHandler(
+        router_cache=test_cache, model_list=model_list
     )
-    print(response)
-    print(
-        response._hidden_params["model_id"]
-    )  # expect groq-llama, since groq/llama has lowest cost
-    assert "groq-llama" == response._hidden_params["model_id"]
+    model_group = "gpt-3.5-turbo"
+    d1 = [(lowest_cost_logger, "1234", 50, 0.01)] * non_ans_rpm
+    d2 = [(lowest_cost_logger, "5678", 50, 0.01)] * non_ans_rpm
+    asyncio.run(_gather_deploy([*d1, *d2]))
+    ## CHECK WHAT'S SELECTED ##
+    d_ans = lowest_cost_logger.get_available_deployments(
+        model_group=model_group, healthy_deployments=model_list
+    )
+    assert (d_ans and d_ans["model_info"]["id"]) == ans
+
+    print("selected deployment:", d_ans)

From 486cbb990c5136f90185bcc8f0abcdab838a4e3f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 13:08:16 -0700
Subject: [PATCH 235/378] fix allow user to pass input_cost and output_cost

---
 litellm/router_strategy/lowest_cost.py | 29 ++++++++++++++++++++------
 1 file changed, 23 insertions(+), 6 deletions(-)

diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
index 9e42613560f9..44b49378d68c 100644
--- a/litellm/router_strategy/lowest_cost.py
+++ b/litellm/router_strategy/lowest_cost.py
@@ -276,12 +276,29 @@ def get_available_deployments(
             item_litellm_model_cost_map = litellm.model_cost.get(
                 item_litellm_model_name, {}
             )
-            item_input_cost = item_litellm_model_cost_map.get(
-                "input_cost_per_token", 5.0
-            )
-            item_output_cost = item_litellm_model_cost_map.get(
-                "output_cost_per_token", 5.0
-            )
+
+            # check if user provided input_cost_per_token and output_cost_per_token in litellm_params
+            item_input_cost = None
+            item_output_cost = None
+            if _deployment.get("litellm_params", {}).get("input_cost_per_token", None):
+                item_input_cost = _deployment.get("litellm_params", {}).get(
+                    "input_cost_per_token"
+                )
+
+            if _deployment.get("litellm_params", {}).get("output_cost_per_token", None):
+                item_output_cost = _deployment.get("litellm_params", {}).get(
+                    "output_cost_per_token"
+                )
+
+            if item_input_cost is None:
+                item_input_cost = item_litellm_model_cost_map.get(
+                    "input_cost_per_token", 5.0
+                )
+
+            if item_output_cost is None:
+                item_output_cost = item_litellm_model_cost_map.get(
+                    "output_cost_per_token", 5.0
+                )
 
             # if litellm["model"] is not in model_cost map -> use item_cost = $10
 

From d60aa8282eab4f1a80e900aafe21e13cc0ab17d7 Mon Sep 17 00:00:00 2001
From: Jean-Luc Duckworth <jl@dapperduckling.com>
Date: Tue, 7 May 2024 16:08:36 -0400
Subject: [PATCH 236/378] Fixed typo. test_jwt.py tests pass

---
 litellm/proxy/auth/handle_jwt.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py
index 9c846e8f6612..18c0d7b2cec0 100644
--- a/litellm/proxy/auth/handle_jwt.py
+++ b/litellm/proxy/auth/handle_jwt.py
@@ -159,7 +159,7 @@ async def auth_jwt(self, token: str) -> dict:
         # Supported algos: https://pyjwt.readthedocs.io/en/stable/algorithms.html
         # "Warning: Make sure not to mix symmetric and asymmetric algorithms that interpret
         #   the key in different ways (e.g. HS* and RS*)."
-        algorithms = ["RS256", "RS384", "RS512", "PS256", "PS384", "PS512"],
+        algorithms = ["RS256", "RS384", "RS512", "PS256", "PS384", "PS512"]
 
         audience = os.getenv("JWT_AUDIENCE")
         decode_options = None

From e85468badbb7873097a300fa49064b06146c72b2 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 13:12:06 -0700
Subject: [PATCH 237/378] test: fix linting error

---
 litellm/tests/langfuse.log      | 137 +++++++++++++++-----------------
 litellm/tests/test_alangfuse.py | 116 +++++++++++++++++++--------
 2 files changed, 146 insertions(+), 107 deletions(-)

diff --git a/litellm/tests/langfuse.log b/litellm/tests/langfuse.log
index f47590a293e2..61bc6ada54aa 100644
--- a/litellm/tests/langfuse.log
+++ b/litellm/tests/langfuse.log
@@ -1,79 +1,68 @@
-int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-Traceback (most recent call last):
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation
-    "usage": _convert_usage_input(usage) if usage is not None else None,
-             ^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input
-    "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]),
-                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority
-    return int(usage[key])
-           ^^^^^^^^^^^^^^^
-TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-Traceback (most recent call last):
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation
-    "usage": _convert_usage_input(usage) if usage is not None else None,
-             ^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input
-    "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]),
-                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority
-    return int(usage[key])
-           ^^^^^^^^^^^^^^^
-TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-Traceback (most recent call last):
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation
-    "usage": _convert_usage_input(usage) if usage is not None else None,
-             ^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input
-    "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]),
-                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority
-    return int(usage[key])
-           ^^^^^^^^^^^^^^^
-TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-Traceback (most recent call last):
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation
-    "usage": _convert_usage_input(usage) if usage is not None else None,
-             ^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input
-    "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]),
-                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority
-    return int(usage[key])
-           ^^^^^^^^^^^^^^^
-TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
-Traceback (most recent call last):
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation
-    "usage": _convert_usage_input(usage) if usage is not None else None,
-             ^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input
-    "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]),
-                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority
-    return int(usage[key])
-           ^^^^^^^^^^^^^^^
-TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
 consumer is running...
-Getting observations... None, None, None, None, litellm-test-98e1cc75-bef8-4280-a2b9-e08633b81acd, None, GENERATION
+Creating trace id='litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 22, 420643, tzinfo=datetime.timezone.utc) name='litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' user_id='litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} session_id='litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' release='litellm-test-release' version='litellm-test-version' metadata={'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'} tags=['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False'] public=None
+adding task {'id': '9d380abe-bb42-480b-b48f-952ed6776e1c', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 420643, tzinfo=datetime.timezone.utc), 'name': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'userId': 'litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'sessionId': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'release': 'litellm-test-release', 'version': 'litellm-test-version', 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}, 'tags': ['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False']}}
+Creating generation trace_id='litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' name='litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 419075) metadata={'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False} input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} level=<ObservationLevel.DEFAULT: 'DEFAULT'> status_message=None parent_observation_id=None version='litellm-test-version' id='litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' end_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 419879) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 419879) model='gpt-3.5-turbo' model_parameters={'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=10, output=20, total=None, unit=<ModelUsageUnit.TOKENS: 'TOKENS'>, input_cost=None, output_cost=None, total_cost=5.4999999999999995e-05) prompt_name=None prompt_version=None...
+item size 1224
+adding task {'id': '0d3ae4f8-e352-4acd-98ec-d21be7e8f5eb', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419075), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'version': 'litellm-test-version', 'id': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419879), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419879), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>, 'totalCost': 5.4999999999999995e-05}}}
+item size 1359
+Creating trace id='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 22, 423093, tzinfo=datetime.timezone.utc) name='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' user_id='litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} session_id='litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' release='litellm-test-release' version='litellm-test-version' metadata={'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'} tags=['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False'] public=None
+adding task {'id': '1b34abb5-4a24-4042-a8c3-9f3ea0254f2b', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 423093, tzinfo=datetime.timezone.utc), 'name': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'userId': 'litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'sessionId': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'release': 'litellm-test-release', 'version': 'litellm-test-version', 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}, 'tags': ['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False']}}
+Creating generation trace_id='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' name='litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 421978) metadata={'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False} input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} level=<ObservationLevel.DEFAULT: 'DEFAULT'> status_message=None parent_observation_id=None version='litellm-test-version' id='litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' end_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 422551) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 422551) model='gpt-3.5-turbo' model_parameters={'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=10, output=20, total=None, unit=<ModelUsageUnit.TOKENS: 'TOKENS'>, input_cost=None, output_cost=None, total_cost=5.4999999999999995e-05) prompt_name=None prompt_version=None...
+item size 1224
+adding task {'id': '050ba9cd-3eff-443b-9637-705406ceb8cb', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 421978), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'version': 'litellm-test-version', 'id': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 422551), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 422551), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>, 'totalCost': 5.4999999999999995e-05}}}
+item size 1359
+flushing queue
+successfully flushed about 0 items.
+Creating trace id='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 22, 425221, tzinfo=datetime.timezone.utc) name=None user_id=None input=None output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} session_id=None release=None version=None metadata={'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'} tags=None public=None
+adding task {'id': 'd5173131-5bef-46cd-aa5a-6dcd01f6c000', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 425221, tzinfo=datetime.timezone.utc), 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}}}
+Creating generation trace_id='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' name='litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 424075) metadata={'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False} input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} level=<ObservationLevel.DEFAULT: 'DEFAULT'> status_message=None parent_observation_id=None version='litellm-test-version' id='litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' end_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 424526) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 424526) model='gpt-3.5-turbo' model_parameters={'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=10, output=20, total=None, unit=<ModelUsageUnit.TOKENS: 'TOKENS'>, input_cost=None, output_cost=None, total_cost=5.4999999999999995e-05) prompt_name=None prompt_version=None...
+item size 630
+adding task {'id': 'ed61fc8d-aede-4c33-9ce8-377d498169f4', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424075), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'version': 'litellm-test-version', 'id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424526), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424526), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>, 'totalCost': 5.4999999999999995e-05}}}
+uploading batch of 15 items
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'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'id': 'time-13-11-21-970003_chatcmpl-30ccf23d-ac57-4183-ab2f-b93f084c4187', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 286720), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 286720), 'model': 'chatgpt-v-2', 'modelParameters': {'temperature': '0.7', 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 290909, tzinfo=datetime.timezone.utc)}, {'id': '4bf88864-4937-48a4-8e9b-b1cf6a29cc5c', 'type': 'trace-create', 'body': {'id': '04190fd5-8a1f-41d9-b8be-878945c35293', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 292743, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'tags': 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"type": "trace-create", "body": {"id": "fe18bb31-ded9-4ad2-8417-41e0e3de195c", "timestamp": "2024-05-07T20:11:22.295711Z", "name": "litellm-acompletion", "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.295870Z"}, {"id": "127d6d13-e8b0-44f2-bba1-cc5d9710b0b4", "type": "generation-create", "body": {"traceId": "fe18bb31-ded9-4ad2-8417-41e0e3de195c", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:22.284370-07:00", "metadata": {"cache_hit": false}, "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-22-284370_chatcmpl-bf93ab8e-ecf2-4f04-9506-ef51a1c4c9d0", "endTime": "2024-05-07T13:11:22.288779-07:00", "completionStartTime": "2024-05-07T13:11:22.288779-07:00", "model": "chatgpt-v-2", "modelParameters": {"temperature": "0.7", "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS"}}, "timestamp": "2024-05-07T20:11:22.296237Z"}, {"id": "2bc81d4d-f6a5-415b-acaa-feb883c41bbb", "type": "trace-create", "body": {"id": "99b7014a-c3c0-4040-92ad-64a665ab6abe", "timestamp": "2024-05-07T20:11:22.297355Z", "name": "litellm-acompletion", "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.297502Z"}, {"id": "d51705a9-088a-4f49-b494-f4fa8e6bc59e", "type": "generation-create", "body": {"traceId": "99b7014a-c3c0-4040-92ad-64a665ab6abe", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:22.285989-07:00", "metadata": {"cache_hit": false}, "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-22-285989_chatcmpl-1a3c46e4-d474-4d19-92d8-8a7ee7ac0799", "endTime": "2024-05-07T13:11:22.295600-07:00", "completionStartTime": "2024-05-07T13:11:22.295600-07:00", "model": "chatgpt-v-2", "modelParameters": {"temperature": "0.7", "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS"}}, "timestamp": "2024-05-07T20:11:22.297845Z"}, {"id": "9d380abe-bb42-480b-b48f-952ed6776e1c", "type": "trace-create", "body": {"id": "litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "timestamp": "2024-05-07T20:11:22.420643Z", "name": "litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "userId": "litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "sessionId": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "release": "litellm-test-release", "version": "litellm-test-version", "metadata": {"trace_actual_metadata_key": "trace_actual_metadata_value", "generation_id": "litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}, "tags": ["litellm-test-tag1", "litellm-test-tag2", "cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.421233Z"}, {"id": "0d3ae4f8-e352-4acd-98ec-d21be7e8f5eb", "type": "generation-create", "body": {"traceId": "litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "name": "litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "startTime": "2024-05-07T13:11:22.419075-07:00", "metadata": {"gen_metadata_key": "gen_metadata_value", "cache_hit": false}, "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "level": "DEFAULT", "version": "litellm-test-version", "id": "litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "endTime": "2024-05-07T13:11:22.419879-07:00", "completionStartTime": "2024-05-07T13:11:22.419879-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.2", "max_tokens": 100, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS", "totalCost": 5.4999999999999995e-05}}, "timestamp": "2024-05-07T20:11:22.421804Z"}, {"id": "1b34abb5-4a24-4042-a8c3-9f3ea0254f2b", "type": "trace-create", "body": {"id": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "timestamp": "2024-05-07T20:11:22.423093Z", "name": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "userId": "litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "sessionId": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "release": "litellm-test-release", "version": "litellm-test-version", "metadata": {"trace_actual_metadata_key": "trace_actual_metadata_value", "generation_id": "litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}, "tags": ["litellm-test-tag1", "litellm-test-tag2", "cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.423311Z"}, {"id": "050ba9cd-3eff-443b-9637-705406ceb8cb", "type": "generation-create", "body": {"traceId": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "name": "litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "startTime": "2024-05-07T13:11:22.421978-07:00", "metadata": {"gen_metadata_key": "gen_metadata_value", "cache_hit": false}, "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "level": "DEFAULT", "version": "litellm-test-version", "id": "litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "endTime": "2024-05-07T13:11:22.422551-07:00", "completionStartTime": "2024-05-07T13:11:22.422551-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.2", "max_tokens": 100, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS", "totalCost": 5.4999999999999995e-05}}, "timestamp": "2024-05-07T20:11:22.423829Z"}, {"id": "d5173131-5bef-46cd-aa5a-6dcd01f6c000", "type": "trace-create", "body": {"id": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "timestamp": "2024-05-07T20:11:22.425221Z", "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "metadata": {"trace_actual_metadata_key": "trace_actual_metadata_value", "generation_id": "litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}}, "timestamp": "2024-05-07T20:11:22.425370Z"}], "metadata": {"batch_size": 15, "sdk_integration": "litellm", "sdk_name": "python", "sdk_version": "2.27.0", "public_key": "pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66"}} to https://cloud.langfuse.com/api/public/ingestion
+received response: {"errors":[],"successes":[{"id":"e3840349-5e27-4921-84fc-f11ac428b7c5","status":201},{"id":"54036ec0-06ff-44d1-ac3a-f6085a3983ab","status":201},{"id":"4bf88864-4937-48a4-8e9b-b1cf6a29cc5c","status":201},{"id":"050a1ed2-b54e-46ab-9145-04baca33524e","status":201},{"id":"94b80fdf-7df9-4b69-8500-df55a4748802","status":201},{"id":"659db88e-6adc-4c52-82d8-dac517773242","status":201},{"id":"383b9518-93ff-4943-ae0c-b3256ee3c1a7","status":201},{"id":"127d6d13-e8b0-44f2-bba1-cc5d9710b0b4","status":201},{"id":"2bc81d4d-f6a5-415b-acaa-feb883c41bbb","status":201},{"id":"d51705a9-088a-4f49-b494-f4fa8e6bc59e","status":201},{"id":"9d380abe-bb42-480b-b48f-952ed6776e1c","status":201},{"id":"0d3ae4f8-e352-4acd-98ec-d21be7e8f5eb","status":201},{"id":"1b34abb5-4a24-4042-a8c3-9f3ea0254f2b","status":201},{"id":"050ba9cd-3eff-443b-9637-705406ceb8cb","status":201},{"id":"d5173131-5bef-46cd-aa5a-6dcd01f6c000","status":201}]}
+successfully uploaded batch of 15 items
+item size 1359
+Getting trace litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5
+Getting observations... None, None, None, None, litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5, None, GENERATION
+uploading batch of 1 items
+uploading data: {'batch': [{'id': 'ed61fc8d-aede-4c33-9ce8-377d498169f4', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424075), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'version': 'litellm-test-version', 'id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424526), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424526), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>, 'totalCost': 5.4999999999999995e-05}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 425776, tzinfo=datetime.timezone.utc)}], 'metadata': {'batch_size': 1, 'sdk_integration': 'litellm', 'sdk_name': 'python', 'sdk_version': '2.27.0', 'public_key': 'pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66'}}
+making request: {"batch": [{"id": "ed61fc8d-aede-4c33-9ce8-377d498169f4", "type": "generation-create", "body": {"traceId": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "name": "litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "startTime": "2024-05-07T13:11:22.424075-07:00", "metadata": {"gen_metadata_key": "gen_metadata_value", "cache_hit": false}, "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "level": "DEFAULT", "version": "litellm-test-version", "id": "litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "endTime": "2024-05-07T13:11:22.424526-07:00", "completionStartTime": "2024-05-07T13:11:22.424526-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.2", "max_tokens": 100, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS", "totalCost": 5.4999999999999995e-05}}, "timestamp": "2024-05-07T20:11:22.425776Z"}], "metadata": {"batch_size": 1, "sdk_integration": "litellm", "sdk_name": "python", "sdk_version": "2.27.0", "public_key": "pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66"}} to https://cloud.langfuse.com/api/public/ingestion
+Getting trace litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5
+received response: {"errors":[],"successes":[{"id":"ed61fc8d-aede-4c33-9ce8-377d498169f4","status":201}]}
+successfully uploaded batch of 1 items
+Getting observations... None, None, None, None, litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5, None, GENERATION
 consumer is running...
-Getting observations... None, None, None, None, litellm-test-532d2bc8-f8d6-42fd-8f78-416bae79925d, None, GENERATION
-joining 1 consumer threads
-consumer thread 0 joined
-joining 1 consumer threads
-consumer thread 0 joined
-joining 1 consumer threads
-consumer thread 0 joined
-joining 1 consumer threads
-consumer thread 0 joined
-joining 1 consumer threads
-consumer thread 0 joined
-joining 1 consumer threads
-consumer thread 0 joined
+flushing queue
+successfully flushed about 0 items.
+Creating trace id='litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 45, 796169, tzinfo=datetime.timezone.utc) name='litellm-acompletion' user_id=None input={'messages': 'redacted-by-litellm'} output={'content': 'redacted-by-litellm', 'role': 'assistant'} session_id=None release=None version=None metadata=None tags=['cache_hit:False'] public=None
+adding task {'id': '244ffc62-a30d-4281-8a86-bdfcb3edef05', 'type': 'trace-create', 'body': {'id': 'litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 45, 796169, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'tags': ['cache_hit:False']}}
+Creating generation trace_id='litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1' name='litellm-acompletion' start_time=datetime.datetime(2024, 5, 7, 13, 11, 45, 794599) metadata={'cache_hit': False} input={'messages': 'redacted-by-litellm'} output={'content': 'redacted-by-litellm', 'role': 'assistant'} level=<ObservationLevel.DEFAULT: 'DEFAULT'> status_message=None parent_observation_id=None version=None id='time-13-11-45-794599_chatcmpl-28d76a11-56a6-43d2-9bf6-a6ddf7d8895a' end_time=datetime.datetime(2024, 5, 7, 13, 11, 45, 795329) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 45, 795329) model='gpt-3.5-turbo' model_parameters={'temperature': '0.7', 'stream': False, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=10, output=20, total=None, unit=<ModelUsageUnit.TOKENS: 'TOKENS'>, input_cost=None, output_cost=None, total_cost=5.4999999999999995e-05) prompt_name=None prompt_version=None...
+item size 400
+adding task {'id': 'e9d12a6d-3fca-4adb-a018-bf276733ffa6', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 794599), 'metadata': {'cache_hit': False}, 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'id': 'time-13-11-45-794599_chatcmpl-28d76a11-56a6-43d2-9bf6-a6ddf7d8895a', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 795329), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 795329), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.7', 'stream': False, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>, 'totalCost': 5.4999999999999995e-05}}}
+item size 876
+uploading batch of 2 items
+uploading data: {'batch': [{'id': '244ffc62-a30d-4281-8a86-bdfcb3edef05', 'type': 'trace-create', 'body': {'id': 'litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 45, 796169, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 45, 796433, tzinfo=datetime.timezone.utc)}, {'id': 'e9d12a6d-3fca-4adb-a018-bf276733ffa6', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 794599), 'metadata': {'cache_hit': False}, 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'id': 'time-13-11-45-794599_chatcmpl-28d76a11-56a6-43d2-9bf6-a6ddf7d8895a', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 795329), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 795329), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.7', 'stream': False, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>, 'totalCost': 5.4999999999999995e-05}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 45, 797038, tzinfo=datetime.timezone.utc)}], 'metadata': {'batch_size': 2, 'sdk_integration': 'litellm', 'sdk_name': 'python', 'sdk_version': '2.27.0', 'public_key': 'pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66'}}
+making request: {"batch": [{"id": "244ffc62-a30d-4281-8a86-bdfcb3edef05", "type": "trace-create", "body": {"id": "litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1", "timestamp": "2024-05-07T20:11:45.796169Z", "name": "litellm-acompletion", "input": {"messages": "redacted-by-litellm"}, "output": {"content": "redacted-by-litellm", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:45.796433Z"}, {"id": "e9d12a6d-3fca-4adb-a018-bf276733ffa6", "type": "generation-create", "body": {"traceId": "litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:45.794599-07:00", "metadata": {"cache_hit": false}, "input": {"messages": "redacted-by-litellm"}, "output": {"content": "redacted-by-litellm", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-45-794599_chatcmpl-28d76a11-56a6-43d2-9bf6-a6ddf7d8895a", "endTime": "2024-05-07T13:11:45.795329-07:00", "completionStartTime": "2024-05-07T13:11:45.795329-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.7", "stream": false, "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS", "totalCost": 5.4999999999999995e-05}}, "timestamp": "2024-05-07T20:11:45.797038Z"}], "metadata": {"batch_size": 2, "sdk_integration": "litellm", "sdk_name": "python", "sdk_version": "2.27.0", "public_key": "pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66"}} to https://cloud.langfuse.com/api/public/ingestion
+received response: {"errors":[],"successes":[{"id":"244ffc62-a30d-4281-8a86-bdfcb3edef05","status":201},{"id":"e9d12a6d-3fca-4adb-a018-bf276733ffa6","status":201}]}
+successfully uploaded batch of 2 items
+Getting observations... None, None, None, None, litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1, None, GENERATION
+consumer is running...
+flushing queue
+successfully flushed about 0 items.
+Creating trace id='litellm-test-d9136466-2e87-4afc-8367-dc51764251c7' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 48, 286447, tzinfo=datetime.timezone.utc) name='litellm-acompletion' user_id=None input={'messages': 'redacted-by-litellm'} output={'content': 'redacted-by-litellm', 'role': 'assistant'} session_id=None release=None version=None metadata=None tags=['cache_hit:False'] public=None
+adding task {'id': 'cab47524-1e1e-4404-b8bd-5f526895ac0c', 'type': 'trace-create', 'body': {'id': 'litellm-test-d9136466-2e87-4afc-8367-dc51764251c7', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 48, 286447, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'tags': ['cache_hit:False']}}
+Creating generation trace_id='litellm-test-d9136466-2e87-4afc-8367-dc51764251c7' name='litellm-acompletion' start_time=datetime.datetime(2024, 5, 7, 13, 11, 48, 276681) metadata={'cache_hit': False} input={'messages': 'redacted-by-litellm'} output={'content': 'redacted-by-litellm', 'role': 'assistant'} level=<ObservationLevel.DEFAULT: 'DEFAULT'> status_message=None parent_observation_id=None version=None id='time-13-11-48-276681_chatcmpl-ef076c31-4977-4687-bc83-07bb1f0aa1b2' end_time=datetime.datetime(2024, 5, 7, 13, 11, 48, 285026) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 48, 278853) model='gpt-3.5-turbo' model_parameters={'temperature': '0.7', 'stream': True, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=0, output=98, total=None, unit=<ModelUsageUnit.TOKENS: 'TOKENS'>, input_cost=None, output_cost=None, total_cost=0.000196) prompt_name=None prompt_version=None...
+item size 400
+adding task {'id': '6bacab4d-822a-430f-85a9-4de1fa7ce259', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-d9136466-2e87-4afc-8367-dc51764251c7', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 276681), 'metadata': {'cache_hit': False}, 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'id': 'time-13-11-48-276681_chatcmpl-ef076c31-4977-4687-bc83-07bb1f0aa1b2', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 285026), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 278853), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.7', 'stream': True, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 0, 'output': 98, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>, 'totalCost': 0.000196}}}
+item size 860
+uploading batch of 2 items
+uploading data: {'batch': [{'id': 'cab47524-1e1e-4404-b8bd-5f526895ac0c', 'type': 'trace-create', 'body': {'id': 'litellm-test-d9136466-2e87-4afc-8367-dc51764251c7', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 48, 286447, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 48, 286752, tzinfo=datetime.timezone.utc)}, {'id': '6bacab4d-822a-430f-85a9-4de1fa7ce259', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-d9136466-2e87-4afc-8367-dc51764251c7', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 276681), 'metadata': {'cache_hit': False}, 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'level': <ObservationLevel.DEFAULT: 'DEFAULT'>, 'id': 'time-13-11-48-276681_chatcmpl-ef076c31-4977-4687-bc83-07bb1f0aa1b2', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 285026), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 278853), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.7', 'stream': True, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 0, 'output': 98, 'unit': <ModelUsageUnit.TOKENS: 'TOKENS'>, 'totalCost': 0.000196}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 48, 287077, tzinfo=datetime.timezone.utc)}], 'metadata': {'batch_size': 2, 'sdk_integration': 'litellm', 'sdk_name': 'python', 'sdk_version': '2.27.0', 'public_key': 'pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66'}}
+making request: {"batch": [{"id": "cab47524-1e1e-4404-b8bd-5f526895ac0c", "type": "trace-create", "body": {"id": "litellm-test-d9136466-2e87-4afc-8367-dc51764251c7", "timestamp": "2024-05-07T20:11:48.286447Z", "name": "litellm-acompletion", "input": {"messages": "redacted-by-litellm"}, "output": {"content": "redacted-by-litellm", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:48.286752Z"}, {"id": "6bacab4d-822a-430f-85a9-4de1fa7ce259", "type": "generation-create", "body": {"traceId": "litellm-test-d9136466-2e87-4afc-8367-dc51764251c7", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:48.276681-07:00", "metadata": {"cache_hit": false}, "input": {"messages": "redacted-by-litellm"}, "output": {"content": "redacted-by-litellm", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-48-276681_chatcmpl-ef076c31-4977-4687-bc83-07bb1f0aa1b2", "endTime": "2024-05-07T13:11:48.285026-07:00", "completionStartTime": "2024-05-07T13:11:48.278853-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.7", "stream": true, "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 0, "output": 98, "unit": "TOKENS", "totalCost": 0.000196}}, "timestamp": "2024-05-07T20:11:48.287077Z"}], "metadata": {"batch_size": 2, "sdk_integration": "litellm", "sdk_name": "python", "sdk_version": "2.27.0", "public_key": "pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66"}} to https://cloud.langfuse.com/api/public/ingestion
+received response: {"errors":[],"successes":[{"id":"cab47524-1e1e-4404-b8bd-5f526895ac0c","status":201},{"id":"6bacab4d-822a-430f-85a9-4de1fa7ce259","status":201}]}
+successfully uploaded batch of 2 items
+Getting observations... None, None, None, None, litellm-test-d9136466-2e87-4afc-8367-dc51764251c7, None, GENERATION
 joining 1 consumer threads
 consumer thread 0 joined
 joining 1 consumer threads
diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py
index d71738cc63e7..5a495550cbb2 100644
--- a/litellm/tests/test_alangfuse.py
+++ b/litellm/tests/test_alangfuse.py
@@ -21,7 +21,7 @@
 
 
 @pytest.fixture
-def langfuse_client() -> "langfuse.Langfuse":
+def langfuse_client():
     import langfuse
 
     langfuse_client = langfuse.Langfuse(
@@ -29,9 +29,12 @@ def langfuse_client() -> "langfuse.Langfuse":
         secret_key=os.environ["LANGFUSE_SECRET_KEY"],
     )
 
-    with patch("langfuse.Langfuse", MagicMock(return_value=langfuse_client)) as mock_langfuse_client:
+    with patch(
+        "langfuse.Langfuse", MagicMock(return_value=langfuse_client)
+    ) as mock_langfuse_client:
         yield mock_langfuse_client()
-    
+
+
 def search_logs(log_file_path, num_good_logs=1):
     """
     Searches the given log file for logs containing the "/api/public" string.
@@ -143,7 +146,7 @@ def test_langfuse_logging_async():
         pytest.fail(f"An exception occurred - {e}")
 
 
-async def make_async_calls(metadata = None, **completion_kwargs):
+async def make_async_calls(metadata=None, **completion_kwargs):
     tasks = []
     for _ in range(5):
         tasks.append(create_async_task())
@@ -173,14 +176,14 @@ def create_async_task(**completion_kwargs):
     By default a standard set of arguments are used for the litellm.acompletion function.
     """
     completion_args = {
-            "model": "azure/chatgpt-v-2",
-            "messages": [{"role": "user", "content": "This is a test"}],
-            "max_tokens": 5,
-            "temperature": 0.7,
-            "timeout": 5,
-            "user": "langfuse_latency_test_user",
-            "mock_response": "It's simple to use and easy to get started",
-        }
+        "model": "azure/chatgpt-v-2",
+        "messages": [{"role": "user", "content": "This is a test"}],
+        "max_tokens": 5,
+        "temperature": 0.7,
+        "timeout": 5,
+        "user": "langfuse_latency_test_user",
+        "mock_response": "It's simple to use and easy to get started",
+    }
     completion_args.update(completion_kwargs)
     return asyncio.create_task(litellm.acompletion(**completion_args))
 
@@ -195,7 +198,11 @@ async def test_langfuse_logging_without_request_response(stream, langfuse_client
         litellm.set_verbose = True
         litellm.turn_off_message_logging = True
         litellm.success_callback = ["langfuse"]
-        response = await create_async_task(model="gpt-3.5-turbo", stream=stream, metadata={"trace_id": _unique_trace_name})
+        response = await create_async_task(
+            model="gpt-3.5-turbo",
+            stream=stream,
+            metadata={"trace_id": _unique_trace_name},
+        )
         print(response)
         if stream:
             async for chunk in response:
@@ -232,49 +239,78 @@ async def test_langfuse_logging_metadata(langfuse_client):
     Tags is just set for the trace
     """
     import uuid
-    
+
     litellm.set_verbose = True
     litellm.success_callback = ["langfuse"]
-        
+
     trace_identifiers = {}
-    expected_filtered_metadata_keys = {"trace_name", "trace_id", "existing_trace_id", "trace_user_id", "session_id", "tags", "generation_name", "generation_id", "prompt"}
-    trace_metadata = {"trace_actual_metadata_key": "trace_actual_metadata_value"}  # Allows for setting the metadata on the trace
+    expected_filtered_metadata_keys = {
+        "trace_name",
+        "trace_id",
+        "existing_trace_id",
+        "trace_user_id",
+        "session_id",
+        "tags",
+        "generation_name",
+        "generation_id",
+        "prompt",
+    }
+    trace_metadata = {
+        "trace_actual_metadata_key": "trace_actual_metadata_value"
+    }  # Allows for setting the metadata on the trace
     run_id = str(uuid.uuid4())
     session_id = f"litellm-test-session-{run_id}"
     trace_common_metadata = {
         "session_id": session_id,
         "tags": ["litellm-test-tag1", "litellm-test-tag2"],
-        "update_trace_keys": ["output", "trace_metadata"], # Overwrite the following fields in the trace with the last generation's output and the trace_user_id
+        "update_trace_keys": [
+            "output",
+            "trace_metadata",
+        ],  # Overwrite the following fields in the trace with the last generation's output and the trace_user_id
         "trace_metadata": trace_metadata,
-        "gen_metadata_key": "gen_metadata_value", # Metadata key that should not be filtered in the generation
+        "gen_metadata_key": "gen_metadata_value",  # Metadata key that should not be filtered in the generation
         "trace_release": "litellm-test-release",
         "version": "litellm-test-version",
     }
-    for trace_num in range(1, 3): # Two traces
+    for trace_num in range(1, 3):  # Two traces
         metadata = copy.deepcopy(trace_common_metadata)
         trace_id = f"litellm-test-trace{trace_num}-{run_id}"
         metadata["trace_id"] = trace_id
         metadata["trace_name"] = trace_id
         trace_identifiers[trace_id] = []
         print(f"Trace: {trace_id}")
-        for generation_num in range(1, trace_num + 1): # Each trace has a number of generations equal to its trace number
+        for generation_num in range(
+            1, trace_num + 1
+        ):  # Each trace has a number of generations equal to its trace number
             metadata["trace_user_id"] = f"litellm-test-user{generation_num}-{run_id}"
-            generation_id = f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}"
+            generation_id = (
+                f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}"
+            )
             metadata["generation_id"] = generation_id
             metadata["generation_name"] = generation_id
-            metadata["trace_metadata"]["generation_id"] = generation_id # Update to test if trace_metadata is overwritten by update trace keys
+            metadata["trace_metadata"][
+                "generation_id"
+            ] = generation_id  # Update to test if trace_metadata is overwritten by update trace keys
             trace_identifiers[trace_id].append(generation_id)
             print(f"Generation: {generation_id}")
-            response = await create_async_task(model="gpt-3.5-turbo",
+            response = await create_async_task(
+                model="gpt-3.5-turbo",
                 mock_response=f"{session_id}:{trace_id}:{generation_id}",
-                messages=[{"role": "user", "content": f"{session_id}:{trace_id}:{generation_id}"}],
+                messages=[
+                    {
+                        "role": "user",
+                        "content": f"{session_id}:{trace_id}:{generation_id}",
+                    }
+                ],
                 max_tokens=100,
                 temperature=0.2,
-                metadata=copy.deepcopy(metadata) # Every generation needs its own metadata, langfuse is not async/thread safe without it
+                metadata=copy.deepcopy(
+                    metadata
+                ),  # Every generation needs its own metadata, langfuse is not async/thread safe without it
             )
             print(response)
             metadata["existing_trace_id"] = trace_id
-            
+
     langfuse_client.flush()
     await asyncio.sleep(2)
 
@@ -284,20 +320,31 @@ async def test_langfuse_logging_metadata(langfuse_client):
         assert trace.id == trace_id
         assert trace.session_id == session_id
         assert trace.metadata != trace_metadata
-        generations = list(reversed(langfuse_client.get_generations(trace_id=trace_id).data))
+        generations = list(
+            reversed(langfuse_client.get_generations(trace_id=trace_id).data)
+        )
         assert len(generations) == len(generation_ids)
-        assert trace.input == generations[0].input # Should be set by the first generation
-        assert trace.output == generations[-1].output # Should be overwritten by the last generation according to update_trace_keys
-        assert trace.metadata != generations[-1].metadata # Should be overwritten by the last generation according to update_trace_keys
+        assert (
+            trace.input == generations[0].input
+        )  # Should be set by the first generation
+        assert (
+            trace.output == generations[-1].output
+        )  # Should be overwritten by the last generation according to update_trace_keys
+        assert (
+            trace.metadata != generations[-1].metadata
+        )  # Should be overwritten by the last generation according to update_trace_keys
         assert trace.metadata["generation_id"] == generations[-1].id
         assert set(trace.tags).issuperset(trace_common_metadata["tags"])
         print("trace_from_langfuse", trace)
         for generation_id, generation in zip(generation_ids, generations):
             assert generation.id == generation_id
             assert generation.trace_id == trace_id
-            assert set(generation.metadata.keys()).isdisjoint(expected_filtered_metadata_keys)
+            assert set(generation.metadata.keys()).isdisjoint(
+                expected_filtered_metadata_keys
+            )
             print("generation_from_langfuse", generation)
 
+
 @pytest.mark.skip(reason="beta test - checking langfuse output")
 def test_langfuse_logging():
     try:
@@ -657,7 +704,10 @@ def test_langfuse_existing_trace_id():
     assert initial_langfuse_trace_dict == new_langfuse_trace_dict
 
 
-@pytest.mark.skipif(condition=not os.environ.get("OPENAI_API_KEY", False), reason="Authentication missing for openai")
+@pytest.mark.skipif(
+    condition=not os.environ.get("OPENAI_API_KEY", False),
+    reason="Authentication missing for openai",
+)
 def test_langfuse_logging_tool_calling():
     litellm.set_verbose = True
 

From d5f93048cc7c7c0c073634da9fa3fef5c7780f56 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 13:15:30 -0700
Subject: [PATCH 238/378] docs - lowest cost routing

---
 docs/my-website/docs/routing.md | 53 ++++++++++++++++++++++++++++++++-
 1 file changed, 52 insertions(+), 1 deletion(-)

diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md
index 020a3e185cad..2b28b925f052 100644
--- a/docs/my-website/docs/routing.md
+++ b/docs/my-website/docs/routing.md
@@ -470,7 +470,7 @@ asyncio.run(router_acompletion())
 </TabItem>
 <TabItem value="lowest-cost" label="Lowest Cost Routing">
 
-Picks a deployment based on the lowest cost. Cost is looked up in the LiteLLM Model cost map based on the provided `litellm_params["model"]`
+Picks a deployment based on the lowest cost
 
 How this works:
 - Get all healthy deployments
@@ -511,6 +511,57 @@ async def router_acompletion():
 asyncio.run(router_acompletion())
 
 ```
+
+
+#### Using Custom Input/Output pricing
+
+Set `litellm_params["input_cost_per_token"]` and `litellm_params["output_cost_per_token"]` for using custom pricing when routing
+
+```python
+model_list = [
+	{
+		"model_name": "gpt-3.5-turbo",
+		"litellm_params": {
+			"model": "azure/chatgpt-v-2",
+			"input_cost_per_token": 0.00003,
+			"output_cost_per_token": 0.00003,
+		},
+		"model_info": {"id": "chatgpt-v-experimental"},
+	},
+	{
+		"model_name": "gpt-3.5-turbo",
+		"litellm_params": {
+			"model": "azure/chatgpt-v-1",
+			"input_cost_per_token": 0.000000001,
+			"output_cost_per_token": 0.00000001,
+		},
+		"model_info": {"id": "chatgpt-v-1"},
+	},
+	{
+		"model_name": "gpt-3.5-turbo",
+		"litellm_params": {
+			"model": "azure/chatgpt-v-5",
+			"input_cost_per_token": 10,
+			"output_cost_per_token": 12,
+		},
+		"model_info": {"id": "chatgpt-v-5"},
+	},
+]
+# init router
+router = Router(model_list=model_list, routing_strategy="cost-based-routing")
+async def router_acompletion():
+	response = await router.acompletion(
+		model="gpt-3.5-turbo", 
+		messages=[{"role": "user", "content": "Hey, how's it going?"}]
+	)
+	print(response)
+
+	print(response._hidden_params["model_id"]) # expect chatgpt-v-1, since chatgpt-v-1 has lowest cost
+	return response
+
+asyncio.run(router_acompletion())
+```
+
 </TabItem>
 
 </Tabs>

From 429f5693603dc40d06bf48b335d5c590f7d855e1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 13:17:32 -0700
Subject: [PATCH 239/378] test - lowest cost with custom pricing

---
 litellm/tests/test_lowest_cost_routing.py | 49 +++++++++++++++++++++++
 1 file changed, 49 insertions(+)

diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py
index 844ef5fd0321..9e627b3b46dc 100644
--- a/litellm/tests/test_lowest_cost_routing.py
+++ b/litellm/tests/test_lowest_cost_routing.py
@@ -48,6 +48,55 @@ def test_get_available_deployments():
     assert selected_model["model_info"]["id"] == "groq-llama"
 
 
+def test_get_available_deployments_custom_price():
+    from litellm._logging import verbose_router_logger
+    import logging
+
+    verbose_router_logger.setLevel(logging.DEBUG)
+    test_cache = DualCache()
+    model_list = [
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {
+                "model": "azure/chatgpt-v-2",
+                "input_cost_per_token": 0.00003,
+                "output_cost_per_token": 0.00003,
+            },
+            "model_info": {"id": "chatgpt-v-experimental"},
+        },
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {
+                "model": "azure/chatgpt-v-1",
+                "input_cost_per_token": 0.000000001,
+                "output_cost_per_token": 0.00000001,
+            },
+            "model_info": {"id": "chatgpt-v-1"},
+        },
+        {
+            "model_name": "gpt-3.5-turbo",
+            "litellm_params": {
+                "model": "azure/chatgpt-v-5",
+                "input_cost_per_token": 10,
+                "output_cost_per_token": 12,
+            },
+            "model_info": {"id": "chatgpt-v-5"},
+        },
+    ]
+    lowest_cost_logger = LowestCostLoggingHandler(
+        router_cache=test_cache, model_list=model_list
+    )
+    model_group = "gpt-3.5-turbo"
+
+    ## CHECK WHAT'S SELECTED ##
+    selected_model = lowest_cost_logger.get_available_deployments(
+        model_group=model_group, healthy_deployments=model_list
+    )
+    print("selected model: ", selected_model)
+
+    assert selected_model["model_info"]["id"] == "chatgpt-v-1"
+
+
 @pytest.mark.asyncio
 async def test_lowest_cost_routing():
     """

From b872da4e6fa42ad3f8afd865d0ffdc901e7d4bae Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 13:18:49 -0700
Subject: [PATCH 240/378] test: fix linting error

---
 litellm/tests/test_alangfuse.py | 116 +++++++++++++++++++++++---------
 1 file changed, 83 insertions(+), 33 deletions(-)

diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py
index d71738cc63e7..5a495550cbb2 100644
--- a/litellm/tests/test_alangfuse.py
+++ b/litellm/tests/test_alangfuse.py
@@ -21,7 +21,7 @@
 
 
 @pytest.fixture
-def langfuse_client() -> "langfuse.Langfuse":
+def langfuse_client():
     import langfuse
 
     langfuse_client = langfuse.Langfuse(
@@ -29,9 +29,12 @@ def langfuse_client() -> "langfuse.Langfuse":
         secret_key=os.environ["LANGFUSE_SECRET_KEY"],
     )
 
-    with patch("langfuse.Langfuse", MagicMock(return_value=langfuse_client)) as mock_langfuse_client:
+    with patch(
+        "langfuse.Langfuse", MagicMock(return_value=langfuse_client)
+    ) as mock_langfuse_client:
         yield mock_langfuse_client()
-    
+
+
 def search_logs(log_file_path, num_good_logs=1):
     """
     Searches the given log file for logs containing the "/api/public" string.
@@ -143,7 +146,7 @@ def test_langfuse_logging_async():
         pytest.fail(f"An exception occurred - {e}")
 
 
-async def make_async_calls(metadata = None, **completion_kwargs):
+async def make_async_calls(metadata=None, **completion_kwargs):
     tasks = []
     for _ in range(5):
         tasks.append(create_async_task())
@@ -173,14 +176,14 @@ def create_async_task(**completion_kwargs):
     By default a standard set of arguments are used for the litellm.acompletion function.
     """
     completion_args = {
-            "model": "azure/chatgpt-v-2",
-            "messages": [{"role": "user", "content": "This is a test"}],
-            "max_tokens": 5,
-            "temperature": 0.7,
-            "timeout": 5,
-            "user": "langfuse_latency_test_user",
-            "mock_response": "It's simple to use and easy to get started",
-        }
+        "model": "azure/chatgpt-v-2",
+        "messages": [{"role": "user", "content": "This is a test"}],
+        "max_tokens": 5,
+        "temperature": 0.7,
+        "timeout": 5,
+        "user": "langfuse_latency_test_user",
+        "mock_response": "It's simple to use and easy to get started",
+    }
     completion_args.update(completion_kwargs)
     return asyncio.create_task(litellm.acompletion(**completion_args))
 
@@ -195,7 +198,11 @@ async def test_langfuse_logging_without_request_response(stream, langfuse_client
         litellm.set_verbose = True
         litellm.turn_off_message_logging = True
         litellm.success_callback = ["langfuse"]
-        response = await create_async_task(model="gpt-3.5-turbo", stream=stream, metadata={"trace_id": _unique_trace_name})
+        response = await create_async_task(
+            model="gpt-3.5-turbo",
+            stream=stream,
+            metadata={"trace_id": _unique_trace_name},
+        )
         print(response)
         if stream:
             async for chunk in response:
@@ -232,49 +239,78 @@ async def test_langfuse_logging_metadata(langfuse_client):
     Tags is just set for the trace
     """
     import uuid
-    
+
     litellm.set_verbose = True
     litellm.success_callback = ["langfuse"]
-        
+
     trace_identifiers = {}
-    expected_filtered_metadata_keys = {"trace_name", "trace_id", "existing_trace_id", "trace_user_id", "session_id", "tags", "generation_name", "generation_id", "prompt"}
-    trace_metadata = {"trace_actual_metadata_key": "trace_actual_metadata_value"}  # Allows for setting the metadata on the trace
+    expected_filtered_metadata_keys = {
+        "trace_name",
+        "trace_id",
+        "existing_trace_id",
+        "trace_user_id",
+        "session_id",
+        "tags",
+        "generation_name",
+        "generation_id",
+        "prompt",
+    }
+    trace_metadata = {
+        "trace_actual_metadata_key": "trace_actual_metadata_value"
+    }  # Allows for setting the metadata on the trace
     run_id = str(uuid.uuid4())
     session_id = f"litellm-test-session-{run_id}"
     trace_common_metadata = {
         "session_id": session_id,
         "tags": ["litellm-test-tag1", "litellm-test-tag2"],
-        "update_trace_keys": ["output", "trace_metadata"], # Overwrite the following fields in the trace with the last generation's output and the trace_user_id
+        "update_trace_keys": [
+            "output",
+            "trace_metadata",
+        ],  # Overwrite the following fields in the trace with the last generation's output and the trace_user_id
         "trace_metadata": trace_metadata,
-        "gen_metadata_key": "gen_metadata_value", # Metadata key that should not be filtered in the generation
+        "gen_metadata_key": "gen_metadata_value",  # Metadata key that should not be filtered in the generation
         "trace_release": "litellm-test-release",
         "version": "litellm-test-version",
     }
-    for trace_num in range(1, 3): # Two traces
+    for trace_num in range(1, 3):  # Two traces
         metadata = copy.deepcopy(trace_common_metadata)
         trace_id = f"litellm-test-trace{trace_num}-{run_id}"
         metadata["trace_id"] = trace_id
         metadata["trace_name"] = trace_id
         trace_identifiers[trace_id] = []
         print(f"Trace: {trace_id}")
-        for generation_num in range(1, trace_num + 1): # Each trace has a number of generations equal to its trace number
+        for generation_num in range(
+            1, trace_num + 1
+        ):  # Each trace has a number of generations equal to its trace number
             metadata["trace_user_id"] = f"litellm-test-user{generation_num}-{run_id}"
-            generation_id = f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}"
+            generation_id = (
+                f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}"
+            )
             metadata["generation_id"] = generation_id
             metadata["generation_name"] = generation_id
-            metadata["trace_metadata"]["generation_id"] = generation_id # Update to test if trace_metadata is overwritten by update trace keys
+            metadata["trace_metadata"][
+                "generation_id"
+            ] = generation_id  # Update to test if trace_metadata is overwritten by update trace keys
             trace_identifiers[trace_id].append(generation_id)
             print(f"Generation: {generation_id}")
-            response = await create_async_task(model="gpt-3.5-turbo",
+            response = await create_async_task(
+                model="gpt-3.5-turbo",
                 mock_response=f"{session_id}:{trace_id}:{generation_id}",
-                messages=[{"role": "user", "content": f"{session_id}:{trace_id}:{generation_id}"}],
+                messages=[
+                    {
+                        "role": "user",
+                        "content": f"{session_id}:{trace_id}:{generation_id}",
+                    }
+                ],
                 max_tokens=100,
                 temperature=0.2,
-                metadata=copy.deepcopy(metadata) # Every generation needs its own metadata, langfuse is not async/thread safe without it
+                metadata=copy.deepcopy(
+                    metadata
+                ),  # Every generation needs its own metadata, langfuse is not async/thread safe without it
             )
             print(response)
             metadata["existing_trace_id"] = trace_id
-            
+
     langfuse_client.flush()
     await asyncio.sleep(2)
 
@@ -284,20 +320,31 @@ async def test_langfuse_logging_metadata(langfuse_client):
         assert trace.id == trace_id
         assert trace.session_id == session_id
         assert trace.metadata != trace_metadata
-        generations = list(reversed(langfuse_client.get_generations(trace_id=trace_id).data))
+        generations = list(
+            reversed(langfuse_client.get_generations(trace_id=trace_id).data)
+        )
         assert len(generations) == len(generation_ids)
-        assert trace.input == generations[0].input # Should be set by the first generation
-        assert trace.output == generations[-1].output # Should be overwritten by the last generation according to update_trace_keys
-        assert trace.metadata != generations[-1].metadata # Should be overwritten by the last generation according to update_trace_keys
+        assert (
+            trace.input == generations[0].input
+        )  # Should be set by the first generation
+        assert (
+            trace.output == generations[-1].output
+        )  # Should be overwritten by the last generation according to update_trace_keys
+        assert (
+            trace.metadata != generations[-1].metadata
+        )  # Should be overwritten by the last generation according to update_trace_keys
         assert trace.metadata["generation_id"] == generations[-1].id
         assert set(trace.tags).issuperset(trace_common_metadata["tags"])
         print("trace_from_langfuse", trace)
         for generation_id, generation in zip(generation_ids, generations):
             assert generation.id == generation_id
             assert generation.trace_id == trace_id
-            assert set(generation.metadata.keys()).isdisjoint(expected_filtered_metadata_keys)
+            assert set(generation.metadata.keys()).isdisjoint(
+                expected_filtered_metadata_keys
+            )
             print("generation_from_langfuse", generation)
 
+
 @pytest.mark.skip(reason="beta test - checking langfuse output")
 def test_langfuse_logging():
     try:
@@ -657,7 +704,10 @@ def test_langfuse_existing_trace_id():
     assert initial_langfuse_trace_dict == new_langfuse_trace_dict
 
 
-@pytest.mark.skipif(condition=not os.environ.get("OPENAI_API_KEY", False), reason="Authentication missing for openai")
+@pytest.mark.skipif(
+    condition=not os.environ.get("OPENAI_API_KEY", False),
+    reason="Authentication missing for openai",
+)
 def test_langfuse_logging_tool_calling():
     litellm.set_verbose = True
 

From f2766fddbfc743ab8be657694118d830551cb2bb Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 13:42:58 -0700
Subject: [PATCH 241/378] fix(proxy_server.py): fix `/v1/models` bug where it
 would return empty list

handle 'all-team-models' being set for a given key
---
 litellm/proxy/proxy_server.py |  8 +++++-
 tests/test_keys.py            | 54 +++++++++++++++++++++++++++++++++++
 2 files changed, 61 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index c22b381e2c84..bb0734e1d9c6 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -227,6 +227,10 @@ class UserAPIKeyCacheTTLEnum(enum.Enum):
     global_proxy_spend = 60
 
 
+class SpecialModelNames(enum.Enum):
+    all_team_models = "all-team-models"
+
+
 @app.exception_handler(ProxyException)
 async def openai_exception_handler(request: Request, exc: ProxyException):
     # NOTE: DO NOT MODIFY THIS, its crucial to map to Openai exceptions
@@ -3436,7 +3440,9 @@ def model_list(
     all_models = []
     if len(user_api_key_dict.models) > 0:
         all_models = user_api_key_dict.models
-    else:
+        if SpecialModelNames.all_team_models.value in all_models:
+            all_models = user_api_key_dict.team_models
+    if len(all_models) == 0:  # has all proxy models
         ## if no specific model access
         if general_settings.get("infer_model_from_keys", False):
             all_models = litellm.utils.get_valid_models()
diff --git a/tests/test_keys.py b/tests/test_keys.py
index 3af7dea66161..89dadce3626f 100644
--- a/tests/test_keys.py
+++ b/tests/test_keys.py
@@ -62,6 +62,7 @@ async def generate_key(
     models=["azure-models", "gpt-4", "dall-e-3"],
     max_parallel_requests: Optional[int] = None,
     user_id: Optional[str] = None,
+    team_id: Optional[str] = None,
     calling_key="sk-1234",
 ):
     url = "http://0.0.0.0:4000/key/generate"
@@ -77,6 +78,7 @@ async def generate_key(
         "budget_duration": budget_duration,
         "max_parallel_requests": max_parallel_requests,
         "user_id": user_id,
+        "team_id": team_id,
     }
 
     print(f"data: {data}")
@@ -355,6 +357,29 @@ async def get_key_info(session, call_key, get_key=None):
         return await response.json()
 
 
+async def get_model_list(session, call_key):
+    """
+    Make sure only models user has access to are returned
+    """
+    url = "http://0.0.0.0:4000/v1/models"
+    headers = {
+        "Authorization": f"Bearer {call_key}",
+        "Content-Type": "application/json",
+    }
+
+    async with session.get(url, headers=headers) as response:
+        status = response.status
+        response_text = await response.text()
+        print(response_text)
+        print()
+
+        if status != 200:
+            raise Exception(
+                f"Request did not return a 200 status code: {status}. Responses {response_text}"
+            )
+        return await response.json()
+
+
 async def get_model_info(session, call_key):
     """
     Make sure only models user has access to are returned
@@ -719,3 +744,32 @@ async def test_key_delete_ui():
             get_key=key,
             auth_key=admin_ui_key["key"],
         )
+
+
+@pytest.mark.parametrize("model_access", ["all-team-models", "gpt-3.5-turbo"])
+@pytest.mark.asyncio
+async def test_key_model_list(model_access):
+    """
+    Test if `/v1/models` works as expected.
+    """
+    async with aiohttp.ClientSession() as session:
+        new_team = await generate_team(session=session)
+        team_id = new_team["team_id"]
+        key_gen = await generate_key(
+            session=session,
+            i=0,
+            team_id=team_id,
+            models=[] if model_access == "all-team-models" else [model_access],
+        )
+        key = key_gen["key"]
+        print(f"key: {key}")
+
+        model_list = await get_model_list(session=session, call_key=key)
+        print(f"model_list: {model_list}")
+
+        if model_access == "all-team-models":
+            assert not isinstance(model_list["data"][0]["id"], list)
+            assert isinstance(model_list["data"][0]["id"], str)
+        if model_access == "gpt-3.5-turbo":
+            assert len(model_list["data"]) == 1
+            assert model_list["data"][0]["id"] == model_access

From f210318bf1acca6dde4559dc0d2e706056cfbb2c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 13:47:32 -0700
Subject: [PATCH 242/378] fix(proxy_server.py): return budget duration in user
 response object

---
 litellm/proxy/proxy_server.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index bb0734e1d9c6..94a32d0627b2 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -5924,6 +5924,7 @@ async def new_user(data: NewUserRequest):
         models=response.get("models", None),
         tpm_limit=response.get("tpm_limit", None),
         rpm_limit=response.get("rpm_limit", None),
+        budget_duration=response.get("budget_duration", None),
     )
 
 

From 6983e7a84f0ff58689cfd9212950b7d66a891e5d Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 13:51:50 -0700
Subject: [PATCH 243/378] feat - make lowest_cost pure async

---
 litellm/router.py                      | 20 +++++++++++---------
 litellm/router_strategy/lowest_cost.py | 22 +++++++++++++++-------
 2 files changed, 26 insertions(+), 16 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 99e2435ac975..3f2bef4768fd 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2958,6 +2958,7 @@ async def async_get_available_deployment(
         if (
             self.routing_strategy != "usage-based-routing-v2"
             and self.routing_strategy != "simple-shuffle"
+            and self.routing_strategy != "cost-based-routing"
         ):  # prevent regressions for other routing strategies, that don't have async get available deployments implemented.
             return self.get_available_deployment(
                 model=model,
@@ -3014,6 +3015,16 @@ async def async_get_available_deployment(
                 messages=messages,
                 input=input,
             )
+        if (
+            self.routing_strategy == "cost-based-routing"
+            and self.lowestcost_logger is not None
+        ):
+            deployment = await self.lowestcost_logger.async_get_available_deployments(
+                model_group=model,
+                healthy_deployments=healthy_deployments,
+                messages=messages,
+                input=input,
+            )
         elif self.routing_strategy == "simple-shuffle":
             # if users pass rpm or tpm, we do a random weighted pick - based on rpm/tpm
             ############## Check if we can do a RPM/TPM based weighted pick #################
@@ -3184,15 +3195,6 @@ def get_available_deployment(
                 messages=messages,
                 input=input,
             )
-        elif (
-            self.routing_strategy == "cost-based-routing"
-            and self.lowestcost_logger is not None
-        ):
-            deployment = self.lowestcost_logger.get_available_deployments(
-                model_group=model,
-                healthy_deployments=healthy_deployments,
-                request_kwargs=request_kwargs,
-            )
         if deployment is None:
             verbose_router_logger.info(
                 f"get_available_deployment for model: {model}, No deployment available"
diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
index 44b49378d68c..2d010fb4f123 100644
--- a/litellm/router_strategy/lowest_cost.py
+++ b/litellm/router_strategy/lowest_cost.py
@@ -40,7 +40,7 @@ def __init__(
         self.router_cache = router_cache
         self.model_list = model_list
 
-    def log_success_event(self, kwargs, response_obj, start_time, end_time):
+    async def log_success_event(self, kwargs, response_obj, start_time, end_time):
         try:
             """
             Update usage on success
@@ -90,7 +90,11 @@ def log_success_event(self, kwargs, response_obj, start_time, end_time):
                 # Update usage
                 # ------------
 
-                request_count_dict = self.router_cache.get_cache(key=cost_key) or {}
+                request_count_dict = (
+                    await self.router_cache.async_get_cache(key=cost_key) or {}
+                )
+
+                # check local result first
 
                 if id not in request_count_dict:
                     request_count_dict[id] = {}
@@ -111,7 +115,9 @@ def log_success_event(self, kwargs, response_obj, start_time, end_time):
                     request_count_dict[id][precise_minute].get("rpm", 0) + 1
                 )
 
-                self.router_cache.set_cache(key=cost_key, value=request_count_dict)
+                await self.router_cache.async_set_cache(
+                    key=cost_key, value=request_count_dict
+                )
 
                 ### TESTING ###
                 if self.test_flag:
@@ -172,7 +178,9 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
                 # Update usage
                 # ------------
 
-                request_count_dict = self.router_cache.get_cache(key=cost_key) or {}
+                request_count_dict = (
+                    await self.router_cache.async_get_cache(key=cost_key) or {}
+                )
 
                 if id not in request_count_dict:
                     request_count_dict[id] = {}
@@ -189,7 +197,7 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
                     request_count_dict[id][precise_minute].get("rpm", 0) + 1
                 )
 
-                self.router_cache.set_cache(
+                await self.router_cache.async_set_cache(
                     key=cost_key, value=request_count_dict
                 )  # reset map within window
 
@@ -200,7 +208,7 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
             traceback.print_exc()
             pass
 
-    def get_available_deployments(
+    async def async_get_available_deployments(
         self,
         model_group: str,
         healthy_deployments: list,
@@ -213,7 +221,7 @@ def get_available_deployments(
         """
         cost_key = f"{model_group}_map"
 
-        request_count_dict = self.router_cache.get_cache(key=cost_key) or {}
+        request_count_dict = await self.router_cache.async_get_cache(key=cost_key) or {}
 
         # -----------------------
         # Find lowest used model

From 8644aec8d302ffbd9e89d21fdf1b20362b28e406 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 13:52:34 -0700
Subject: [PATCH 244/378] test - lowest cost router

---
 litellm/tests/test_lowest_cost_routing.py | 27 +++++++++++++----------
 1 file changed, 15 insertions(+), 12 deletions(-)

diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py
index 9e627b3b46dc..217b4a97001f 100644
--- a/litellm/tests/test_lowest_cost_routing.py
+++ b/litellm/tests/test_lowest_cost_routing.py
@@ -20,7 +20,8 @@
 ### UNIT TESTS FOR cost ROUTING ###
 
 
-def test_get_available_deployments():
+@pytest.mark.asyncio
+async def test_get_available_deployments():
     test_cache = DualCache()
     model_list = [
         {
@@ -40,7 +41,7 @@ def test_get_available_deployments():
     model_group = "gpt-3.5-turbo"
 
     ## CHECK WHAT'S SELECTED ##
-    selected_model = lowest_cost_logger.get_available_deployments(
+    selected_model = await lowest_cost_logger.async_get_available_deployments(
         model_group=model_group, healthy_deployments=model_list
     )
     print("selected model: ", selected_model)
@@ -48,7 +49,8 @@ def test_get_available_deployments():
     assert selected_model["model_info"]["id"] == "groq-llama"
 
 
-def test_get_available_deployments_custom_price():
+@pytest.mark.asyncio
+async def test_get_available_deployments_custom_price():
     from litellm._logging import verbose_router_logger
     import logging
 
@@ -89,7 +91,7 @@ def test_get_available_deployments_custom_price():
     model_group = "gpt-3.5-turbo"
 
     ## CHECK WHAT'S SELECTED ##
-    selected_model = lowest_cost_logger.get_available_deployments(
+    selected_model = await lowest_cost_logger.async_get_available_deployments(
         model_group=model_group, healthy_deployments=model_list
     )
     print("selected model: ", selected_model)
@@ -142,7 +144,7 @@ async def _deploy(lowest_cost_logger, deployment_id, tokens_used, duration):
     response_obj = {"usage": {"total_tokens": tokens_used}}
     time.sleep(duration)
     end_time = time.time()
-    lowest_cost_logger.log_success_event(
+    await lowest_cost_logger.async_log_success_event(
         response_obj=response_obj,
         kwargs=kwargs,
         start_time=start_time,
@@ -150,14 +152,11 @@ async def _deploy(lowest_cost_logger, deployment_id, tokens_used, duration):
     )
 
 
-async def _gather_deploy(all_deploys):
-    return await asyncio.gather(*[_deploy(*t) for t in all_deploys])
-
-
 @pytest.mark.parametrize(
     "ans_rpm", [1, 5]
 )  # 1 should produce nothing, 10 should select first
-def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm):
+@pytest.mark.asyncio
+async def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm):
     """
     Pass in list of 2 valid models
 
@@ -193,9 +192,13 @@ def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm):
     model_group = "gpt-3.5-turbo"
     d1 = [(lowest_cost_logger, "1234", 50, 0.01)] * non_ans_rpm
     d2 = [(lowest_cost_logger, "5678", 50, 0.01)] * non_ans_rpm
-    asyncio.run(_gather_deploy([*d1, *d2]))
+
+    await asyncio.gather(*[_deploy(*t) for t in [*d1, *d2]])
+
+    asyncio.sleep(3)
+
     ## CHECK WHAT'S SELECTED ##
-    d_ans = lowest_cost_logger.get_available_deployments(
+    d_ans = await lowest_cost_logger.async_get_available_deployments(
         model_group=model_group, healthy_deployments=model_list
     )
     assert (d_ans and d_ans["model_info"]["id"]) == ans

From 44b1b219115f9d4804ca9dec2b82441059a3c128 Mon Sep 17 00:00:00 2001
From: David Manouchehri <david.manouchehri@ai.moda>
Date: Tue, 7 May 2024 21:20:15 +0000
Subject: [PATCH 245/378] feat(utils.py) - Add OIDC caching for Google Cloud
 Run and GitHub Actions.

---
 litellm/utils.py | 23 +++++++++++++++++++----
 1 file changed, 19 insertions(+), 4 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 652406f64e8b..f5d3b974b6db 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -34,6 +34,8 @@
 
 import litellm._service_logger  # for storing API inputs, outputs, and metadata
 from litellm.llms.custom_httpx.http_handler import HTTPHandler
+from litellm.caching import DualCache
+oidc_cache = DualCache()
 
 try:
     # this works in python 3.8
@@ -9291,11 +9293,15 @@ def get_secret(
 
     # Example: oidc/google/https://bedrock-runtime.us-east-1.amazonaws.com/model/stability.stable-diffusion-xl-v1/invoke
     if secret_name.startswith("oidc/"):
-        secret_name = secret_name.replace("oidc/", "")
-        oidc_provider, oidc_aud = secret_name.split("/", 1)
+        secret_name_split = secret_name.replace("oidc/", "")
+        oidc_provider, oidc_aud = secret_name_split.split("/", 1)
         # TODO: Add caching for HTTP requests
         match oidc_provider:
             case "google":
+                oidc_token = oidc_cache.get_cache(key=secret_name)
+                if oidc_token is not None:
+                    return oidc_token
+
                 client = HTTPHandler(timeout=httpx.Timeout(timeout=600.0, connect=5.0))
                 # https://cloud.google.com/compute/docs/instances/verifying-instance-identity#request_signature
                 response = client.get(
@@ -9304,7 +9310,9 @@ def get_secret(
                     headers={"Metadata-Flavor": "Google"},
                 )
                 if response.status_code == 200:
-                    return response.text
+                    oidc_token = response.text
+                    oidc_cache.set_cache(key=secret_name, value=oidc_token, ttl=3600 - 60)
+                    return oidc_token
                 else:
                     raise ValueError("Google OIDC provider failed")
             case "circleci":
@@ -9325,6 +9333,11 @@ def get_secret(
                 actions_id_token_request_token = os.getenv("ACTIONS_ID_TOKEN_REQUEST_TOKEN")
                 if actions_id_token_request_url is None or actions_id_token_request_token is None:
                     raise ValueError("ACTIONS_ID_TOKEN_REQUEST_URL or ACTIONS_ID_TOKEN_REQUEST_TOKEN not found in environment")
+
+                oidc_token = oidc_cache.get_cache(key=secret_name)
+                if oidc_token is not None:
+                    return oidc_token
+
                 client = HTTPHandler(timeout=httpx.Timeout(timeout=600.0, connect=5.0))
                 response = client.get(
                     actions_id_token_request_url,
@@ -9335,7 +9348,9 @@ def get_secret(
                         },
                 )
                 if response.status_code == 200:
-                    return response.text['value']
+                    oidc_token = response.text['value']
+                    oidc_cache.set_cache(key=secret_name, value=oidc_token, ttl=300 - 5)
+                    return oidc_token
                 else:
                     raise ValueError("Github OIDC provider failed")
             case _:

From 32f3e032e97beabf17b5595a72972eccce7b2640 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 15:10:47 -0700
Subject: [PATCH 246/378] feat - send slack alerts litellm.router

---
 litellm/integrations/slack_alerting.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index 5546f7c33789..b6e2f7ba5623 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -796,6 +796,14 @@ async def async_log_failure_event(self, kwargs, response_obj, start_time, end_ti
                     updated_at=litellm.utils.get_utc_datetime(),
                 )
             )
+        if "llm_exceptions" in self.alert_types:
+            original_exception = kwargs.get("exception", None)
+
+            await self.send_alert(
+                message="LLM API Failure - " + str(original_exception),
+                level="High",
+                alert_type="llm_exceptions",
+            )
 
     async def _run_scheduler_helper(self, llm_router: litellm.Router) -> bool:
         """

From b1230dd9194f8daa7985c0771957cc4819899f5f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 15:12:21 -0700
Subject: [PATCH 247/378] test - slack alerts on router

---
 litellm/tests/test_alerting.py | 67 ++++++++++++++++++++++++++++++++++
 1 file changed, 67 insertions(+)

diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index 3734c29d289f..06921d8d62d5 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -313,3 +313,70 @@ async def test_daily_reports_redis_cache_scheduler():
 
         # second call - expect empty
         await slack_alerting._run_scheduler_helper(llm_router=router)
+
+
+@pytest.mark.asyncio
+async def test_send_llm_exception(slack_alerting):
+    with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert:
+        litellm.callbacks = [slack_alerting]
+
+        # on async success
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "gpt-5",
+                    "litellm_params": {
+                        "model": "gpt-3.5-turbo",
+                        "api_key": "bad_key",
+                    },
+                }
+            ]
+        )
+        try:
+            await router.acompletion(
+                model="gpt-3.5-turbo",
+                messages=[{"role": "user", "content": "Hey, how's it going?"}],
+            )
+        except:
+            pass
+
+        await asyncio.sleep(3)
+
+        mock_send_alert.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+@pytest.mark.skip(reason="Local test. Test if slack alerts are sent.")
+async def test_send_llm_exception_to_slack():
+    from litellm.integrations.slack_alerting import SlackAlerting
+
+    new_alerting = SlackAlerting(
+        alerting_threshold=0.00002,
+        alerting=["slack"],
+        alert_types=["llm_exceptions", "llm_requests_hanging", "llm_too_slow"],
+    )
+
+    litellm.callbacks = [new_alerting]
+    litellm.set_verbose = True
+
+    # on async success
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-5",
+                "litellm_params": {
+                    "model": "gpt-3.5-turbo",
+                    "api_key": "bad_key",
+                },
+            }
+        ]
+    )
+    try:
+        await router.acompletion(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "Hey, how's it going?"}],
+        )
+    except:
+        pass
+
+    await asyncio.sleep(3)

From 5fd3b12d34993bbe4aa8974e7d207b90c1ad1358 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 17:46:18 -0700
Subject: [PATCH 248/378] add router alerting type

---
 litellm/types/router.py | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/litellm/types/router.py b/litellm/types/router.py
index 4a62a267eccd..d79fb2e2e1e7 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -346,3 +346,19 @@ class RetryPolicy(BaseModel):
     RateLimitErrorRetries: Optional[int] = None
     ContentPolicyViolationErrorRetries: Optional[int] = None
     InternalServerErrorRetries: Optional[int] = None
+
+
+class RouterAlerting(BaseModel):
+    """
+    Use this configure alerting for the router. Receive alerts on the following events
+    - LLM API Exceptions
+    - LLM Responses Too Slow
+    - LLM Requests Hanging
+
+    Args:
+        webhook_url: Optional[str] = None            - webhook url for alerting
+        alerting_threshold: Optional[float] = None - threhshold for slow / hanging llm responses (in seconds)
+    """
+
+    webhook_url: Optional[str] = None
+    alerting_threshold: Optional[float] = None

From c08352a0ce278d47b7423576813e43997b5c9624 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 18:03:04 -0700
Subject: [PATCH 249/378] router- initialize alerting

---
 litellm/router.py       | 24 +++++++++++++++++++++++-
 litellm/types/router.py |  8 ++++----
 2 files changed, 27 insertions(+), 5 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 3f2bef4768fd..ddb006d527e6 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -44,6 +44,7 @@
     updateDeployment,
     updateLiteLLMParams,
     RetryPolicy,
+    AlertingConfig,
 )
 from litellm.integrations.custom_logger import CustomLogger
 
@@ -103,6 +104,7 @@ def __init__(
         ] = "simple-shuffle",
         routing_strategy_args: dict = {},  # just for latency-based routing
         semaphore: Optional[asyncio.Semaphore] = None,
+        alerting_config: Optional[AlertingConfig] = None,
     ) -> None:
         """
         Initialize the Router class with the given parameters for caching, reliability, and routing strategy.
@@ -131,7 +133,7 @@ def __init__(
             cooldown_time (float): Time to cooldown a deployment after failure in seconds. Defaults to 1.
             routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing", "cost-based-routing"]): Routing strategy. Defaults to "simple-shuffle".
             routing_strategy_args (dict): Additional args for latency-based routing. Defaults to {}.
-
+            alerting_config (AlertingConfig): Slack alerting configuration. Defaults to None.
         Returns:
             Router: An instance of the litellm.Router class.
 
@@ -316,6 +318,9 @@ def __init__(
         self.model_group_retry_policy: Optional[Dict[str, RetryPolicy]] = (
             model_group_retry_policy
         )
+        self.alerting_config: Optional[AlertingConfig] = alerting_config
+        if self.alerting_config is not None:
+            self._initialize_alerting()
 
     def routing_strategy_init(self, routing_strategy: str, routing_strategy_args: dict):
         if routing_strategy == "least-busy":
@@ -3320,6 +3325,23 @@ def get_num_retries_from_retry_policy(
         ):
             return retry_policy.ContentPolicyViolationErrorRetries
 
+    def _initialize_alerting(self):
+        from litellm.integrations.slack_alerting import SlackAlerting
+
+        router_alerting_config: AlertingConfig = self.alerting_config
+
+        _slack_alerting_logger = SlackAlerting(
+            alerting_threshold=router_alerting_config.alerting_threshold,
+            alerting=["slack"],
+            default_webhook_url=router_alerting_config.webhook_url,
+        )
+
+        litellm.callbacks.append(_slack_alerting_logger)
+        litellm.success_callback.append(
+            _slack_alerting_logger.response_taking_too_long_callback
+        )
+        print("\033[94m\nInitialized Alerting for litellm.Router\033[0m\n")  # noqa
+
     def flush_cache(self):
         litellm.cache = None
         self.cache.flush_cache()
diff --git a/litellm/types/router.py b/litellm/types/router.py
index d79fb2e2e1e7..f3fa893246ed 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -348,7 +348,7 @@ class RetryPolicy(BaseModel):
     InternalServerErrorRetries: Optional[int] = None
 
 
-class RouterAlerting(BaseModel):
+class AlertingConfig(BaseModel):
     """
     Use this configure alerting for the router. Receive alerts on the following events
     - LLM API Exceptions
@@ -356,9 +356,9 @@ class RouterAlerting(BaseModel):
     - LLM Requests Hanging
 
     Args:
-        webhook_url: Optional[str] = None            - webhook url for alerting
+        webhook_url: str            - webhook url for alerting, slack provides a webhook url to send alerts to
         alerting_threshold: Optional[float] = None - threhshold for slow / hanging llm responses (in seconds)
     """
 
-    webhook_url: Optional[str] = None
-    alerting_threshold: Optional[float] = None
+    webhook_url: str
+    alerting_threshold: Optional[float] = 300

From e8053c3d0bd6fbceb40e8d0a5bb8a6b341a5c3b2 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 18:17:12 -0700
Subject: [PATCH 250/378] fix slack alerting

---
 litellm/integrations/slack_alerting.py | 16 ++++++++++++----
 1 file changed, 12 insertions(+), 4 deletions(-)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index b6e2f7ba5623..d974cfbd3d89 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -68,11 +68,15 @@ class SlackAlertingCacheKeys(Enum):
 
 
 class SlackAlerting(CustomLogger):
+    """
+    Class for sending Slack Alerts
+    """
+
     # Class variables or attributes
     def __init__(
         self,
         internal_usage_cache: Optional[DualCache] = None,
-        alerting_threshold: float = 300,
+        alerting_threshold: float = 300,  # threshold for slow / hanging llm responses (in seconds)
         alerting: Optional[List] = [],
         alert_types: Optional[
             List[
@@ -97,6 +101,7 @@ def __init__(
             Dict
         ] = None,  # if user wants to separate alerts to diff channels
         alerting_args={},
+        default_webhook_url: Optional[str] = None,
     ):
         self.alerting_threshold = alerting_threshold
         self.alerting = alerting
@@ -106,6 +111,7 @@ def __init__(
         self.alert_to_webhook_url = alert_to_webhook_url
         self.is_running = False
         self.alerting_args = SlackAlertingArgs(**alerting_args)
+        self.default_webhook_url = default_webhook_url
 
     def update_values(
         self,
@@ -302,7 +308,7 @@ async def async_update_daily_reports(
         except Exception as e:
             return 0
 
-    async def send_daily_reports(self, router: litellm.Router) -> bool:
+    async def send_daily_reports(self, router) -> bool:
         """
         Send a daily report on:
         - Top 5 deployments with most failed requests
@@ -740,6 +746,8 @@ async def send_alert(
             and alert_type in self.alert_to_webhook_url
         ):
             slack_webhook_url = self.alert_to_webhook_url[alert_type]
+        elif self.default_webhook_url is not None:
+            slack_webhook_url = self.default_webhook_url
         else:
             slack_webhook_url = os.getenv("SLACK_WEBHOOK_URL", None)
 
@@ -805,7 +813,7 @@ async def async_log_failure_event(self, kwargs, response_obj, start_time, end_ti
                 alert_type="llm_exceptions",
             )
 
-    async def _run_scheduler_helper(self, llm_router: litellm.Router) -> bool:
+    async def _run_scheduler_helper(self, llm_router) -> bool:
         """
         Returns:
         - True -> report sent
@@ -847,7 +855,7 @@ async def _run_scheduler_helper(self, llm_router: litellm.Router) -> bool:
 
         return report_sent_bool
 
-    async def _run_scheduled_daily_report(self, llm_router: Optional[litellm.Router]):
+    async def _run_scheduled_daily_report(self, llm_router: Optional[Any] = None):
         """
         If 'daily_reports' enabled
 

From d46544d2bc83d87df66cd978f887be7c4ecf0b34 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 18:26:45 -0700
Subject: [PATCH 251/378] docs setup alerting on router

---
 docs/my-website/docs/routing.md | 40 +++++++++++++++++++++++++++++++++
 1 file changed, 40 insertions(+)

diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md
index 2b28b925f052..f1f6febeca48 100644
--- a/docs/my-website/docs/routing.md
+++ b/docs/my-website/docs/routing.md
@@ -1086,6 +1086,46 @@ async def test_acompletion_caching_on_router_caching_groups():
 asyncio.run(test_acompletion_caching_on_router_caching_groups())
 ```
 
+## Alerting 🚨
+
+Send alerts to slack / your webhook url for the following events
+- LLM API Exceptions
+- Slow LLM Responses
+
+Get a slack webhook url from https://api.slack.com/messaging/webhooks
+
+#### Usage
+Initialize an `AlertingConfig` and pass it to `litellm.Router`. The following code will trigger an alert because `api_key=bad-key` which is invalid
+
+```python
+from litellm.router import AlertingConfig
+import litellm
+import os
+
+router = litellm.Router(
+	model_list=[
+		{
+			"model_name": "gpt-3.5-turbo",
+			"litellm_params": {
+				"model": "gpt-3.5-turbo",
+				"api_key": "bad_key",
+			},
+		}
+	],
+	alerting_config= AlertingConfig(
+		alerting_threshold=10,                        # threshold for slow / hanging llm responses (in seconds). Defaults to 300 seconds
+		webhook_url= os.getenv("SLACK_WEBHOOK_URL")   # webhook you want to send alerts to
+	),
+)
+try:
+	await router.acompletion(
+		model="gpt-3.5-turbo",
+		messages=[{"role": "user", "content": "Hey, how's it going?"}],
+	)
+except:
+	pass
+```
+
 ## Track cost for Azure Deployments
 
 **Problem**: Azure returns `gpt-4` in the response when `azure/gpt-4-1106-preview` is used. This leads to inaccurate cost tracking

From dc742044276de5e85086b5fbc86ba996d6baf47c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 18:27:49 -0700
Subject: [PATCH 252/378] fix typo

---
 litellm/types/router.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/types/router.py b/litellm/types/router.py
index f3fa893246ed..6ab83cec2ae9 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -357,7 +357,7 @@ class AlertingConfig(BaseModel):
 
     Args:
         webhook_url: str            - webhook url for alerting, slack provides a webhook url to send alerts to
-        alerting_threshold: Optional[float] = None - threhshold for slow / hanging llm responses (in seconds)
+        alerting_threshold: Optional[float] = None - threshold for slow / hanging llm responses (in seconds)
     """
 
     webhook_url: str

From 312249ca4443319055c3ccd973c484e72b7f6586 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 18:29:14 -0700
Subject: [PATCH 253/378] feat(ui/model_dashboard.tsx): show if model is config
 or db model

---
 litellm/proxy/proxy_server.py                 | 21 +++++++++++++++----
 litellm/router.py                             | 14 +++++++++++--
 litellm/types/router.py                       |  5 ++++-
 .../src/components/model_dashboard.tsx        | 10 ++++++++-
 4 files changed, 42 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 94a32d0627b2..cd537d1fdb4d 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -2516,20 +2516,21 @@ async def load_config(
         router = litellm.Router(**router_params)  # type:ignore
         return router, model_list, general_settings
 
-    def get_model_info_with_id(self, model) -> RouterModelInfo:
+    def get_model_info_with_id(self, model, db_model=False) -> RouterModelInfo:
         """
         Common logic across add + delete router models
         Parameters:
         - deployment
+        - db_model -> flag for differentiating model stored in db vs. config -> used on UI
 
         Return model info w/ id
         """
         if model.model_info is not None and isinstance(model.model_info, dict):
             if "id" not in model.model_info:
                 model.model_info["id"] = model.model_id
-            _model_info = RouterModelInfo(**model.model_info)
+            _model_info = RouterModelInfo(**model.model_info, db_model=db_model)
         else:
-            _model_info = RouterModelInfo(id=model.model_id)
+            _model_info = RouterModelInfo(id=model.model_id, db_model=db_model)
         return _model_info
 
     async def _delete_deployment(self, db_models: list) -> int:
@@ -2624,7 +2625,9 @@ def _add_deployment(self, db_models: list) -> int:
                     f"Invalid model added to proxy db. Invalid litellm params. litellm_params={_litellm_params}"
                 )
                 continue  # skip to next model
-            _model_info = self.get_model_info_with_id(model=m)
+            _model_info = self.get_model_info_with_id(
+                model=m, db_model=True
+            )  ## 👈 FLAG = True for db_models
 
             added = llm_router.add_deployment(
                 deployment=Deployment(
@@ -7432,6 +7435,16 @@ async def update_model(
                 )
             )
             if _existing_litellm_params is None:
+                if (
+                    llm_router is not None
+                    and llm_router.get_deployment(model_id=_model_id) is not None
+                ):
+                    raise HTTPException(
+                        status_code=400,
+                        detail={
+                            "error": "Can't edit model. Model in config. Store model in db via `/model/new`. to edit."
+                        },
+                    )
                 raise Exception("model not found")
             _existing_litellm_params_dict = dict(
                 _existing_litellm_params.litellm_params
diff --git a/litellm/router.py b/litellm/router.py
index 99e2435ac975..ab8bd4723004 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2590,11 +2590,21 @@ def delete_deployment(self, id: str) -> Optional[Deployment]:
         except:
             return None
 
-    def get_deployment(self, model_id: str):
+    def get_deployment(self, model_id: str) -> Optional[Deployment]:
+        """
+        Returns -> Deployment or None
+
+        Raise Exception -> if model found in invalid format
+        """
         for model in self.model_list:
             if "model_info" in model and "id" in model["model_info"]:
                 if model_id == model["model_info"]["id"]:
-                    return model
+                    if isinstance(model, dict):
+                        return Deployment(**model)
+                    elif isinstance(model, Deployment):
+                        return model
+                    else:
+                        raise Exception("Model invalid format - {}".format(type(model)))
         return None
 
     def get_model_info(self, id: str) -> Optional[dict]:
diff --git a/litellm/types/router.py b/litellm/types/router.py
index 4a62a267eccd..93c7987221a8 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -1,6 +1,6 @@
 from typing import List, Optional, Union, Dict, Tuple, Literal
 import httpx
-from pydantic import BaseModel, validator
+from pydantic import BaseModel, validator, Field
 from .completion import CompletionRequest
 from .embedding import EmbeddingRequest
 import uuid, enum
@@ -70,6 +70,9 @@ class ModelInfo(BaseModel):
     id: Optional[
         str
     ]  # Allow id to be optional on input, but it will always be present as a str in the model instance
+    db_model: bool = (
+        False  # used for proxy - to separate models which are stored in the db vs. config.
+    )
 
     def __init__(self, id: Optional[Union[str, int]] = None, **params):
         if id is None:
diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 6e207b430a71..d66a734857c7 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -37,7 +37,7 @@ import { Badge, BadgeDelta, Button } from "@tremor/react";
 import RequestAccess from "./request_model_access";
 import { Typography } from "antd";
 import TextArea from "antd/es/input/TextArea";
-import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon, RefreshIcon } from "@heroicons/react/outline";
+import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon, RefreshIcon, CheckCircleIcon, XCircleIcon } from "@heroicons/react/outline";
 import DeleteModelButton from "./delete_model_button";
 const { Title: Title2, Link } = Typography;
 import { UploadOutlined } from '@ant-design/icons';
@@ -921,6 +921,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                 <TableHeaderCell>Input Price per token ($)</TableHeaderCell>
                 <TableHeaderCell>Output Price per token ($)</TableHeaderCell>
                 <TableHeaderCell>Max Tokens</TableHeaderCell>
+                <TableHeaderCell>Status</TableHeaderCell>
               </TableRow>
             </TableHead>
             <TableBody>
@@ -929,6 +930,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                     selectedModelGroup === "all" || model.model_name === selectedModelGroup || selectedModelGroup === null || selectedModelGroup === undefined || selectedModelGroup === ""
                   )
                   .map((model: any, index: number) => (
+                    
                 <TableRow key={index}>
                   <TableCell>
                     <Text>{model.model_name}</Text>
@@ -958,6 +960,12 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                   <TableCell>{model.input_cost}</TableCell>
                   <TableCell>{model.output_cost}</TableCell>
                   <TableCell>{model.max_tokens}</TableCell>
+                  <TableCell>
+                    {
+                      model.model_info.db_model ? <Badge icon={CheckCircleIcon} className="text-white">DB Model</Badge> : <Badge icon={XCircleIcon} className="text-black">Config Model</Badge>
+                    }
+                    
+                  </TableCell>
                   <TableCell>
                         <Icon
                             icon={PencilAltIcon}

From 596adf6e2f313efb591d80c934cb7d988a4d300e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 19:04:25 -0700
Subject: [PATCH 254/378] test - slack alerting on litellm router

---
 litellm/tests/test_alerting.py | 65 ++++++++++++----------------------
 1 file changed, 22 insertions(+), 43 deletions(-)

diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py
index 06921d8d62d5..b3232cae1631 100644
--- a/litellm/tests/test_alerting.py
+++ b/litellm/tests/test_alerting.py
@@ -18,6 +18,10 @@
 from litellm.utils import get_api_base
 from litellm.caching import DualCache
 from litellm.integrations.slack_alerting import SlackAlerting, DeploymentMetrics
+import unittest.mock
+from unittest.mock import AsyncMock
+import pytest
+from litellm.router import AlertingConfig, Router
 
 
 @pytest.mark.parametrize(
@@ -315,61 +319,31 @@ async def test_daily_reports_redis_cache_scheduler():
         await slack_alerting._run_scheduler_helper(llm_router=router)
 
 
-@pytest.mark.asyncio
-async def test_send_llm_exception(slack_alerting):
-    with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert:
-        litellm.callbacks = [slack_alerting]
-
-        # on async success
-        router = litellm.Router(
-            model_list=[
-                {
-                    "model_name": "gpt-5",
-                    "litellm_params": {
-                        "model": "gpt-3.5-turbo",
-                        "api_key": "bad_key",
-                    },
-                }
-            ]
-        )
-        try:
-            await router.acompletion(
-                model="gpt-3.5-turbo",
-                messages=[{"role": "user", "content": "Hey, how's it going?"}],
-            )
-        except:
-            pass
-
-        await asyncio.sleep(3)
-
-        mock_send_alert.assert_awaited_once()
-
-
 @pytest.mark.asyncio
 @pytest.mark.skip(reason="Local test. Test if slack alerts are sent.")
 async def test_send_llm_exception_to_slack():
-    from litellm.integrations.slack_alerting import SlackAlerting
-
-    new_alerting = SlackAlerting(
-        alerting_threshold=0.00002,
-        alerting=["slack"],
-        alert_types=["llm_exceptions", "llm_requests_hanging", "llm_too_slow"],
-    )
-
-    litellm.callbacks = [new_alerting]
-    litellm.set_verbose = True
+    from litellm.router import AlertingConfig
 
     # on async success
     router = litellm.Router(
         model_list=[
             {
-                "model_name": "gpt-5",
+                "model_name": "gpt-3.5-turbo",
                 "litellm_params": {
                     "model": "gpt-3.5-turbo",
                     "api_key": "bad_key",
                 },
-            }
-        ]
+            },
+            {
+                "model_name": "gpt-5-good",
+                "litellm_params": {
+                    "model": "gpt-3.5-turbo",
+                },
+            },
+        ],
+        alerting_config=AlertingConfig(
+            alerting_threshold=0.5, webhook_url=os.getenv("SLACK_WEBHOOK_URL")
+        ),
     )
     try:
         await router.acompletion(
@@ -379,4 +353,9 @@ async def test_send_llm_exception_to_slack():
     except:
         pass
 
+    await router.acompletion(
+        model="gpt-5-good",
+        messages=[{"role": "user", "content": "Hey, how's it going?"}],
+    )
+
     await asyncio.sleep(3)

From 6e72857cf75677191fbf49a34ae6f548e6daa07c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 19:15:58 -0700
Subject: [PATCH 255/378] fix model cost map

---
 ...model_prices_and_context_window_backup.json | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index a6c233b99790..10c70a858dab 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -739,6 +739,24 @@
         "litellm_provider": "mistral",
         "mode": "embedding"
     },
+    "deepseek-chat": {
+        "max_tokens": 4096,
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.00000014,
+        "output_cost_per_token": 0.00000028,
+        "litellm_provider": "deepseek",
+        "mode": "chat"
+    },
+    "deepseek-coder": {
+        "max_tokens": 4096,
+        "max_input_tokens": 16000,
+        "max_output_tokens": 4096,
+        "input_cost_per_token": 0.00000014,
+        "output_cost_per_token": 0.00000028,
+        "litellm_provider": "deepseek",
+        "mode": "chat"
+    },
     "groq/llama2-70b-4096": {
         "max_tokens": 4096,
         "max_input_tokens": 4096,

From f45feff13c80f34635c17430aa424594c4d4226f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 19:16:32 -0700
Subject: [PATCH 256/378] =?UTF-8?q?bump:=20version=201.36.1=20=E2=86=92=20?=
 =?UTF-8?q?1.36.2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 649916fdad58..39071a5b6630 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.36.1"
+version = "1.36.2"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.36.1"
+version = "1.36.2"
 version_files = [
     "pyproject.toml:^version"
 ]

From 21d3407b9571ccdcc607fc8224fc733f938990dc Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Tue, 7 May 2024 19:48:46 -0700
Subject: [PATCH 257/378] fix replicate test

---
 litellm/tests/test_completion.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 471ebfee6746..32b65faea5fe 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -2168,9 +2168,9 @@ def test_completion_replicate_vicuna():
 
 def test_replicate_custom_prompt_dict():
     litellm.set_verbose = True
-    model_name = "replicate/meta/llama-2-70b-chat"
+    model_name = "replicate/meta/llama-2-7b"
     litellm.register_prompt_template(
-        model="replicate/meta/llama-2-70b-chat",
+        model="replicate/meta/llama-2-7b",
         initial_prompt_value="You are a good assistant",  # [OPTIONAL]
         roles={
             "system": {
@@ -2200,6 +2200,7 @@ def test_replicate_custom_prompt_dict():
             repetition_penalty=0.1,
             num_retries=3,
         )
+
     except litellm.APIError as e:
         pass
     except litellm.APIConnectionError as e:
@@ -3016,6 +3017,7 @@ async def test_acompletion_gemini():
         else:
             pytest.fail(f"Error occurred: {e}")
 
+
 # Deepseek tests
 def test_completion_deepseek():
     litellm.set_verbose = True

From 5a16bec6a138e3c743317885bc88de82911d38a3 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 20:57:21 -0700
Subject: [PATCH 258/378] feat(model_dashboard.tsx): allow user to edit input
 cost per token for model on ui

also contains fixes for `/model/update`
---
 litellm/proxy/_experimental/out/404.html      |  2 +-
 .../static/chunks/142-11990a208bf93746.js     | 32 --------------
 .../static/chunks/319-4467f3d35ad11cf1.js     | 32 ++++++++++++++
 .../chunks/app/layout-3cc8192d7f94ae35.js     |  1 +
 .../chunks/app/layout-cfe6a9aa81aafb27.js     |  1 -
 .../chunks/app/page-da99952c71eeb401.js       |  1 +
 .../chunks/app/page-df6123fdb38c9b0d.js       |  1 -
 .../chunks/main-app-096338c8e1915716.js       |  2 +-
 .../chunks/main-app-9b4fb13a7db53edf.js       |  1 -
 ...67e0020.js => webpack-d85d62a2bbfac48f.js} |  2 +-
 .../out/_next/static/css/7de0c97d470f519f.css |  5 +++
 .../out/_next/static/css/91264d1b81b58743.css |  5 ---
 .../_buildManifest.js                         |  0
 .../_ssgManifest.js                           |  0
 litellm/proxy/_experimental/out/index.html    |  2 +-
 litellm/proxy/_experimental/out/index.txt     |  4 +-
 litellm/proxy/proxy_server.py                 | 43 ++++++++++++++++---
 litellm/router.py                             | 32 ++++++++++++++
 litellm/types/router.py                       | 29 +++++--------
 ui/litellm-dashboard/out/404.html             |  2 +-
 .../static/chunks/142-11990a208bf93746.js     | 32 --------------
 .../chunks/app/layout-cfe6a9aa81aafb27.js     |  1 -
 .../chunks/app/page-df6123fdb38c9b0d.js       |  1 -
 .../static/chunks/webpack-cfde7590f67e0020.js |  1 -
 .../out/_next/static/css/91264d1b81b58743.css |  5 ---
 .../u7rM4cBDmVnacAN_shjp6/_buildManifest.js   |  1 -
 .../u7rM4cBDmVnacAN_shjp6/_ssgManifest.js     |  1 -
 ui/litellm-dashboard/out/index.html           |  2 +-
 ui/litellm-dashboard/out/index.txt            |  4 +-
 .../src/components/model_dashboard.tsx        | 33 +++++++-------
 30 files changed, 145 insertions(+), 133 deletions(-)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/142-11990a208bf93746.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/319-4467f3d35ad11cf1.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-3cc8192d7f94ae35.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-cfe6a9aa81aafb27.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-da99952c71eeb401.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-df6123fdb38c9b0d.js
 rename ui/litellm-dashboard/out/_next/static/chunks/main-app-9b4fb13a7db53edf.js => litellm/proxy/_experimental/out/_next/static/chunks/main-app-096338c8e1915716.js (54%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/main-app-9b4fb13a7db53edf.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/{webpack-cfde7590f67e0020.js => webpack-d85d62a2bbfac48f.js} (98%)
 create mode 100644 litellm/proxy/_experimental/out/_next/static/css/7de0c97d470f519f.css
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css
 rename litellm/proxy/_experimental/out/_next/static/{u7rM4cBDmVnacAN_shjp6 => sM5AKD7wjs7gpXDNHAiSd}/_buildManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/{u7rM4cBDmVnacAN_shjp6 => sM5AKD7wjs7gpXDNHAiSd}/_ssgManifest.js (100%)
 delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/142-11990a208bf93746.js
 delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/layout-cfe6a9aa81aafb27.js
 delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-df6123fdb38c9b0d.js
 delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/webpack-cfde7590f67e0020.js
 delete mode 100644 ui/litellm-dashboard/out/_next/static/css/91264d1b81b58743.css
 delete mode 100644 ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js
 delete mode 100644 ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js

diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index 563e6c60c40a..fcb4026a998b 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1 +1 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/91264d1b81b58743.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-cfde7590f67e0020.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
          .user-profile-mini-avatar,
          .avatar,
          .vcard-details,
          .signup-prompt-bg {
            display: none !IMPORTANT;
          }
        </style>
         <script>
          document.addEventListener('DOMContentLoaded', function() {
            this.querySelectorAll('a').forEach(anchor => {
              anchor.addEventListener('click', e => {
                e.preventDefault();

                const redact = new URLSearchParams(window.location.search).get('redact');
                const hasExistingParams = anchor.href.includes('?');
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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e3(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,A.sP)(t,O.u);if(!n)return null;var 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l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,A.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,w=y.hide,S=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!w&&c&&m&&(E||S||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var T="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());I=(0,_.Ap)(h,T,p),P=b&&v&&(0,_.Ap)(v,T,p)}else I=null==h?void 0:h[d],P=b&&v&&v[d];if(x||S){var N=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,s=tf(this.state,n,i,l),c=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:c,y:u}:{y:c,x:u},p=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});p&&(d=tr(tr({},d),p.props.points[i].tooltipPosition),s=p.props.points[i].tooltipPayload);var f={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:s,activeCoordinate:d};this.setState(f),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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0:r.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this),this._connected();let a=eg.fromReadableStream(e,this.controller);for await(let e of a)r&&r!==e.id&&this._addChatCompletion(tR(this,H,"m",V).call(this)),tR(this,H,"m",$).call(this,e),r=e.id;if(null===(n=a.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}[(G=new WeakMap,H=new WeakSet,W=function(){this.ended||t_(this,G,void 0,"f")},$=function(e){var t,n,r;if(this.ended)return;let o=tR(this,H,"m",q).call(this,e);this._emit("chunk",e,o);let a=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,i=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=a&&(null==i?void 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s=tR(this,G,"f"),{choices:c,...u}=e;for(let{delta:c,finish_reason:d,index:p,logprobs:f=null,...m}of(s?Object.assign(s,u):s=t_(this,G,{...u,choices:[]},"f"),e.choices)){let e=s.choices[p];if(e||(e=s.choices[p]={finish_reason:d,index:p,message:{},logprobs:f,...m}),f){if(e.logprobs){let{content:n,...r}=f;Object.assign(e.logprobs,r),n&&(null!==(o=(t=e.logprobs).content)&&void 0!==o||(t.content=[]),e.logprobs.content.push(...n))}else e.logprobs=Object.assign({},f)}if(d&&(e.finish_reason=d),Object.assign(e,m),!c)continue;let{content:u,function_call:g,role:h,tool_calls:b,...v}=c;if(Object.assign(e.message,v),u&&(e.message.content=(e.message.content||"")+u),h&&(e.message.role=h),g&&(e.message.function_call?(g.name&&(e.message.function_call.name=g.name),g.arguments&&(null!==(a=(n=e.message.function_call).arguments)&&void 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te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/messages/").concat(t,"/files/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/messages/").concat(t,"/files"),tB,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tB extends e7{}(tF||(tF={})).MessageFilesPage=tB;class tZ extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/messages"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/messages/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/messages/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/messages"),tU,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}constructor(){super(...arguments),this.files=new tF(this._client)}}class tU extends e7{}(b=tZ||(tZ={})).ThreadMessagesPage=tU,b.Files=tF,b.MessageFilesPage=tB;class tz extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/runs/").concat(t,"/steps/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return 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eG(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/runs"),tW,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}cancel(e,t,n){return this._client.post("/threads/".concat(e,"/runs/").concat(t,"/cancel"),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}submitToolOutputs(e,t,n,r){return this._client.post("/threads/".concat(e,"/runs/").concat(t,"/submit_tool_outputs"),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}constructor(){super(...arguments),this.steps=new tz(this._client)}}class tW extends e7{}(v=tG||(tG={})).RunsPage=tW,v.Steps=tz,v.RunStepsPage=tH;class t$ extends te{create(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},t=arguments.length>1?arguments[1]:void 0;return eG(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}retrieve(e,t){return 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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e6(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,A.sP)(t,O.u);if(!n)return null;var o=i.state,a=o.isTooltipActive,l=o.activeCoordinate,s=o.activePayload,c=o.activeLabel,u=o.offset,d=null!==(e=n.props.active)&&void 0!==e?e:a;return(0,r.cloneElement)(n,{viewBox:tr(tr({},u),{},{x:u.left,y:u.top}),active:d,label:c,payload:d?s:[],coordinate:l})}),to(e8(i),"renderBrush",function(e){var t=i.props,n=t.margin,o=t.data,a=i.state,l=a.offset,s=a.dataStartIndex,c=a.dataEndIndex,u=a.updateId;return(0,r.cloneElement)(e,{key:e.key||"_recharts-brush",onChange:(0,R.DO)(i.handleBrushChange,e.props.onChange),data:o,x:(0,_.hj)(e.props.x)?e.props.x:l.left,y:(0,_.hj)(e.props.y)?e.props.y:l.top+l.height+l.brushBottom-(n.bottom||0),width:(0,_.hj)(e.props.width)?e.props.width:l.width,startIndex:s,endIndex:c,updateId:"brush-".concat(u)})}),to(e8(i),"renderReferenceElement",function(e,t,n){if(!e)return null;var 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l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,A.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,w=y.hide,S=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!w&&c&&m&&(E||S||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var T="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());I=(0,_.Ap)(h,T,p),P=b&&v&&(0,_.Ap)(v,T,p)}else I=null==h?void 0:h[d],P=b&&v&&v[d];if(x||S){var N=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,s=tf(this.state,n,i,l),c=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:c,y:u}:{y:c,x:u},p=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});p&&(d=tr(tr({},d),p.props.points[i].tooltipPosition),s=p.props.points[i].tooltipPayload);var f={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:s,activeCoordinate:d};this.setState(f),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:a,...i}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:s=10}=n||{},c={};for(let e of t.functions)c[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<s;++t){var d;let t;let a=null===(d=(await this._createChatCompletion(e,{...i,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!a)throw new et("missing message in ChatCompletion response");if(!a.function_call)return;let{name:s,arguments:p}=a.function_call,f=c[s];if(f){if(l&&l!==s){let e="Invalid function_call: ".concat(JSON.stringify(s),". ").concat(JSON.stringify(l)," requested. Please try again");this._addMessage({role:r,name:s,content:e});continue}}else{let e="Invalid function_call: ".concat(JSON.stringify(s),". Available options are: ").concat(u.map(e=>JSON.stringify(e.name)).join(", "),". Please try again");this._addMessage({role:r,name:s,content:e});continue}try{t=tx(f)?await f.parse(p):p}catch(e){this._addMessage({role:r,name:s,content:e instanceof Error?e.message:String(e)});continue}let m=await f.function(t,this),g=tA(this,x,"m",z).call(this,m);if(this._addMessage({role:r,name:s,content:g}),l)return}}async _runTools(e,t,n){var r,o;let a="tool",{tool_choice:i="auto",stream:l,...s}=t,c="string"!=typeof i&&(null==i?void 0:null===(r=i.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let p="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...s,tool_choice:i,tools:p,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,i=d[r];if(i){if(c&&c!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(c)," requested. Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(p.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}try{t=tx(i)?await i.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:a,tool_call_id:n,content:e});continue}let l=await i.function(t,this),s=tA(this,x,"m",z).call(this,l);if(this._addMessage({role:a,tool_call_id:n,content:s}),c)return}}}constructor(){x.add(this),this.controller=new AbortController,O.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),T.set(this,void 0),A.set(this,()=>{}),N.set(this,()=>{}),I.set(this,{}),this._chatCompletions=[],this.messages=[],R.set(this,!1),_.set(this,!1),P.set(this,!1),M.set(this,!1),Z.set(this,e=>{if(tT(this,_,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tT(this,P,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tT(this,O,new Promise((e,t)=>{tT(this,k,e,"f"),tT(this,C,t,"f")}),"f"),tT(this,T,new Promise((e,t)=>{tT(this,A,e,"f"),tT(this,N,t,"f")}),"f"),tA(this,O,"f").catch(()=>{}),tA(this,T,"f").catch(()=>{})}}O=new WeakMap,k=new WeakMap,C=new WeakMap,T=new WeakMap,A=new WeakMap,N=new WeakMap,I=new WeakMap,R=new WeakMap,_=new WeakMap,P=new WeakMap,M=new WeakMap,Z=new WeakMap,x=new WeakSet,L=function(){var e;return null!==(e=tA(this,x,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tO(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},j=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tO(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tO(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},F=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},U=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},z=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tI extends tN{static runFunctions(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tO(e)&&e.content&&this._emit("content",e.content)}}var tR=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},t_=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tP extends tN{get currentChatCompletionSnapshot(){return tR(this,G,"f")}static fromReadableStream(e){let t=new tP;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tP;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this);let a=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))tR(this,H,"m",$).call(this,e);if(null===(r=a.controller.signal)||void 0===r?void 0:r.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this),this._connected();let a=eg.fromReadableStream(e,this.controller);for await(let e of a)r&&r!==e.id&&this._addChatCompletion(tR(this,H,"m",V).call(this)),tR(this,H,"m",$).call(this,e),r=e.id;if(null===(n=a.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}[(G=new WeakMap,H=new WeakSet,W=function(){this.ended||t_(this,G,void 0,"f")},$=function(e){var t,n,r;if(this.ended)return;let o=tR(this,H,"m",q).call(this,e);this._emit("chunk",e,o);let a=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,i=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=a&&(null==i?void 0:i.role)==="assistant"&&(null==i?void 0:i.content)&&this._emit("content",a,i.content)},V=function(){if(this.ended)throw new et("stream has ended, this shouldn't happen");let e=tR(this,G,"f");if(!e)throw new et("request ended without sending any chunks");return t_(this,G,void 0,"f"),function(e){let{id:t,choices:n,created:r,model:o,system_fingerprint:a,...i}=e;return{...i,id:t,choices:n.map(t=>{let{message:n,finish_reason:r,index:o,logprobs:a,...i}=t;if(!r)throw new et("missing finish_reason for choice ".concat(o));let{content:l=null,function_call:s,tool_calls:c,...u}=n,d=n.role;if(!d)throw new et("missing role for choice ".concat(o));if(s){let{arguments:e,name:t}=s;if(null==e)throw new et("missing function_call.arguments for choice ".concat(o));if(!t)throw new et("missing function_call.name for choice ".concat(o));return{...i,message:{content:l,function_call:{arguments:e,name:t},role:d},finish_reason:r,index:o,logprobs:a}}return c?{...i,index:o,finish_reason:r,logprobs:a,message:{...u,role:d,content:l,tool_calls:c.map((t,n)=>{let{function:r,type:a,id:i,...l}=t,{arguments:s,name:c,...u}=r||{};if(null==i)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].id\n").concat(tM(e)));if(null==a)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].type\n").concat(tM(e)));if(null==c)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.name\n").concat(tM(e)));if(null==s)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.arguments\n").concat(tM(e)));return{...l,id:i,type:a,function:{...u,name:c,arguments:s}}})}}:{...i,message:{...u,content:l,role:d},finish_reason:r,index:o,logprobs:a}}),created:r,model:o,object:"chat.completion",...a?{system_fingerprint:a}:{}}}(e)},q=function(e){var t,n,r,o,a,i,l;let s=tR(this,G,"f"),{choices:c,...u}=e;for(let{delta:c,finish_reason:d,index:p,logprobs:f=null,...m}of(s?Object.assign(s,u):s=t_(this,G,{...u,choices:[]},"f"),e.choices)){let e=s.choices[p];if(e||(e=s.choices[p]={finish_reason:d,index:p,message:{},logprobs:f,...m}),f){if(e.logprobs){let{content:n,...r}=f;Object.assign(e.logprobs,r),n&&(null!==(o=(t=e.logprobs).content)&&void 0!==o||(t.content=[]),e.logprobs.content.push(...n))}else e.logprobs=Object.assign({},f)}if(d&&(e.finish_reason=d),Object.assign(e,m),!c)continue;let{content:u,function_call:g,role:h,tool_calls:b,...v}=c;if(Object.assign(e.message,v),u&&(e.message.content=(e.message.content||"")+u),h&&(e.message.role=h),g&&(e.message.function_call?(g.name&&(e.message.function_call.name=g.name),g.arguments&&(null!==(a=(n=e.message.function_call).arguments)&&void 0!==a||(n.arguments=""),e.message.function_call.arguments+=g.arguments)):e.message.function_call=g),b)for(let{index:t,id:n,type:o,function:a,...s}of(e.message.tool_calls||(e.message.tool_calls=[]),b)){let c=null!==(i=(r=e.message.tool_calls)[t])&&void 0!==i?i:r[t]={};Object.assign(c,s),n&&(c.id=n),o&&(c.type=o),a&&(null!==(l=c.function)&&void 0!==l||(c.function={arguments:""})),(null==a?void 0:a.name)&&(c.function.name=a.name),(null==a?void 0:a.arguments)&&(c.function.arguments+=a.arguments)}}return s},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("chunk",n=>{let r=t.shift();r?r(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e(void 0);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise(e=>t.push(e)).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0})}}toReadableStream(){return new eg(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}constructor(){super(...arguments),H.add(this),G.set(this,void 0)}}function tM(e){return JSON.stringify(e)}class tL extends tP{static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static runFunctions(e,t,n){let r=new tL,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tL,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}}class tD extends te{runFunctions(e,t){return e.stream?tL.runFunctions(this._client.chat.completions,e,t):tI.runFunctions(this._client.chat.completions,e,t)}runTools(e,t){return e.stream?tL.runTools(this._client.chat.completions,e,t):tI.runTools(this._client.chat.completions,e,t)}stream(e,t){return tP.createChatCompletion(this._client.chat.completions,e,t)}}class tj extends te{constructor(){super(...arguments),this.completions=new tD(this._client)}}(tj||(tj={})).Completions=tD;class tF extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/messages/").concat(t,"/files/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/messages/").concat(t,"/files"),tB,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tB extends e7{}(tF||(tF={})).MessageFilesPage=tB;class tZ extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/messages"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/messages/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/messages/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/messages"),tU,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}constructor(){super(...arguments),this.files=new tF(this._client)}}class tU extends e7{}(b=tZ||(tZ={})).ThreadMessagesPage=tU,b.Files=tF,b.MessageFilesPage=tB;class tz extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/runs/").concat(t,"/steps/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/runs/").concat(t,"/steps"),tH,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tH extends e7{}(tz||(tz={})).RunStepsPage=tH;class tG extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/runs"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/runs/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/runs/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return 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new file mode 100644
index 000000000000..7551651eedea
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/css/7de0c97d470f519f.css
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diff --git a/litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css b/litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css
deleted file mode 100644
index de6667a541df..000000000000
--- a/litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js b/litellm/proxy/_experimental/out/_next/static/sM5AKD7wjs7gpXDNHAiSd/_buildManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js
rename to litellm/proxy/_experimental/out/_next/static/sM5AKD7wjs7gpXDNHAiSd/_buildManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js b/litellm/proxy/_experimental/out/_next/static/sM5AKD7wjs7gpXDNHAiSd/_ssgManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js
rename to litellm/proxy/_experimental/out/_next/static/sM5AKD7wjs7gpXDNHAiSd/_ssgManifest.js
diff --git a/litellm/proxy/_experimental/out/index.html b/litellm/proxy/_experimental/out/index.html
index 5fc82b3d1aae..ad9402ae2d4a 100644
--- a/litellm/proxy/_experimental/out/index.html
+++ b/litellm/proxy/_experimental/out/index.html
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/index.txt b/litellm/proxy/_experimental/out/index.txt
index 6ea15a2fbd44..ce57a6e92359 100644
--- a/litellm/proxy/_experimental/out/index.txt
+++ b/litellm/proxy/_experimental/out/index.txt
@@ -1,7 +1,7 @@
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 4:I[5613,[],""]
 5:I[31778,[],""]
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diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index cd537d1fdb4d..44d20fb60eff 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -2528,7 +2528,9 @@ def get_model_info_with_id(self, model, db_model=False) -> RouterModelInfo:
         if model.model_info is not None and isinstance(model.model_info, dict):
             if "id" not in model.model_info:
                 model.model_info["id"] = model.model_id
-            _model_info = RouterModelInfo(**model.model_info, db_model=db_model)
+            if "db_model" in model.model_info and model.model_info["db_model"] == False:
+                model.model_info["db_model"] = db_model
+            _model_info = RouterModelInfo(**model.model_info)
         else:
             _model_info = RouterModelInfo(id=model.model_id, db_model=db_model)
         return _model_info
@@ -2613,7 +2615,13 @@ def _add_deployment(self, db_models: list) -> int:
                 for k, v in _litellm_params.items():
                     if isinstance(v, str):
                         # decode base64
-                        decoded_b64 = base64.b64decode(v)
+                        try:
+                            decoded_b64 = base64.b64decode(v)
+                        except Exception as e:
+                            verbose_proxy_logger.error(
+                                "Error decoding value - {}".format(v)
+                            )
+                            continue
                         # decrypt value
                         _value = decrypt_value(value=decoded_b64, master_key=master_key)
                         # sanity check if string > size 0
@@ -2629,7 +2637,7 @@ def _add_deployment(self, db_models: list) -> int:
                 model=m, db_model=True
             )  ## 👈 FLAG = True for db_models
 
-            added = llm_router.add_deployment(
+            added = llm_router.upsert_deployment(
                 deployment=Deployment(
                     model_name=m.model_name,
                     litellm_params=_litellm_params,
@@ -7457,18 +7465,39 @@ async def update_model(
                 exclude_none=True
             )
 
-            for key, value in _existing_litellm_params_dict.items():
-                if key in _new_litellm_params_dict:
-                    _existing_litellm_params_dict[key] = _new_litellm_params_dict[key]
+            ### ENCRYPT PARAMS ###
+            for k, v in _new_litellm_params_dict.items():
+                if isinstance(v, str):
+                    encrypted_value = encrypt_value(value=v, master_key=master_key)  # type: ignore
+                    model_params.litellm_params[k] = base64.b64encode(
+                        encrypted_value
+                    ).decode("utf-8")
+
+            ### MERGE WITH EXISTING DATA ###
+            merged_dictionary = {}
+            _mp = model_params.litellm_params.dict()
+
+            for key, value in _mp.items():
+                if value is not None:
+                    merged_dictionary[key] = value
+                elif (
+                    key in _existing_litellm_params_dict
+                    and _existing_litellm_params_dict[key] is not None
+                ):
+                    merged_dictionary[key] = _existing_litellm_params_dict[key]
+                else:
+                    pass
 
             _data: dict = {
-                "litellm_params": json.dumps(_existing_litellm_params_dict),  # type: ignore
+                "litellm_params": json.dumps(merged_dictionary),  # type: ignore
                 "updated_by": user_api_key_dict.user_id or litellm_proxy_admin_name,
             }
             model_response = await prisma_client.db.litellm_proxymodeltable.update(
                 where={"model_id": _model_id},
                 data=_data,  # type: ignore
             )
+
+            return model_response
     except Exception as e:
         traceback.print_exc()
         if isinstance(e, HTTPException):
diff --git a/litellm/router.py b/litellm/router.py
index ab8bd4723004..acf5d8682d00 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2567,6 +2567,38 @@ def add_deployment(self, deployment: Deployment) -> Optional[Deployment]:
         self.model_names.append(deployment.model_name)
         return deployment
 
+    def upsert_deployment(self, deployment: Deployment) -> Deployment:
+        """
+        Add or update deployment
+        Parameters:
+        - deployment: Deployment - the deployment to be added to the Router
+
+        Returns:
+        - The added/updated deployment
+        """
+        # check if deployment already exists
+
+        if deployment.model_info.id in self.get_model_ids():
+            # remove the previous deployment
+            removal_idx: Optional[int] = None
+            for idx, model in enumerate(self.model_list):
+                if model["model_info"]["id"] == deployment.model_info.id:
+                    removal_idx = idx
+
+            if removal_idx is not None:
+                self.model_list.pop(removal_idx)
+
+        # add to model list
+        _deployment = deployment.to_json(exclude_none=True)
+        self.model_list.append(_deployment)
+
+        # initialize client
+        self._add_deployment(deployment=deployment)
+
+        # add to model names
+        self.model_names.append(deployment.model_name)
+        return deployment
+
     def delete_deployment(self, id: str) -> Optional[Deployment]:
         """
         Parameters:
diff --git a/litellm/types/router.py b/litellm/types/router.py
index 93c7987221a8..daa756a07514 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -127,6 +127,11 @@ class GenericLiteLLMParams(BaseModel):
     aws_access_key_id: Optional[str] = None
     aws_secret_access_key: Optional[str] = None
     aws_region_name: Optional[str] = None
+    ## CUSTOM PRICING ##
+    input_cost_per_token: Optional[float] = None
+    output_cost_per_token: Optional[float] = None
+    input_cost_per_second: Optional[float] = None
+    output_cost_per_second: Optional[float] = None
 
     def __init__(
         self,
@@ -149,6 +154,10 @@ def __init__(
         aws_access_key_id: Optional[str] = None,
         aws_secret_access_key: Optional[str] = None,
         aws_region_name: Optional[str] = None,
+        input_cost_per_token: Optional[float] = None,
+        output_cost_per_token: Optional[float] = None,
+        input_cost_per_second: Optional[float] = None,
+        output_cost_per_second: Optional[float] = None,
         **params
     ):
         args = locals()
@@ -242,28 +251,10 @@ def __setitem__(self, key, value):
         setattr(self, key, value)
 
 
-class updateLiteLLMParams(BaseModel):
+class updateLiteLLMParams(GenericLiteLLMParams):
     # This class is used to update the LiteLLM_Params
     # only differece is model is optional
     model: Optional[str] = None
-    tpm: Optional[int] = None
-    rpm: Optional[int] = None
-    api_key: Optional[str] = None
-    api_base: Optional[str] = None
-    api_version: Optional[str] = None
-    timeout: Optional[Union[float, str]] = None  # if str, pass in as os.environ/
-    stream_timeout: Optional[Union[float, str]] = (
-        None  # timeout when making stream=True calls, if str, pass in as os.environ/
-    )
-    max_retries: int = 2  # follows openai default of 2
-    organization: Optional[str] = None  # for openai orgs
-    ## VERTEX AI ##
-    vertex_project: Optional[str] = None
-    vertex_location: Optional[str] = None
-    ## AWS BEDROCK / SAGEMAKER ##
-    aws_access_key_id: Optional[str] = None
-    aws_secret_access_key: Optional[str] = None
-    aws_region_name: Optional[str] = None
 
 
 class updateDeployment(BaseModel):
diff --git a/ui/litellm-dashboard/out/404.html b/ui/litellm-dashboard/out/404.html
index 563e6c60c40a..fcb4026a998b 100644
--- a/ui/litellm-dashboard/out/404.html
+++ b/ui/litellm-dashboard/out/404.html
@@ -1 +1 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/91264d1b81b58743.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-cfde7590f67e0020.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-9b4fb13a7db53edf.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
          .user-profile-mini-avatar,
          .avatar,
          .vcard-details,
          .signup-prompt-bg {
            display: none !IMPORTANT;
          }
        </style>
         <script>
          document.addEventListener('DOMContentLoaded', function() {
            this.querySelectorAll('a').forEach(anchor => {
              anchor.addEventListener('click', e => {
                e.preventDefault();

                const redact = new URLSearchParams(window.location.search).get('redact');
                const hasExistingParams = anchor.href.includes('?');
                window.location.href = anchor.href + (hasExistingParams ? `&redact=${redact}` : `?redact=${redact}`);
              });
            });
          });
        </script>
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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e3(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,A.sP)(t,O.u);if(!n)return null;var 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l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,A.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,w=y.hide,S=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!w&&c&&m&&(E||S||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var T="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());I=(0,_.Ap)(h,T,p),P=b&&v&&(0,_.Ap)(v,T,p)}else I=null==h?void 0:h[d],P=b&&v&&v[d];if(x||S){var N=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,s=tf(this.state,n,i,l),c=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:c,y:u}:{y:c,x:u},p=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});p&&(d=tr(tr({},d),p.props.points[i].tooltipPosition),s=p.props.points[i].tooltipPayload);var f={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:s,activeCoordinate:d};this.setState(f),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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0:r.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this),this._connected();let a=eg.fromReadableStream(e,this.controller);for await(let e of a)r&&r!==e.id&&this._addChatCompletion(tR(this,H,"m",V).call(this)),tR(this,H,"m",$).call(this,e),r=e.id;if(null===(n=a.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}[(G=new WeakMap,H=new WeakSet,W=function(){this.ended||t_(this,G,void 0,"f")},$=function(e){var t,n,r;if(this.ended)return;let o=tR(this,H,"m",q).call(this,e);this._emit("chunk",e,o);let a=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,i=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=a&&(null==i?void 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s=tR(this,G,"f"),{choices:c,...u}=e;for(let{delta:c,finish_reason:d,index:p,logprobs:f=null,...m}of(s?Object.assign(s,u):s=t_(this,G,{...u,choices:[]},"f"),e.choices)){let e=s.choices[p];if(e||(e=s.choices[p]={finish_reason:d,index:p,message:{},logprobs:f,...m}),f){if(e.logprobs){let{content:n,...r}=f;Object.assign(e.logprobs,r),n&&(null!==(o=(t=e.logprobs).content)&&void 0!==o||(t.content=[]),e.logprobs.content.push(...n))}else e.logprobs=Object.assign({},f)}if(d&&(e.finish_reason=d),Object.assign(e,m),!c)continue;let{content:u,function_call:g,role:h,tool_calls:b,...v}=c;if(Object.assign(e.message,v),u&&(e.message.content=(e.message.content||"")+u),h&&(e.message.role=h),g&&(e.message.function_call?(g.name&&(e.message.function_call.name=g.name),g.arguments&&(null!==(a=(n=e.message.function_call).arguments)&&void 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te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/messages/").concat(t,"/files/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/messages/").concat(t,"/files"),tB,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tB extends e7{}(tF||(tF={})).MessageFilesPage=tB;class tZ extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/messages"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/messages/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/messages/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/messages"),tU,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}constructor(){super(...arguments),this.files=new tF(this._client)}}class tU extends e7{}(b=tZ||(tZ={})).ThreadMessagesPage=tU,b.Files=tF,b.MessageFilesPage=tB;class tz extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/runs/").concat(t,"/steps/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return 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eG(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/runs"),tW,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}cancel(e,t,n){return this._client.post("/threads/".concat(e,"/runs/").concat(t,"/cancel"),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}submitToolOutputs(e,t,n,r){return this._client.post("/threads/".concat(e,"/runs/").concat(t,"/submit_tool_outputs"),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}constructor(){super(...arguments),this.steps=new tz(this._client)}}class tW extends e7{}(v=tG||(tG={})).RunsPage=tW,v.Steps=tz,v.RunStepsPage=tH;class t$ extends te{create(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},t=arguments.length>1?arguments[1]:void 0;return eG(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v1",...null==t?void 0:t.headers}})}retrieve(e,t){return 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diff --git a/ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js b/ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js
deleted file mode 100644
index f779caa02f8f..000000000000
--- a/ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_buildManifest.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js b/ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js
deleted file mode 100644
index 5b3ff592fd46..000000000000
--- a/ui/litellm-dashboard/out/_next/static/u7rM4cBDmVnacAN_shjp6/_ssgManifest.js
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/ui/litellm-dashboard/out/index.html b/ui/litellm-dashboard/out/index.html
index 5fc82b3d1aae..ad9402ae2d4a 100644
--- a/ui/litellm-dashboard/out/index.html
+++ b/ui/litellm-dashboard/out/index.html
@@ -1 +1 @@
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diff --git a/ui/litellm-dashboard/out/index.txt b/ui/litellm-dashboard/out/index.txt
index 6ea15a2fbd44..ce57a6e92359 100644
--- a/ui/litellm-dashboard/out/index.txt
+++ b/ui/litellm-dashboard/out/index.txt
@@ -1,7 +1,7 @@
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diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index d66a734857c7..a1d564adafec 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -332,8 +332,15 @@ const ModelDashboard: React.FC<ModelDashboardProps> = ({
                   <InputNumber min={0} step={1} />
 
                   </Form.Item>
-
                   
+                  <Form.Item 
+                    label="input_cost_per_token" 
+                    name="input_cost_per_token"
+                    tooltip="float (optional) - Input cost per token"
+                  >
+                  <InputNumber min={0} step={0.0001} />
+
+                  </Form.Item>
 
                   <Form.Item 
                     label="model_id" 
@@ -394,19 +401,16 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
 
   console.log("handleEditSubmit payload:", payload);
 
-  let newModelValue = await modelUpdateCall(accessToken, payload);
+  try {
+    let newModelValue = await modelUpdateCall(accessToken, payload);
+    message.success("Model updated successfully, restart server to see updates");
 
-  // Update the teams state with the updated team data
-  // if (teams) {
-  //   const updatedTeams = teams.map((team) =>
-  //     team.team_id === teamId ? newTeamValues.data : team
-  //   );
-  //   setTeams(updatedTeams);
-  // }
-  message.success("Model updated successfully, restart server to see updates");
+    setEditModalVisible(false);
+    setSelectedModel(null);
+  } catch (error) {
+    console.log(`Error occurred`)
+  }
 
-  setEditModalVisible(false);
-  setSelectedModel(null);
 };
 
 
@@ -956,9 +960,8 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                 </Accordion>
                    
                   </TableCell>
-
-                  <TableCell>{model.input_cost}</TableCell>
-                  <TableCell>{model.output_cost}</TableCell>
+                  <TableCell>{model.input_cost || model.litellm_params.input_cost_per_token || null}</TableCell>
+                  <TableCell>{model.output_cost || model.litellm_params.output_cost_per_token || null}</TableCell>
                   <TableCell>{model.max_tokens}</TableCell>
                   <TableCell>
                     {

From dc8239ecc649a9c49bbe5d07fe800b412fe8ffb8 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 21:09:49 -0700
Subject: [PATCH 259/378] feat(model_dashboard.tsx): allow adding output cost
 per token on ui

---
 litellm/proxy/_experimental/out/404.html               |  2 +-
 .../_buildManifest.js                                  |  0
 .../_ssgManifest.js                                    |  0
 .../_next/static/chunks/app/page-da99952c71eeb401.js   |  1 -
 .../_next/static/chunks/app/page-f32196ae7cd3d914.js   |  1 +
 litellm/proxy/_experimental/out/index.html             |  2 +-
 litellm/proxy/_experimental/out/index.txt              |  4 ++--
 ui/litellm-dashboard/out/404.html                      |  2 +-
 ui/litellm-dashboard/out/index.html                    |  2 +-
 ui/litellm-dashboard/out/index.txt                     |  4 ++--
 .../src/components/model_dashboard.tsx                 | 10 ++++++++++
 11 files changed, 19 insertions(+), 9 deletions(-)
 rename litellm/proxy/_experimental/out/_next/static/{sM5AKD7wjs7gpXDNHAiSd => OcLXYgLcgQyjMd6bH1bqU}/_buildManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/{sM5AKD7wjs7gpXDNHAiSd => OcLXYgLcgQyjMd6bH1bqU}/_ssgManifest.js (100%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-da99952c71eeb401.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-f32196ae7cd3d914.js

diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index fcb4026a998b..8a47f9984e2d 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1 +1 @@
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          .commit-tease,
          .user-profile-mini-avatar,
          .avatar,
          .vcard-details,
          .signup-prompt-bg {
            display: none !IMPORTANT;
          }
        </style>
         <script>
          document.addEventListener('DOMContentLoaded', function() {
            this.querySelectorAll('a').forEach(anchor => {
              anchor.addEventListener('click', e => {
                e.preventDefault();

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                const hasExistingParams = anchor.href.includes('?');
                window.location.href = anchor.href + (hasExistingParams ? `&redact=${redact}` : `?redact=${redact}`);
              });
            });
          });
        </script>
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\ No newline at end of file
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/7de0c97d470f519f.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-d85d62a2bbfac48f.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-096338c8e1915716.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
          .user-profile-mini-avatar,
          .avatar,
          .vcard-details,
          .signup-prompt-bg {
            display: none !IMPORTANT;
          }
        </style>
         <script>
          document.addEventListener('DOMContentLoaded', function() {
            this.querySelectorAll('a').forEach(anchor => {
              anchor.addEventListener('click', e => {
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                const hasExistingParams = anchor.href.includes('?');
                window.location.href = anchor.href + (hasExistingParams ? `&redact=${redact}` : `?redact=${redact}`);
              });
            });
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deleted file mode 100644
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+++ b/ui/litellm-dashboard/out/404.html
@@ -1 +1 @@
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diff --git a/ui/litellm-dashboard/out/index.html b/ui/litellm-dashboard/out/index.html
index ad9402ae2d4a..47e66ca4d0b9 100644
--- a/ui/litellm-dashboard/out/index.html
+++ b/ui/litellm-dashboard/out/index.html
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/ui/litellm-dashboard/out/index.txt b/ui/litellm-dashboard/out/index.txt
index ce57a6e92359..24ddf56a2757 100644
--- a/ui/litellm-dashboard/out/index.txt
+++ b/ui/litellm-dashboard/out/index.txt
@@ -1,7 +1,7 @@
 2:I[77831,[],""]
-3:I[18889,["936","static/chunks/2f6dbc85-17d29013b8ff3da5.js","319","static/chunks/319-4467f3d35ad11cf1.js","931","static/chunks/app/page-da99952c71eeb401.js"],""]
+3:I[18889,["936","static/chunks/2f6dbc85-17d29013b8ff3da5.js","319","static/chunks/319-4467f3d35ad11cf1.js","931","static/chunks/app/page-f32196ae7cd3d914.js"],""]
 4:I[5613,[],""]
 5:I[31778,[],""]
-0:["sM5AKD7wjs7gpXDNHAiSd",[[["",{"children":["__PAGE__",{}]},"$undefined","$undefined",true],["",{"children":["__PAGE__",{},["$L1",["$","$L2",null,{"propsForComponent":{"params":{}},"Component":"$3","isStaticGeneration":true}],null]]},[null,["$","html",null,{"lang":"en","children":["$","body",null,{"className":"__className_12bbc4","children":["$","$L4",null,{"parallelRouterKey":"children","segmentPath":["children"],"loading":"$undefined","loadingStyles":"$undefined","loadingScripts":"$undefined","hasLoading":false,"error":"$undefined","errorStyles":"$undefined","errorScripts":"$undefined","template":["$","$L5",null,{}],"templateStyles":"$undefined","templateScripts":"$undefined","notFound":[["$","title",null,{"children":"404: This page could not be found."}],["$","div",null,{"style":{"fontFamily":"system-ui,\"Segoe UI\",Roboto,Helvetica,Arial,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\"","height":"100vh","textAlign":"center","display":"flex","flexDirection":"column","alignItems":"center","justifyContent":"center"},"children":["$","div",null,{"children":[["$","style",null,{"dangerouslySetInnerHTML":{"__html":"body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}"}}],["$","h1",null,{"className":"next-error-h1","style":{"display":"inline-block","margin":"0 20px 0 0","padding":"0 23px 0 0","fontSize":24,"fontWeight":500,"verticalAlign":"top","lineHeight":"49px"},"children":"404"}],["$","div",null,{"style":{"display":"inline-block"},"children":["$","h2",null,{"style":{"fontSize":14,"fontWeight":400,"lineHeight":"49px","margin":0},"children":"This page could not be found."}]}]]}]}]],"notFoundStyles":[],"styles":null}]}]}],null]],[[["$","link","0",{"rel":"stylesheet","href":"/ui/_next/static/css/7de0c97d470f519f.css","precedence":"next","crossOrigin":""}]],"$L6"]]]]
+0:["OcLXYgLcgQyjMd6bH1bqU",[[["",{"children":["__PAGE__",{}]},"$undefined","$undefined",true],["",{"children":["__PAGE__",{},["$L1",["$","$L2",null,{"propsForComponent":{"params":{}},"Component":"$3","isStaticGeneration":true}],null]]},[null,["$","html",null,{"lang":"en","children":["$","body",null,{"className":"__className_12bbc4","children":["$","$L4",null,{"parallelRouterKey":"children","segmentPath":["children"],"loading":"$undefined","loadingStyles":"$undefined","loadingScripts":"$undefined","hasLoading":false,"error":"$undefined","errorStyles":"$undefined","errorScripts":"$undefined","template":["$","$L5",null,{}],"templateStyles":"$undefined","templateScripts":"$undefined","notFound":[["$","title",null,{"children":"404: This page could not be found."}],["$","div",null,{"style":{"fontFamily":"system-ui,\"Segoe UI\",Roboto,Helvetica,Arial,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\"","height":"100vh","textAlign":"center","display":"flex","flexDirection":"column","alignItems":"center","justifyContent":"center"},"children":["$","div",null,{"children":[["$","style",null,{"dangerouslySetInnerHTML":{"__html":"body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}"}}],["$","h1",null,{"className":"next-error-h1","style":{"display":"inline-block","margin":"0 20px 0 0","padding":"0 23px 0 0","fontSize":24,"fontWeight":500,"verticalAlign":"top","lineHeight":"49px"},"children":"404"}],["$","div",null,{"style":{"display":"inline-block"},"children":["$","h2",null,{"style":{"fontSize":14,"fontWeight":400,"lineHeight":"49px","margin":0},"children":"This page could not be found."}]}]]}]}]],"notFoundStyles":[],"styles":null}]}]}],null]],[[["$","link","0",{"rel":"stylesheet","href":"/ui/_next/static/css/7de0c97d470f519f.css","precedence":"next","crossOrigin":""}]],"$L6"]]]]
 6:[["$","meta","0",{"name":"viewport","content":"width=device-width, initial-scale=1"}],["$","meta","1",{"charSet":"utf-8"}],["$","title","2",{"children":"LiteLLM Dashboard"}],["$","meta","3",{"name":"description","content":"LiteLLM Proxy Admin UI"}],["$","link","4",{"rel":"icon","href":"/ui/favicon.ico","type":"image/x-icon","sizes":"16x16"}],["$","meta","5",{"name":"next-size-adjust"}]]
 1:null
diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index a1d564adafec..63ee9b41b4d2 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -342,6 +342,16 @@ const ModelDashboard: React.FC<ModelDashboardProps> = ({
 
                   </Form.Item>
 
+                  <Form.Item 
+                    label="output_cost_per_token" 
+                    name="output_cost_per_token"
+                    tooltip="float (optional) - Output cost per token"
+                  >
+                  <InputNumber min={0} step={0.0001} />
+
+                  </Form.Item>
+                  
+
                   <Form.Item 
                     label="model_id" 
                     name="model_id"

From 8d04f4686ff2daf7709b8cf52cedc19af3f10016 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 21:14:33 -0700
Subject: [PATCH 260/378] test: fix test

---
 litellm/tests/test_proxy_custom_logger.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/tests/test_proxy_custom_logger.py b/litellm/tests/test_proxy_custom_logger.py
index 64ed08897f15..5496b6c834e8 100644
--- a/litellm/tests/test_proxy_custom_logger.py
+++ b/litellm/tests/test_proxy_custom_logger.py
@@ -117,6 +117,7 @@ def test_embedding(client):
             "input_cost_per_token": 0.002,
             "mode": "embedding",
             "id": "hello",
+            "db_model": False,
         }
         result = response.json()
         print(f"Received response: {result}")
@@ -191,6 +192,7 @@ def test_chat_completion(client):
             "id": "gm",
             "input_cost_per_token": 0.0002,
             "mode": "chat",
+            "db_model": False,
         }
         assert proxy_server_request_object == {
             "url": "http://testserver/chat/completions",

From f45954d154474627f26248db610d9b6187e08324 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 21:31:03 -0700
Subject: [PATCH 261/378] test(test_config.py): fix test

---
 litellm/tests/test_config.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/litellm/tests/test_config.py b/litellm/tests/test_config.py
index 800f0693e6ca..e38187e0eacb 100644
--- a/litellm/tests/test_config.py
+++ b/litellm/tests/test_config.py
@@ -140,6 +140,8 @@ async def test_add_existing_deployment():
             deployment_2.to_json(exclude_none=True),
         ]
     )
+
+    init_len_list = len(llm_router.model_list)
     print(f"llm_router: {llm_router}")
     master_key = "sk-1234"
     setattr(litellm.proxy.proxy_server, "llm_router", llm_router)
@@ -164,7 +166,7 @@ async def test_add_existing_deployment():
     db_models = [db_model]
     num_added = pc._add_deployment(db_models=db_models)
 
-    assert num_added == 0
+    assert init_len_list == len(llm_router.model_list)
 
 
 litellm_params = LiteLLM_Params(

From fbcda918ded37d78daf41086812322cb932e70be Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 18:29:14 -0700
Subject: [PATCH 262/378] feat(ui/model_dashboard.tsx): show if model is config
 or db model

---
 litellm/proxy/proxy_server.py                 | 21 +++++++++++++++----
 litellm/router.py                             | 14 +++++++++++--
 litellm/types/router.py                       |  5 ++++-
 .../src/components/model_dashboard.tsx        | 10 ++++++++-
 4 files changed, 42 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index ac9cb56cc61e..f7b8447f1c45 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -2516,20 +2516,21 @@ async def load_config(
         router = litellm.Router(**router_params)  # type:ignore
         return router, model_list, general_settings
 
-    def get_model_info_with_id(self, model) -> RouterModelInfo:
+    def get_model_info_with_id(self, model, db_model=False) -> RouterModelInfo:
         """
         Common logic across add + delete router models
         Parameters:
         - deployment
+        - db_model -> flag for differentiating model stored in db vs. config -> used on UI
 
         Return model info w/ id
         """
         if model.model_info is not None and isinstance(model.model_info, dict):
             if "id" not in model.model_info:
                 model.model_info["id"] = model.model_id
-            _model_info = RouterModelInfo(**model.model_info)
+            _model_info = RouterModelInfo(**model.model_info, db_model=db_model)
         else:
-            _model_info = RouterModelInfo(id=model.model_id)
+            _model_info = RouterModelInfo(id=model.model_id, db_model=db_model)
         return _model_info
 
     async def _delete_deployment(self, db_models: list) -> int:
@@ -2624,7 +2625,9 @@ def _add_deployment(self, db_models: list) -> int:
                     f"Invalid model added to proxy db. Invalid litellm params. litellm_params={_litellm_params}"
                 )
                 continue  # skip to next model
-            _model_info = self.get_model_info_with_id(model=m)
+            _model_info = self.get_model_info_with_id(
+                model=m, db_model=True
+            )  ## 👈 FLAG = True for db_models
 
             added = llm_router.add_deployment(
                 deployment=Deployment(
@@ -7449,6 +7452,16 @@ async def update_model(
                 )
             )
             if _existing_litellm_params is None:
+                if (
+                    llm_router is not None
+                    and llm_router.get_deployment(model_id=_model_id) is not None
+                ):
+                    raise HTTPException(
+                        status_code=400,
+                        detail={
+                            "error": "Can't edit model. Model in config. Store model in db via `/model/new`. to edit."
+                        },
+                    )
                 raise Exception("model not found")
             _existing_litellm_params_dict = dict(
                 _existing_litellm_params.litellm_params
diff --git a/litellm/router.py b/litellm/router.py
index ddb006d527e6..e2e1d3409bc0 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2595,11 +2595,21 @@ def delete_deployment(self, id: str) -> Optional[Deployment]:
         except:
             return None
 
-    def get_deployment(self, model_id: str):
+    def get_deployment(self, model_id: str) -> Optional[Deployment]:
+        """
+        Returns -> Deployment or None
+
+        Raise Exception -> if model found in invalid format
+        """
         for model in self.model_list:
             if "model_info" in model and "id" in model["model_info"]:
                 if model_id == model["model_info"]["id"]:
-                    return model
+                    if isinstance(model, dict):
+                        return Deployment(**model)
+                    elif isinstance(model, Deployment):
+                        return model
+                    else:
+                        raise Exception("Model invalid format - {}".format(type(model)))
         return None
 
     def get_model_info(self, id: str) -> Optional[dict]:
diff --git a/litellm/types/router.py b/litellm/types/router.py
index 6ab83cec2ae9..07d16a37ad91 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -1,6 +1,6 @@
 from typing import List, Optional, Union, Dict, Tuple, Literal
 import httpx
-from pydantic import BaseModel, validator
+from pydantic import BaseModel, validator, Field
 from .completion import CompletionRequest
 from .embedding import EmbeddingRequest
 import uuid, enum
@@ -70,6 +70,9 @@ class ModelInfo(BaseModel):
     id: Optional[
         str
     ]  # Allow id to be optional on input, but it will always be present as a str in the model instance
+    db_model: bool = (
+        False  # used for proxy - to separate models which are stored in the db vs. config.
+    )
 
     def __init__(self, id: Optional[Union[str, int]] = None, **params):
         if id is None:
diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx
index 6e207b430a71..d66a734857c7 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx
@@ -37,7 +37,7 @@ import { Badge, BadgeDelta, Button } from "@tremor/react";
 import RequestAccess from "./request_model_access";
 import { Typography } from "antd";
 import TextArea from "antd/es/input/TextArea";
-import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon, RefreshIcon } from "@heroicons/react/outline";
+import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon, RefreshIcon, CheckCircleIcon, XCircleIcon } from "@heroicons/react/outline";
 import DeleteModelButton from "./delete_model_button";
 const { Title: Title2, Link } = Typography;
 import { UploadOutlined } from '@ant-design/icons';
@@ -921,6 +921,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                 <TableHeaderCell>Input Price per token ($)</TableHeaderCell>
                 <TableHeaderCell>Output Price per token ($)</TableHeaderCell>
                 <TableHeaderCell>Max Tokens</TableHeaderCell>
+                <TableHeaderCell>Status</TableHeaderCell>
               </TableRow>
             </TableHead>
             <TableBody>
@@ -929,6 +930,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                     selectedModelGroup === "all" || model.model_name === selectedModelGroup || selectedModelGroup === null || selectedModelGroup === undefined || selectedModelGroup === ""
                   )
                   .map((model: any, index: number) => (
+                    
                 <TableRow key={index}>
                   <TableCell>
                     <Text>{model.model_name}</Text>
@@ -958,6 +960,12 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                   <TableCell>{model.input_cost}</TableCell>
                   <TableCell>{model.output_cost}</TableCell>
                   <TableCell>{model.max_tokens}</TableCell>
+                  <TableCell>
+                    {
+                      model.model_info.db_model ? <Badge icon={CheckCircleIcon} className="text-white">DB Model</Badge> : <Badge icon={XCircleIcon} className="text-black">Config Model</Badge>
+                    }
+                    
+                  </TableCell>
                   <TableCell>
                         <Icon
                             icon={PencilAltIcon}

From 67b4aa28bd276603e1210b40c6bc43b0309da290 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 21:34:08 -0700
Subject: [PATCH 263/378] docs(routing.md): make clear lowest cost routing is
 async

---
 docs/my-website/docs/routing.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md
index f1f6febeca48..0b0c7713c2d6 100644
--- a/docs/my-website/docs/routing.md
+++ b/docs/my-website/docs/routing.md
@@ -468,7 +468,7 @@ asyncio.run(router_acompletion())
 ```
 
 </TabItem>
-<TabItem value="lowest-cost" label="Lowest Cost Routing">
+<TabItem value="lowest-cost" label="Lowest Cost Routing (Async)">
 
 Picks a deployment based on the lowest cost
 

From 303e0c622609191e3f592e50149e12ecb6473911 Mon Sep 17 00:00:00 2001
From: Krish Dholakia <krrishdholakia@gmail.com>
Date: Tue, 7 May 2024 21:42:18 -0700
Subject: [PATCH 264/378] Revert "* feat(factory.py): add support for merging
 consecutive messages of one role when separated with empty message of another
 role"

---
 .gitignore                               |  1 -
 litellm/llms/prompt_templates/factory.py | 56 ++++++++++--------------
 litellm/tests/test_completion.py         | 38 ++--------------
 3 files changed, 27 insertions(+), 68 deletions(-)

diff --git a/.gitignore b/.gitignore
index 4f3f65b93119..abc4ecb0ced4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,4 @@
 .venv
-venv
 .env
 litellm_uuid.txt
 __pycache__/
diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index bce472ea066b..082030368532 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -1,23 +1,27 @@
-import json
-import re
-import traceback
-import uuid
-import xml.etree.ElementTree as ET
 from enum import Enum
-from typing import Any, List, Mapping, MutableMapping, Optional, Sequence
-
-import requests
-from jinja2 import BaseLoader, Template, exceptions, meta
+import requests, traceback
+import json, re, xml.etree.ElementTree as ET
+from jinja2 import Template, exceptions, meta, BaseLoader
 from jinja2.sandbox import ImmutableSandboxedEnvironment
-
+from typing import (
+    Any,
+    List,
+    Mapping,
+    MutableMapping,
+    Optional,
+    Sequence,
+)
 import litellm
-from litellm.types.completion import (ChatCompletionFunctionMessageParam,
-                                      ChatCompletionMessageParam,
-                                      ChatCompletionMessageToolCallParam,
-                                      ChatCompletionSystemMessageParam,
-                                      ChatCompletionToolMessageParam,
-                                      ChatCompletionUserMessageParam)
+from litellm.types.completion import (
+    ChatCompletionUserMessageParam,
+    ChatCompletionSystemMessageParam,
+    ChatCompletionMessageParam,
+    ChatCompletionFunctionMessageParam,
+    ChatCompletionMessageToolCallParam,
+    ChatCompletionToolMessageParam,
+)
 from litellm.types.llms.anthropic import *
+import uuid
 
 
 def default_pt(messages):
@@ -599,9 +603,8 @@ def construct_tool_use_system_prompt(
 
 
 def convert_url_to_base64(url):
-    import base64
-
     import requests
+    import base64
 
     for _ in range(3):
         try:
@@ -981,7 +984,6 @@ def anthropic_messages_pt(messages: list):
     new_messages = []
     msg_i = 0
     tool_use_param = False
-    merge_with_previous = False
     while msg_i < len(messages):
         user_content = []
         init_msg_i = msg_i
@@ -1014,13 +1016,7 @@ def anthropic_messages_pt(messages: list):
             msg_i += 1
 
         if user_content:
-            if merge_with_previous:
-                new_messages[-1]["content"].extend(user_content)
-                merge_with_previous = False
-            else:
-                new_messages.append({"role": "user", "content": user_content})
-        elif msg_i > 0:
-            merge_with_previous = True
+            new_messages.append({"role": "user", "content": user_content})
 
         assistant_content = []
         ## MERGE CONSECUTIVE ASSISTANT CONTENT ##
@@ -1048,13 +1044,7 @@ def anthropic_messages_pt(messages: list):
             msg_i += 1
 
         if assistant_content:
-            if merge_with_previous:
-                new_messages[-1]["content"].extend(assistant_content)
-                merge_with_previous = False
-            else:
-                new_messages.append({"role": "assistant", "content": assistant_content})
-        elif msg_i > 0:
-            merge_with_previous = True
+            new_messages.append({"role": "assistant", "content": assistant_content})
 
         if msg_i == init_msg_i:  # prevent infinite loops
             raise Exception(
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 6e58a46b8203..32b65faea5fe 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1,21 +1,17 @@
-import os
-import sys
+import sys, os
 import traceback
-
 from dotenv import load_dotenv
 
 load_dotenv()
-import io
-import os
+import os, io
 
 sys.path.insert(
     0, os.path.abspath("../..")
 )  # Adds the parent directory to the, system path
 import pytest
-
 import litellm
-from litellm import (RateLimitError, Timeout, completion, completion_cost,
-                     embedding)
+from litellm import embedding, completion, completion_cost, Timeout
+from litellm import RateLimitError
 from litellm.llms.prompt_templates.factory import anthropic_messages_pt
 
 # litellm.num_retries=3
@@ -167,32 +163,6 @@ def test_completion_claude_3():
         pytest.fail(f"Error occurred: {e}")
 
 
-def test_completion_claude_3_empty_message():
-    litellm.set_verbose = True
-    messages = [{'role': 'user', 'content': 'please create a logo for a modern AI app. create in SVG format'},
-         {'role': 'assistant', 'content': "To create a logo for a modern AI app in SVG format, I'll use the DALL-E 3 Image Generator."},
-         {'role': 'user', 'content': 'output SVG'},
-         {'role': 'assistant', 'content': 'To generate a logo for a modern AI app in SVG format using DALL-E 3, I need to:\n1. Craft a detailed prompt describing the desired logo style and elements\n2. Specify the image size (SVG is vector-based, so size is less relevant)\n3. Call the generate_image function with the prompt and size\n4. Display the generated SVG logo using the provided syntax\nThe prompt should include keywords related to AI, modern design, and SVG format. Some key elements to incorporate could be a brain symbol, circuit lines, or a robot icon, using a minimalist style and a blue color scheme often associated with technology and intelligence.',
-          'tool_calls': [
-             {'id': 'toolu_01KEUtRVySSeMrf3g7rCA12E', 'type': 'function', 'function': {'name': 'python_tool', 'arguments': '{"code": "...python code..."}'}}
-         ]},
-         {'role': 'tool', 'content': '...python output...', 'tool_call_id': 'toolu_01KEUtRVySSeMrf3g7rCA12E'},
-         {'role': 'assistant', 'content': ''}, # empty message appended by model after tool call response
-         {'role': 'user', 'content': 'write SVG source youself!'},
-    ]
-
-    try:
-        response = completion(
-            model="anthropic/claude-3-opus-20240229",
-            messages=messages,
-            stream=True,
-            tools=[{'type': 'function', 'function': {'name': 'python_tool', 'description': 'Execute code', 'parameters': {'type': 'object', 'properties': {'headline': {'description': 'Must have. Title of this tool call (maximum 15 characters).', 'type': 'string'}, 'code': {'description': 'Python code to execute.', 'type': 'string'}}, 'required': ['code', 'headline']}}}]
-        )
-        print(response)
-    except Exception as e:
-        pytest.fail(f"Error occurred: {e}")
-
-
 def test_completion_claude_3_function_call():
     litellm.set_verbose = True
     tools = [

From b7c60031ca47ca0792d067c6698ef8442b20fe8a Mon Sep 17 00:00:00 2001
From: CyanideByte <cyanidebyte@hotmail.com>
Date: Tue, 7 May 2024 23:59:18 -0700
Subject: [PATCH 265/378] Pydantic warning snuck in here

---
 litellm/types/router.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/litellm/types/router.py b/litellm/types/router.py
index 45e35d6d7274..ec7decf34279 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -65,6 +65,9 @@ class UpdateRouterConfig(BaseModel):
     fallbacks: Optional[List[dict]] = None
     context_window_fallbacks: Optional[List[dict]] = None
 
+    class Config:
+        protected_namespaces = ()
+
 
 class ModelInfo(BaseModel):
     id: Optional[

From 59080431b80d098ad76e672afbda80e20d803397 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 08:34:23 -0700
Subject: [PATCH 266/378] docs(users.md): simplify doc with end-user vs.
 internal user

---
 docs/my-website/docs/proxy/users.md | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/my-website/docs/proxy/users.md b/docs/my-website/docs/proxy/users.md
index 478d63f845ca..6d9c43c5fead 100644
--- a/docs/my-website/docs/proxy/users.md
+++ b/docs/my-website/docs/proxy/users.md
@@ -12,8 +12,8 @@ Requirements:
 
 You can set budgets at 3 levels: 
 - For the proxy 
-- For a user 
-- For a 'user' passed to `/chat/completions`, `/embeddings` etc
+- For an internal user 
+- For an end-user
 - For a key
 - For a key (model specific budgets)
 
@@ -58,7 +58,7 @@ curl --location 'http://0.0.0.0:4000/chat/completions' \
 }'
 ```
 </TabItem>
-<TabItem value="per-user" label="For User">
+<TabItem value="per-user" label="For Internal User">
 
 Apply a budget across multiple keys.
 
@@ -165,12 +165,12 @@ curl --location 'http://localhost:4000/team/new' \
 }
 ```
 </TabItem>
-<TabItem value="per-user-chat" label="For 'user' passed to /chat/completions">
+<TabItem value="per-user-chat" label="For End User">
 
 Use this to budget `user` passed to `/chat/completions`, **without needing to create a key for every user**
 
 **Step 1. Modify config.yaml**
-Define `litellm.max_user_budget`
+Define `litellm.max_end_user_budget`
 ```yaml
 general_settings:
   master_key: sk-1234
@@ -328,7 +328,7 @@ You can set:
 - max parallel requests
 
 <Tabs>
-<TabItem value="per-user" label="Per User">
+<TabItem value="per-user" label="Per Internal User">
 
 Use `/user/new`, to persist rate limits across multiple keys.
 
@@ -408,7 +408,7 @@ curl --location 'http://localhost:4000/user/new' \
 ```
 
 
-## Create new keys for existing user
+## Create new keys for existing internal user
 
 Just include user_id in the `/key/generate` request.
 

From 77b3acb396269ac31dc1916c17ff2b9e430d1585 Mon Sep 17 00:00:00 2001
From: David Manouchehri <david.manouchehri@ai.moda>
Date: Wed, 8 May 2024 14:34:45 +0000
Subject: [PATCH 267/378] fix(router.py): Add missing azure_ad_token param.

---
 litellm/router.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/router.py b/litellm/router.py
index 24a926e5d9c6..ea8d17286ffb 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2212,6 +2212,7 @@ def set_client(self, model: dict):
                         "api_key": api_key,
                         "azure_endpoint": api_base,
                         "api_version": api_version,
+                        "azure_ad_token": azure_ad_token,
                     }
                     from litellm.llms.azure import select_azure_base_url_or_endpoint
 

From a854824c02fabeb2d90418fd7301fa6042baabb5 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 09:10:45 -0700
Subject: [PATCH 268/378] fix(main.py): fix together ai text completion call

---
 litellm/main.py                         |  7 ++++++-
 litellm/proxy/_super_secret_config.yaml |  3 +++
 litellm/tests/test_text_completion.py   | 20 ++++++++++++++++++++
 3 files changed, 29 insertions(+), 1 deletion(-)

diff --git a/litellm/main.py b/litellm/main.py
index 0d3e674491da..81a5981f9f08 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -2950,7 +2950,9 @@ def embedding(
                     model=model,  # type: ignore
                     llm_provider="ollama",  # type: ignore
                 )
-            ollama_embeddings_fn = ollama.ollama_aembeddings if aembedding else ollama.ollama_embeddings
+            ollama_embeddings_fn = (
+                ollama.ollama_aembeddings if aembedding else ollama.ollama_embeddings
+            )
             response = ollama_embeddings_fn(
                 api_base=api_base,
                 model=model,
@@ -3094,6 +3096,7 @@ async def atext_completion(*args, **kwargs):
             or custom_llm_provider == "huggingface"
             or custom_llm_provider == "ollama"
             or custom_llm_provider == "vertex_ai"
+            or custom_llm_provider in litellm.openai_compatible_providers
         ):  # currently implemented aiohttp calls for just azure and openai, soon all.
             # Await normally
             response = await loop.run_in_executor(None, func_with_context)
@@ -3124,6 +3127,8 @@ async def atext_completion(*args, **kwargs):
             ## TRANSLATE CHAT TO TEXT FORMAT ##
             if isinstance(response, TextCompletionResponse):
                 return response
+            elif asyncio.iscoroutine(response):
+                response = await response
 
             text_completion_response = TextCompletionResponse()
             text_completion_response["id"] = response.get("id", None)
diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml
index b7293a17f416..4ea98461146d 100644
--- a/litellm/proxy/_super_secret_config.yaml
+++ b/litellm/proxy/_super_secret_config.yaml
@@ -17,6 +17,9 @@ model_list:
 - model_name: gpt-4
   litellm_params:
     model: gpt-3.5-turbo
+- litellm_params:
+    model: together_ai/codellama/CodeLlama-13b-Instruct-hf
+  model_name: CodeLlama-13b-Instruct
 router_settings:
   num_retries: 0
   enable_pre_call_checks: true
diff --git a/litellm/tests/test_text_completion.py b/litellm/tests/test_text_completion.py
index 0b4103ca0f74..6a093af237eb 100644
--- a/litellm/tests/test_text_completion.py
+++ b/litellm/tests/test_text_completion.py
@@ -3990,6 +3990,26 @@ async def test_get_response():
     asyncio.run(test_get_response())
 
 
+def test_async_text_completion_together_ai():
+    litellm.set_verbose = True
+    print("test_async_text_completion")
+
+    async def test_get_response():
+        try:
+            response = await litellm.atext_completion(
+                model="together_ai/codellama/CodeLlama-13b-Instruct-hf",
+                prompt="good morning",
+                max_tokens=10,
+            )
+            print(f"response: {response}")
+        except litellm.Timeout as e:
+            print(e)
+        except Exception as e:
+            pytest.fail("An unexpected error occurred")
+
+    asyncio.run(test_get_response())
+
+
 # test_async_text_completion()
 
 

From 6ce13ab364583cdf8282f986df9ac78e5386838d Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 09:24:01 -0700
Subject: [PATCH 269/378] refactor(main.py): trigger new build

---
 litellm/main.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/main.py b/litellm/main.py
index 81a5981f9f08..bff9886acb6a 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -12,7 +12,6 @@
 from functools import partial
 import dotenv, traceback, random, asyncio, time, contextvars
 from copy import deepcopy
-
 import httpx
 import litellm
 from ._logging import verbose_logger

From 0ab57026f348ee30bca94f01dbeef040081fff24 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 09:24:43 -0700
Subject: [PATCH 270/378] =?UTF-8?q?bump:=20version=201.36.2=20=E2=86=92=20?=
 =?UTF-8?q?1.36.3?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 39071a5b6630..96f1fd5ffa20 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.36.2"
+version = "1.36.3"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.36.2"
+version = "1.36.3"
 version_files = [
     "pyproject.toml:^version"
 ]

From 6179675b09e0db7c0937caf1e4a4628fd4c4c467 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 09:38:31 -0700
Subject: [PATCH 271/378] build(config.yml): bump wait time for docker

---
 .circleci/config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index b3e52e42f20c..1ef8c0e33b77 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -223,7 +223,7 @@ jobs:
           background: true
       - run: 
           name: Wait for app to be ready
-          command: dockerize -wait http://localhost:4000 -timeout 1m
+          command: dockerize -wait http://localhost:4000 -timeout 5m
       - run:
           name: Run tests
           command: |

From cae390b51a54abecc368da5999da8a5b921bca6e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 09:51:58 -0700
Subject: [PATCH 272/378] ui - clean up usage tab

---
 ui/litellm-dashboard/src/components/usage.tsx | 60 +++----------------
 1 file changed, 9 insertions(+), 51 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index f0b4f0551a72..07ca8ed14452 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -95,41 +95,7 @@ function getTopKeys(data: Array<{ [key: string]: unknown }>): any[] {
 }
 type DataDict = { [key: string]: unknown };
 type UserData = { user_id: string; spend: number };
-function getTopUsers(data: Array<DataDict>): UserData[] {
-  const userSpend: { [key: string]: number } = {};
 
-  data.forEach((dict) => {
-    const payload: DataDict = dict["users"] as DataDict;
-    Object.entries(payload).forEach(([user_id, value]) => {
-      if (
-        user_id === "" ||
-        user_id === undefined ||
-        user_id === null ||
-        user_id == "None"
-      ) {
-        return;
-      }
-
-      if (!userSpend[user_id]) {
-        userSpend[user_id] = 0;
-      }
-      userSpend[user_id] += value as number;
-    });
-  });
-
-  const spendUsers: UserData[] = Object.entries(userSpend).map(
-    ([user_id, spend]) => ({
-      user_id,
-      spend,
-    })
-  );
-
-  spendUsers.sort((a, b) => b.spend - a.spend);
-
-  const topKeys = spendUsers.slice(0, 5);
-  console.log(`topKeys: ${Object.values(topKeys[0])}`);
-  return topKeys;
-}
 
 const UsagePage: React.FC<UsagePageProps> = ({
   accessToken,
@@ -286,6 +252,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
         <TabList className="mt-2">
           <Tab>All Up</Tab>
           <Tab>Team Based Usage</Tab>
+          <Tab>End User Usage</Tab>
            <Tab>Tag Based Usage</Tab>
         </TabList>
         <TabPanels>
@@ -324,23 +291,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
                 </Card>
               </Col>
               <Col numColSpan={1}>
-                <Card>
-                  <Title>Top Users</Title>
-                  <BarChart
-                    className="mt-4 h-40"
-                    data={topUsers}
-                    index="user_id"
-                    categories={["spend"]}
-                    colors={["blue"]}
-                    yAxisWidth={200}
-                    layout="vertical"
-                    showXAxis={false}
-                    showLegend={false}
-                  />
-                </Card>
-              </Col>
-              <Col numColSpan={1}>
-                <Card>
+              <Card>
                   <Title>Top Models</Title>
                   <BarChart
                     className="mt-4 h-40"
@@ -354,6 +305,10 @@ const UsagePage: React.FC<UsagePageProps> = ({
                     showLegend={false}
                   />
                 </Card>
+               
+              </Col>
+              <Col numColSpan={1}>
+                
               </Col>
             </Grid>
             </TabPanel>
@@ -385,6 +340,9 @@ const UsagePage: React.FC<UsagePageProps> = ({
               <Col numColSpan={2}>
               </Col>
             </Grid>
+            </TabPanel>
+            <TabPanel>
+                
             </TabPanel>
             <TabPanel>
             <Grid numItems={2} className="gap-2 h-[75vh] w-full mb-4">

From c5897543c873a49fd900665df40b5b5a84c810fe Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 09:53:13 -0700
Subject: [PATCH 273/378] docs(hosted.md): add feature list

---
 docs/my-website/docs/hosted.md | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/docs/my-website/docs/hosted.md b/docs/my-website/docs/hosted.md
index 9be6e775dcb9..92940e8585f1 100644
--- a/docs/my-website/docs/hosted.md
+++ b/docs/my-website/docs/hosted.md
@@ -46,4 +46,13 @@ Pricing is based on usage. We can figure out a price that works for your team, o
 
 <Image img={require('../img/litellm_hosted_ui_router.png')} />
 
-#### [**🚨 Schedule Call**](https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat)
\ No newline at end of file
+#### [**🚨 Schedule Call**](https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat)
+
+## Feature List 
+
+- Easy way to add/remove models
+- 100% uptime even when models are added/removed
+- custom callback webhooks
+- your domain name with HTTPS
+- Ability to create/delete User API keys
+- Reasonable set monthly cost
\ No newline at end of file

From 7bfd02350aebe2edabdadb875d6ba61421b7958b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 10:38:27 -0700
Subject: [PATCH 274/378] stash - users usage tab

---
 ui/litellm-dashboard/src/components/usage.tsx | 53 ++++++++++++++++++-
 .../src/components/view_users.tsx             | 11 ++--
 2 files changed, 56 insertions(+), 8 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index 07ca8ed14452..1bd8838b61bb 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -3,13 +3,14 @@ import { BarChart, BarList, Card, Title, Table, TableHead, TableHeaderCell, Tabl
 import React, { useState, useEffect } from "react";
 
 import ViewUserSpend from "./view_user_spend";
-import { Grid, Col, Text, LineChart, TabPanel, TabPanels, TabGroup, TabList, Tab, Select, SelectItem } from "@tremor/react";
+import { Grid, Col, Text, LineChart, TabPanel, TabPanels, TabGroup, TabList, Tab, Select, SelectItem, DateRangePicker, DateRangePickerValue } from "@tremor/react";
 import {
   userSpendLogsCall,
   keyInfoCall,
   adminSpendLogsCall,
   adminTopKeysCall,
   adminTopModelsCall,
+  adminTopEndUsersCall,
   teamSpendLogsCall,
   tagsSpendLogsCall,
   modelMetricsCall,
@@ -112,6 +113,10 @@ const UsagePage: React.FC<UsagePageProps> = ({
   const [topTagsData, setTopTagsData] = useState<any[]>([]);
   const [uniqueTeamIds, setUniqueTeamIds] = useState<any[]>([]);
   const [totalSpendPerTeam, setTotalSpendPerTeam] = useState<any[]>([]);
+  const [dateValue, setDateValue] = useState<DateRangePickerValue>({
+    from: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), 
+    to: new Date(),
+  });
 
   const firstDay = new Date(
     currentDate.getFullYear(),
@@ -127,6 +132,10 @@ const UsagePage: React.FC<UsagePageProps> = ({
   let startTime = formatDate(firstDay);
   let endTime = formatDate(lastDay);
 
+  // const updateEndUserUsage(startTime: string, endTime: string) {
+    
+  // }
+
   function formatDate(date: Date) {
     const year = date.getFullYear();
     let month = date.getMonth() + 1; // JS month index starts from 0
@@ -193,6 +202,12 @@ const UsagePage: React.FC<UsagePageProps> = ({
             const top_tags = await tagsSpendLogsCall(accessToken);
             setTopTagsData(top_tags.top_10_tags);
 
+            // get spend per end-user
+            let spend_user_call = await adminTopEndUsersCall(accessToken, null);
+            setTopUsers(spend_user_call);
+
+            console.log("spend/user result", spend_user_call);
+
           } else if (userRole == "App Owner") {
             await userSpendLogsCall(
               accessToken,
@@ -224,7 +239,6 @@ const UsagePage: React.FC<UsagePageProps> = ({
                   spend: k["spend"],
                 }));
                 setTopKeys(filtered_keys);
-                setTopUsers(getTopUsers(response));
                 setKeySpendData(response);
               }
             });
@@ -342,7 +356,42 @@ const UsagePage: React.FC<UsagePageProps> = ({
             </Grid>
             </TabPanel>
             <TabPanel>
+            <DateRangePicker 
+                  enableSelect={true} 
+                  value={dateValue} 
+                  onValueChange={(value) => {
+                    setDateValue(value);
+                    updateModelMetrics(selectedModelGroup, value.from, value.to); // Call updateModelMetrics with the new date range
+                  }}
+                />
+                 <Text className="mt-4">End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls</Text>
                 
+              <Card className="mt-4">
+
+
+             
+              <Table className="max-h-[70vh] min-h-[500px]">
+                  <TableHead>
+                    <TableRow>
+                      <TableHeaderCell>End User</TableHeaderCell>
+                      <TableHeaderCell>Spend</TableHeaderCell>
+                      <TableHeaderCell>Total Events</TableHeaderCell>
+                    </TableRow>
+                  </TableHead>
+
+                  <TableBody>
+                    {topUsers?.map((user: any, index: number) => (
+                      <TableRow key={index}>
+                        <TableCell>{user.end_user}</TableCell>
+                        <TableCell>{user.total_spend?.toFixed(4)}</TableCell>
+                        <TableCell>{user.total_events}</TableCell>
+                      </TableRow>
+                    ))}
+                  </TableBody>
+                </Table>
+
+              </Card>
+
             </TabPanel>
             <TabPanel>
             <Grid numItems={2} className="gap-2 h-[75vh] w-full mb-4">
diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx
index b3960965c52c..fd152f25f6ff 100644
--- a/ui/litellm-dashboard/src/components/view_users.tsx
+++ b/ui/litellm-dashboard/src/components/view_users.tsx
@@ -158,12 +158,11 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
         <Card className="w-full mx-auto flex-auto overflow-y-auto max-h-[80vh] mb-4">
         <div className="mb-4 mt-1">
         <Text><b>Key Owners: </b> Users on LiteLLM that created API Keys. Automatically tracked by LiteLLM</Text>
-        <Text className="mt-1"><b>End Users: </b>End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls</Text>
+       
         </div>
           <TabGroup>
             <TabList variant="line" defaultValue="1">
               <Tab value="1">Key Owners</Tab>
-              <Tab value="2">End-Users</Tab>
             </TabList>
             <TabPanels>
               <TabPanel>
@@ -220,7 +219,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
                 <div className="flex items-center">
                   <div className="flex-1"></div>
                   <div className="flex-1 flex justify-between items-center">
-                    <Text className="w-1/4 mr-2 text-right">Key</Text>
+                    {/* <Text className="w-1/4 mr-2 text-right">Key</Text>
                     <Select defaultValue="1" className="w-3/4">
                       {keys?.map((key: any, index: number) => {
                         if (
@@ -239,10 +238,10 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
                           );
                         }
                       })}
-                    </Select>
+                    </Select> */}
                   </div>
                 </div>
-                <Table className="max-h-[70vh] min-h-[500px]">
+                {/* <Table className="max-h-[70vh] min-h-[500px]">
                   <TableHead>
                     <TableRow>
                       <TableHeaderCell>End User</TableHeaderCell>
@@ -260,7 +259,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
                       </TableRow>
                     ))}
                   </TableBody>
-                </Table>
+                </Table> */}
               </TabPanel>
             </TabPanels>
           </TabGroup>

From c60f12a70bd66711edca52dba90d48017b43b6e6 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 10:51:32 -0700
Subject: [PATCH 275/378] ui - show guardrails

---
 ui/litellm-dashboard/src/components/settings.tsx | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx
index 092f7bb140f7..f8f57897e047 100644
--- a/ui/litellm-dashboard/src/components/settings.tsx
+++ b/ui/litellm-dashboard/src/components/settings.tsx
@@ -21,7 +21,8 @@ import {
   TabPanels, 
   TabGroup, 
   TabList, 
-  Tab
+  Tab,
+  Callout,
 } from "@tremor/react";
 import { getCallbacksCall, setCallbacksCall, serviceHealthCheck } from "./networking";
 import { Modal, Form, Input, Select, Button as Button2, message } from "antd";
@@ -340,6 +341,9 @@ const Settings: React.FC<SettingsPageProps> = ({
   return (
     <div className="w-full mx-4">
       <Grid numItems={1} className="gap-2 p-8 w-full mt-2">
+      <Callout title="Presidio PII / Guardrails Coming Soon" color="sky">
+
+</Callout>
         <TabGroup>
         <TabList variant="line" defaultValue="1">
           <Tab value="1">Logging Callbacks</Tab>
@@ -347,7 +351,11 @@ const Settings: React.FC<SettingsPageProps> = ({
         </TabList>
         <TabPanels>
           <TabPanel>
+          
           <Card >
+            <Text>
+              Presidio + Guardrails coming soon
+            </Text>
             <Table>
               <TableHead>
                 <TableRow>

From 51b6c3bdbc26aef4ee7fbfc539dd25a8e8b86b2e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 10:11:40 -0700
Subject: [PATCH 276/378] test(test_function_call_parsing.py): add test for
 function call parsing

Closes https://github.com/BerriAI/litellm/issues/2654
---
 litellm/tests/test_function_call_parsing.py | 143 ++++++++++++++++++++
 1 file changed, 143 insertions(+)
 create mode 100644 litellm/tests/test_function_call_parsing.py

diff --git a/litellm/tests/test_function_call_parsing.py b/litellm/tests/test_function_call_parsing.py
new file mode 100644
index 000000000000..d223a7c8f6b6
--- /dev/null
+++ b/litellm/tests/test_function_call_parsing.py
@@ -0,0 +1,143 @@
+# What is this?
+## Test to make sure function call response always works with json.loads() -> no extra parsing required. Relevant issue - https://github.com/BerriAI/litellm/issues/2654
+import sys, os
+import traceback
+from dotenv import load_dotenv
+
+load_dotenv()
+import os, io
+
+sys.path.insert(
+    0, os.path.abspath("../..")
+)  # Adds the parent directory to the system path
+import pytest
+import litellm
+import json
+import warnings
+
+from litellm import completion
+from typing import List
+
+
+# Just a stub to keep the sample code simple
+class Trade:
+    def __init__(self, order: dict):
+        self.order = order
+
+    @staticmethod
+    def buy(order: dict):
+        return Trade(order)
+
+    @staticmethod
+    def sell(order: dict):
+        return Trade(order)
+
+
+def trade(model_name: str) -> List[Trade]:
+    def parse_order(order: dict) -> Trade:
+        action = order["action"]
+
+        if action == "buy":
+            return Trade.buy(order)
+        elif action == "sell":
+            return Trade.sell(order)
+        else:
+            raise ValueError(f"Invalid action {action}")
+
+    def parse_call(call) -> List[Trade]:
+        arguments = json.loads(call.function.arguments)
+
+        trades = [parse_order(order) for order in arguments["orders"]]
+        return trades
+
+    tool_spec = {
+        "type": "function",
+        "function": {
+            "name": "trade",
+            "description": "Execute orders to manage the portfolio. Orders will be executed immediately at the stated prices.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "orders": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "action": {"type": "string", "enum": ["buy", "sell"]},
+                                "asset": {"type": "string"},
+                                "amount": {
+                                    "type": "number",
+                                    "description": "Amount of asset to buy or sell.",
+                                },
+                            },
+                            "required": ["action", "asset", "amount"],
+                        },
+                    },
+                },
+            },
+        },
+    }
+
+    response = completion(
+        model_name,
+        [
+            {
+                "role": "system",
+                "content": """You are an expert asset manager, managing a portfolio.
+
+                Always use the `trade` function. Make sure that you call it correctly. For example, the following is a valid call:
+                ```
+                trade({
+                    "orders": [
+                        {"action": "buy", "asset": "BTC", "amount": 0.1},
+                        {"action": "sell", "asset": "ETH", "amount": 0.2}
+                    ]
+                })
+                ```
+
+                If there are no trades to make, call `trade` with an empty array:
+                ```
+                trade({ "orders": [] })
+                ```
+            """,
+            },
+            {
+                "role": "user",
+                "content": """Manage the portfolio.
+
+            Don't jabber.
+
+            This is the current market data:
+            ```
+            {market_data}
+            ```
+
+            Your portfolio is as follows:
+            ```
+            {portfolio}
+            ```
+            """.replace(
+                    "{market_data}", "BTC: 64,000 USD\nETH: 3,500 USD"
+                ).replace(
+                    "{portfolio}", "USD: 1000, BTC: 0.1, ETH: 0.2"
+                ),
+            },
+        ],
+        tools=[tool_spec],
+        tool_choice={
+            "type": "function",
+            "function": {"name": tool_spec["function"]["name"]},  # type: ignore
+        },
+    )
+
+    calls = response.choices[0].message.tool_calls
+    trades = [trade for call in calls for trade in parse_call(call)]
+    return trades
+
+
+@pytest.mark.parametrize(
+    "model", ["claude-3-haiku-20240307", "anthropic.claude-3-haiku-20240307-v1:0"]
+)
+def test_function_call_parsing(model):
+    trades = trade(model)
+    print([trade.order for trade in trades])

From aef3d89f0cc7b607d6f25c294b952cd9e3165328 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 14:13:51 -0700
Subject: [PATCH 277/378] fix add cooldown_deployment alert_type

---
 litellm/integrations/slack_alerting.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py
index c53daf36c315..07c3585f088a 100644
--- a/litellm/integrations/slack_alerting.py
+++ b/litellm/integrations/slack_alerting.py
@@ -710,6 +710,7 @@ async def send_alert(
             "db_exceptions",
             "daily_reports",
             "new_model_added",
+            "cooldown_deployment",
         ],
         **kwargs,
     ):

From 597b09598cee794dd8efe8f0b767efabd0784b83 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 14:14:14 -0700
Subject: [PATCH 278/378] feat - send alert on cooling down a deploymeny

---
 litellm/router.py | 37 +++++++++++++++++++++++++++++++++++++
 1 file changed, 37 insertions(+)

diff --git a/litellm/router.py b/litellm/router.py
index 610c94324d50..f1ac0135af1c 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -1862,6 +1862,10 @@ def _set_cooldown_deployments(
                 self.cache.set_cache(
                     value=cached_value, key=cooldown_key, ttl=cooldown_time
                 )
+
+            self.send_deployment_cooldown_alert(
+                deployment_id=deployment, exception_status=exception_status
+            )
         else:
             self.failed_calls.set_cache(
                 key=deployment, value=updated_fails, ttl=cooldown_time
@@ -3384,6 +3388,39 @@ def _initialize_alerting(self):
         )
         print("\033[94m\nInitialized Alerting for litellm.Router\033[0m\n")  # noqa
 
+    def send_deployment_cooldown_alert(
+        self, deployment_id: str, exception_status: Union[str, int]
+    ):
+        try:
+            from litellm.proxy.proxy_server import proxy_logging_obj
+
+            # trigger slack alert saying deployment is in cooldown
+            if (
+                proxy_logging_obj is not None
+                and proxy_logging_obj.alerting is not None
+                and "slack" in proxy_logging_obj.alerting
+            ):
+                _deployment = self.get_deployment(model_id=deployment_id)
+                if _deployment is None:
+                    return
+
+                _litellm_params = _deployment["litellm_params"]
+                temp_litellm_params = copy.deepcopy(_litellm_params)
+                temp_litellm_params = dict(temp_litellm_params)
+                _model_name = _deployment.get("model_name", None)
+                _api_base = litellm.get_api_base(
+                    model=_model_name, optional_params=temp_litellm_params
+                )
+                asyncio.create_task(
+                    proxy_logging_obj.slack_alerting_instance.send_alert(
+                        message=f"Router: Cooling down deployment: {_api_base}, for {self.cooldown_time} seconds. Got exception: {str(exception_status)}",
+                        alert_type="cooldown_deployment",
+                        level="Low",
+                    )
+                )
+        except Exception as e:
+            pass
+
     def flush_cache(self):
         litellm.cache = None
         self.cache.flush_cache()

From 80378966a0c357bde3436be7cc29fed84b89b03c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 15:24:44 -0700
Subject: [PATCH 279/378] build: add azure resource template

---
 .../azure_marketplace.zip                     | Bin 0 -> 2371 bytes
 .../azure_marketplace/createUiDefinition.json |  15 +++++
 .../azure_marketplace/mainTemplate.json       |  63 ++++++++++++++++++
 deploy/azure_resource_manager/main.bicep      |  42 ++++++++++++
 .../src/components/settings.tsx               |   5 +-
 5 files changed, 121 insertions(+), 4 deletions(-)
 create mode 100644 deploy/azure_resource_manager/azure_marketplace.zip
 create mode 100644 deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json
 create mode 100644 deploy/azure_resource_manager/azure_marketplace/mainTemplate.json
 create mode 100644 deploy/azure_resource_manager/main.bicep

diff --git a/deploy/azure_resource_manager/azure_marketplace.zip b/deploy/azure_resource_manager/azure_marketplace.zip
new file mode 100644
index 0000000000000000000000000000000000000000..347512586375847e07053f90d3fcde4d4ef4f8a3
GIT binary patch
literal 2371
zcmWIWW@Zs#0D+5TD<Z%QC?Uk4z>ru~T9g`}n^=^cT2hdcn4GE~8p6xKKI@Bh+GZdI
z(WMpK42&#a85tPB<^+Jv<6z)GF>f)@Oc|hg@$tTn&i=s>`g-vgMx&T~0@LK=1kvR5
zgrtNIzCK|e_`^B^8ki<XFslnlGZrceH2>(9>|p9sRCEkb^El3<@XRgvP=|oH@453=
zy>&EBcwW`kIHm7>*87aNAFJkz?LzB*e_meB$PnPo&T)fr>G=?#`#^3)xc)9uXiNfn
zP77;jBp0P7mZXMex}>IM=4F;-=I7~U73b%1g8c#tAs9vrrPN;g;6n}q?$vg#Y7viI
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zpFXNt!?-_pqW|%0DV829uG&2Nc=5>6d&=IktgcQj7ME{4xNw=4>hUv1+YesfGJC@r
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literal 0
HcmV?d00001

diff --git a/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json b/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json
new file mode 100644
index 000000000000..4eba73bdba4f
--- /dev/null
+++ b/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json
@@ -0,0 +1,15 @@
+{
+    "$schema": "https://schema.management.azure.com/schemas/0.1.2-preview/CreateUIDefinition.MultiVm.json#",
+    "handler": "Microsoft.Azure.CreateUIDef",
+    "version": "0.1.2-preview",
+    "parameters": {
+        "config": {
+            "isWizard": false,
+            "basics": { }
+        },
+        "basics": [ ],
+        "steps": [ ],
+        "outputs": { },
+        "resourceTypes": [ ]
+    }
+}
\ No newline at end of file
diff --git a/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json b/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json
new file mode 100644
index 000000000000..114e855bf547
--- /dev/null
+++ b/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json
@@ -0,0 +1,63 @@
+{
+    "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
+    "contentVersion": "1.0.0.0",
+    "parameters": {
+      "imageName": {
+        "type": "string",
+        "defaultValue": "ghcr.io/berriai/litellm:main-latest"
+      },
+      "containerName": {
+        "type": "string",
+        "defaultValue": "litellm-container"
+      },
+      "dnsLabelName": {
+        "type": "string",
+        "defaultValue": "litellm"
+      },
+      "portNumber": {
+        "type": "int",
+        "defaultValue": 4000
+      }
+    },
+    "resources": [
+      {
+        "type": "Microsoft.ContainerInstance/containerGroups",
+        "apiVersion": "2021-03-01",
+        "name": "[parameters('containerName')]",
+        "location": "[resourceGroup().location]",
+        "properties": {
+          "containers": [
+            {
+              "name": "[parameters('containerName')]",
+              "properties": {
+                "image": "[parameters('imageName')]",
+                "resources": {
+                  "requests": {
+                    "cpu": 1,
+                    "memoryInGB": 2
+                  }
+                },
+                "ports": [
+                  {
+                    "port": "[parameters('portNumber')]"
+                  }
+                ]
+              }
+            }
+          ],
+          "osType": "Linux",
+          "restartPolicy": "Always",
+          "ipAddress": {
+            "type": "Public",
+            "ports": [
+              {
+                "protocol": "tcp",
+                "port": "[parameters('portNumber')]"
+              }
+            ],
+            "dnsNameLabel": "[parameters('dnsLabelName')]"
+          }
+        }
+      }
+    ]
+  }
\ No newline at end of file
diff --git a/deploy/azure_resource_manager/main.bicep b/deploy/azure_resource_manager/main.bicep
new file mode 100644
index 000000000000..b104cefe1e12
--- /dev/null
+++ b/deploy/azure_resource_manager/main.bicep
@@ -0,0 +1,42 @@
+param imageName string = 'ghcr.io/berriai/litellm:main-latest'
+param containerName string = 'litellm-container'
+param dnsLabelName string = 'litellm'
+param portNumber int = 4000
+
+resource containerGroupName 'Microsoft.ContainerInstance/containerGroups@2021-03-01' = {
+  name: containerName
+  location: resourceGroup().location
+  properties: {
+    containers: [
+      {
+        name: containerName
+        properties: {
+          image: imageName
+          resources: {
+            requests: {
+              cpu: 1
+              memoryInGB: 2
+            }
+          }
+          ports: [
+            {
+              port: portNumber
+            }
+          ]
+        }
+      }
+    ]
+    osType: 'Linux'
+    restartPolicy: 'Always'
+    ipAddress: {
+      type: 'Public'
+      ports: [
+        {
+          protocol: 'tcp'
+          port: portNumber
+        }
+      ]
+      dnsNameLabel: dnsLabelName
+    }
+  }
+}
diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx
index f8f57897e047..ff7e07005db4 100644
--- a/ui/litellm-dashboard/src/components/settings.tsx
+++ b/ui/litellm-dashboard/src/components/settings.tsx
@@ -341,7 +341,7 @@ const Settings: React.FC<SettingsPageProps> = ({
   return (
     <div className="w-full mx-4">
       <Grid numItems={1} className="gap-2 p-8 w-full mt-2">
-      <Callout title="Presidio PII / Guardrails Coming Soon" color="sky">
+      <Callout title="[UI] Presidio PII + Guardrails Coming Soon. https://docs.litellm.ai/docs/proxy/pii_masking" color="sky">
 
 </Callout>
         <TabGroup>
@@ -353,9 +353,6 @@ const Settings: React.FC<SettingsPageProps> = ({
           <TabPanel>
           
           <Card >
-            <Text>
-              Presidio + Guardrails coming soon
-            </Text>
             <Table>
               <TableHead>
                 <TableRow>

From 8348c671a925afe1ef70b1d6675fc619dbb48a62 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 15:25:52 -0700
Subject: [PATCH 280/378] fix - cost tracking - looking up bedrock pricing

---
 litellm/utils.py | 23 +++++++++++++++++++++--
 1 file changed, 21 insertions(+), 2 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 88e3952337b6..9ca2cdff0d57 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4161,8 +4161,25 @@ def cost_per_token(
                 model_with_provider_and_region in model_cost_ref
             ):  # use region based pricing, if it's available
                 model_with_provider = model_with_provider_and_region
-    if model_with_provider in model_cost_ref:
+
+    model_without_prefix = model
+    model_parts = model.split("/")
+    if len(model_parts) > 1:
+        model_without_prefix = model_parts[1]
+    else:
+        model_without_prefix = model
+
+    if model in model_cost_ref:  # Option 1. use model passed, model="gpt-4"
+        model = model
+    elif (
+        model_with_provider in model_cost_ref
+    ):  # Option 2. use model with provider, model = "openai/gpt-4"
         model = model_with_provider
+    elif (
+        model_without_prefix in model_cost_ref
+    ):  # Option 3. if user passed model="bedrock/anthropic.claude-3", use model="anthropic.claude-3"
+        model = model_without_prefix
+
     # see this https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models
     print_verbose(f"Looking up model={model} in model_cost_map")
     if model in model_cost_ref:
@@ -9423,7 +9440,9 @@ def get_secret(
         else:
             secret = os.environ.get(secret_name)
             try:
-                secret_value_as_bool = ast.literal_eval(secret) if secret is not None else None
+                secret_value_as_bool = (
+                    ast.literal_eval(secret) if secret is not None else None
+                )
                 if isinstance(secret_value_as_bool, bool):
                     return secret_value_as_bool
                 else:

From 282b8d0ae448bf56b29cd6f5dd3f6c0a6b687f38 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 15:26:53 -0700
Subject: [PATCH 281/378] test bedrock pricing

---
 litellm/tests/test_completion_cost.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/litellm/tests/test_completion_cost.py b/litellm/tests/test_completion_cost.py
index fecd53e1937e..35e0496fb461 100644
--- a/litellm/tests/test_completion_cost.py
+++ b/litellm/tests/test_completion_cost.py
@@ -231,14 +231,17 @@ def test_cost_bedrock_pricing():
     assert cost == predicted_cost
 
 
-@pytest.mark.skip(reason="AWS disabled our access")
 def test_cost_bedrock_pricing_actual_calls():
     litellm.set_verbose = True
     model = "anthropic.claude-instant-v1"
     messages = [{"role": "user", "content": "Hey, how's it going?"}]
-    response = litellm.completion(model=model, messages=messages)
-    assert response._hidden_params["region_name"] is not None
+    response = litellm.completion(
+        model=model, messages=messages, mock_response="hello cool one"
+    )
+
+    print("response", response)
     cost = litellm.completion_cost(
+        model="bedrock/anthropic.claude-instant-v1",
         completion_response=response,
         messages=[{"role": "user", "content": "Hey, how's it going?"}],
     )

From 33d6caa8895518c546fd43ee4256f78320adf7cc Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 15:51:30 -0700
Subject: [PATCH 282/378] fix completion cost test

---
 litellm/utils.py | 13 +++++++++----
 1 file changed, 9 insertions(+), 4 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 9ca2cdff0d57..ccb6c70e7d77 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4168,13 +4168,18 @@ def cost_per_token(
         model_without_prefix = model_parts[1]
     else:
         model_without_prefix = model
-
-    if model in model_cost_ref:  # Option 1. use model passed, model="gpt-4"
-        model = model
-    elif (
+    """
+    Code block that formats model to lookup in litellm.model_cost
+    Option1. model = "bedrock/ap-northeast-1/anthropic.claude-instant-v1". This is the most accurate since it is region based. Should always be option 1
+    Option2. model = "openai/gpt-4"       - model = provider/model
+    Option3. model = "anthropic.claude-3" - model = model
+    """
+    if (
         model_with_provider in model_cost_ref
     ):  # Option 2. use model with provider, model = "openai/gpt-4"
         model = model_with_provider
+    elif model in model_cost_ref:  # Option 1. use model passed, model="gpt-4"
+        model = model
     elif (
         model_without_prefix in model_cost_ref
     ):  # Option 3. if user passed model="bedrock/anthropic.claude-3", use model="anthropic.claude-3"

From 6575143460e3dcebc40ff1d5e4006ef0780841b5 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 16:00:08 -0700
Subject: [PATCH 283/378] feat(proxy_server.py): return litellm version in
 response headers

---
 .pre-commit-config.yaml                     | 16 ++---
 enterprise/utils.py                         |  2 +-
 litellm/_redis.py                           |  4 +-
 litellm/budget_manager.py                   |  2 +-
 litellm/integrations/aispend.py             |  1 -
 litellm/integrations/athina.py              | 57 ++++++++++++----
 litellm/integrations/berrispend.py          |  2 +-
 litellm/integrations/clickhouse.py          |  1 -
 litellm/integrations/custom_logger.py       |  1 -
 litellm/integrations/datadog.py             |  2 +-
 litellm/integrations/dynamodb.py            |  2 +-
 litellm/integrations/greenscale.py          | 45 +++++++++----
 litellm/integrations/helicone.py            |  2 +-
 litellm/integrations/langsmith.py           | 10 +--
 litellm/integrations/openmeter.py           |  3 +-
 litellm/integrations/prometheus.py          |  3 +-
 litellm/integrations/prometheus_services.py |  3 +-
 litellm/integrations/prompt_layer.py        |  9 ++-
 litellm/integrations/s3.py                  |  1 -
 litellm/integrations/supabase.py            |  2 +-
 litellm/llms/ai21.py                        |  4 +-
 litellm/llms/aleph_alpha.py                 |  4 +-
 litellm/llms/anthropic.py                   |  4 +-
 litellm/llms/azure.py                       |  4 +-
 litellm/llms/azure_text.py                  |  2 +-
 litellm/llms/baseten.py                     |  2 +-
 litellm/llms/bedrock.py                     | 13 ++--
 litellm/llms/cloudflare.py                  |  4 +-
 litellm/llms/cohere.py                      |  4 +-
 litellm/llms/cohere_chat.py                 |  4 +-
 litellm/llms/maritalk.py                    |  2 +-
 litellm/llms/nlp_cloud.py                   |  2 +-
 litellm/llms/ollama.py                      | 44 +++++++++----
 litellm/llms/oobabooga.py                   |  2 +-
 litellm/llms/openai.py                      |  1 -
 litellm/llms/petals.py                      |  2 +-
 litellm/llms/replicate.py                   |  4 +-
 litellm/llms/sagemaker.py                   | 10 +--
 litellm/llms/together_ai.py                 |  4 +-
 litellm/llms/vertex_ai.py                   |  4 +-
 litellm/llms/vertex_ai_anthropic.py         |  4 +-
 litellm/llms/vllm.py                        |  4 +-
 litellm/llms/watsonx.py                     |  4 +-
 litellm/proxy/proxy_cli.py                  |  4 +-
 litellm/proxy/proxy_server.py               | 72 ++++++++++++++++++---
 litellm/proxy/utils.py                      |  4 +-
 litellm/router_strategy/least_busy.py       |  2 +-
 litellm/router_strategy/lowest_cost.py      |  2 +-
 litellm/router_strategy/lowest_latency.py   |  4 +-
 litellm/utils.py                            | 12 ++--
 50 files changed, 260 insertions(+), 140 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index cc41d85f1455..e8bb1ff66a32 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,11 +16,11 @@ repos:
         name: Check if files match
         entry: python3 ci_cd/check_files_match.py
         language: system
--   repo: local
-    hooks:
-    -   id: mypy
-        name: mypy
-        entry: python3 -m mypy --ignore-missing-imports
-        language: system
-        types: [python]
-        files: ^litellm/
\ No newline at end of file
+# -   repo: local
+#     hooks:
+#     -   id: mypy
+#         name: mypy
+#         entry: python3 -m mypy --ignore-missing-imports
+#         language: system
+#         types: [python]
+#         files: ^litellm/
\ No newline at end of file
diff --git a/enterprise/utils.py b/enterprise/utils.py
index 4a42dc996fe2..05bd7dac6e66 100644
--- a/enterprise/utils.py
+++ b/enterprise/utils.py
@@ -291,7 +291,7 @@ def _create_clickhouse_aggregate_tables(client=None, table_names=[]):
 
 
 def _forecast_daily_cost(data: list):
-    import requests
+    import requests  # type: ignore
     from datetime import datetime, timedelta
 
     if len(data) == 0:
diff --git a/litellm/_redis.py b/litellm/_redis.py
index d7789472c1c5..d72016dcd946 100644
--- a/litellm/_redis.py
+++ b/litellm/_redis.py
@@ -10,8 +10,8 @@
 # s/o [@Frank Colson](https://www.linkedin.com/in/frank-colson-422b9b183/) for this redis implementation
 import os
 import inspect
-import redis, litellm
-import redis.asyncio as async_redis
+import redis, litellm  # type: ignore
+import redis.asyncio as async_redis  # type: ignore
 from typing import List, Optional
 
 
diff --git a/litellm/budget_manager.py b/litellm/budget_manager.py
index 841015753781..9ef4bfafa981 100644
--- a/litellm/budget_manager.py
+++ b/litellm/budget_manager.py
@@ -10,7 +10,7 @@
 import os, json, time
 import litellm
 from litellm.utils import ModelResponse
-import requests, threading
+import requests, threading  # type: ignore
 from typing import Optional, Union, Literal
 
 
diff --git a/litellm/integrations/aispend.py b/litellm/integrations/aispend.py
index 2015d45ddd6e..a893f8923bb8 100644
--- a/litellm/integrations/aispend.py
+++ b/litellm/integrations/aispend.py
@@ -1,7 +1,6 @@
 #### What this does ####
 #    On success + failure, log events to aispend.io
 import dotenv, os
-import requests
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
diff --git a/litellm/integrations/athina.py b/litellm/integrations/athina.py
index 897cf6c8d532..660dd51efb87 100644
--- a/litellm/integrations/athina.py
+++ b/litellm/integrations/athina.py
@@ -4,18 +4,30 @@
 class AthinaLogger:
     def __init__(self):
         import os
+
         self.athina_api_key = os.getenv("ATHINA_API_KEY")
         self.headers = {
             "athina-api-key": self.athina_api_key,
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
         self.athina_logging_url = "https://log.athina.ai/api/v1/log/inference"
-        self.additional_keys = ["environment", "prompt_slug", "customer_id", "customer_user_id", "session_id", "external_reference_id", "context", "expected_response", "user_query"]
+        self.additional_keys = [
+            "environment",
+            "prompt_slug",
+            "customer_id",
+            "customer_user_id",
+            "session_id",
+            "external_reference_id",
+            "context",
+            "expected_response",
+            "user_query",
+        ]
 
     def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
-        import requests
+        import requests  # type: ignore
         import json
         import traceback
+
         try:
             response_json = response_obj.model_dump() if response_obj else {}
             data = {
@@ -23,32 +35,51 @@ def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
                 "request": kwargs,
                 "response": response_json,
                 "prompt_tokens": response_json.get("usage", {}).get("prompt_tokens"),
-                "completion_tokens": response_json.get("usage", {}).get("completion_tokens"),
+                "completion_tokens": response_json.get("usage", {}).get(
+                    "completion_tokens"
+                ),
                 "total_tokens": response_json.get("usage", {}).get("total_tokens"),
             }
-            
-            if type(end_time) == datetime.datetime and type(start_time) == datetime.datetime:
-                data["response_time"] = int((end_time - start_time).total_seconds() * 1000)
+
+            if (
+                type(end_time) == datetime.datetime
+                and type(start_time) == datetime.datetime
+            ):
+                data["response_time"] = int(
+                    (end_time - start_time).total_seconds() * 1000
+                )
 
             if "messages" in kwargs:
                 data["prompt"] = kwargs.get("messages", None)
 
             # Directly add tools or functions if present
             optional_params = kwargs.get("optional_params", {})
-            data.update((k, v) for k, v in optional_params.items() if k in ["tools", "functions"])
+            data.update(
+                (k, v)
+                for k, v in optional_params.items()
+                if k in ["tools", "functions"]
+            )
 
             # Add additional metadata keys
-            metadata = kwargs.get("litellm_params", {}).get("metadata", {})        
+            metadata = kwargs.get("litellm_params", {}).get("metadata", {})
             if metadata:
                 for key in self.additional_keys:
                     if key in metadata:
                         data[key] = metadata[key]
 
-            response = requests.post(self.athina_logging_url, headers=self.headers, data=json.dumps(data, default=str))
+            response = requests.post(
+                self.athina_logging_url,
+                headers=self.headers,
+                data=json.dumps(data, default=str),
+            )
             if response.status_code != 200:
-                print_verbose(f"Athina Logger Error - {response.text}, {response.status_code}")
+                print_verbose(
+                    f"Athina Logger Error - {response.text}, {response.status_code}"
+                )
             else:
                 print_verbose(f"Athina Logger Succeeded - {response.text}")
         except Exception as e:
-            print_verbose(f"Athina Logger Error - {e}, Stack trace: {traceback.format_exc()}")
-            pass
\ No newline at end of file
+            print_verbose(
+                f"Athina Logger Error - {e}, Stack trace: {traceback.format_exc()}"
+            )
+            pass
diff --git a/litellm/integrations/berrispend.py b/litellm/integrations/berrispend.py
index 7d91ffca7f1b..1f0ae4581fb9 100644
--- a/litellm/integrations/berrispend.py
+++ b/litellm/integrations/berrispend.py
@@ -1,7 +1,7 @@
 #### What this does ####
 #    On success + failure, log events to aispend.io
 import dotenv, os
-import requests
+import requests  # type: ignore
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
diff --git a/litellm/integrations/clickhouse.py b/litellm/integrations/clickhouse.py
index d5000e5c467f..7d1fb37d9451 100644
--- a/litellm/integrations/clickhouse.py
+++ b/litellm/integrations/clickhouse.py
@@ -3,7 +3,6 @@
 #### What this does ####
 #    On success, logs events to Promptlayer
 import dotenv, os
-import requests
 
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.caching import DualCache
diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py
index b288036ad5b0..8a3e0f4673c6 100644
--- a/litellm/integrations/custom_logger.py
+++ b/litellm/integrations/custom_logger.py
@@ -1,7 +1,6 @@
 #### What this does ####
 #    On success, logs events to Promptlayer
 import dotenv, os
-import requests
 
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.caching import DualCache
diff --git a/litellm/integrations/datadog.py b/litellm/integrations/datadog.py
index f5db5bf1f74e..d969341fc450 100644
--- a/litellm/integrations/datadog.py
+++ b/litellm/integrations/datadog.py
@@ -2,7 +2,7 @@
 #    On success + failure, log events to Supabase
 
 import dotenv, os
-import requests
+import requests  # type: ignore
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
diff --git a/litellm/integrations/dynamodb.py b/litellm/integrations/dynamodb.py
index 2ed6c3f9f76f..b5462ee7fa21 100644
--- a/litellm/integrations/dynamodb.py
+++ b/litellm/integrations/dynamodb.py
@@ -2,7 +2,7 @@
 #    On success + failure, log events to Supabase
 
 import dotenv, os
-import requests
+import requests  # type: ignore
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
diff --git a/litellm/integrations/greenscale.py b/litellm/integrations/greenscale.py
index 3ff808ddbba4..78190d69dc43 100644
--- a/litellm/integrations/greenscale.py
+++ b/litellm/integrations/greenscale.py
@@ -1,15 +1,17 @@
-import requests
+import requests  # type: ignore
 import json
 import traceback
 from datetime import datetime, timezone
 
+
 class GreenscaleLogger:
     def __init__(self):
         import os
+
         self.greenscale_api_key = os.getenv("GREENSCALE_API_KEY")
         self.headers = {
             "api-key": self.greenscale_api_key,
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
         self.greenscale_logging_url = os.getenv("GREENSCALE_ENDPOINT")
 
@@ -19,33 +21,48 @@ def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
             data = {
                 "modelId": kwargs.get("model"),
                 "inputTokenCount": response_json.get("usage", {}).get("prompt_tokens"),
-                "outputTokenCount": response_json.get("usage", {}).get("completion_tokens"),
+                "outputTokenCount": response_json.get("usage", {}).get(
+                    "completion_tokens"
+                ),
             }
-            data["timestamp"] = datetime.now(timezone.utc).strftime('%Y-%m-%dT%H:%M:%SZ')
-            
-            if type(end_time) == datetime and type(start_time) == datetime:
-                data["invocationLatency"] = int((end_time - start_time).total_seconds() * 1000)
+            data["timestamp"] = datetime.now(timezone.utc).strftime(
+                "%Y-%m-%dT%H:%M:%SZ"
+            )
 
+            if type(end_time) == datetime and type(start_time) == datetime:
+                data["invocationLatency"] = int(
+                    (end_time - start_time).total_seconds() * 1000
+                )
 
             # Add additional metadata keys to tags
             tags = []
             metadata = kwargs.get("litellm_params", {}).get("metadata", {})
             for key, value in metadata.items():
-                if key.startswith("greenscale"): 
+                if key.startswith("greenscale"):
                     if key == "greenscale_project":
                         data["project"] = value
                     elif key == "greenscale_application":
                         data["application"] = value
                     else:
-                        tags.append({"key": key.replace("greenscale_", ""), "value": str(value)})
-            
+                        tags.append(
+                            {"key": key.replace("greenscale_", ""), "value": str(value)}
+                        )
+
             data["tags"] = tags
 
-            response = requests.post(self.greenscale_logging_url, headers=self.headers, data=json.dumps(data, default=str))
+            response = requests.post(
+                self.greenscale_logging_url,
+                headers=self.headers,
+                data=json.dumps(data, default=str),
+            )
             if response.status_code != 200:
-                print_verbose(f"Greenscale Logger Error - {response.text}, {response.status_code}")
+                print_verbose(
+                    f"Greenscale Logger Error - {response.text}, {response.status_code}"
+                )
             else:
                 print_verbose(f"Greenscale Logger Succeeded - {response.text}")
         except Exception as e:
-            print_verbose(f"Greenscale Logger Error - {e}, Stack trace: {traceback.format_exc()}")
-            pass
\ No newline at end of file
+            print_verbose(
+                f"Greenscale Logger Error - {e}, Stack trace: {traceback.format_exc()}"
+            )
+            pass
diff --git a/litellm/integrations/helicone.py b/litellm/integrations/helicone.py
index cb8663773247..c8c1075419b3 100644
--- a/litellm/integrations/helicone.py
+++ b/litellm/integrations/helicone.py
@@ -1,7 +1,7 @@
 #### What this does ####
 #    On success, logs events to Helicone
 import dotenv, os
-import requests
+import requests  # type: ignore
 import litellm
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
diff --git a/litellm/integrations/langsmith.py b/litellm/integrations/langsmith.py
index 415f3d2d2017..8a0fb385227b 100644
--- a/litellm/integrations/langsmith.py
+++ b/litellm/integrations/langsmith.py
@@ -1,15 +1,14 @@
 #### What this does ####
 #    On success, logs events to Langsmith
-import dotenv, os
-import requests
-import requests
+import dotenv, os  # type: ignore
+import requests  # type: ignore
 from datetime import datetime
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
 import asyncio
 import types
-from pydantic import BaseModel
+from pydantic import BaseModel  # type: ignore
 
 
 def is_serializable(value):
@@ -79,8 +78,6 @@ def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
                 except:
                     response_obj = response_obj.dict()  # type: ignore
 
-            print(f"response_obj: {response_obj}")
-
             data = {
                 "name": run_name,
                 "run_type": "llm",  # this should always be llm, since litellm always logs llm calls. Langsmith allow us to log "chain"
@@ -90,7 +87,6 @@ def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
                 "start_time": start_time,
                 "end_time": end_time,
             }
-            print(f"data: {data}")
 
             response = requests.post(
                 "https://api.smith.langchain.com/runs",
diff --git a/litellm/integrations/openmeter.py b/litellm/integrations/openmeter.py
index 237a40eb8d11..a454739d5469 100644
--- a/litellm/integrations/openmeter.py
+++ b/litellm/integrations/openmeter.py
@@ -2,7 +2,6 @@
 ## On Success events log cost to OpenMeter - https://github.com/BerriAI/litellm/issues/1268
 
 import dotenv, os, json
-import requests
 import litellm
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
@@ -60,7 +59,7 @@ def _common_logic(self, kwargs: dict, response_obj):
                 "total_tokens": response_obj["usage"].get("total_tokens"),
             }
 
-        subject = kwargs.get("user", None),  # end-user passed in via 'user' param
+        subject = (kwargs.get("user", None),)  # end-user passed in via 'user' param
         if not subject:
             raise Exception("OpenMeter: user is required")
 
diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py
index e3c6e8e77424..577946ce18e8 100644
--- a/litellm/integrations/prometheus.py
+++ b/litellm/integrations/prometheus.py
@@ -3,7 +3,7 @@
 #    On success, log events to Prometheus
 
 import dotenv, os
-import requests
+import requests  # type: ignore
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
@@ -19,7 +19,6 @@ def __init__(
         **kwargs,
     ):
         try:
-            print(f"in init prometheus metrics")
             from prometheus_client import Counter
 
             self.litellm_llm_api_failed_requests_metric = Counter(
diff --git a/litellm/integrations/prometheus_services.py b/litellm/integrations/prometheus_services.py
index 0249a71d0fea..d276bb85babe 100644
--- a/litellm/integrations/prometheus_services.py
+++ b/litellm/integrations/prometheus_services.py
@@ -4,7 +4,7 @@
 
 
 import dotenv, os
-import requests
+import requests  # type: ignore
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
@@ -183,7 +183,6 @@ async def async_service_success_hook(self, payload: ServiceLoggerPayload):
                     )
 
     async def async_service_failure_hook(self, payload: ServiceLoggerPayload):
-        print(f"received error payload: {payload.error}")
         if self.mock_testing:
             self.mock_testing_failure_calls += 1
 
diff --git a/litellm/integrations/prompt_layer.py b/litellm/integrations/prompt_layer.py
index 39a80940b748..ce610e1ef11f 100644
--- a/litellm/integrations/prompt_layer.py
+++ b/litellm/integrations/prompt_layer.py
@@ -1,12 +1,13 @@
 #### What this does ####
 #    On success, logs events to Promptlayer
 import dotenv, os
-import requests
+import requests  # type: ignore
 from pydantic import BaseModel
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
 
+
 class PromptLayerLogger:
     # Class variables or attributes
     def __init__(self):
@@ -32,7 +33,11 @@ def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
                     tags = kwargs["litellm_params"]["metadata"]["pl_tags"]
 
                 # Remove "pl_tags" from metadata
-                metadata = {k:v for k, v in kwargs["litellm_params"]["metadata"].items() if k != "pl_tags"}
+                metadata = {
+                    k: v
+                    for k, v in kwargs["litellm_params"]["metadata"].items()
+                    if k != "pl_tags"
+                }
 
             print_verbose(
                 f"Prompt Layer Logging - Enters logging function for model kwargs: {new_kwargs}\n, response: {response_obj}"
diff --git a/litellm/integrations/s3.py b/litellm/integrations/s3.py
index dc35430bc10a..d31b1584027f 100644
--- a/litellm/integrations/s3.py
+++ b/litellm/integrations/s3.py
@@ -2,7 +2,6 @@
 #    On success + failure, log events to Supabase
 
 import dotenv, os
-import requests
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
diff --git a/litellm/integrations/supabase.py b/litellm/integrations/supabase.py
index a99e4abc4b6a..58beba8a3dba 100644
--- a/litellm/integrations/supabase.py
+++ b/litellm/integrations/supabase.py
@@ -2,7 +2,7 @@
 #    On success + failure, log events to Supabase
 
 import dotenv, os
-import requests
+import requests  # type: ignore
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
 import traceback
diff --git a/litellm/llms/ai21.py b/litellm/llms/ai21.py
index 73d5afebe89f..a39a83f1575c 100644
--- a/litellm/llms/ai21.py
+++ b/litellm/llms/ai21.py
@@ -1,8 +1,8 @@
 import os, types, traceback
 import json
 from enum import Enum
-import requests
-import time, httpx
+import requests  # type: ignore
+import time, httpx  # type: ignore
 from typing import Callable, Optional
 from litellm.utils import ModelResponse, Choices, Message
 import litellm
diff --git a/litellm/llms/aleph_alpha.py b/litellm/llms/aleph_alpha.py
index 86a30a9ec92d..7edd11964b68 100644
--- a/litellm/llms/aleph_alpha.py
+++ b/litellm/llms/aleph_alpha.py
@@ -1,12 +1,12 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional
 import litellm
 from litellm.utils import ModelResponse, Choices, Message, Usage
-import httpx
+import httpx  # type: ignore
 
 
 class AlephAlphaError(Exception):
diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py
index 3fc374dce714..818c4ecb3a05 100644
--- a/litellm/llms/anthropic.py
+++ b/litellm/llms/anthropic.py
@@ -1,7 +1,7 @@
 import os, types
 import json
 from enum import Enum
-import requests, copy
+import requests, copy  # type: ignore
 import time
 from typing import Callable, Optional, List
 from litellm.utils import ModelResponse, Usage, map_finish_reason, CustomStreamWrapper
@@ -9,7 +9,7 @@
 from .prompt_templates.factory import prompt_factory, custom_prompt
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
 from .base import BaseLLM
-import httpx
+import httpx  # type: ignore
 
 
 class AnthropicConstants(Enum):
diff --git a/litellm/llms/azure.py b/litellm/llms/azure.py
index e7af9d43b644..4fed81bf6b11 100644
--- a/litellm/llms/azure.py
+++ b/litellm/llms/azure.py
@@ -1,5 +1,5 @@
 from typing import Optional, Union, Any
-import types, requests
+import types, requests  # type: ignore
 from .base import BaseLLM
 from litellm.utils import (
     ModelResponse,
@@ -12,7 +12,7 @@
 from typing import Callable, Optional, BinaryIO
 from litellm import OpenAIConfig
 import litellm, json
-import httpx
+import httpx  # type: ignore
 from .custom_httpx.azure_dall_e_2 import CustomHTTPTransport, AsyncCustomHTTPTransport
 from openai import AzureOpenAI, AsyncAzureOpenAI
 import uuid
diff --git a/litellm/llms/azure_text.py b/litellm/llms/azure_text.py
index e0d547477492..640ab8222313 100644
--- a/litellm/llms/azure_text.py
+++ b/litellm/llms/azure_text.py
@@ -1,5 +1,5 @@
 from typing import Optional, Union, Any
-import types, requests
+import types, requests  # type: ignore
 from .base import BaseLLM
 from litellm.utils import (
     ModelResponse,
diff --git a/litellm/llms/baseten.py b/litellm/llms/baseten.py
index 75db9ab4651e..643dae5304e4 100644
--- a/litellm/llms/baseten.py
+++ b/litellm/llms/baseten.py
@@ -1,7 +1,7 @@
 import os
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable
 from litellm.utils import ModelResponse, Usage
diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py
index 2f26ae4a9a0d..08433ba18b12 100644
--- a/litellm/llms/bedrock.py
+++ b/litellm/llms/bedrock.py
@@ -163,10 +163,9 @@ def get_supported_openai_params(self):
             "stop",
             "temperature",
             "top_p",
-            "extra_headers"
+            "extra_headers",
         ]
 
-
     def map_openai_params(self, non_default_params: dict, optional_params: dict):
         for param, value in non_default_params.items():
             if param == "max_tokens":
@@ -534,10 +533,12 @@ def get_config(cls):
 
 def add_custom_header(headers):
     """Closure to capture the headers and add them."""
+
     def callback(request, **kwargs):
         """Actual callback function that Boto3 will call."""
         for header_name, header_value in headers.items():
             request.headers.add_header(header_name, header_value)
+
     return callback
 
 
@@ -672,7 +673,9 @@ def init_bedrock_client(
             config=config,
         )
     if extra_headers:
-        client.meta.events.register('before-sign.bedrock-runtime.*', add_custom_header(extra_headers))
+        client.meta.events.register(
+            "before-sign.bedrock-runtime.*", add_custom_header(extra_headers)
+        )
 
     return client
 
@@ -1224,7 +1227,7 @@ def _embedding_func_single(
             "input_type", "search_document"
         )  # aws bedrock example default - https://us-east-1.console.aws.amazon.com/bedrock/home?region=us-east-1#/providers?model=cohere.embed-english-v3
         data = {"texts": [input], **inference_params}  # type: ignore
-    body = json.dumps(data).encode("utf-8")
+    body = json.dumps(data).encode("utf-8")  # type: ignore
     ## LOGGING
     request_str = f"""
     response = client.invoke_model(
@@ -1416,7 +1419,7 @@ def image_generation(
     ## LOGGING
     request_str = f"""
     response = client.invoke_model(
-        body={body},
+        body={body}, # type: ignore
         modelId={modelId},
         accept="application/json",
         contentType="application/json",
diff --git a/litellm/llms/cloudflare.py b/litellm/llms/cloudflare.py
index b8187cbc94ae..5a24b3b443fe 100644
--- a/litellm/llms/cloudflare.py
+++ b/litellm/llms/cloudflare.py
@@ -1,11 +1,11 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional
 import litellm
-import httpx
+import httpx  # type: ignore
 from litellm.utils import ModelResponse, Usage
 from .prompt_templates.factory import prompt_factory, custom_prompt
 
diff --git a/litellm/llms/cohere.py b/litellm/llms/cohere.py
index b867559c3be0..0ebdf38f192c 100644
--- a/litellm/llms/cohere.py
+++ b/litellm/llms/cohere.py
@@ -1,12 +1,12 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time, traceback
 from typing import Callable, Optional
 from litellm.utils import ModelResponse, Choices, Message, Usage
 import litellm
-import httpx
+import httpx  # type: ignore
 
 
 class CohereError(Exception):
diff --git a/litellm/llms/cohere_chat.py b/litellm/llms/cohere_chat.py
index 2a9bc320b9d9..e4de6ddcb0c1 100644
--- a/litellm/llms/cohere_chat.py
+++ b/litellm/llms/cohere_chat.py
@@ -1,12 +1,12 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time, traceback
 from typing import Callable, Optional
 from litellm.utils import ModelResponse, Choices, Message, Usage
 import litellm
-import httpx
+import httpx  # type: ignore
 from .prompt_templates.factory import cohere_message_pt
 
 
diff --git a/litellm/llms/maritalk.py b/litellm/llms/maritalk.py
index 4c6b86d3cd5f..dfe53e9df0c9 100644
--- a/litellm/llms/maritalk.py
+++ b/litellm/llms/maritalk.py
@@ -1,7 +1,7 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time, traceback
 from typing import Callable, Optional, List
 from litellm.utils import ModelResponse, Choices, Message, Usage
diff --git a/litellm/llms/nlp_cloud.py b/litellm/llms/nlp_cloud.py
index 86648118f925..cd5f17a90b05 100644
--- a/litellm/llms/nlp_cloud.py
+++ b/litellm/llms/nlp_cloud.py
@@ -1,7 +1,7 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional
 import litellm
diff --git a/litellm/llms/ollama.py b/litellm/llms/ollama.py
index 5180cfebe771..9c9b5e8981bd 100644
--- a/litellm/llms/ollama.py
+++ b/litellm/llms/ollama.py
@@ -1,10 +1,10 @@
 from itertools import chain
-import requests, types, time
+import requests, types, time  # type: ignore
 import json, uuid
 import traceback
 from typing import Optional
 import litellm
-import httpx, aiohttp, asyncio
+import httpx, aiohttp, asyncio  # type: ignore
 from .prompt_templates.factory import prompt_factory, custom_prompt
 
 
@@ -220,7 +220,10 @@ def get_ollama_response(
             tool_calls=[
                 {
                     "id": f"call_{str(uuid.uuid4())}",
-                    "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])},
+                    "function": {
+                        "name": function_call["name"],
+                        "arguments": json.dumps(function_call["arguments"]),
+                    },
                     "type": "function",
                 }
             ],
@@ -232,7 +235,9 @@ def get_ollama_response(
     model_response["created"] = int(time.time())
     model_response["model"] = "ollama/" + model
     prompt_tokens = response_json.get("prompt_eval_count", len(encoding.encode(prompt, disallowed_special=())))  # type: ignore
-    completion_tokens = response_json.get("eval_count", len(response_json.get("message",dict()).get("content", "")))
+    completion_tokens = response_json.get(
+        "eval_count", len(response_json.get("message", dict()).get("content", ""))
+    )
     model_response["usage"] = litellm.Usage(
         prompt_tokens=prompt_tokens,
         completion_tokens=completion_tokens,
@@ -273,7 +278,10 @@ def ollama_completion_stream(url, data, logging_obj):
                     tool_calls=[
                         {
                             "id": f"call_{str(uuid.uuid4())}",
-                            "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])},
+                            "function": {
+                                "name": function_call["name"],
+                                "arguments": json.dumps(function_call["arguments"]),
+                            },
                             "type": "function",
                         }
                     ],
@@ -314,9 +322,10 @@ async def ollama_async_streaming(url, data, model_response, encoding, logging_ob
                 first_chunk_content = first_chunk.choices[0].delta.content or ""
                 response_content = first_chunk_content + "".join(
                     [
-                    chunk.choices[0].delta.content
-                    async for chunk in streamwrapper
-                    if chunk.choices[0].delta.content]
+                        chunk.choices[0].delta.content
+                        async for chunk in streamwrapper
+                        if chunk.choices[0].delta.content
+                    ]
                 )
                 function_call = json.loads(response_content)
                 delta = litellm.utils.Delta(
@@ -324,7 +333,10 @@ async def ollama_async_streaming(url, data, model_response, encoding, logging_ob
                     tool_calls=[
                         {
                             "id": f"call_{str(uuid.uuid4())}",
-                            "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])},
+                            "function": {
+                                "name": function_call["name"],
+                                "arguments": json.dumps(function_call["arguments"]),
+                            },
                             "type": "function",
                         }
                     ],
@@ -373,7 +385,10 @@ async def ollama_acompletion(url, data, model_response, encoding, logging_obj):
                     tool_calls=[
                         {
                             "id": f"call_{str(uuid.uuid4())}",
-                            "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])},
+                            "function": {
+                                "name": function_call["name"],
+                                "arguments": json.dumps(function_call["arguments"]),
+                            },
                             "type": "function",
                         }
                     ],
@@ -387,7 +402,10 @@ async def ollama_acompletion(url, data, model_response, encoding, logging_obj):
             model_response["created"] = int(time.time())
             model_response["model"] = "ollama/" + data["model"]
             prompt_tokens = response_json.get("prompt_eval_count", len(encoding.encode(data["prompt"], disallowed_special=())))  # type: ignore
-            completion_tokens = response_json.get("eval_count", len(response_json.get("message",dict()).get("content", "")))
+            completion_tokens = response_json.get(
+                "eval_count",
+                len(response_json.get("message", dict()).get("content", "")),
+            )
             model_response["usage"] = litellm.Usage(
                 prompt_tokens=prompt_tokens,
                 completion_tokens=completion_tokens,
@@ -475,6 +493,7 @@ async def ollama_aembeddings(
     }
     return model_response
 
+
 def ollama_embeddings(
     api_base: str,
     model: str,
@@ -492,5 +511,6 @@ def ollama_embeddings(
             optional_params,
             logging_obj,
             model_response,
-            encoding)
+            encoding,
         )
+    )
diff --git a/litellm/llms/oobabooga.py b/litellm/llms/oobabooga.py
index b166c9069ec8..f8f32e0fe49a 100644
--- a/litellm/llms/oobabooga.py
+++ b/litellm/llms/oobabooga.py
@@ -1,7 +1,7 @@
 import os
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional
 from litellm.utils import ModelResponse, Usage
diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index f007507c9b1e..d516334ac1bc 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -22,7 +22,6 @@
     TextCompletionResponse,
 )
 from typing import Callable, Optional
-import aiohttp, requests
 import litellm
 from .prompt_templates.factory import prompt_factory, custom_prompt
 from openai import OpenAI, AsyncOpenAI
diff --git a/litellm/llms/petals.py b/litellm/llms/petals.py
index 25403f5980a9..334b80d38855 100644
--- a/litellm/llms/petals.py
+++ b/litellm/llms/petals.py
@@ -1,7 +1,7 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional
 import litellm
diff --git a/litellm/llms/replicate.py b/litellm/llms/replicate.py
index 65052e3179ae..c29728134793 100644
--- a/litellm/llms/replicate.py
+++ b/litellm/llms/replicate.py
@@ -1,11 +1,11 @@
 import os, types
 import json
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional
 from litellm.utils import ModelResponse, Usage
 import litellm
-import httpx
+import httpx  # type: ignore
 from .prompt_templates.factory import prompt_factory, custom_prompt
 
 
diff --git a/litellm/llms/sagemaker.py b/litellm/llms/sagemaker.py
index 27d3ff72a9a8..8e75428bb7cc 100644
--- a/litellm/llms/sagemaker.py
+++ b/litellm/llms/sagemaker.py
@@ -1,14 +1,14 @@
 import os, types, traceback
 from enum import Enum
 import json
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional, Any
 import litellm
 from litellm.utils import ModelResponse, EmbeddingResponse, get_secret, Usage
 import sys
 from copy import deepcopy
-import httpx
+import httpx  # type: ignore
 from .prompt_templates.factory import prompt_factory, custom_prompt
 
 
@@ -295,7 +295,7 @@ def completion(
                 EndpointName={model},
                 InferenceComponentName={model_id},
                 ContentType="application/json",
-                Body={data},
+                Body={data}, # type: ignore
                 CustomAttributes="accept_eula=true",
             )
             """  # type: ignore
@@ -321,7 +321,7 @@ def completion(
             response = client.invoke_endpoint(
                 EndpointName={model},
                 ContentType="application/json",
-                Body={data},
+                Body={data}, # type: ignore
                 CustomAttributes="accept_eula=true",
             )
             """  # type: ignore
@@ -688,7 +688,7 @@ def embedding(
     response = client.invoke_endpoint(
         EndpointName={model},
         ContentType="application/json",
-        Body={data},
+        Body={data}, # type: ignore
         CustomAttributes="accept_eula=true",
     )"""  # type: ignore
     logging_obj.pre_call(
diff --git a/litellm/llms/together_ai.py b/litellm/llms/together_ai.py
index 3f9d3b9dee9b..47453ca8859a 100644
--- a/litellm/llms/together_ai.py
+++ b/litellm/llms/together_ai.py
@@ -6,11 +6,11 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional
 import litellm
-import httpx
+import httpx  # type: ignore
 from litellm.utils import ModelResponse, Usage
 from .prompt_templates.factory import prompt_factory, custom_prompt
 
diff --git a/litellm/llms/vertex_ai.py b/litellm/llms/vertex_ai.py
index ce0ccc73a0d2..cab7ae19f253 100644
--- a/litellm/llms/vertex_ai.py
+++ b/litellm/llms/vertex_ai.py
@@ -1,12 +1,12 @@
 import os, types
 import json
 from enum import Enum
-import requests
+import requests  # type: ignore
 import time
 from typing import Callable, Optional, Union, List
 from litellm.utils import ModelResponse, Usage, CustomStreamWrapper, map_finish_reason
 import litellm, uuid
-import httpx, inspect
+import httpx, inspect  # type: ignore
 
 
 class VertexAIError(Exception):
diff --git a/litellm/llms/vertex_ai_anthropic.py b/litellm/llms/vertex_ai_anthropic.py
index e73545f992df..3bdcf4fd6121 100644
--- a/litellm/llms/vertex_ai_anthropic.py
+++ b/litellm/llms/vertex_ai_anthropic.py
@@ -3,7 +3,7 @@
 import os, types
 import json
 from enum import Enum
-import requests, copy
+import requests, copy  # type: ignore
 import time, uuid
 from typing import Callable, Optional, List
 from litellm.utils import ModelResponse, Usage, map_finish_reason, CustomStreamWrapper
@@ -17,7 +17,7 @@
     extract_between_tags,
     parse_xml_params,
 )
-import httpx
+import httpx  # type: ignore
 
 
 class VertexAIError(Exception):
diff --git a/litellm/llms/vllm.py b/litellm/llms/vllm.py
index 15f18cbdca6b..b2a9dd54db76 100644
--- a/litellm/llms/vllm.py
+++ b/litellm/llms/vllm.py
@@ -1,8 +1,8 @@
 import os
 import json
 from enum import Enum
-import requests
-import time, httpx
+import requests  # type: ignore
+import time, httpx  # type: ignore
 from typing import Callable, Any
 from litellm.utils import ModelResponse, Usage
 from .prompt_templates.factory import prompt_factory, custom_prompt
diff --git a/litellm/llms/watsonx.py b/litellm/llms/watsonx.py
index ac38a2a8fed7..99f2d18baff2 100644
--- a/litellm/llms/watsonx.py
+++ b/litellm/llms/watsonx.py
@@ -3,8 +3,8 @@
 from contextlib import contextmanager
 from typing import Callable, Dict, Optional, Any, Union, List
 
-import httpx
-import requests
+import httpx  # type: ignore
+import requests  # type: ignore
 import litellm
 from litellm.utils import ModelResponse, get_secret, Usage
 
diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py
index 41eff1eaf2e2..0d0919e18b54 100644
--- a/litellm/proxy/proxy_cli.py
+++ b/litellm/proxy/proxy_cli.py
@@ -252,7 +252,7 @@ def run_server(
     if model and "ollama" in model and api_base is None:
         run_ollama_serve()
     if test_async is True:
-        import requests, concurrent, time
+        import requests, concurrent, time  # type: ignore
 
         api_base = f"http://{host}:{port}"
 
@@ -418,7 +418,7 @@ def _make_openai_completion():
             read from there and save it to os.env['DATABASE_URL']
             """
             try:
-                import yaml, asyncio
+                import yaml, asyncio  # type: ignore
             except:
                 raise ImportError(
                     "yaml needs to be imported. Run - `pip install 'litellm[proxy]'`"
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index ce62a76092f1..53352a4f8db3 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -30,7 +30,7 @@ def showwarning(message, category, filename, lineno, file=None, line=None):
 try:
     import fastapi
     import backoff
-    import yaml
+    import yaml  # type: ignore
     import orjson
     import logging
     from apscheduler.schedulers.asyncio import AsyncIOScheduler
@@ -3719,6 +3719,7 @@ async def chat_completion(
                 "x-litellm-model-id": model_id,
                 "x-litellm-cache-key": cache_key,
                 "x-litellm-model-api-base": api_base,
+                "x-litellm-version": version,
             }
             selected_data_generator = select_data_generator(
                 response=response,
@@ -3734,6 +3735,7 @@ async def chat_completion(
         fastapi_response.headers["x-litellm-model-id"] = model_id
         fastapi_response.headers["x-litellm-cache-key"] = cache_key
         fastapi_response.headers["x-litellm-model-api-base"] = api_base
+        fastapi_response.headers["x-litellm-version"] = version
 
         ### CALL HOOKS ### - modify outgoing data
         response = await proxy_logging_obj.post_call_success_hook(
@@ -3890,14 +3892,10 @@ async def completion(
                 },
             )
 
-        if hasattr(response, "_hidden_params"):
-            model_id = response._hidden_params.get("model_id", None) or ""
-            original_response = (
-                response._hidden_params.get("original_response", None) or ""
-            )
-        else:
-            model_id = ""
-            original_response = ""
+        hidden_params = getattr(response, "_hidden_params", {}) or {}
+        model_id = hidden_params.get("model_id", None) or ""
+        cache_key = hidden_params.get("cache_key", None) or ""
+        api_base = hidden_params.get("api_base", None) or ""
 
         verbose_proxy_logger.debug("final response: %s", response)
         if (
@@ -3905,6 +3903,9 @@ async def completion(
         ):  # use generate_responses to stream responses
             custom_headers = {
                 "x-litellm-model-id": model_id,
+                "x-litellm-cache-key": cache_key,
+                "x-litellm-model-api-base": api_base,
+                "x-litellm-version": version,
             }
             selected_data_generator = select_data_generator(
                 response=response,
@@ -3919,6 +3920,10 @@ async def completion(
             )
 
         fastapi_response.headers["x-litellm-model-id"] = model_id
+        fastapi_response.headers["x-litellm-cache-key"] = cache_key
+        fastapi_response.headers["x-litellm-model-api-base"] = api_base
+        fastapi_response.headers["x-litellm-version"] = version
+
         return response
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
@@ -3958,6 +3963,7 @@ async def completion(
 )  # azure compatible endpoint
 async def embeddings(
     request: Request,
+    fastapi_response: Response,
     model: Optional[str] = None,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
@@ -4104,6 +4110,17 @@ async def embeddings(
         ### ALERTING ###
         data["litellm_status"] = "success"  # used for alerting
 
+        ### RESPONSE HEADERS ###
+        hidden_params = getattr(response, "_hidden_params", {}) or {}
+        model_id = hidden_params.get("model_id", None) or ""
+        cache_key = hidden_params.get("cache_key", None) or ""
+        api_base = hidden_params.get("api_base", None) or ""
+
+        fastapi_response.headers["x-litellm-model-id"] = model_id
+        fastapi_response.headers["x-litellm-cache-key"] = cache_key
+        fastapi_response.headers["x-litellm-model-api-base"] = api_base
+        fastapi_response.headers["x-litellm-version"] = version
+
         return response
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
@@ -4142,6 +4159,7 @@ async def embeddings(
 )
 async def image_generation(
     request: Request,
+    fastapi_response: Response,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     global proxy_logging_obj
@@ -4261,6 +4279,17 @@ async def image_generation(
         ### ALERTING ###
         data["litellm_status"] = "success"  # used for alerting
 
+        ### RESPONSE HEADERS ###
+        hidden_params = getattr(response, "_hidden_params", {}) or {}
+        model_id = hidden_params.get("model_id", None) or ""
+        cache_key = hidden_params.get("cache_key", None) or ""
+        api_base = hidden_params.get("api_base", None) or ""
+
+        fastapi_response.headers["x-litellm-model-id"] = model_id
+        fastapi_response.headers["x-litellm-cache-key"] = cache_key
+        fastapi_response.headers["x-litellm-model-api-base"] = api_base
+        fastapi_response.headers["x-litellm-version"] = version
+
         return response
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
@@ -4297,6 +4326,7 @@ async def image_generation(
 )
 async def audio_transcriptions(
     request: Request,
+    fastapi_response: Response,
     file: UploadFile = File(...),
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
@@ -4441,6 +4471,18 @@ async def audio_transcriptions(
 
         ### ALERTING ###
         data["litellm_status"] = "success"  # used for alerting
+
+        ### RESPONSE HEADERS ###
+        hidden_params = getattr(response, "_hidden_params", {}) or {}
+        model_id = hidden_params.get("model_id", None) or ""
+        cache_key = hidden_params.get("cache_key", None) or ""
+        api_base = hidden_params.get("api_base", None) or ""
+
+        fastapi_response.headers["x-litellm-model-id"] = model_id
+        fastapi_response.headers["x-litellm-cache-key"] = cache_key
+        fastapi_response.headers["x-litellm-model-api-base"] = api_base
+        fastapi_response.headers["x-litellm-version"] = version
+
         return response
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
@@ -4480,6 +4522,7 @@ async def audio_transcriptions(
 )
 async def moderations(
     request: Request,
+    fastapi_response: Response,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     """
@@ -4604,6 +4647,17 @@ async def moderations(
         ### ALERTING ###
         data["litellm_status"] = "success"  # used for alerting
 
+        ### RESPONSE HEADERS ###
+        hidden_params = getattr(response, "_hidden_params", {}) or {}
+        model_id = hidden_params.get("model_id", None) or ""
+        cache_key = hidden_params.get("cache_key", None) or ""
+        api_base = hidden_params.get("api_base", None) or ""
+
+        fastapi_response.headers["x-litellm-model-id"] = model_id
+        fastapi_response.headers["x-litellm-cache-key"] = cache_key
+        fastapi_response.headers["x-litellm-model-api-base"] = api_base
+        fastapi_response.headers["x-litellm-version"] = version
+
         return response
     except Exception as e:
         data["litellm_status"] = "fail"  # used for alerting
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 0379d51528b4..e4fa733078b6 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -1689,12 +1689,12 @@ def get_instance_fn(value: str, config_file_path: Optional[str] = None) -> Any:
             module_file_path = os.path.join(directory, *module_name.split("."))
             module_file_path += ".py"
 
-            spec = importlib.util.spec_from_file_location(module_name, module_file_path)
+            spec = importlib.util.spec_from_file_location(module_name, module_file_path)  # type: ignore
             if spec is None:
                 raise ImportError(
                     f"Could not find a module specification for {module_file_path}"
                 )
-            module = importlib.util.module_from_spec(spec)
+            module = importlib.util.module_from_spec(spec)  # type: ignore
             spec.loader.exec_module(module)  # type: ignore
         else:
             # Dynamically import the module
diff --git a/litellm/router_strategy/least_busy.py b/litellm/router_strategy/least_busy.py
index 68874cec4acd..54d44b41d542 100644
--- a/litellm/router_strategy/least_busy.py
+++ b/litellm/router_strategy/least_busy.py
@@ -6,7 +6,7 @@
 #   - use litellm.success + failure callbacks to log when a request completed
 #   - in get_available_deployment, for a given model group name -> pick based on traffic
 
-import dotenv, os, requests, random
+import dotenv, os, requests, random  # type: ignore
 from typing import Optional
 
 dotenv.load_dotenv()  # Loading env variables using dotenv
diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
index 2d010fb4f123..279af2ae9c9d 100644
--- a/litellm/router_strategy/lowest_cost.py
+++ b/litellm/router_strategy/lowest_cost.py
@@ -1,7 +1,7 @@
 #### What this does ####
 #   picks based on response time (for streaming, this is time to first token)
 from pydantic import BaseModel, Extra, Field, root_validator
-import dotenv, os, requests, random
+import dotenv, os, requests, random  # type: ignore
 from typing import Optional, Union, List, Dict
 from datetime import datetime, timedelta
 import random
diff --git a/litellm/router_strategy/lowest_latency.py b/litellm/router_strategy/lowest_latency.py
index 5f0f15aac00a..afdfc177934c 100644
--- a/litellm/router_strategy/lowest_latency.py
+++ b/litellm/router_strategy/lowest_latency.py
@@ -1,7 +1,7 @@
 #### What this does ####
 #   picks based on response time (for streaming, this is time to first token)
-from pydantic import BaseModel, Extra, Field, root_validator
-import dotenv, os, requests, random
+from pydantic import BaseModel, Extra, Field, root_validator  # type: ignore
+import dotenv, os, requests, random  # type: ignore
 from typing import Optional, Union, List, Dict
 from datetime import datetime, timedelta
 import random
diff --git a/litellm/utils.py b/litellm/utils.py
index 88e3952337b6..8136b877757c 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -14,7 +14,7 @@
 from os.path import abspath, join, dirname
 import litellm, openai
 import itertools
-import random, uuid, requests
+import random, uuid, requests  # type: ignore
 from functools import wraps
 import datetime, time
 import tiktoken
@@ -36,7 +36,7 @@
 
 try:
     # this works in python 3.8
-    import pkg_resources
+    import pkg_resources  # type: ignore
 
     filename = pkg_resources.resource_filename(__name__, "llms/tokenizers")
 # try:
@@ -7732,11 +7732,11 @@ def _calculate_retry_after(
             try:
                 retry_after = int(retry_header)
             except Exception:
-                retry_date_tuple = email.utils.parsedate_tz(retry_header)
+                retry_date_tuple = email.utils.parsedate_tz(retry_header)  # type: ignore
                 if retry_date_tuple is None:
                     retry_after = -1
                 else:
-                    retry_date = email.utils.mktime_tz(retry_date_tuple)
+                    retry_date = email.utils.mktime_tz(retry_date_tuple)  # type: ignore
                     retry_after = int(retry_date - time.time())
         else:
             retry_after = -1
@@ -9423,7 +9423,9 @@ def get_secret(
         else:
             secret = os.environ.get(secret_name)
             try:
-                secret_value_as_bool = ast.literal_eval(secret) if secret is not None else None
+                secret_value_as_bool = (
+                    ast.literal_eval(secret) if secret is not None else None
+                )
                 if isinstance(secret_value_as_bool, bool):
                     return secret_value_as_bool
                 else:

From faab704d28ef0a8851d1eb71c67d675b495c2499 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 17:03:09 -0700
Subject: [PATCH 284/378] update global/spend/end_users

---
 litellm/llms/prompt_templates/factory.py | 16 +++++++++-------
 1 file changed, 9 insertions(+), 7 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index bce472ea066b..dd906a64c89f 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -11,12 +11,14 @@
 from jinja2.sandbox import ImmutableSandboxedEnvironment
 
 import litellm
-from litellm.types.completion import (ChatCompletionFunctionMessageParam,
-                                      ChatCompletionMessageParam,
-                                      ChatCompletionMessageToolCallParam,
-                                      ChatCompletionSystemMessageParam,
-                                      ChatCompletionToolMessageParam,
-                                      ChatCompletionUserMessageParam)
+from litellm.types.completion import (
+    ChatCompletionFunctionMessageParam,
+    ChatCompletionMessageParam,
+    ChatCompletionMessageToolCallParam,
+    ChatCompletionSystemMessageParam,
+    ChatCompletionToolMessageParam,
+    ChatCompletionUserMessageParam,
+)
 from litellm.types.llms.anthropic import *
 
 
@@ -978,7 +980,7 @@ def anthropic_messages_pt(messages: list):
     # add role=tool support to allow function call result/error submission
     user_message_types = {"user", "tool", "function"}
     # reformat messages to ensure user/assistant are alternating, if there's either 2 consecutive 'user' messages or 2 consecutive 'assistant' message, merge them.
-    new_messages = []
+    new_messages: list = []
     msg_i = 0
     tool_use_param = False
     merge_with_previous = False

From 1eea4d1c90264cc812f9b80bfcbfe34ba57c609f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 17:03:38 -0700
Subject: [PATCH 285/378] fix /global/spend/end_users

---
 litellm/proxy/proxy_server.py | 49 +++++++++++++++--------------------
 1 file changed, 21 insertions(+), 28 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index ac9cb56cc61e..68125a04731f 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -5792,35 +5792,28 @@ async def global_spend_end_users(data: Optional[GlobalEndUsersSpend] = None):
     if prisma_client is None:
         raise HTTPException(status_code=500, detail={"error": "No db connected"})
 
-    if data is None:
-        sql_query = f"""SELECT * FROM "Last30dTopEndUsersSpend";"""
+    """
+    Gets the top 100 end-users for a given api key
+    """
+    startTime = datetime.now() - timedelta(days=30)
+    endTime = datetime.now()
 
-        response = await prisma_client.db.query_raw(query=sql_query)
-    else:
-        """
-        Gets the top 100 end-users for a given api key
-        """
-        current_date = datetime.now()
-        past_date = current_date - timedelta(days=30)
-        response = await prisma_client.db.litellm_spendlogs.group_by(  # type: ignore
-            by=["end_user"],
-            where={
-                "AND": [{"startTime": {"gte": past_date}}, {"api_key": data.api_key}]  # type: ignore
-            },
-            sum={"spend": True},
-            order={"_sum": {"spend": "desc"}},  # type: ignore
-            take=100,
-            count=True,
-        )
-        if response is not None and isinstance(response, list):
-            new_response = []
-            for r in response:
-                new_r = r
-                new_r["total_spend"] = r["_sum"]["spend"]
-                new_r["total_count"] = r["_count"]["_all"]
-                new_r.pop("_sum")
-                new_r.pop("_count")
-                new_response.append(new_r)
+    sql_query = """
+SELECT
+  end_user,
+  COUNT(*) AS total_count,
+  SUM(spend) AS total_spend
+FROM
+  "LiteLLM_SpendLogs"
+GROUP BY
+  end_user
+WHERE
+  "startTime" >= $1 AND "startTime" < $2
+ORDER BY
+  total_spend DESC
+LIMIT 100
+    """
+    response = await prisma_client.db.query_raw(sql_query, startTime, endTime)
 
     return response
 

From b99a6717af6552cabc1d327b87c1fa1eb5e0a74b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 17:05:09 -0700
Subject: [PATCH 286/378] fix - startTime, endTime in GlobalEndUsersSpend

---
 litellm/proxy/_types.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index b7b2d0ab6b56..0a86c8424274 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -494,6 +494,8 @@ class Config:
 
 class GlobalEndUsersSpend(LiteLLMBase):
     api_key: Optional[str] = None
+    startTime: Optional[datetime] = None
+    endTime: Optional[datetime] = None
 
 
 class TeamMemberAddRequest(LiteLLMBase):

From c7037c20ea0f0141e9e3527790bf3035cb17be92 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 17:26:46 -0700
Subject: [PATCH 287/378] fix pass startTime and endTime on Users Usage tab

---
 ui/litellm-dashboard/src/components/networking.tsx | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index d65482b8f7c2..a05b3848ee3a 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -786,7 +786,9 @@ export const adminTopKeysCall = async (accessToken: String) => {
 
 export const adminTopEndUsersCall = async (
   accessToken: String,
-  keyToken: String | null
+  keyToken: String | null,
+  startTime: String | undefined,
+  endTime: String | undefined
 ) => {
   try {
     let url = proxyBaseUrl
@@ -796,7 +798,10 @@ export const adminTopEndUsersCall = async (
     let body = "";
     if (keyToken) {
       body = JSON.stringify({ api_key: keyToken });
+    } else {
+      body = JSON.stringify({ startTime: startTime, endTime: endTime });
     }
+    
     //message.info("Making top end users request");
 
     // Define requestOptions with body as an optional property
@@ -815,9 +820,7 @@ export const adminTopEndUsersCall = async (
       },
     };
 
-    if (keyToken) {
-      requestOptions.body = JSON.stringify({ api_key: keyToken });
-    }
+    requestOptions.body = body;
 
     const response = await fetch(url, requestOptions);
     if (!response.ok) {

From 08d37e1b0e3563d22ce4e11949734e7c9f3bbcc4 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 17:34:30 -0700
Subject: [PATCH 288/378] ui - filter usage by day

---
 ui/litellm-dashboard/src/components/usage.tsx | 22 ++++++++++++++-----
 1 file changed, 17 insertions(+), 5 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index 1bd8838b61bb..9efb346a4059 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -132,9 +132,21 @@ const UsagePage: React.FC<UsagePageProps> = ({
   let startTime = formatDate(firstDay);
   let endTime = formatDate(lastDay);
 
-  // const updateEndUserUsage(startTime: string, endTime: string) {
-    
-  // }
+  const updateEndUserData = async (startTime:  Date | undefined, endTime:  Date | undefined) => {
+    if (!startTime || !endTime || !accessToken) {
+      return;
+    }
+
+    let newTopUserData = await adminTopEndUsersCall(
+      accessToken,
+      null,
+      startTime.toISOString(),
+      endTime.toISOString()
+    )
+    console.log("End user data updated successfully", newTopUserData);
+    setTopUsers(newTopUserData);
+  
+  }
 
   function formatDate(date: Date) {
     const year = date.getFullYear();
@@ -361,7 +373,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
                   value={dateValue} 
                   onValueChange={(value) => {
                     setDateValue(value);
-                    updateModelMetrics(selectedModelGroup, value.from, value.to); // Call updateModelMetrics with the new date range
+                    updateEndUserData(value.from, value.to); // Call updateModelMetrics with the new date range
                   }}
                 />
                  <Text className="mt-4">End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls</Text>
@@ -384,7 +396,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
                       <TableRow key={index}>
                         <TableCell>{user.end_user}</TableCell>
                         <TableCell>{user.total_spend?.toFixed(4)}</TableCell>
-                        <TableCell>{user.total_events}</TableCell>
+                        <TableCell>{user.total_count}</TableCell>
                       </TableRow>
                     ))}
                   </TableBody>

From 081e8732dcbcc6e04d94c33d8504632864643b1c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 17:34:44 -0700
Subject: [PATCH 289/378] ui - cleanup view users tab

---
 ui/litellm-dashboard/src/components/view_users.tsx | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx
index fd152f25f6ff..ebcfc4c2fab5 100644
--- a/ui/litellm-dashboard/src/components/view_users.tsx
+++ b/ui/litellm-dashboard/src/components/view_users.tsx
@@ -157,13 +157,11 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
         <CreateUser userID={userID} accessToken={accessToken} teams={teams}/>
         <Card className="w-full mx-auto flex-auto overflow-y-auto max-h-[80vh] mb-4">
         <div className="mb-4 mt-1">
-        <Text><b>Key Owners: </b> Users on LiteLLM that created API Keys. Automatically tracked by LiteLLM</Text>
+        <Text>These are Users on LiteLLM that created API Keys. Automatically tracked by LiteLLM</Text>
        
         </div>
           <TabGroup>
-            <TabList variant="line" defaultValue="1">
-              <Tab value="1">Key Owners</Tab>
-            </TabList>
+
             <TabPanels>
               <TabPanel>
                 
@@ -189,7 +187,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
                             ? user.models
                             : "All Models"}
                         </TableCell>
-                        <TableCell>{user.spend ? user.spend : 0}</TableCell>
+                        <TableCell>{user.spend ? user.spend?.toFixed(2) : 0}</TableCell>
                         <TableCell>
                           {user.max_budget ? user.max_budget : "Unlimited"}
                         </TableCell>

From 644738dafba522408a6166892bd8e62a8330d40a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 17:57:28 -0700
Subject: [PATCH 290/378] usage - filter by keys

---
 ui/litellm-dashboard/src/app/page.tsx         |  1 +
 .../src/components/networking.tsx             |  2 +-
 ui/litellm-dashboard/src/components/usage.tsx | 33 ++++++++++++++++++-
 3 files changed, 34 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx
index 96731f7f576c..ce6925081519 100644
--- a/ui/litellm-dashboard/src/app/page.tsx
+++ b/ui/litellm-dashboard/src/app/page.tsx
@@ -189,6 +189,7 @@ const CreateKeyPage = () => {
               userRole={userRole}
               token={token}
               accessToken={accessToken}
+              keys={keys}
             />
           )}
         </div>
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index a05b3848ee3a..e1375e7d469f 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -797,7 +797,7 @@ export const adminTopEndUsersCall = async (
 
     let body = "";
     if (keyToken) {
-      body = JSON.stringify({ api_key: keyToken });
+      body = JSON.stringify({ api_key: keyToken, startTime: startTime, endTime: endTime });
     } else {
       body = JSON.stringify({ startTime: startTime, endTime: endTime });
     }
diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index 9efb346a4059..481a418d5335 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -24,6 +24,7 @@ interface UsagePageProps {
   token: string | null;
   userRole: string | null;
   userID: string | null;
+  keys: any[] | null;
 }
 
 type CustomTooltipTypeBar = {
@@ -103,6 +104,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
   token,
   userRole,
   userID,
+  keys,
 }) => {
   const currentDate = new Date();
   const [keySpendData, setKeySpendData] = useState<any[]>([]);
@@ -113,6 +115,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
   const [topTagsData, setTopTagsData] = useState<any[]>([]);
   const [uniqueTeamIds, setUniqueTeamIds] = useState<any[]>([]);
   const [totalSpendPerTeam, setTotalSpendPerTeam] = useState<any[]>([]);
+  const [selectedKeyID, setSelectedKeyID] = useState<string>("");
   const [dateValue, setDateValue] = useState<DateRangePickerValue>({
     from: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), 
     to: new Date(),
@@ -132,14 +135,18 @@ const UsagePage: React.FC<UsagePageProps> = ({
   let startTime = formatDate(firstDay);
   let endTime = formatDate(lastDay);
 
+  console.log("keys in usage", keys);
+
   const updateEndUserData = async (startTime:  Date | undefined, endTime:  Date | undefined) => {
     if (!startTime || !endTime || !accessToken) {
       return;
     }
 
+    console.log("selectedKeyID", selectedKeyID);
+
     let newTopUserData = await adminTopEndUsersCall(
       accessToken,
-      null,
+      selectedKeyID,
       startTime.toISOString(),
       endTime.toISOString()
     )
@@ -376,6 +383,30 @@ const UsagePage: React.FC<UsagePageProps> = ({
                     updateEndUserData(value.from, value.to); // Call updateModelMetrics with the new date range
                   }}
                 />
+                  <Text className="w-1/4 mr-2 text-right">Key</Text>
+                  <Select defaultValue="1" className="w-3/4">
+                    {keys?.map((key: any, index: number) => {
+                      if (
+                        key &&
+                        key["key_alias"] !== null &&
+                        key["key_alias"].length > 0
+                      ) {
+                        return (
+                          <SelectItem
+                            key={index}
+                            value={String(index)}
+                            onClick={() => {
+                              setSelectedKeyID(key["token"]);
+                              updateEndUserData(dateValue.from, dateValue.to);
+                            }}
+                          >
+                            {key["key_alias"]}
+                          </SelectItem>
+                        );
+                      }
+                      return null; // Add this line to handle the case when the condition is not met
+                    })}
+                  </Select>
                  <Text className="mt-4">End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls</Text>
                 
               <Card className="mt-4">

From f5f5bebe49f219ca90358fe10d193095148be27e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 17:58:10 -0700
Subject: [PATCH 291/378] clean up users page

---
 .../src/components/view_users.tsx             | 38 +------------------
 1 file changed, 2 insertions(+), 36 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx
index ebcfc4c2fab5..55d5f59eba4f 100644
--- a/ui/litellm-dashboard/src/components/view_users.tsx
+++ b/ui/litellm-dashboard/src/components/view_users.tsx
@@ -83,22 +83,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
       fetchData();
     }
 
-    const fetchEndUserSpend = async () => {
-      try {
-        const topEndUsers = await adminTopEndUsersCall(accessToken, null);
-        console.log("user data response:", topEndUsers);
-        setEndUsers(topEndUsers);
-      } catch (error) {
-        console.error("There was an error fetching the model data", error);
-      }
-    };
-    if (
-      userRole &&
-      (userRole == "Admin" || userRole == "Admin Viewer") &&
-      !endUsers
-    ) {
-      fetchEndUserSpend();
-    }
+
   }, [accessToken, token, userRole, userID, currentPage]);
 
   if (!userData) {
@@ -217,26 +202,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
                 <div className="flex items-center">
                   <div className="flex-1"></div>
                   <div className="flex-1 flex justify-between items-center">
-                    {/* <Text className="w-1/4 mr-2 text-right">Key</Text>
-                    <Select defaultValue="1" className="w-3/4">
-                      {keys?.map((key: any, index: number) => {
-                        if (
-                          key &&
-                          key["key_alias"] !== null &&
-                          key["key_alias"].length > 0
-                        ) {
-                          return (
-                            <SelectItem
-                              key={index}
-                              value={String(index)}
-                              onClick={() => onKeyClick(key["token"])}
-                            >
-                              {key["key_alias"]}
-                            </SelectItem>
-                          );
-                        }
-                      })}
-                    </Select> */}
+   
                   </div>
                 </div>
                 {/* <Table className="max-h-[70vh] min-h-[500px]">

From 0260addeac88ab412d65c783b7707ff4203ddf8c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 18:06:31 -0700
Subject: [PATCH 292/378] clean up usage tab

---
 ui/litellm-dashboard/src/components/usage.tsx | 19 +++++++++++++++----
 1 file changed, 15 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index 481a418d5335..246306994856 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -375,7 +375,12 @@ const UsagePage: React.FC<UsagePageProps> = ({
             </Grid>
             </TabPanel>
             <TabPanel>
-            <DateRangePicker 
+            <p className="mb-2 text-gray-500 italic text-[12px]">End-Users of your LLM API calls. Tracked when a `user` param is passed in your LLM calls <a className="text-blue-500" href="https://docs.litellm.ai/docs/proxy/users" target="_blank">docs here</a></p>
+              <Grid numItems={2}>
+                <Col>
+                <Text>Select Time Range</Text>
+       
+              <DateRangePicker 
                   enableSelect={true} 
                   value={dateValue} 
                   onValueChange={(value) => {
@@ -383,8 +388,10 @@ const UsagePage: React.FC<UsagePageProps> = ({
                     updateEndUserData(value.from, value.to); // Call updateModelMetrics with the new date range
                   }}
                 />
-                  <Text className="w-1/4 mr-2 text-right">Key</Text>
-                  <Select defaultValue="1" className="w-3/4">
+                         </Col>
+                         <Col>
+                  <Text>Select Key</Text>
+                  <Select defaultValue="1">
                     {keys?.map((key: any, index: number) => {
                       if (
                         key &&
@@ -407,7 +414,11 @@ const UsagePage: React.FC<UsagePageProps> = ({
                       return null; // Add this line to handle the case when the condition is not met
                     })}
                   </Select>
-                 <Text className="mt-4">End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls</Text>
+                  </Col>
+
+              </Grid>
+            
+                
                 
               <Card className="mt-4">
 

From a38d9e35fdd97ccd90c1c1639f32776679036df0 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 18:19:27 -0700
Subject: [PATCH 293/378] feat - get price by end_user

---
 litellm/proxy/proxy_server.py | 40 ++++++++++++++++++++++-------------
 1 file changed, 25 insertions(+), 15 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 68125a04731f..a44966481d24 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -5795,25 +5795,35 @@ async def global_spend_end_users(data: Optional[GlobalEndUsersSpend] = None):
     """
     Gets the top 100 end-users for a given api key
     """
-    startTime = datetime.now() - timedelta(days=30)
-    endTime = datetime.now()
+    startTime = None
+    endTime = None
+    selected_api_key = None
+    if data is not None:
+        startTime = data.startTime
+        endTime = data.endTime
+        selected_api_key = data.api_key
+
+    startTime = startTime or datetime.now() - timedelta(days=30)
+    endTime = endTime or datetime.now()
 
     sql_query = """
-SELECT
-  end_user,
-  COUNT(*) AS total_count,
-  SUM(spend) AS total_spend
-FROM
-  "LiteLLM_SpendLogs"
-GROUP BY
-  end_user
-WHERE
-  "startTime" >= $1 AND "startTime" < $2
-ORDER BY
-  total_spend DESC
+SELECT end_user, COUNT(*) AS total_count, SUM(spend) AS total_spend
+FROM "LiteLLM_SpendLogs"
+WHERE "startTime" >= $1::timestamp
+  AND "startTime" < $2::timestamp
+  AND (
+    CASE
+      WHEN $3::TEXT IS NULL THEN TRUE
+      ELSE api_key = $3
+    END
+  )
+GROUP BY end_user
+ORDER BY total_spend DESC
 LIMIT 100
     """
-    response = await prisma_client.db.query_raw(sql_query, startTime, endTime)
+    response = await prisma_client.db.query_raw(
+        sql_query, startTime, endTime, selected_api_key
+    )
 
     return response
 

From bcba92e0920453fa60683d631125159f7e26000e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 18:25:28 -0700
Subject: [PATCH 294/378] fix bug filtering keys on usage tab

---
 ui/litellm-dashboard/src/components/usage.tsx | 23 +++++++++++++------
 1 file changed, 16 insertions(+), 7 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index 246306994856..933bc0c36b5d 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -115,7 +115,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
   const [topTagsData, setTopTagsData] = useState<any[]>([]);
   const [uniqueTeamIds, setUniqueTeamIds] = useState<any[]>([]);
   const [totalSpendPerTeam, setTotalSpendPerTeam] = useState<any[]>([]);
-  const [selectedKeyID, setSelectedKeyID] = useState<string>("");
+  const [selectedKeyID, setSelectedKeyID] = useState<string | null>("");
   const [dateValue, setDateValue] = useState<DateRangePickerValue>({
     from: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), 
     to: new Date(),
@@ -137,16 +137,16 @@ const UsagePage: React.FC<UsagePageProps> = ({
 
   console.log("keys in usage", keys);
 
-  const updateEndUserData = async (startTime:  Date | undefined, endTime:  Date | undefined) => {
+  const updateEndUserData = async (startTime:  Date | undefined, endTime:  Date | undefined, uiSelectedKey: string | null) => {
     if (!startTime || !endTime || !accessToken) {
       return;
     }
 
-    console.log("selectedKeyID", selectedKeyID);
+    console.log("uiSelectedKey", uiSelectedKey);
 
     let newTopUserData = await adminTopEndUsersCall(
       accessToken,
-      selectedKeyID,
+      uiSelectedKey,
       startTime.toISOString(),
       endTime.toISOString()
     )
@@ -391,7 +391,16 @@ const UsagePage: React.FC<UsagePageProps> = ({
                          </Col>
                          <Col>
                   <Text>Select Key</Text>
-                  <Select defaultValue="1">
+                  <Select defaultValue="all-keys">
+                  <SelectItem
+                    key="all-keys"
+                    value="all-keys"
+                    onClick={() => {
+                      updateEndUserData(dateValue.from, dateValue.to, null);
+                    }}
+                  >
+                    All Keys
+                  </SelectItem>
                     {keys?.map((key: any, index: number) => {
                       if (
                         key &&
@@ -399,12 +408,12 @@ const UsagePage: React.FC<UsagePageProps> = ({
                         key["key_alias"].length > 0
                       ) {
                         return (
+                          
                           <SelectItem
                             key={index}
                             value={String(index)}
                             onClick={() => {
-                              setSelectedKeyID(key["token"]);
-                              updateEndUserData(dateValue.from, dateValue.to);
+                              updateEndUserData(dateValue.from, dateValue.to, key["token"]);
                             }}
                           >
                             {key["key_alias"]}

From dea4a081c775e3374abc9119fec6a452acba5679 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 18:45:54 -0700
Subject: [PATCH 295/378] ui - new build

---
 litellm/proxy/_experimental/out/404.html      |  2 +-
 .../_buildManifest.js                         |  0
 .../_ssgManifest.js                           |  0
 .../static/chunks/319-4467f3d35ad11cf1.js     | 32 -------------------
 .../static/chunks/566-ccd699ab19124658.js     | 32 +++++++++++++++++++
 .../chunks/app/layout-3cc8192d7f94ae35.js     |  1 -
 .../chunks/app/layout-94ae1345f5d85446.js     |  1 +
 .../chunks/app/page-c804e862b63be987.js       |  1 +
 .../chunks/app/page-f32196ae7cd3d914.js       |  1 -
 ...915716.js => main-app-9b4fb13a7db53edf.js} |  2 +-
 ...bfac48f.js => webpack-5b257e1ab47d4b4a.js} |  2 +-
 .../out/_next/static/css/7de0c97d470f519f.css |  5 ---
 .../out/_next/static/css/a1602eb39f799143.css |  5 +++
 litellm/proxy/_experimental/out/index.html    |  2 +-
 litellm/proxy/_experimental/out/index.txt     |  4 +--
 ui/litellm-dashboard/out/404.html             |  2 +-
 .../K8KXTbmuI2ArWjjdMi2iq/_buildManifest.js   |  1 +
 .../K8KXTbmuI2ArWjjdMi2iq/_ssgManifest.js     |  1 +
 .../static/chunks/566-ccd699ab19124658.js     | 32 +++++++++++++++++++
 .../chunks/app/layout-94ae1345f5d85446.js     |  1 +
 .../chunks/app/page-c804e862b63be987.js       |  1 +
 .../chunks/main-app-9b4fb13a7db53edf.js       |  1 +
 .../static/chunks/webpack-5b257e1ab47d4b4a.js |  1 +
 .../out/_next/static/css/a1602eb39f799143.css |  5 +++
 ui/litellm-dashboard/out/index.html           |  2 +-
 ui/litellm-dashboard/out/index.txt            |  4 +--
 ui/litellm-dashboard/src/components/usage.tsx |  4 +--
 .../src/components/view_users.tsx             | 12 +------
 28 files changed, 95 insertions(+), 62 deletions(-)
 rename litellm/proxy/_experimental/out/_next/static/{OcLXYgLcgQyjMd6bH1bqU => K8KXTbmuI2ArWjjdMi2iq}/_buildManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/{OcLXYgLcgQyjMd6bH1bqU => K8KXTbmuI2ArWjjdMi2iq}/_ssgManifest.js (100%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/319-4467f3d35ad11cf1.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/566-ccd699ab19124658.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-3cc8192d7f94ae35.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-94ae1345f5d85446.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-c804e862b63be987.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-f32196ae7cd3d914.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/{main-app-096338c8e1915716.js => main-app-9b4fb13a7db53edf.js} (54%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/{webpack-d85d62a2bbfac48f.js => webpack-5b257e1ab47d4b4a.js} (98%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/css/7de0c97d470f519f.css
 create mode 100644 litellm/proxy/_experimental/out/_next/static/css/a1602eb39f799143.css
 create mode 100644 ui/litellm-dashboard/out/_next/static/K8KXTbmuI2ArWjjdMi2iq/_buildManifest.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/K8KXTbmuI2ArWjjdMi2iq/_ssgManifest.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/566-ccd699ab19124658.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/layout-94ae1345f5d85446.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-c804e862b63be987.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/main-app-9b4fb13a7db53edf.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/webpack-5b257e1ab47d4b4a.js
 create mode 100644 ui/litellm-dashboard/out/_next/static/css/a1602eb39f799143.css

diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index 8a47f9984e2d..448d7cf877cf 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1 +1 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/ui/_next/static/css/7de0c97d470f519f.css" crossorigin="" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/ui/_next/static/chunks/webpack-d85d62a2bbfac48f.js" crossorigin=""/><script src="/ui/_next/static/chunks/fd9d1056-dafd44dfa2da140c.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/69-e49705773ae41779.js" async="" crossorigin=""></script><script src="/ui/_next/static/chunks/main-app-096338c8e1915716.js" async="" crossorigin=""></script><title>404: This page could not be found.</title><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><meta name="next-size-adjust"/><script src="/ui/_next/static/chunks/polyfills-c67a75d1b6f99dc8.js" crossorigin="" noModule=""></script>        <style>
          .commit-tease,
          .user-profile-mini-avatar,
          .avatar,
          .vcard-details,
          .signup-prompt-bg {
            display: none !IMPORTANT;
          }
        </style>
         <script>
          document.addEventListener('DOMContentLoaded', function() {
            this.querySelectorAll('a').forEach(anchor => {
              anchor.addEventListener('click', e => {
                e.preventDefault();

                const redact = new URLSearchParams(window.location.search).get('redact');
                const hasExistingParams = anchor.href.includes('?');
                window.location.href = anchor.href + (hasExistingParams ? `&redact=${redact}` : `?redact=${redact}`);
              });
            });
          });
        </script>
 </head><body class="__className_12bbc4"><div style="font-family:system-ui,&quot;Segoe UI&quot;,Roboto,Helvetica,Arial,sans-serif,&quot;Apple Color Emoji&quot;,&quot;Segoe UI Emoji&quot;;height:100vh;text-align:center;display:flex;flex-direction:column;align-items:center;justify-content:center"><div><style>body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}</style><h1 class="next-error-h1" style="display:inline-block;margin:0 20px 0 0;padding:0 23px 0 0;font-size:24px;font-weight:500;vertical-align:top;line-height:49px">404</h1><div style="display:inline-block"><h2 style="font-size:14px;font-weight:400;line-height:49px;margin:0">This page could not be found.</h2></div></div></div><script src="/ui/_next/static/chunks/webpack-d85d62a2bbfac48f.js" crossorigin="" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0]);self.__next_f.push([2,null])</script><script>self.__next_f.push([1,"1:HL[\"/ui/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n2:HL[\"/ui/_next/static/css/7de0c97d470f519f.css\",\"style\",{\"crossOrigin\":\"\"}]\n0:\"$L3\"\n"])</script><script>self.__next_f.push([1,"4:I[47690,[],\"\"]\n6:I[5613,[],\"\"]\n7:I[31778,[],\"\"]\nd:I[48955,[],\"\"]\n8:{\"fontFamily\":\"system-ui,\\\"Segoe UI\\\",Roboto,Helvetica,Arial,sans-serif,\\\"Apple Color Emoji\\\",\\\"Segoe UI Emoji\\\"\",\"height\":\"100vh\",\"textAlign\":\"center\",\"display\":\"flex\",\"flexDirection\":\"column\",\"alignItems\":\"center\",\"justifyContent\":\"center\"}\n9:{\"display\":\"inline-block\",\"margin\":\"0 20px 0 0\",\"padding\":\"0 23px 0 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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e6(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,A.sP)(t,O.u);if(!n)return null;var o=i.state,a=o.isTooltipActive,l=o.activeCoordinate,s=o.activePayload,c=o.activeLabel,u=o.offset,d=null!==(e=n.props.active)&&void 0!==e?e:a;return(0,r.cloneElement)(n,{viewBox:tr(tr({},u),{},{x:u.left,y:u.top}),active:d,label:c,payload:d?s:[],coordinate:l})}),to(e8(i),"renderBrush",function(e){var t=i.props,n=t.margin,o=t.data,a=i.state,l=a.offset,s=a.dataStartIndex,c=a.dataEndIndex,u=a.updateId;return(0,r.cloneElement)(e,{key:e.key||"_recharts-brush",onChange:(0,R.DO)(i.handleBrushChange,e.props.onChange),data:o,x:(0,_.hj)(e.props.x)?e.props.x:l.left,y:(0,_.hj)(e.props.y)?e.props.y:l.top+l.height+l.brushBottom-(n.bottom||0),width:(0,_.hj)(e.props.width)?e.props.width:l.width,startIndex:s,endIndex:c,updateId:"brush-".concat(u)})}),to(e8(i),"renderReferenceElement",function(e,t,n){if(!e)return null;var 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l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,A.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,w=y.hide,S=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!w&&c&&m&&(E||S||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var T="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());I=(0,_.Ap)(h,T,p),P=b&&v&&(0,_.Ap)(v,T,p)}else I=null==h?void 0:h[d],P=b&&v&&v[d];if(x||S){var N=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,s=tf(this.state,n,i,l),c=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:c,y:u}:{y:c,x:u},p=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});p&&(d=tr(tr({},d),p.props.points[i].tooltipPosition),s=p.props.points[i].tooltipPayload);var f={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:s,activeCoordinate:d};this.setState(f),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:a,...i}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:s=10}=n||{},c={};for(let e of t.functions)c[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<s;++t){var d;let t;let a=null===(d=(await this._createChatCompletion(e,{...i,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!a)throw new et("missing message in ChatCompletion response");if(!a.function_call)return;let{name:s,arguments:p}=a.function_call,f=c[s];if(f){if(l&&l!==s){let e="Invalid function_call: ".concat(JSON.stringify(s),". ").concat(JSON.stringify(l)," requested. Please try again");this._addMessage({role:r,name:s,content:e});continue}}else{let e="Invalid function_call: ".concat(JSON.stringify(s),". Available options are: ").concat(u.map(e=>JSON.stringify(e.name)).join(", "),". Please try again");this._addMessage({role:r,name:s,content:e});continue}try{t=tx(f)?await f.parse(p):p}catch(e){this._addMessage({role:r,name:s,content:e instanceof Error?e.message:String(e)});continue}let m=await f.function(t,this),g=tA(this,x,"m",z).call(this,m);if(this._addMessage({role:r,name:s,content:g}),l)return}}async _runTools(e,t,n){var r,o;let a="tool",{tool_choice:i="auto",stream:l,...s}=t,c="string"!=typeof i&&(null==i?void 0:null===(r=i.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let p="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...s,tool_choice:i,tools:p,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,i=d[r];if(i){if(c&&c!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(c)," requested. Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(p.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}try{t=tx(i)?await i.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:a,tool_call_id:n,content:e});continue}let l=await i.function(t,this),s=tA(this,x,"m",z).call(this,l);if(this._addMessage({role:a,tool_call_id:n,content:s}),c)return}}}constructor(){x.add(this),this.controller=new AbortController,O.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),T.set(this,void 0),A.set(this,()=>{}),N.set(this,()=>{}),I.set(this,{}),this._chatCompletions=[],this.messages=[],R.set(this,!1),_.set(this,!1),P.set(this,!1),M.set(this,!1),Z.set(this,e=>{if(tT(this,_,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tT(this,P,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tT(this,O,new Promise((e,t)=>{tT(this,k,e,"f"),tT(this,C,t,"f")}),"f"),tT(this,T,new Promise((e,t)=>{tT(this,A,e,"f"),tT(this,N,t,"f")}),"f"),tA(this,O,"f").catch(()=>{}),tA(this,T,"f").catch(()=>{})}}O=new WeakMap,k=new WeakMap,C=new WeakMap,T=new WeakMap,A=new WeakMap,N=new WeakMap,I=new WeakMap,R=new WeakMap,_=new WeakMap,P=new WeakMap,M=new WeakMap,Z=new WeakMap,x=new WeakSet,L=function(){var e;return null!==(e=tA(this,x,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tO(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},j=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tO(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tO(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},F=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},U=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},z=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tI extends tN{static runFunctions(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tO(e)&&e.content&&this._emit("content",e.content)}}var tR=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},t_=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tP extends tN{get currentChatCompletionSnapshot(){return tR(this,G,"f")}static fromReadableStream(e){let t=new tP;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tP;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this);let a=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))tR(this,H,"m",$).call(this,e);if(null===(r=a.controller.signal)||void 0===r?void 0:r.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this),this._connected();let a=eg.fromReadableStream(e,this.controller);for await(let e of a)r&&r!==e.id&&this._addChatCompletion(tR(this,H,"m",V).call(this)),tR(this,H,"m",$).call(this,e),r=e.id;if(null===(n=a.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}[(G=new WeakMap,H=new WeakSet,W=function(){this.ended||t_(this,G,void 0,"f")},$=function(e){var t,n,r;if(this.ended)return;let o=tR(this,H,"m",q).call(this,e);this._emit("chunk",e,o);let a=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,i=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=a&&(null==i?void 0:i.role)==="assistant"&&(null==i?void 0:i.content)&&this._emit("content",a,i.content)},V=function(){if(this.ended)throw new et("stream has ended, this shouldn't happen");let e=tR(this,G,"f");if(!e)throw new et("request ended without sending any chunks");return t_(this,G,void 0,"f"),function(e){let{id:t,choices:n,created:r,model:o,system_fingerprint:a,...i}=e;return{...i,id:t,choices:n.map(t=>{let{message:n,finish_reason:r,index:o,logprobs:a,...i}=t;if(!r)throw new et("missing finish_reason for choice ".concat(o));let{content:l=null,function_call:s,tool_calls:c,...u}=n,d=n.role;if(!d)throw new et("missing role for choice ".concat(o));if(s){let{arguments:e,name:t}=s;if(null==e)throw new et("missing function_call.arguments for choice ".concat(o));if(!t)throw new et("missing function_call.name for choice ".concat(o));return{...i,message:{content:l,function_call:{arguments:e,name:t},role:d},finish_reason:r,index:o,logprobs:a}}return c?{...i,index:o,finish_reason:r,logprobs:a,message:{...u,role:d,content:l,tool_calls:c.map((t,n)=>{let{function:r,type:a,id:i,...l}=t,{arguments:s,name:c,...u}=r||{};if(null==i)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].id\n").concat(tM(e)));if(null==a)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].type\n").concat(tM(e)));if(null==c)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.name\n").concat(tM(e)));if(null==s)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.arguments\n").concat(tM(e)));return{...l,id:i,type:a,function:{...u,name:c,arguments:s}}})}}:{...i,message:{...u,content:l,role:d},finish_reason:r,index:o,logprobs:a}}),created:r,model:o,object:"chat.completion",...a?{system_fingerprint:a}:{}}}(e)},q=function(e){var t,n,r,o,a,i,l;let s=tR(this,G,"f"),{choices:c,...u}=e;for(let{delta:c,finish_reason:d,index:p,logprobs:f=null,...m}of(s?Object.assign(s,u):s=t_(this,G,{...u,choices:[]},"f"),e.choices)){let e=s.choices[p];if(e||(e=s.choices[p]={finish_reason:d,index:p,message:{},logprobs:f,...m}),f){if(e.logprobs){let{content:n,...r}=f;Object.assign(e.logprobs,r),n&&(null!==(o=(t=e.logprobs).content)&&void 0!==o||(t.content=[]),e.logprobs.content.push(...n))}else e.logprobs=Object.assign({},f)}if(d&&(e.finish_reason=d),Object.assign(e,m),!c)continue;let{content:u,function_call:g,role:h,tool_calls:b,...v}=c;if(Object.assign(e.message,v),u&&(e.message.content=(e.message.content||"")+u),h&&(e.message.role=h),g&&(e.message.function_call?(g.name&&(e.message.function_call.name=g.name),g.arguments&&(null!==(a=(n=e.message.function_call).arguments)&&void 0!==a||(n.arguments=""),e.message.function_call.arguments+=g.arguments)):e.message.function_call=g),b)for(let{index:t,id:n,type:o,function:a,...s}of(e.message.tool_calls||(e.message.tool_calls=[]),b)){let c=null!==(i=(r=e.message.tool_calls)[t])&&void 0!==i?i:r[t]={};Object.assign(c,s),n&&(c.id=n),o&&(c.type=o),a&&(null!==(l=c.function)&&void 0!==l||(c.function={arguments:""})),(null==a?void 0:a.name)&&(c.function.name=a.name),(null==a?void 0:a.arguments)&&(c.function.arguments+=a.arguments)}}return s},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("chunk",n=>{let r=t.shift();r?r(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e(void 0);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise(e=>t.push(e)).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0})}}toReadableStream(){return new eg(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}constructor(){super(...arguments),H.add(this),G.set(this,void 0)}}function tM(e){return JSON.stringify(e)}class tL extends tP{static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static runFunctions(e,t,n){let r=new tL,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tL,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}}class tD extends te{runFunctions(e,t){return e.stream?tL.runFunctions(this._client.chat.completions,e,t):tI.runFunctions(this._client.chat.completions,e,t)}runTools(e,t){return e.stream?tL.runTools(this._client.chat.completions,e,t):tI.runTools(this._client.chat.completions,e,t)}stream(e,t){return tP.createChatCompletion(this._client.chat.completions,e,t)}}class tj extends te{constructor(){super(...arguments),this.completions=new tD(this._client)}}(tj||(tj={})).Completions=tD;class tF extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/messages/").concat(t,"/files/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/messages/").concat(t,"/files"),tB,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tB extends e7{}(tF||(tF={})).MessageFilesPage=tB;class tZ extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/messages"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/messages/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/messages/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/messages"),tU,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}constructor(){super(...arguments),this.files=new tF(this._client)}}class tU extends e7{}(b=tZ||(tZ={})).ThreadMessagesPage=tU,b.Files=tF,b.MessageFilesPage=tB;class tz extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/runs/").concat(t,"/steps/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/runs/").concat(t,"/steps"),tH,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tH extends e7{}(tz||(tz={})).RunStepsPage=tH;class tG extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/runs"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/runs/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/runs/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return 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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e3(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,A.sP)(t,O.u);if(!n)return null;var 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l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,A.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,w=y.hide,S=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!w&&c&&m&&(E||S||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var T="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());I=(0,_.Ap)(h,T,p),P=b&&v&&(0,_.Ap)(v,T,p)}else I=null==h?void 0:h[d],P=b&&v&&v[d];if(x||S){var N=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,s=tf(this.state,n,i,l),c=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:c,y:u}:{y:c,x:u},p=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});p&&(d=tr(tr({},d),p.props.points[i].tooltipPosition),s=p.props.points[i].tooltipPayload);var f={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:s,activeCoordinate:d};this.setState(f),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:a,...i}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:s=10}=n||{},c={};for(let e of t.functions)c[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<s;++t){var d;let t;let a=null===(d=(await this._createChatCompletion(e,{...i,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!a)throw new et("missing message in ChatCompletion response");if(!a.function_call)return;let{name:s,arguments:p}=a.function_call,f=c[s];if(f){if(l&&l!==s){let e="Invalid function_call: ".concat(JSON.stringify(s),". ").concat(JSON.stringify(l)," requested. Please try again");this._addMessage({role:r,name:s,content:e});continue}}else{let e="Invalid function_call: ".concat(JSON.stringify(s),". Available options are: ").concat(u.map(e=>JSON.stringify(e.name)).join(", "),". Please try again");this._addMessage({role:r,name:s,content:e});continue}try{t=tx(f)?await f.parse(p):p}catch(e){this._addMessage({role:r,name:s,content:e instanceof Error?e.message:String(e)});continue}let m=await f.function(t,this),g=tA(this,x,"m",z).call(this,m);if(this._addMessage({role:r,name:s,content:g}),l)return}}async _runTools(e,t,n){var r,o;let a="tool",{tool_choice:i="auto",stream:l,...s}=t,c="string"!=typeof i&&(null==i?void 0:null===(r=i.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let p="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...s,tool_choice:i,tools:p,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,i=d[r];if(i){if(c&&c!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(c)," requested. Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(p.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}try{t=tx(i)?await i.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:a,tool_call_id:n,content:e});continue}let l=await i.function(t,this),s=tA(this,x,"m",z).call(this,l);if(this._addMessage({role:a,tool_call_id:n,content:s}),c)return}}}constructor(){x.add(this),this.controller=new AbortController,O.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),T.set(this,void 0),A.set(this,()=>{}),N.set(this,()=>{}),I.set(this,{}),this._chatCompletions=[],this.messages=[],R.set(this,!1),_.set(this,!1),P.set(this,!1),M.set(this,!1),Z.set(this,e=>{if(tT(this,_,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tT(this,P,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tT(this,O,new Promise((e,t)=>{tT(this,k,e,"f"),tT(this,C,t,"f")}),"f"),tT(this,T,new Promise((e,t)=>{tT(this,A,e,"f"),tT(this,N,t,"f")}),"f"),tA(this,O,"f").catch(()=>{}),tA(this,T,"f").catch(()=>{})}}O=new WeakMap,k=new WeakMap,C=new WeakMap,T=new WeakMap,A=new WeakMap,N=new WeakMap,I=new WeakMap,R=new WeakMap,_=new WeakMap,P=new WeakMap,M=new WeakMap,Z=new WeakMap,x=new WeakSet,L=function(){var e;return null!==(e=tA(this,x,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tO(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},j=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tO(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tO(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},F=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},U=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},z=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tI extends tN{static runFunctions(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tO(e)&&e.content&&this._emit("content",e.content)}}var tR=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},t_=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tP extends tN{get currentChatCompletionSnapshot(){return tR(this,G,"f")}static fromReadableStream(e){let t=new tP;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tP;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this);let a=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))tR(this,H,"m",$).call(this,e);if(null===(r=a.controller.signal)||void 0===r?void 0:r.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this),this._connected();let a=eg.fromReadableStream(e,this.controller);for await(let e of a)r&&r!==e.id&&this._addChatCompletion(tR(this,H,"m",V).call(this)),tR(this,H,"m",$).call(this,e),r=e.id;if(null===(n=a.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}[(G=new WeakMap,H=new WeakSet,W=function(){this.ended||t_(this,G,void 0,"f")},$=function(e){var t,n,r;if(this.ended)return;let o=tR(this,H,"m",q).call(this,e);this._emit("chunk",e,o);let a=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,i=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=a&&(null==i?void 0:i.role)==="assistant"&&(null==i?void 0:i.content)&&this._emit("content",a,i.content)},V=function(){if(this.ended)throw new et("stream has ended, this shouldn't happen");let e=tR(this,G,"f");if(!e)throw new et("request ended without sending any chunks");return t_(this,G,void 0,"f"),function(e){let{id:t,choices:n,created:r,model:o,system_fingerprint:a,...i}=e;return{...i,id:t,choices:n.map(t=>{let{message:n,finish_reason:r,index:o,logprobs:a,...i}=t;if(!r)throw new et("missing finish_reason for choice ".concat(o));let{content:l=null,function_call:s,tool_calls:c,...u}=n,d=n.role;if(!d)throw new et("missing role for choice ".concat(o));if(s){let{arguments:e,name:t}=s;if(null==e)throw new et("missing function_call.arguments for choice ".concat(o));if(!t)throw new et("missing function_call.name for choice ".concat(o));return{...i,message:{content:l,function_call:{arguments:e,name:t},role:d},finish_reason:r,index:o,logprobs:a}}return c?{...i,index:o,finish_reason:r,logprobs:a,message:{...u,role:d,content:l,tool_calls:c.map((t,n)=>{let{function:r,type:a,id:i,...l}=t,{arguments:s,name:c,...u}=r||{};if(null==i)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].id\n").concat(tM(e)));if(null==a)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].type\n").concat(tM(e)));if(null==c)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.name\n").concat(tM(e)));if(null==s)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.arguments\n").concat(tM(e)));return{...l,id:i,type:a,function:{...u,name:c,arguments:s}}})}}:{...i,message:{...u,content:l,role:d},finish_reason:r,index:o,logprobs:a}}),created:r,model:o,object:"chat.completion",...a?{system_fingerprint:a}:{}}}(e)},q=function(e){var t,n,r,o,a,i,l;let s=tR(this,G,"f"),{choices:c,...u}=e;for(let{delta:c,finish_reason:d,index:p,logprobs:f=null,...m}of(s?Object.assign(s,u):s=t_(this,G,{...u,choices:[]},"f"),e.choices)){let e=s.choices[p];if(e||(e=s.choices[p]={finish_reason:d,index:p,message:{},logprobs:f,...m}),f){if(e.logprobs){let{content:n,...r}=f;Object.assign(e.logprobs,r),n&&(null!==(o=(t=e.logprobs).content)&&void 0!==o||(t.content=[]),e.logprobs.content.push(...n))}else e.logprobs=Object.assign({},f)}if(d&&(e.finish_reason=d),Object.assign(e,m),!c)continue;let{content:u,function_call:g,role:h,tool_calls:b,...v}=c;if(Object.assign(e.message,v),u&&(e.message.content=(e.message.content||"")+u),h&&(e.message.role=h),g&&(e.message.function_call?(g.name&&(e.message.function_call.name=g.name),g.arguments&&(null!==(a=(n=e.message.function_call).arguments)&&void 0!==a||(n.arguments=""),e.message.function_call.arguments+=g.arguments)):e.message.function_call=g),b)for(let{index:t,id:n,type:o,function:a,...s}of(e.message.tool_calls||(e.message.tool_calls=[]),b)){let c=null!==(i=(r=e.message.tool_calls)[t])&&void 0!==i?i:r[t]={};Object.assign(c,s),n&&(c.id=n),o&&(c.type=o),a&&(null!==(l=c.function)&&void 0!==l||(c.function={arguments:""})),(null==a?void 0:a.name)&&(c.function.name=a.name),(null==a?void 0:a.arguments)&&(c.function.arguments+=a.arguments)}}return s},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("chunk",n=>{let r=t.shift();r?r(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e(void 0);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise(e=>t.push(e)).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0})}}toReadableStream(){return new eg(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}constructor(){super(...arguments),H.add(this),G.set(this,void 0)}}function tM(e){return JSON.stringify(e)}class tL extends tP{static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static runFunctions(e,t,n){let r=new tL,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tL,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}}class tD extends te{runFunctions(e,t){return e.stream?tL.runFunctions(this._client.chat.completions,e,t):tI.runFunctions(this._client.chat.completions,e,t)}runTools(e,t){return e.stream?tL.runTools(this._client.chat.completions,e,t):tI.runTools(this._client.chat.completions,e,t)}stream(e,t){return tP.createChatCompletion(this._client.chat.completions,e,t)}}class tj extends te{constructor(){super(...arguments),this.completions=new tD(this._client)}}(tj||(tj={})).Completions=tD;class tF extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/messages/").concat(t,"/files/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/messages/").concat(t,"/files"),tB,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tB extends e7{}(tF||(tF={})).MessageFilesPage=tB;class tZ extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/messages"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/messages/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/messages/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/messages"),tU,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}constructor(){super(...arguments),this.files=new tF(this._client)}}class tU extends e7{}(b=tZ||(tZ={})).ThreadMessagesPage=tU,b.Files=tF,b.MessageFilesPage=tB;class tz extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/runs/").concat(t,"/steps/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/runs/").concat(t,"/steps"),tH,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tH extends e7{}(tz||(tz={})).RunStepsPage=tH;class tG extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/runs"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/runs/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/runs/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return 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diff --git a/litellm/proxy/_experimental/out/_next/static/css/a1602eb39f799143.css b/litellm/proxy/_experimental/out/_next/static/css/a1602eb39f799143.css
new file mode 100644
index 000000000000..d00f8f95adf6
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/css/a1602eb39f799143.css
@@ -0,0 +1,5 @@
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/index.html b/litellm/proxy/_experimental/out/index.html
index 47e66ca4d0b9..9fd029848e82 100644
--- a/litellm/proxy/_experimental/out/index.html
+++ b/litellm/proxy/_experimental/out/index.html
@@ -1 +1 @@
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r.createElement(eQ,{key:g,activeCoordinate:l,activePayload:s,activeTooltipIndex:u,chartName:n,element:e,isActive:f,layout:m,offset:c,tooltipAxisBandSize:d,tooltipEventType:p})}),to(e8(i),"renderPolarAxis",function(e,t,n){var o=d()(e,"type.axisType"),a=d()(i.state,"".concat(o,"Map")),l=a&&a[e.props["".concat(o,"Id")]];return(0,r.cloneElement)(e,tr(tr({},l),{},{className:o,key:e.key||"".concat(t,"-").concat(n),ticks:(0,R.uY)(l,!0)}))}),to(e8(i),"renderGrid",function(e){var t=i.state,n=t.xAxisMap,o=t.yAxisMap,a=t.offset,l=(0,_.Kt)(n),s=b()(o,function(e){return y()(e.domain,Number.isFinite)})||(0,_.Kt)(o),c=e.props||{};return(0,r.cloneElement)(e,{key:e.key||"grid",x:(0,_.hj)(c.x)?c.x:a.left,y:(0,_.hj)(c.y)?c.y:a.top,width:(0,_.hj)(c.width)?c.width:a.width,height:(0,_.hj)(c.height)?c.height:a.height,xAxis:l,yAxis:s,verticalCoordinatesGenerator:c.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:c.horizontalCoordinatesGenerator})}),to(e8(i),"renderPolarGrid",function(e){var t=e.props,n=t.radialLines,o=t.polarAngles,a=t.polarRadius,l=i.state,s=l.radiusAxisMap,c=l.angleAxisMap,u=(0,_.Kt)(s),d=(0,_.Kt)(c),p=d.cx,f=d.cy,m=d.innerRadius,g=d.outerRadius;return(0,r.cloneElement)(e,{polarAngles:Array.isArray(o)?o:(0,R.uY)(d,!0).map(function(e){return e.coordinate}),polarRadius:Array.isArray(a)?a:(0,R.uY)(u,!0).map(function(e){return e.coordinate}),cx:p,cy:f,innerRadius:m,outerRadius:g,key:e.key||"polar-grid",radialLines:n})}),to(e8(i),"renderLegend",function(){var e=i.state.formattedGraphicalItems,t=i.props,n=t.children,o=t.width,a=t.height,l=i.props.margin||{},s=o-(l.left||0)-(l.right||0),c=(0,J.z)({children:n,formattedGraphicalItems:e,legendWidth:s,legendContent:f});if(!c)return null;var u=c.item,d=e3(c,eJ);return(0,r.cloneElement)(u,tr(tr({},d),{},{chartWidth:o,chartHeight:a,margin:l,onBBoxUpdate:i.handleLegendBBoxUpdate}))}),to(e8(i),"renderTooltip",function(){var e,t=i.props.children,n=(0,A.sP)(t,O.u);if(!n)return null;var 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l=i.getTooltipEventType(),s=i.state,c=s.isTooltipActive,u=s.tooltipAxis,d=s.activeTooltipIndex,p=s.activeLabel,f=i.props.children,m=(0,A.sP)(f,O.u),g=o.props,h=g.points,b=g.isRange,v=g.baseLine,y=o.item.props,E=y.activeDot,w=y.hide,S=y.activeBar,x=y.activeShape,k={};"axis"!==l&&m&&"click"===m.props.trigger?k={onClick:(0,R.DO)(i.handleItemMouseEnter,e.props.onClick)}:"axis"!==l&&(k={onMouseLeave:(0,R.DO)(i.handleItemMouseLeave,e.props.onMouseLeave),onMouseEnter:(0,R.DO)(i.handleItemMouseEnter,e.props.onMouseEnter)});var C=(0,r.cloneElement)(e,tr(tr({},o.props),k));if(!w&&c&&m&&(E||S||x)){if(d>=0){if(u.dataKey&&!u.allowDuplicatedCategory){var T="function"==typeof u.dataKey?function(e){return"function"==typeof u.dataKey?u.dataKey(e.payload):null}:"payload.".concat(u.dataKey.toString());I=(0,_.Ap)(h,T,p),P=b&&v&&(0,_.Ap)(v,T,p)}else I=null==h?void 0:h[d],P=b&&v&&v[d];if(x||S){var N=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,s=tf(this.state,n,i,l),c=this.state.tooltipTicks[i].coordinate,u=(this.state.offset.top+r)/2,d="horizontal"===o?{x:c,y:u}:{y:c,x:u},p=this.state.formattedGraphicalItems.find(function(e){return"Scatter"===e.item.type.name});p&&(d=tr(tr({},d),p.props.points[i].tooltipPosition),s=p.props.points[i].tooltipPayload);var f={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:s,activeCoordinate:d};this.setState(f),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(e,t){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==t.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==e.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==e.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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r=n(29037);function o(e){e.register(r),function(e){var 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t(e){e.languages.json={property:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?=\s*:)/,lookbehind:!0,greedy:!0},string:{pattern:/(^|[^\\])"(?:\\.|[^\\"\r\n])*"(?!\s*:)/,lookbehind:!0,greedy:!0},comment:{pattern:/\/\/.*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},number:/-?\b\d+(?:\.\d+)?(?:e[+-]?\d+)?\b/i,punctuation:/[{}[\],]/,operator:/:/,boolean:/\b(?:false|true)\b/,null:{pattern:/\bnull\b/,alias:"keyword"}},e.languages.webmanifest=e.languages.json}e.exports=t,t.displayName="json",t.aliases=["webmanifest"]},71003:function(e,t,n){var r=n(92133);function o(e){var 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e?e:"string"==typeof e.content?e.content:e.content.map(i).join(""):""},l=function(t){for(var n=[],r=0;r<t.length;r++){var o=t[r],a=!1;if("string"!=typeof o&&("tag"===o.type&&o.content[0]&&"tag"===o.content[0].type?"</"===o.content[0].content[0].content?n.length>0&&n[n.length-1].tagName===i(o.content[0].content[1])&&n.pop():"/>"===o.content[o.content.length-1].content||n.push({tagName:i(o.content[0].content[1]),openedBraces:0}):n.length>0&&"punctuation"===o.type&&"{"===o.content?n[n.length-1].openedBraces++:n.length>0&&n[n.length-1].openedBraces>0&&"punctuation"===o.type&&"}"===o.content?n[n.length-1].openedBraces--:a=!0),(a||"string"==typeof o)&&n.length>0&&0===n[n.length-1].openedBraces){var s=i(o);r<t.length-1&&("string"==typeof t[r+1]||"plain-text"===t[r+1].type)&&(s+=i(t[r+1]),t.splice(r+1,1)),r>0&&("string"==typeof t[r-1]||"plain-text"===t[r-1].type)&&(s=i(t[r-1])+s,t.splice(r-1,1),r--),t[r]=new e.Token("plain-text",s,null,s)}o.content&&"string"!=typeof 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e.languages.kotlin["class-name"],t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}},e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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t(e){e.languages.scheme={comment:/;.*|#;\s*(?:\((?:[^()]|\([^()]*\))*\)|\[(?:[^\[\]]|\[[^\[\]]*\])*\])|#\|(?:[^#|]|#(?!\|)|\|(?!#)|#\|(?:[^#|]|#(?!\|)|\|(?!#))*\|#)*\|#/,string:{pattern:/"(?:[^"\\]|\\.)*"/,greedy:!0},symbol:{pattern:/'[^()\[\]#'\s]+/,greedy:!0},char:{pattern:/#\\(?:[ux][a-fA-F\d]+\b|[-a-zA-Z]+\b|[\uD800-\uDBFF][\uDC00-\uDFFF]|\S)/,greedy:!0},"lambda-parameter":[{pattern:/((?:^|[^'`#])[(\[]lambda\s+)(?:[^|()\[\]'\s]+|\|(?:[^\\|]|\\.)*\|)/,lookbehind:!0},{pattern:/((?:^|[^'`#])[(\[]lambda\s+[(\[])[^()\[\]']+/,lookbehind:!0}],keyword:{pattern:/((?:^|[^'`#])[(\[])(?:begin|case(?:-lambda)?|cond(?:-expand)?|define(?:-library|-macro|-record-type|-syntax|-values)?|defmacro|delay(?:-force)?|do|else|except|export|guard|if|import|include(?:-ci|-library-declarations)?|lambda|let(?:rec)?(?:-syntax|-values|\*)?|let\*-values|only|parameterize|prefix|(?:quasi-?)?quote|rename|set!|syntax-(?:case|rules)|unless|unquote(?:-splicing)?|when)(?=[()\[\]\s]|$)/,lookbehind:!0},builtin:{pattern:/((?:^|[^'`#])[(\[])(?:abs|and|append|apply|assoc|ass[qv]|binary-port\?|boolean=?\?|bytevector(?:-append|-copy|-copy!|-length|-u8-ref|-u8-set!|\?)?|caar|cadr|call-with-(?:current-continuation|port|values)|call\/cc|car|cdar|cddr|cdr|ceiling|char(?:->integer|-ready\?|\?|<\?|<=\?|=\?|>\?|>=\?)|close-(?:input-port|output-port|port)|complex\?|cons|current-(?:error|input|output)-port|denominator|dynamic-wind|eof-object\??|eq\?|equal\?|eqv\?|error|error-object(?:-irritants|-message|\?)|eval|even\?|exact(?:-integer-sqrt|-integer\?|\?)?|expt|features|file-error\?|floor(?:-quotient|-remainder|\/)?|flush-output-port|for-each|gcd|get-output-(?:bytevector|string)|inexact\??|input-port(?:-open\?|\?)|integer(?:->char|\?)|lcm|length|list(?:->string|->vector|-copy|-ref|-set!|-tail|\?)?|make-(?:bytevector|list|parameter|string|vector)|map|max|member|memq|memv|min|modulo|negative\?|newline|not|null\?|number(?:->string|\?)|numerator|odd\?|open-(?:input|output)-(?:bytevector|string)|or|output-port(?:-open\?|\?)|pair\?|peek-char|peek-u8|port\?|positive\?|procedure\?|quotient|raise|raise-continuable|rational\?|rationalize|read-(?:bytevector|bytevector!|char|error\?|line|string|u8)|real\?|remainder|reverse|round|set-c[ad]r!|square|string(?:->list|->number|->symbol|->utf8|->vector|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?|<\?|<=\?|=\?|>\?|>=\?)?|substring|symbol(?:->string|\?|=\?)|syntax-error|textual-port\?|truncate(?:-quotient|-remainder|\/)?|u8-ready\?|utf8->string|values|vector(?:->list|->string|-append|-copy|-copy!|-fill!|-for-each|-length|-map|-ref|-set!|\?)?|with-exception-handler|write-(?:bytevector|char|string|u8)|zero\?)(?=[()\[\]\s]|$)/,lookbehind:!0},operator:{pattern:/((?:^|[^'`#])[(\[])(?:[-+*%/]|[<>]=?|=>?)(?=[()\[\]\s]|$)/,lookbehind:!0},number:{pattern:RegExp(function(e){for(var t in e)e[t]=e[t].replace(/<[\w\s]+>/g,function(t){return"(?:"+e[t].trim()+")"});return e[t]}({"<ureal dec>":/\d+(?:\/\d+)|(?:\d+(?:\.\d*)?|\.\d+)(?:[esfdl][+-]?\d+)?/.source,"<real dec>":/[+-]?<ureal dec>|[+-](?:inf|nan)\.0/.source,"<imaginary dec>":/[+-](?:<ureal dec>|(?:inf|nan)\.0)?i/.source,"<complex dec>":/<real dec>(?:@<real dec>|<imaginary dec>)?|<imaginary dec>/.source,"<num dec>":/(?:#d(?:#[ei])?|#[ei](?:#d)?)?<complex dec>/.source,"<ureal box>":/[0-9a-f]+(?:\/[0-9a-f]+)?/.source,"<real box>":/[+-]?<ureal box>|[+-](?:inf|nan)\.0/.source,"<imaginary box>":/[+-](?:<ureal box>|(?:inf|nan)\.0)?i/.source,"<complex box>":/<real box>(?:@<real box>|<imaginary box>)?|<imaginary box>/.source,"<num box>":/#[box](?:#[ei])?|(?:#[ei])?#[box]<complex box>/.source,"<number>":/(^|[()\[\]\s])(?:<num dec>|<num 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t(e){e.languages.scss=e.languages.extend("css",{comment:{pattern:/(^|[^\\])(?:\/\*[\s\S]*?\*\/|\/\/.*)/,lookbehind:!0},atrule:{pattern:/@[\w-](?:\([^()]+\)|[^()\s]|\s+(?!\s))*?(?=\s+[{;])/,inside:{rule:/@[\w-]+/}},url:/(?:[-a-z]+-)?url(?=\()/i,selector:{pattern:/(?=\S)[^@;{}()]?(?:[^@;{}()\s]|\s+(?!\s)|#\{\$[-\w]+\})+(?=\s*\{(?:\}|\s|[^}][^:{}]*[:{][^}]))/,inside:{parent:{pattern:/&/,alias:"important"},placeholder:/%[-\w]+/,variable:/\$[-\w]+|#\{\$[-\w]+\}/}},property:{pattern:/(?:[-\w]|\$[-\w]|#\{\$[-\w]+\})+(?=\s*:)/,inside:{variable:/\$[-\w]+|#\{\$[-\w]+\}/}}}),e.languages.insertBefore("scss","atrule",{keyword:[/@(?:content|debug|each|else(?: if)?|extend|for|forward|function|if|import|include|mixin|return|use|warn|while)\b/i,{pattern:/( )(?:from|through)(?= 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t;e.register(r),t=[/"(?:\\[\s\S]|\$\([^)]+\)|\$(?!\()|`[^`]+`|[^"\\`$])*"/.source,/'[^']*'/.source,/\$'(?:[^'\\]|\\[\s\S])*'/.source,/<<-?\s*(["']?)(\w+)\1\s[\s\S]*?[\r\n]\2/.source].join("|"),e.languages["shell-session"]={command:{pattern:RegExp(/^/.source+"(?:"+/[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+(?::[^\0-\x1F$#%*?"<>:;|]+)?/.source+"|"+/[/~.][^\0-\x1F$#%*?"<>@:;|]*/.source+")?"+/[$#%](?=\s)/.source+/(?:[^\\\r\n \t'"<$]|[ \t](?:(?!#)|#.*$)|\\(?:[^\r]|\r\n?)|\$(?!')|<(?!<)|<<str>>)+/.source.replace(/<<str>>/g,function(){return t}),"m"),greedy:!0,inside:{info:{pattern:/^[^#$%]+/,alias:"punctuation",inside:{user:/^[^\s@:$#%*!/\\]+@[^\r\n@:$#%*!/\\]+/,punctuation:/:/,path:/[\s\S]+/}},bash:{pattern:/(^[$#%]\s*)\S[\s\S]*/,lookbehind:!0,alias:"language-bash",inside:e.languages.bash},"shell-symbol":{pattern:/^[$#%]/,alias:"important"}}},output:/.(?:.*(?:[\r\n]|.$))*/},e.languages["sh-session"]=e.languages.shellsession=e.languages["shell-session"]}e.exports=o,o.displayName="shellSession",o.aliases=[]},12368:function(e){function t(e){e.languages.smali={comment:/#.*/,string:{pattern:/"(?:[^\r\n\\"]|\\.)*"|'(?:[^\r\n\\']|\\(?:.|u[\da-fA-F]{4}))'/,greedy:!0},"class-name":{pattern:/(^|[^L])L(?:(?:\w+|`[^`\r\n]*`)\/)*(?:[\w$]+|`[^`\r\n]*`)(?=\s*;)/,lookbehind:!0,inside:{"class-name":{pattern:/(^L|\/)(?:[\w$]+|`[^`\r\n]*`)$/,lookbehind:!0},namespace:{pattern:/^(L)(?:(?:\w+|`[^`\r\n]*`)\/)+/,lookbehind:!0,inside:{punctuation:/\//}},builtin:/^L/}},builtin:[{pattern:/([();\[])[BCDFIJSVZ]+/,lookbehind:!0},{pattern:/([\w$>]:)[BCDFIJSVZ]/,lookbehind:!0}],keyword:[{pattern:/(\.end\s+)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])\.(?!\d)[\w-]+/,lookbehind:!0},{pattern:/(^|[^\w.-])(?:abstract|annotation|bridge|constructor|enum|final|interface|private|protected|public|runtime|static|synthetic|system|transient)(?![\w.-])/,lookbehind:!0}],function:{pattern:/(^|[^\w.-])(?:\w+|<[\w$-]+>)(?=\()/,lookbehind:!0},field:{pattern:/[\w$]+(?=:)/,alias:"variable"},register:{pattern:/(^|[^\w.-])[vp]\d(?![\w.-])/,lookbehind:!0,alias:"variable"},boolean:{pattern:/(^|[^\w.-])(?:false|true)(?![\w.-])/,lookbehind:!0},number:{pattern:/(^|[^/\w.-])-?(?:NAN|INFINITY|0x(?:[\dA-F]+(?:\.[\dA-F]*)?|\.[\dA-F]+)(?:p[+-]?[\dA-F]+)?|(?:\d+(?:\.\d*)?|\.\d+)(?:e[+-]?\d+)?)[dflst]?(?![\w.-])/i,lookbehind:!0},label:{pattern:/(:)\w+/,lookbehind:!0,alias:"property"},operator:/->|\.\.|[\[=]/,punctuation:/[{}(),;:]/}}e.exports=t,t.displayName="smali",t.aliases=[]},3966:function(e){function t(e){e.languages.smalltalk={comment:{pattern:/"(?:""|[^"])*"/,greedy:!0},char:{pattern:/\$./,greedy:!0},string:{pattern:/'(?:''|[^'])*'/,greedy:!0},symbol:/#[\da-z]+|#(?:-|([+\/\\*~<>=@%|&?!])\1?)|#(?=\()/i,"block-arguments":{pattern:/(\[\s*):[^\[|]*\|/,lookbehind:!0,inside:{variable:/:[\da-z]+/i,punctuation:/\|/}},"temporary-variables":{pattern:/\|[^|]+\|/,inside:{variable:/[\da-z]+/i,punctuation:/\|/}},keyword:/\b(?:new|nil|self|super)\b/,boolean:/\b(?:false|true)\b/,number:[/\d+r-?[\dA-Z]+(?:\.[\dA-Z]+)?(?:e-?\d+)?/,/\b\d+(?:\.\d+)?(?:e-?\d+)?/],operator:/[<=]=?|:=|~[~=]|\/\/?|\\\\|>[>=]?|[!^+\-*&|,@]/,punctuation:/[.;:?\[\](){}]/}}e.exports=t,t.displayName="smalltalk",t.aliases=[]},61383:function(e,t,n){var r=n(26483);function o(e){var t,n;e.register(r),e.languages.smarty={comment:{pattern:/^\{\*[\s\S]*?\*\}/,greedy:!0},"embedded-php":{pattern:/^\{php\}[\s\S]*?\{\/php\}/,greedy:!0,inside:{smarty:{pattern:/^\{php\}|\{\/php\}$/,inside:null},php:{pattern:/[\s\S]+/,alias:"language-php",inside:e.languages.php}}},string:[{pattern:/"(?:\\.|[^"\\\r\n])*"/,greedy:!0,inside:{interpolation:{pattern:/\{[^{}]*\}|`[^`]*`/,inside:{"interpolation-punctuation":{pattern:/^[{`]|[`}]$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:null}}},variable:/\$\w+/}},{pattern:/'(?:\\.|[^'\\\r\n])*'/,greedy:!0}],keyword:{pattern:/(^\{\/?)[a-z_]\w*\b(?!\()/i,lookbehind:!0,greedy:!0},delimiter:{pattern:/^\{\/?|\}$/,greedy:!0,alias:"punctuation"},number:/\b0x[\dA-Fa-f]+|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:[Ee][-+]?\d+)?/,variable:[/\$(?!\d)\w+/,/#(?!\d)\w+#/,{pattern:/(\.|->|\w\s*=)(?!\d)\w+\b(?!\()/,lookbehind:!0},{pattern:/(\[)(?!\d)\w+(?=\])/,lookbehind:!0}],function:{pattern:/(\|\s*)@?[a-z_]\w*|\b[a-z_]\w*(?=\()/i,lookbehind:!0},"attr-name":/\b[a-z_]\w*(?=\s*=)/i,boolean:/\b(?:false|no|off|on|true|yes)\b/,punctuation:/[\[\](){}.,:`]|->/,operator:[/[+\-*\/%]|==?=?|[!<>]=?|&&|\|\|?/,/\bis\s+(?:not\s+)?(?:div|even|odd)(?:\s+by)?\b/,/\b(?:and|eq|gt?e|gt|lt?e|lt|mod|neq?|not|or)\b/]},e.languages.smarty["embedded-php"].inside.smarty.inside=e.languages.smarty,e.languages.smarty.string[0].inside.interpolation.inside.expression.inside=e.languages.smarty,t=/"(?:\\.|[^"\\\r\n])*"|'(?:\\.|[^'\\\r\n])*'/,n=RegExp(/\{\*[\s\S]*?\*\}/.source+"|"+/\{php\}[\s\S]*?\{\/php\}/.source+"|"+/\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>|\{(?:[^{}"']|<str>)*\})*\})*\}/.source.replace(/<str>/g,function(){return t.source}),"g"),e.hooks.add("before-tokenize",function(t){var r=!1;e.languages["markup-templating"].buildPlaceholders(t,"smarty",n,function(e){return"{/literal}"===e&&(r=!1),!r&&("{literal}"===e&&(r=!0),!0)})}),e.hooks.add("after-tokenize",function(t){e.languages["markup-templating"].tokenizePlaceholders(t,"smarty")})}e.exports=o,o.displayName="smarty",o.aliases=[]},19615:function(e){function t(e){var t;t=/\b(?:abstype|and|andalso|as|case|datatype|do|else|end|eqtype|exception|fn|fun|functor|handle|if|in|include|infix|infixr|let|local|nonfix|of|op|open|orelse|raise|rec|sharing|sig|signature|struct|structure|then|type|val|where|while|with|withtype)\b/i,e.languages.sml={comment:/\(\*(?:[^*(]|\*(?!\))|\((?!\*)|\(\*(?:[^*(]|\*(?!\))|\((?!\*))*\*\))*\*\)/,string:{pattern:/#?"(?:[^"\\]|\\.)*"/,greedy:!0},"class-name":[{pattern:RegExp(/((?:^|[^:]):\s*)<TERMINAL>(?:\s*(?:(?:\*|->)\s*<TERMINAL>|,\s*<TERMINAL>(?:(?=<NOT-LAST>)|(?!<NOT-LAST>)\s+<LONG-ID>)))*/.source.replace(/<NOT-LAST>/g,function(){return/\s*(?:[*,]|->)/.source}).replace(/<TERMINAL>/g,function(){return/(?:'[\w']*|<LONG-ID>|\((?:[^()]|\([^()]*\))*\)|\{(?:[^{}]|\{[^{}]*\})*\})(?:\s+<LONG-ID>)*/.source}).replace(/<LONG-ID>/g,function(){return/(?!<KEYWORD>)[a-z\d_][\w'.]*/.source}).replace(/<KEYWORD>/g,function(){return t.source}),"i"),lookbehind:!0,greedy:!0,inside:null},{pattern:/((?:^|[^\w'])(?:datatype|exception|functor|signature|structure|type)\s+)[a-z_][\w'.]*/i,lookbehind:!0}],function:{pattern:/((?:^|[^\w'])fun\s+)[a-z_][\w'.]*/i,lookbehind:!0},keyword:t,variable:{pattern:/(^|[^\w'])'[\w']*/,lookbehind:!0},number:/~?\b(?:\d+(?:\.\d+)?(?:e~?\d+)?|0x[\da-f]+)\b/i,word:{pattern:/\b0w(?:\d+|x[\da-f]+)\b/i,alias:"constant"},boolean:/\b(?:false|true)\b/i,operator:/\.\.\.|:[>=:]|=>?|->|[<>]=?|[!+\-*/^#|@~]/,punctuation:/[(){}\[\].:,;]/},e.languages.sml["class-name"][0].inside=e.languages.sml,e.languages.smlnj=e.languages.sml}e.exports=t,t.displayName="sml",t.aliases=["smlnj"]},32815:function(e){function t(e){e.languages.solidity=e.languages.extend("clike",{"class-name":{pattern:/(\b(?:contract|enum|interface|library|new|struct|using)\s+)(?!\d)[\w$]+/,lookbehind:!0},keyword:/\b(?:_|anonymous|as|assembly|assert|break|calldata|case|constant|constructor|continue|contract|default|delete|do|else|emit|enum|event|external|for|from|function|if|import|indexed|inherited|interface|internal|is|let|library|mapping|memory|modifier|new|payable|pragma|private|public|pure|require|returns?|revert|selfdestruct|solidity|storage|struct|suicide|switch|this|throw|using|var|view|while)\b/,operator:/=>|->|:=|=:|\*\*|\+\+|--|\|\||&&|<<=?|>>=?|[-+*/%^&|<>!=]=?|[~?]/}),e.languages.insertBefore("solidity","keyword",{builtin:/\b(?:address|bool|byte|u?int(?:8|16|24|32|40|48|56|64|72|80|88|96|104|112|120|128|136|144|152|160|168|176|184|192|200|208|216|224|232|240|248|256)?|string|bytes(?:[1-9]|[12]\d|3[0-2])?)\b/}),e.languages.insertBefore("solidity","number",{version:{pattern:/([<>]=?|\^)\d+\.\d+\.\d+\b/,lookbehind:!0,alias:"number"}}),e.languages.sol=e.languages.solidity}e.exports=t,t.displayName="solidity",t.aliases=["sol"]},75693:function(e){function t(e){var t;t={pattern:/\{[\da-f]{8}-[\da-f]{4}-[\da-f]{4}-[\da-f]{4}-[\da-f]{12}\}/i,alias:"constant",inside:{punctuation:/[{}]/}},e.languages["solution-file"]={comment:{pattern:/#.*/,greedy:!0},string:{pattern:/"[^"\r\n]*"|'[^'\r\n]*'/,greedy:!0,inside:{guid:t}},object:{pattern:/^([ \t]*)(?:([A-Z]\w*)\b(?=.*(?:\r\n?|\n)(?:\1[ \t].*(?:\r\n?|\n))*\1End\2(?=[ \t]*$))|End[A-Z]\w*(?=[ \t]*$))/m,lookbehind:!0,greedy:!0,alias:"keyword"},property:{pattern:/^([ \t]*)(?!\s)[^\r\n"#=()]*[^\s"#=()](?=\s*=)/m,lookbehind:!0,inside:{guid:t}},guid:t,number:/\b\d+(?:\.\d+)*\b/,boolean:/\b(?:FALSE|TRUE)\b/,operator:/=/,punctuation:/[(),]/},e.languages.sln=e.languages["solution-file"]}e.exports=t,t.displayName="solutionFile",t.aliases=[]},99337:function(e,t,n){var r=n(26483);function o(e){var 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e.create({...t,stream:!1},{...n,signal:this.controller.signal});return this._connected(),this._addChatCompletion(o)}async _runChatCompletion(e,t,n){for(let e of t.messages)this._addMessage(e,!1);return await this._createChatCompletion(e,t,n)}async _runFunctions(e,t,n){let r="function",{function_call:o="auto",stream:a,...i}=t,l="string"!=typeof o&&(null==o?void 0:o.name),{maxChatCompletions:s=10}=n||{},c={};for(let e of t.functions)c[e.name||e.function.name]=e;let u=t.functions.map(e=>({name:e.name||e.function.name,parameters:e.parameters,description:e.description}));for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<s;++t){var d;let t;let a=null===(d=(await this._createChatCompletion(e,{...i,function_call:o,functions:u,messages:[...this.messages]},n)).choices[0])||void 0===d?void 0:d.message;if(!a)throw new et("missing message in ChatCompletion response");if(!a.function_call)return;let{name:s,arguments:p}=a.function_call,f=c[s];if(f){if(l&&l!==s){let e="Invalid function_call: ".concat(JSON.stringify(s),". ").concat(JSON.stringify(l)," requested. Please try again");this._addMessage({role:r,name:s,content:e});continue}}else{let e="Invalid function_call: ".concat(JSON.stringify(s),". Available options are: ").concat(u.map(e=>JSON.stringify(e.name)).join(", "),". Please try again");this._addMessage({role:r,name:s,content:e});continue}try{t=tx(f)?await f.parse(p):p}catch(e){this._addMessage({role:r,name:s,content:e instanceof Error?e.message:String(e)});continue}let m=await f.function(t,this),g=tA(this,x,"m",z).call(this,m);if(this._addMessage({role:r,name:s,content:g}),l)return}}async _runTools(e,t,n){var r,o;let a="tool",{tool_choice:i="auto",stream:l,...s}=t,c="string"!=typeof i&&(null==i?void 0:null===(r=i.function)||void 0===r?void 0:r.name),{maxChatCompletions:u=10}=n||{},d={};for(let e of t.tools)"function"===e.type&&(d[e.function.name||e.function.function.name]=e.function);let p="tools"in t?t.tools.map(e=>"function"===e.type?{type:"function",function:{name:e.function.name||e.function.function.name,parameters:e.function.parameters,description:e.function.description}}:e):void 0;for(let e of t.messages)this._addMessage(e,!1);for(let t=0;t<u;++t){let t=null===(o=(await this._createChatCompletion(e,{...s,tool_choice:i,tools:p,messages:[...this.messages]},n)).choices[0])||void 0===o?void 0:o.message;if(!t)throw new et("missing message in ChatCompletion response");if(!t.tool_calls)break;for(let e of t.tool_calls){let t;if("function"!==e.type)continue;let n=e.id,{name:r,arguments:o}=e.function,i=d[r];if(i){if(c&&c!==r){let e="Invalid tool_call: ".concat(JSON.stringify(r),". ").concat(JSON.stringify(c)," requested. Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}}else{let e="Invalid tool_call: ".concat(JSON.stringify(r),". Available options are: ").concat(p.map(e=>JSON.stringify(e.function.name)).join(", "),". Please try again");this._addMessage({role:a,tool_call_id:n,content:e});continue}try{t=tx(i)?await i.parse(o):o}catch(t){let e=t instanceof Error?t.message:String(t);this._addMessage({role:a,tool_call_id:n,content:e});continue}let l=await i.function(t,this),s=tA(this,x,"m",z).call(this,l);if(this._addMessage({role:a,tool_call_id:n,content:s}),c)return}}}constructor(){x.add(this),this.controller=new AbortController,O.set(this,void 0),k.set(this,()=>{}),C.set(this,()=>{}),T.set(this,void 0),A.set(this,()=>{}),N.set(this,()=>{}),I.set(this,{}),this._chatCompletions=[],this.messages=[],R.set(this,!1),_.set(this,!1),P.set(this,!1),M.set(this,!1),Z.set(this,e=>{if(tT(this,_,!0,"f"),e instanceof Error&&"AbortError"===e.name&&(e=new er),e instanceof er)return tT(this,P,!0,"f"),this._emit("abort",e);if(e instanceof et)return this._emit("error",e);if(e instanceof Error){let t=new et(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new et(String(e)))}),tT(this,O,new Promise((e,t)=>{tT(this,k,e,"f"),tT(this,C,t,"f")}),"f"),tT(this,T,new Promise((e,t)=>{tT(this,A,e,"f"),tT(this,N,t,"f")}),"f"),tA(this,O,"f").catch(()=>{}),tA(this,T,"f").catch(()=>{})}}O=new WeakMap,k=new WeakMap,C=new WeakMap,T=new WeakMap,A=new WeakMap,N=new WeakMap,I=new WeakMap,R=new WeakMap,_=new WeakMap,P=new WeakMap,M=new WeakMap,Z=new WeakMap,x=new WeakSet,L=function(){var e;return null!==(e=tA(this,x,"m",D).call(this).content)&&void 0!==e?e:null},D=function(){let e=this.messages.length;for(;e-- >0;){let n=this.messages[e];if(tO(n)){var t;return{...n,content:null!==(t=n.content)&&void 0!==t?t:null}}}throw new et("stream ended without producing a ChatCompletionMessage with role=assistant")},j=function(){for(let n=this.messages.length-1;n>=0;n--){var e,t;let r=this.messages[n];if(tO(r)&&(null==r?void 0:r.function_call))return r.function_call;if(tO(r)&&(null==r?void 0:null===(e=r.tool_calls)||void 0===e?void 0:e.length))return null===(t=r.tool_calls.at(-1))||void 0===t?void 0:t.function}},F=function(){for(let e=this.messages.length-1;e>=0;e--){let t=this.messages[e];if(tk(t)&&null!=t.content||tC(t)&&null!=t.content&&this.messages.some(e=>{var n;return"assistant"===e.role&&(null===(n=e.tool_calls)||void 0===n?void 0:n.some(e=>"function"===e.type&&e.id===t.tool_call_id))}))return t.content}},B=function(){let e={completion_tokens:0,prompt_tokens:0,total_tokens:0};for(let{usage:t}of this._chatCompletions)t&&(e.completion_tokens+=t.completion_tokens,e.prompt_tokens+=t.prompt_tokens,e.total_tokens+=t.total_tokens);return e},U=function(e){if(null!=e.n&&e.n>1)throw new et("ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.")},z=function(e){return"string"==typeof e?e:void 0===e?"undefined":JSON.stringify(e)};class tI extends tN{static runFunctions(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tI,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}_addMessage(e){super._addMessage(e),tO(e)&&e.content&&this._emit("content",e.content)}}var tR=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},t_=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class tP extends tN{get currentChatCompletionSnapshot(){return tR(this,G,"f")}static fromReadableStream(e){let t=new tP;return t._run(()=>t._fromReadableStream(e)),t}static createChatCompletion(e,t,n){let r=new tP;return r._run(()=>r._runChatCompletion(e,{...t,stream:!0},{...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createChatCompletion(e,t,n){var r;let o=null==n?void 0:n.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this);let a=await e.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),a))tR(this,H,"m",$).call(this,e);if(null===(r=a.controller.signal)||void 0===r?void 0:r.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}async _fromReadableStream(e,t){var n;let r;let o=null==t?void 0:t.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort())),tR(this,H,"m",W).call(this),this._connected();let a=eg.fromReadableStream(e,this.controller);for await(let e of a)r&&r!==e.id&&this._addChatCompletion(tR(this,H,"m",V).call(this)),tR(this,H,"m",$).call(this,e),r=e.id;if(null===(n=a.controller.signal)||void 0===n?void 0:n.aborted)throw new er;return this._addChatCompletion(tR(this,H,"m",V).call(this))}[(G=new WeakMap,H=new WeakSet,W=function(){this.ended||t_(this,G,void 0,"f")},$=function(e){var t,n,r;if(this.ended)return;let o=tR(this,H,"m",q).call(this,e);this._emit("chunk",e,o);let a=null===(n=e.choices[0])||void 0===n?void 0:null===(t=n.delta)||void 0===t?void 0:t.content,i=null===(r=o.choices[0])||void 0===r?void 0:r.message;null!=a&&(null==i?void 0:i.role)==="assistant"&&(null==i?void 0:i.content)&&this._emit("content",a,i.content)},V=function(){if(this.ended)throw new et("stream has ended, this shouldn't happen");let e=tR(this,G,"f");if(!e)throw new et("request ended without sending any chunks");return t_(this,G,void 0,"f"),function(e){let{id:t,choices:n,created:r,model:o,system_fingerprint:a,...i}=e;return{...i,id:t,choices:n.map(t=>{let{message:n,finish_reason:r,index:o,logprobs:a,...i}=t;if(!r)throw new et("missing finish_reason for choice ".concat(o));let{content:l=null,function_call:s,tool_calls:c,...u}=n,d=n.role;if(!d)throw new et("missing role for choice ".concat(o));if(s){let{arguments:e,name:t}=s;if(null==e)throw new et("missing function_call.arguments for choice ".concat(o));if(!t)throw new et("missing function_call.name for choice ".concat(o));return{...i,message:{content:l,function_call:{arguments:e,name:t},role:d},finish_reason:r,index:o,logprobs:a}}return c?{...i,index:o,finish_reason:r,logprobs:a,message:{...u,role:d,content:l,tool_calls:c.map((t,n)=>{let{function:r,type:a,id:i,...l}=t,{arguments:s,name:c,...u}=r||{};if(null==i)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].id\n").concat(tM(e)));if(null==a)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].type\n").concat(tM(e)));if(null==c)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.name\n").concat(tM(e)));if(null==s)throw new et("missing choices[".concat(o,"].tool_calls[").concat(n,"].function.arguments\n").concat(tM(e)));return{...l,id:i,type:a,function:{...u,name:c,arguments:s}}})}}:{...i,message:{...u,content:l,role:d},finish_reason:r,index:o,logprobs:a}}),created:r,model:o,object:"chat.completion",...a?{system_fingerprint:a}:{}}}(e)},q=function(e){var t,n,r,o,a,i,l;let s=tR(this,G,"f"),{choices:c,...u}=e;for(let{delta:c,finish_reason:d,index:p,logprobs:f=null,...m}of(s?Object.assign(s,u):s=t_(this,G,{...u,choices:[]},"f"),e.choices)){let e=s.choices[p];if(e||(e=s.choices[p]={finish_reason:d,index:p,message:{},logprobs:f,...m}),f){if(e.logprobs){let{content:n,...r}=f;Object.assign(e.logprobs,r),n&&(null!==(o=(t=e.logprobs).content)&&void 0!==o||(t.content=[]),e.logprobs.content.push(...n))}else e.logprobs=Object.assign({},f)}if(d&&(e.finish_reason=d),Object.assign(e,m),!c)continue;let{content:u,function_call:g,role:h,tool_calls:b,...v}=c;if(Object.assign(e.message,v),u&&(e.message.content=(e.message.content||"")+u),h&&(e.message.role=h),g&&(e.message.function_call?(g.name&&(e.message.function_call.name=g.name),g.arguments&&(null!==(a=(n=e.message.function_call).arguments)&&void 0!==a||(n.arguments=""),e.message.function_call.arguments+=g.arguments)):e.message.function_call=g),b)for(let{index:t,id:n,type:o,function:a,...s}of(e.message.tool_calls||(e.message.tool_calls=[]),b)){let c=null!==(i=(r=e.message.tool_calls)[t])&&void 0!==i?i:r[t]={};Object.assign(c,s),n&&(c.id=n),o&&(c.type=o),a&&(null!==(l=c.function)&&void 0!==l||(c.function={arguments:""})),(null==a?void 0:a.name)&&(c.function.name=a.name),(null==a?void 0:a.arguments)&&(c.function.arguments+=a.arguments)}}return s},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("chunk",n=>{let r=t.shift();r?r(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e(void 0);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise(e=>t.push(e)).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0})}}toReadableStream(){return new eg(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}constructor(){super(...arguments),H.add(this),G.set(this,void 0)}}function tM(e){return JSON.stringify(e)}class tL extends tP{static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static runFunctions(e,t,n){let r=new tL,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runFunctions"}};return r._run(()=>r._runFunctions(e,t,o)),r}static runTools(e,t,n){let r=new tL,o={...n,headers:{...null==n?void 0:n.headers,"X-Stainless-Helper-Method":"runTools"}};return r._run(()=>r._runTools(e,t,o)),r}}class tD extends te{runFunctions(e,t){return e.stream?tL.runFunctions(this._client.chat.completions,e,t):tI.runFunctions(this._client.chat.completions,e,t)}runTools(e,t){return e.stream?tL.runTools(this._client.chat.completions,e,t):tI.runTools(this._client.chat.completions,e,t)}stream(e,t){return tP.createChatCompletion(this._client.chat.completions,e,t)}}class tj extends te{constructor(){super(...arguments),this.completions=new tD(this._client)}}(tj||(tj={})).Completions=tD;class tF extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/messages/").concat(t,"/files/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/messages/").concat(t,"/files"),tB,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tB extends e7{}(tF||(tF={})).MessageFilesPage=tB;class tZ extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/messages"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/messages/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/messages/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return eG(t)?this.list(e,{},t):this._client.getAPIList("/threads/".concat(e,"/messages"),tU,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}constructor(){super(...arguments),this.files=new tF(this._client)}}class tU extends e7{}(b=tZ||(tZ={})).ThreadMessagesPage=tU,b.Files=tF,b.MessageFilesPage=tB;class tz extends te{retrieve(e,t,n,r){return this._client.get("/threads/".concat(e,"/runs/").concat(t,"/steps/").concat(n),{...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e,t){let n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:{},r=arguments.length>3?arguments[3]:void 0;return eG(n)?this.list(e,t,{},n):this._client.getAPIList("/threads/".concat(e,"/runs/").concat(t,"/steps"),tH,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}}class tH extends e7{}(tz||(tz={})).RunStepsPage=tH;class tG extends te{create(e,t,n){return this._client.post("/threads/".concat(e,"/runs"),{body:t,...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}retrieve(e,t,n){return this._client.get("/threads/".concat(e,"/runs/").concat(t),{...n,headers:{"OpenAI-Beta":"assistants=v1",...null==n?void 0:n.headers}})}update(e,t,n,r){return this._client.post("/threads/".concat(e,"/runs/").concat(t),{body:n,...r,headers:{"OpenAI-Beta":"assistants=v1",...null==r?void 0:r.headers}})}list(e){let t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},n=arguments.length>2?arguments[2]:void 0;return 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diff --git a/ui/litellm-dashboard/out/index.html b/ui/litellm-dashboard/out/index.html
index 47e66ca4d0b9..9fd029848e82 100644
--- a/ui/litellm-dashboard/out/index.html
+++ b/ui/litellm-dashboard/out/index.html
@@ -1 +1 @@
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diff --git a/ui/litellm-dashboard/out/index.txt b/ui/litellm-dashboard/out/index.txt
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--- a/ui/litellm-dashboard/out/index.txt
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diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index 933bc0c36b5d..54376410a19e 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -222,7 +222,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
             setTopTagsData(top_tags.top_10_tags);
 
             // get spend per end-user
-            let spend_user_call = await adminTopEndUsersCall(accessToken, null);
+            let spend_user_call = await adminTopEndUsersCall(accessToken, null, undefined, undefined);
             setTopUsers(spend_user_call);
 
             console.log("spend/user result", spend_user_call);
@@ -385,7 +385,7 @@ const UsagePage: React.FC<UsagePageProps> = ({
                   value={dateValue} 
                   onValueChange={(value) => {
                     setDateValue(value);
-                    updateEndUserData(value.from, value.to); // Call updateModelMetrics with the new date range
+                    updateEndUserData(value.from, value.to, null); // Call updateModelMetrics with the new date range
                   }}
                 />
                          </Col>
diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx
index 55d5f59eba4f..41c15be9c56a 100644
--- a/ui/litellm-dashboard/src/components/view_users.tsx
+++ b/ui/litellm-dashboard/src/components/view_users.tsx
@@ -24,7 +24,7 @@ import {
   Icon,
   TextInput,
 } from "@tremor/react";
-import { userInfoCall, adminTopEndUsersCall } from "./networking";
+import { userInfoCall } from "./networking";
 import { Badge, BadgeDelta, Button } from "@tremor/react";
 import RequestAccess from "./request_model_access";
 import CreateUser from "./create_user_button";
@@ -94,16 +94,6 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
     return <div>Loading...</div>;
   }
 
-  const onKeyClick = async (keyToken: String) => {
-    try {
-      const topEndUsers = await adminTopEndUsersCall(accessToken, keyToken);
-      console.log("user data response:", topEndUsers);
-      setEndUsers(topEndUsers);
-    } catch (error) {
-      console.error("There was an error fetching the model data", error);
-    }
-  };
-
   function renderPagination() {
     if (!userData) return null;
 

From db666b01e5ebd632568bc904d62033158a63def0 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 18:50:36 -0700
Subject: [PATCH 296/378] feat(proxy_server.py): add CRUD endpoints for
 'end_user' management

allow admin to specify region + default models for end users
---
 .gitignore                    |   3 +
 litellm/proxy/_types.py       |  31 ++++++
 litellm/proxy/proxy_server.py | 180 ++++++++++++++++++++++++++++++----
 litellm/proxy/schema.prisma   |   2 +
 litellm/proxy/utils.py        |   2 +-
 schema.prisma                 |   2 +
 6 files changed, 201 insertions(+), 19 deletions(-)

diff --git a/.gitignore b/.gitignore
index abc4ecb0ced4..1f827e46394f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,6 @@
 .venv
 .env
+litellm/proxy/myenv/*
 litellm_uuid.txt
 __pycache__/
 *.pyc
@@ -52,3 +53,5 @@ litellm/proxy/_new_secret_config.yaml
 litellm/proxy/_new_secret_config.yaml
 litellm/proxy/_super_secret_config.yaml
 litellm/proxy/_super_secret_config.yaml
+litellm/proxy/myenv/bin/activate
+litellm/proxy/myenv/bin/Activate.ps1
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index b7b2d0ab6b56..37e00e27eb5e 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -458,6 +458,37 @@ def check_user_info(cls, values):
         return values
 
 
+class NewEndUserRequest(LiteLLMBase):
+    user_id: str
+    alias: Optional[str] = None  # human-friendly alias
+    blocked: bool = False  # allow/disallow requests for this end-user
+    max_budget: Optional[float] = None
+    budget_id: Optional[str] = None  # give either a budget_id or max_budget
+    allowed_model_region: Optional[Literal["eu"]] = (
+        None  # require all user requests to use models in this specific region
+    )
+    default_model: Optional[str] = (
+        None  # if no equivalent model in allowed region - default all requests to this model
+    )
+
+    @root_validator(pre=True)
+    def check_user_info(cls, values):
+        if values.get("max_budget") is not None and values.get("budget_id") is not None:
+            raise ValueError("Set either 'max_budget' or 'budget_id', not both.")
+
+        if (
+            values.get("allowed_model_region") is not None
+            and values.get("default_model") is None
+        ) or (
+            values.get("allowed_model_region") is None
+            and values.get("default_model") is not None
+        ):
+            raise ValueError(
+                "If 'allowed_model_region' is set, then 'default_model' must be set."
+            )
+        return values
+
+
 class Member(LiteLLMBase):
     role: Literal["admin", "user"]
     user_id: Optional[str] = None
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index ce62a76092f1..009ea279f195 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -231,6 +231,11 @@ class SpecialModelNames(enum.Enum):
     all_team_models = "all-team-models"
 
 
+class CommonProxyErrors(enum.Enum):
+    db_not_connected_error = "DB not connected"
+    no_llm_router = "No models configured on proxy"
+
+
 @app.exception_handler(ProxyException)
 async def openai_exception_handler(request: Request, exc: ProxyException):
     # NOTE: DO NOT MODIFY THIS, its crucial to map to Openai exceptions
@@ -5883,7 +5888,7 @@ async def global_predict_spend_logs(request: Request):
     return _forecast_daily_cost(data)
 
 
-#### USER MANAGEMENT ####
+#### INTERNAL USER MANAGEMENT ####
 @router.post(
     "/user/new",
     tags=["user management"],
@@ -6376,6 +6381,43 @@ async def user_get_requests():
         )
 
 
+@router.get(
+    "/user/get_users",
+    tags=["user management"],
+    dependencies=[Depends(user_api_key_auth)],
+)
+async def get_users(
+    role: str = fastapi.Query(
+        default=None,
+        description="Either 'proxy_admin', 'proxy_viewer', 'app_owner', 'app_user'",
+    )
+):
+    """
+    [BETA] This could change without notice. Give feedback - https://github.com/BerriAI/litellm/issues
+
+    Get all users who are a specific `user_role`.
+
+    Used by the UI to populate the user lists.
+
+    Currently - admin-only endpoint.
+    """
+    global prisma_client
+
+    if prisma_client is None:
+        raise HTTPException(
+            status_code=500,
+            detail={"error": f"No db connected. prisma client={prisma_client}"},
+        )
+    all_users = await prisma_client.get_data(
+        table_name="user", query_type="find_all", key_val={"user_role": role}
+    )
+
+    return all_users
+
+
+#### END-USER MANAGEMENT ####
+
+
 @router.post(
     "/end_user/block",
     tags=["End User Management"],
@@ -6466,38 +6508,140 @@ async def unblock_user(data: BlockUsers):
     return {"blocked_users": litellm.blocked_user_list}
 
 
-@router.get(
-    "/user/get_users",
-    tags=["user management"],
+@router.post(
+    "/end_user/new",
+    tags=["End User Management"],
     dependencies=[Depends(user_api_key_auth)],
 )
-async def get_users(
-    role: str = fastapi.Query(
-        default=None,
-        description="Either 'proxy_admin', 'proxy_viewer', 'app_owner', 'app_user'",
-    )
+async def new_end_user(
+    data: NewEndUserRequest,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     """
-    [BETA] This could change without notice. Give feedback - https://github.com/BerriAI/litellm/issues
+    [TODO] Needs to be implemented.
 
-    Get all users who are a specific `user_role`.
+    Allow creating a new end-user 
 
-    Used by the UI to populate the user lists.
+    - Allow specifying allowed regions 
+    - Allow specifying default model
 
-    Currently - admin-only endpoint.
+    Example curl:
+    ```
+    curl --location 'http://0.0.0.0:4000/end_user/new' \
+        --header 'Authorization: Bearer sk-1234' \
+        --header 'Content-Type: application/json' \
+        --data '{
+            "end_user_id" : "ishaan-jaff-3", <- specific customer
+            
+            "allowed_region": "eu" <- set region for models        
+
+                    + 
+
+            "default_model": "azure/gpt-3.5-turbo-eu" <- all calls from this user, use this model? 
+
+        }'
+
+        # return end-user object
+    ```
     """
-    global prisma_client
+    global prisma_client, llm_router
+    """
+    Validation:
+        - check if default model exists 
+        - create budget object if not already created
+    
+    - Add user to end user table 
 
+    Return 
+    - end-user object
+    - currently allowed models 
+    """
     if prisma_client is None:
         raise HTTPException(
             status_code=500,
-            detail={"error": f"No db connected. prisma client={prisma_client}"},
+            detail={"error": CommonProxyErrors.db_not_connected_error.value},
         )
-    all_users = await prisma_client.get_data(
-        table_name="user", query_type="find_all", key_val={"user_role": role}
+
+    ## VALIDATION ##
+    if data.default_model is not None:
+        if llm_router is None:
+            raise HTTPException(
+                status_code=422, detail={"error": CommonProxyErrors.no_llm_router.value}
+            )
+        elif data.default_model not in llm_router.get_model_names():
+            raise HTTPException(
+                status_code=422,
+                detail={
+                    "error": "Default Model not on proxy. Configure via `/model/new` or config.yaml. Default_model={}, proxy_model_names={}".format(
+                        data.default_model, set(llm_router.get_model_names())
+                    )
+                },
+            )
+
+    new_end_user_obj: Dict = {}
+
+    ## CREATE BUDGET ## if set
+    if data.max_budget is not None:
+        budget_record = await prisma_client.db.litellm_budgettable.create(
+            data={
+                "max_budget": data.max_budget,
+                "created_by": user_api_key_dict.user_id or litellm_proxy_admin_name,  # type: ignore
+                "updated_by": user_api_key_dict.user_id or litellm_proxy_admin_name,
+            }
+        )
+
+        new_end_user_obj["budget_id"] = budget_record.budget_id
+    elif data.budget_id is not None:
+        new_end_user_obj["budget_id"] = data.budget_id
+
+    _user_data = data.dict(exclude_none=True)
+
+    for k, v in _user_data.items():
+        if k != "max_budget" and k != "budget_id":
+            new_end_user_obj[k] = v
+
+    ## WRITE TO DB ##
+    end_user_record = await prisma_client.db.litellm_endusertable.create(
+        data=new_end_user_obj  # type: ignore
     )
 
-    return all_users
+    return end_user_record
+
+
+@router.post(
+    "/end_user/info",
+    tags=["End User Management"],
+    dependencies=[Depends(user_api_key_auth)],
+)
+async def end_user_info():
+    """
+    [TODO] Needs to be implemented.
+    """
+    pass
+
+
+@router.post(
+    "/end_user/update",
+    tags=["End User Management"],
+    dependencies=[Depends(user_api_key_auth)],
+)
+async def update_end_user():
+    """
+    [TODO] Needs to be implemented.
+    """
+    pass
+
+
+@router.post(
+    "/end_user/delete",
+    tags=["End User Management"],
+    dependencies=[Depends(user_api_key_auth)],
+)
+async def delete_end_user():
+    """
+    [TODO] Needs to be implemented.
+    """
+    pass
 
 
 #### TEAM MANAGEMENT ####
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index f078dbcf4324..e24a9d5f3aea 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -150,6 +150,8 @@ model LiteLLM_EndUserTable {
   user_id String @id
   alias    String? // admin-facing alias
   spend      Float    @default(0.0)
+  allowed_model_region String? // require all user requests to use models in this specific region
+  default_model String? // use along with 'allowed_model_region'. if no available model in region, default to this model.
   budget_id String?
   litellm_budget_table LiteLLM_BudgetTable?   @relation(fields: [budget_id], references: [budget_id])
   blocked Boolean @default(false)
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 0379d51528b4..4f577a84cc10 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -526,7 +526,7 @@ def __init__(self, database_url: str, proxy_logging_obj: ProxyLogging):
             finally:
                 os.chdir(original_dir)
             # Now you can import the Prisma Client
-            from prisma import Prisma  # type: ignore
+            from prisma import Prisma
 
         self.db = Prisma()  # Client to connect to Prisma db
 
diff --git a/schema.prisma b/schema.prisma
index f078dbcf4324..e24a9d5f3aea 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -150,6 +150,8 @@ model LiteLLM_EndUserTable {
   user_id String @id
   alias    String? // admin-facing alias
   spend      Float    @default(0.0)
+  allowed_model_region String? // require all user requests to use models in this specific region
+  default_model String? // use along with 'allowed_model_region'. if no available model in region, default to this model.
   budget_id String?
   litellm_budget_table LiteLLM_BudgetTable?   @relation(fields: [budget_id], references: [budget_id])
   blocked Boolean @default(false)

From b5db0456249d488d08849b05b40ab71397856513 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 19:49:35 -0700
Subject: [PATCH 297/378] =?UTF-8?q?bump:=20version=201.36.3=20=E2=86=92=20?=
 =?UTF-8?q?1.36.4?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 96f1fd5ffa20..399b188c26a8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.36.3"
+version = "1.36.4"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.36.3"
+version = "1.36.4"
 version_files = [
     "pyproject.toml:^version"
 ]

From edb10198efd70b9161fbf2981aad957d185af43e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 21:25:40 -0700
Subject: [PATCH 298/378] feat - add stream_options support litellm

---
 litellm/main.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/litellm/main.py b/litellm/main.py
index bff9886acb6a..d6d276653b4c 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -187,6 +187,7 @@ async def acompletion(
     top_p: Optional[float] = None,
     n: Optional[int] = None,
     stream: Optional[bool] = None,
+    stream_options: Optional[dict] = None,
     stop=None,
     max_tokens: Optional[int] = None,
     presence_penalty: Optional[float] = None,
@@ -223,6 +224,7 @@ async def acompletion(
         top_p (float, optional): The top-p parameter for nucleus sampling (default is 1.0).
         n (int, optional): The number of completions to generate (default is 1).
         stream (bool, optional): If True, return a streaming response (default is False).
+        stream_options (dict, optional): A dictionary containing options for the streaming response. Only use this if stream is True.
         stop(string/list, optional): - Up to 4 sequences where the LLM API will stop generating further tokens.
         max_tokens (integer, optional): The maximum number of tokens in the generated completion (default is infinity).
         presence_penalty (float, optional): It is used to penalize new tokens based on their existence in the text so far.
@@ -260,6 +262,7 @@ async def acompletion(
         "top_p": top_p,
         "n": n,
         "stream": stream,
+        "stream_options": stream_options,
         "stop": stop,
         "max_tokens": max_tokens,
         "presence_penalty": presence_penalty,
@@ -457,6 +460,7 @@ def completion(
     top_p: Optional[float] = None,
     n: Optional[int] = None,
     stream: Optional[bool] = None,
+    stream_options: Optional[dict] = None,
     stop=None,
     max_tokens: Optional[int] = None,
     presence_penalty: Optional[float] = None,
@@ -496,6 +500,7 @@ def completion(
         top_p (float, optional): The top-p parameter for nucleus sampling (default is 1.0).
         n (int, optional): The number of completions to generate (default is 1).
         stream (bool, optional): If True, return a streaming response (default is False).
+        stream_options (dict, optional): A dictionary containing options for the streaming response. Only set this when you set stream: true.
         stop(string/list, optional): - Up to 4 sequences where the LLM API will stop generating further tokens.
         max_tokens (integer, optional): The maximum number of tokens in the generated completion (default is infinity).
         presence_penalty (float, optional): It is used to penalize new tokens based on their existence in the text so far.
@@ -573,6 +578,7 @@ def completion(
         "top_p",
         "n",
         "stream",
+        "stream_options",
         "stop",
         "max_tokens",
         "presence_penalty",
@@ -783,6 +789,7 @@ def completion(
             top_p=top_p,
             n=n,
             stream=stream,
+            stream_options=stream_options,
             stop=stop,
             max_tokens=max_tokens,
             presence_penalty=presence_penalty,

From 10420516020f5da2e5369035da7898f218d2449e Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 21:52:25 -0700
Subject: [PATCH 299/378] support stream_options for chat completion models

---
 litellm/llms/openai.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index d516334ac1bc..d542cbe07959 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -530,6 +530,7 @@ def streaming(
             model=model,
             custom_llm_provider="openai",
             logging_obj=logging_obj,
+            stream_options=data.get("stream_options", None),
         )
         return streamwrapper
 
@@ -579,6 +580,7 @@ async def async_streaming(
                 model=model,
                 custom_llm_provider="openai",
                 logging_obj=logging_obj,
+                stream_options=data.get("stream_options", None),
             )
             return streamwrapper
         except (

From f2965660dd2222ee74f7cd447f9b4ace70ba8364 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 21:52:39 -0700
Subject: [PATCH 300/378] test openai stream_options

---
 litellm/tests/test_streaming.py | 31 +++++++++++++++++++++++++++++++
 1 file changed, 31 insertions(+)

diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py
index 271a53dd4919..7d639d7a3c4d 100644
--- a/litellm/tests/test_streaming.py
+++ b/litellm/tests/test_streaming.py
@@ -1501,6 +1501,37 @@ def test_openai_chat_completion_complete_response_call():
 
 
 # test_openai_chat_completion_complete_response_call()
+def test_openai_stream_options_call():
+    litellm.set_verbose = False
+    response = litellm.completion(
+        model="gpt-3.5-turbo",
+        messages=[{"role": "system", "content": "say GM - we're going to make it "}],
+        stream=True,
+        stream_options={"include_usage": True},
+        max_tokens=10,
+    )
+    usage = None
+    chunks = []
+    for chunk in response:
+        print("chunk: ", chunk)
+        chunks.append(chunk)
+
+    last_chunk = chunks[-1]
+    print("last chunk: ", last_chunk)
+
+    """
+    Assert that:
+    - Last Chunk includes Usage
+    - All chunks prior to last chunk have usage=None
+    """
+
+    assert last_chunk.usage is not None
+    assert last_chunk.usage.total_tokens > 0
+    assert last_chunk.usage.prompt_tokens > 0
+    assert last_chunk.usage.completion_tokens > 0
+
+    # assert all non last chunks have usage=None
+    assert all(chunk.usage is None for chunk in chunks[:-1])
 
 
 def test_openai_text_completion_call():

From 80ca011a642ae6206c293eef15c951c1f74a8e3c Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 21:53:33 -0700
Subject: [PATCH 301/378] support stream_options

---
 litellm/utils.py | 39 +++++++++++++++++++++++++++++++++++++--
 1 file changed, 37 insertions(+), 2 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index df58db29c0ce..64a644f159f1 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -612,6 +612,7 @@ def __init__(
         system_fingerprint=None,
         usage=None,
         stream=None,
+        stream_options=None,
         response_ms=None,
         hidden_params=None,
         **params,
@@ -658,6 +659,12 @@ def __init__(
             usage = usage
         elif stream is None or stream == False:
             usage = Usage()
+        elif (
+            stream == True
+            and stream_options is not None
+            and stream_options.get("include_usage") == True
+        ):
+            usage = Usage()
         if hidden_params:
             self._hidden_params = hidden_params
 
@@ -4839,6 +4846,7 @@ def get_optional_params(
     top_p=None,
     n=None,
     stream=False,
+    stream_options=None,
     stop=None,
     max_tokens=None,
     presence_penalty=None,
@@ -4908,6 +4916,7 @@ def get_optional_params(
         "top_p": None,
         "n": None,
         "stream": None,
+        "stream_options": None,
         "stop": None,
         "max_tokens": None,
         "presence_penalty": None,
@@ -5779,6 +5788,8 @@ def _map_and_modify_arg(supported_params: dict, provider: str, model: str):
             optional_params["n"] = n
         if stream is not None:
             optional_params["stream"] = stream
+        if stream_options is not None:
+            optional_params["stream_options"] = stream_options
         if stop is not None:
             optional_params["stop"] = stop
         if max_tokens is not None:
@@ -6049,6 +6060,7 @@ def get_supported_openai_params(model: str, custom_llm_provider: str):
             "top_p",
             "n",
             "stream",
+            "stream_options",
             "stop",
             "max_tokens",
             "presence_penalty",
@@ -9466,7 +9478,12 @@ def get_secret(
 # replicate/anthropic/cohere
 class CustomStreamWrapper:
     def __init__(
-        self, completion_stream, model, custom_llm_provider=None, logging_obj=None
+        self,
+        completion_stream,
+        model,
+        custom_llm_provider=None,
+        logging_obj=None,
+        stream_options=None,
     ):
         self.model = model
         self.custom_llm_provider = custom_llm_provider
@@ -9492,6 +9509,7 @@ def __init__(
         self.response_id = None
         self.logging_loop = None
         self.rules = Rules()
+        self.stream_options = stream_options
 
     def __iter__(self):
         return self
@@ -9932,6 +9950,7 @@ def handle_openai_chat_completion_chunk(self, chunk):
             is_finished = False
             finish_reason = None
             logprobs = None
+            usage = None
             original_chunk = None  # this is used for function/tool calling
             if len(str_line.choices) > 0:
                 if (
@@ -9966,12 +9985,15 @@ def handle_openai_chat_completion_chunk(self, chunk):
                 else:
                     logprobs = None
 
+            usage = getattr(str_line, "usage", None)
+
             return {
                 "text": text,
                 "is_finished": is_finished,
                 "finish_reason": finish_reason,
                 "logprobs": logprobs,
                 "original_chunk": str_line,
+                "usage": usage,
             }
         except Exception as e:
             traceback.print_exc()
@@ -10274,7 +10296,9 @@ def handle_watsonx_stream(self, chunk):
             raise e
 
     def model_response_creator(self):
-        model_response = ModelResponse(stream=True, model=self.model)
+        model_response = ModelResponse(
+            stream=True, model=self.model, stream_options=self.stream_options
+        )
         if self.response_id is not None:
             model_response.id = self.response_id
         else:
@@ -10594,6 +10618,12 @@ def chunk_creator(self, chunk):
                 if response_obj["logprobs"] is not None:
                     model_response.choices[0].logprobs = response_obj["logprobs"]
 
+                if (
+                    self.stream_options is not None
+                    and self.stream_options["include_usage"] == True
+                ):
+                    model_response.usage = response_obj["usage"]
+
             model_response.model = self.model
             print_verbose(
                 f"model_response finish reason 3: {self.received_finish_reason}; response_obj={response_obj}"
@@ -10681,6 +10711,11 @@ def chunk_creator(self, chunk):
                         except Exception as e:
                             model_response.choices[0].delta = Delta()
                 else:
+                    if (
+                        self.stream_options is not None
+                        and self.stream_options["include_usage"] == True
+                    ):
+                        return model_response
                     return
             print_verbose(
                 f"model_response.choices[0].delta: {model_response.choices[0].delta}; completion_obj: {completion_obj}"

From e7e54772ae518258bfb52b5d9b7f612b60aa4750 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Wed, 8 May 2024 21:57:25 -0700
Subject: [PATCH 302/378] docs include `stream_options` param

---
 docs/my-website/docs/completion/input.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/my-website/docs/completion/input.md b/docs/my-website/docs/completion/input.md
index 11ca1312101c..451deaac4722 100644
--- a/docs/my-website/docs/completion/input.md
+++ b/docs/my-website/docs/completion/input.md
@@ -83,6 +83,7 @@ def completion(
     top_p: Optional[float] = None,
     n: Optional[int] = None,
     stream: Optional[bool] = None,
+    stream_options: Optional[dict] = None,
     stop=None,
     max_tokens: Optional[int] = None,
     presence_penalty: Optional[float] = None,
@@ -139,6 +140,10 @@ def completion(
 
 - `stream`: *boolean or null (optional)* - If set to true, it sends partial message deltas. Tokens will be sent as they become available, with the stream terminated by a [DONE] message.
 
+- `stream_options` *dict or null (optional)* - Options for streaming response. Only set this when you set `stream: true`
+
+    - `include_usage` *boolean (optional)* - If set, an additional chunk will be streamed before the data: [DONE] message. The usage field on this chunk shows the token usage statistics for the entire request, and the choices field will always be an empty array. All other chunks will also include a usage field, but with a null value. 
+
 - `stop`: *string/ array/ null (optional)* - Up to 4 sequences where the API will stop generating further tokens.
 
 - `max_tokens`: *integer (optional)* - The maximum number of tokens to generate in the chat completion.

From 3d18897d69e017b1ea2a96f0b6098db5359b3500 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Wed, 8 May 2024 22:10:17 -0700
Subject: [PATCH 303/378] feat(router.py): enable filtering model group by
 'allowed_model_region'

---
 .gitignore                        |   1 +
 litellm/llms/azure.py             |  83 +++++++++++++-
 litellm/main.py                   |   6 ++
 litellm/proxy/_types.py           |  13 +--
 litellm/proxy/auth/auth_checks.py |  13 ++-
 litellm/proxy/proxy_server.py     |  33 +++---
 litellm/router.py                 |  83 ++++++++++++--
 litellm/types/router.py           |   4 +
 litellm/utils.py                  |  38 ++++++-
 proxy_server_config.yaml          |   5 +
 tests/test_end_users.py           | 173 ++++++++++++++++++++++++++++++
 11 files changed, 417 insertions(+), 35 deletions(-)
 create mode 100644 tests/test_end_users.py

diff --git a/.gitignore b/.gitignore
index 1f827e46394f..b75a92309a67 100644
--- a/.gitignore
+++ b/.gitignore
@@ -55,3 +55,4 @@ litellm/proxy/_super_secret_config.yaml
 litellm/proxy/_super_secret_config.yaml
 litellm/proxy/myenv/bin/activate
 litellm/proxy/myenv/bin/Activate.ps1
+myenv/*
\ No newline at end of file
diff --git a/litellm/llms/azure.py b/litellm/llms/azure.py
index e7af9d43b644..c3e0245251d4 100644
--- a/litellm/llms/azure.py
+++ b/litellm/llms/azure.py
@@ -1,4 +1,4 @@
-from typing import Optional, Union, Any
+from typing import Optional, Union, Any, Literal
 import types, requests
 from .base import BaseLLM
 from litellm.utils import (
@@ -952,6 +952,81 @@ async def async_audio_transcriptions(
             )
             raise e
 
+    def get_headers(
+        self,
+        model: Optional[str],
+        api_key: str,
+        api_base: str,
+        api_version: str,
+        timeout: float,
+        mode: str,
+        messages: Optional[list] = None,
+        input: Optional[list] = None,
+        prompt: Optional[str] = None,
+    ) -> dict:
+        client_session = litellm.client_session or httpx.Client(
+            transport=CustomHTTPTransport(),  # handle dall-e-2 calls
+        )
+        if "gateway.ai.cloudflare.com" in api_base:
+            ## build base url - assume api base includes resource name
+            if not api_base.endswith("/"):
+                api_base += "/"
+            api_base += f"{model}"
+            client = AzureOpenAI(
+                base_url=api_base,
+                api_version=api_version,
+                api_key=api_key,
+                timeout=timeout,
+                http_client=client_session,
+            )
+            model = None
+            # cloudflare ai gateway, needs model=None
+        else:
+            client = AzureOpenAI(
+                api_version=api_version,
+                azure_endpoint=api_base,
+                api_key=api_key,
+                timeout=timeout,
+                http_client=client_session,
+            )
+
+            # only run this check if it's not cloudflare ai gateway
+            if model is None and mode != "image_generation":
+                raise Exception("model is not set")
+
+        completion = None
+
+        if messages is None:
+            messages = [{"role": "user", "content": "Hey"}]
+        try:
+            completion = client.chat.completions.with_raw_response.create(
+                model=model,  # type: ignore
+                messages=messages,  # type: ignore
+            )
+        except Exception as e:
+            raise e
+        response = {}
+
+        if completion is None or not hasattr(completion, "headers"):
+            raise Exception("invalid completion response")
+
+        if (
+            completion.headers.get("x-ratelimit-remaining-requests", None) is not None
+        ):  # not provided for dall-e requests
+            response["x-ratelimit-remaining-requests"] = completion.headers[
+                "x-ratelimit-remaining-requests"
+            ]
+
+        if completion.headers.get("x-ratelimit-remaining-tokens", None) is not None:
+            response["x-ratelimit-remaining-tokens"] = completion.headers[
+                "x-ratelimit-remaining-tokens"
+            ]
+
+        if completion.headers.get("x-ms-region", None) is not None:
+            response["x-ms-region"] = completion.headers["x-ms-region"]
+
+        return response
+
     async def ahealth_check(
         self,
         model: Optional[str],
@@ -963,7 +1038,7 @@ async def ahealth_check(
         messages: Optional[list] = None,
         input: Optional[list] = None,
         prompt: Optional[str] = None,
-    ):
+    ) -> dict:
         client_session = litellm.aclient_session or httpx.AsyncClient(
             transport=AsyncCustomHTTPTransport(),  # handle dall-e-2 calls
         )
@@ -1040,4 +1115,8 @@ async def ahealth_check(
             response["x-ratelimit-remaining-tokens"] = completion.headers[
                 "x-ratelimit-remaining-tokens"
             ]
+
+        if completion.headers.get("x-ms-region", None) is not None:
+            response["x-ms-region"] = completion.headers["x-ms-region"]
+
         return response
diff --git a/litellm/main.py b/litellm/main.py
index bff9886acb6a..99e5ec224182 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -648,6 +648,8 @@ def completion(
         "base_model",
         "stream_timeout",
         "supports_system_message",
+        "region_name",
+        "allowed_model_region",
     ]
     default_params = openai_params + litellm_params
     non_default_params = {
@@ -2716,6 +2718,8 @@ def embedding(
         "ttl",
         "cache",
         "no-log",
+        "region_name",
+        "allowed_model_region",
     ]
     default_params = openai_params + litellm_params
     non_default_params = {
@@ -3589,6 +3593,8 @@ def image_generation(
             "caching_groups",
             "ttl",
             "cache",
+            "region_name",
+            "allowed_model_region",
         ]
         default_params = openai_params + litellm_params
         non_default_params = {
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 37e00e27eb5e..e775070b43d6 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -476,16 +476,6 @@ def check_user_info(cls, values):
         if values.get("max_budget") is not None and values.get("budget_id") is not None:
             raise ValueError("Set either 'max_budget' or 'budget_id', not both.")
 
-        if (
-            values.get("allowed_model_region") is not None
-            and values.get("default_model") is None
-        ) or (
-            values.get("allowed_model_region") is None
-            and values.get("default_model") is not None
-        ):
-            raise ValueError(
-                "If 'allowed_model_region' is set, then 'default_model' must be set."
-            )
         return values
 
 
@@ -867,6 +857,7 @@ class UserAPIKeyAuth(
 
     api_key: Optional[str] = None
     user_role: Optional[Literal["proxy_admin", "app_owner", "app_user"]] = None
+    allowed_model_region: Optional[Literal["eu"]] = None
 
     @root_validator(pre=True)
     def check_api_key(cls, values):
@@ -912,6 +903,8 @@ class LiteLLM_EndUserTable(LiteLLMBase):
     blocked: bool
     alias: Optional[str] = None
     spend: float = 0.0
+    allowed_model_region: Optional[Literal["eu"]] = None
+    default_model: Optional[str] = None
     litellm_budget_table: Optional[LiteLLM_BudgetTable] = None
 
     @root_validator(pre=True)
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index a393ec90a09e..920de3cc822b 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -208,7 +208,9 @@ async def get_end_user_object(
         return None
 
     # check if in cache
-    cached_user_obj = user_api_key_cache.async_get_cache(key=end_user_id)
+    cached_user_obj = user_api_key_cache.async_get_cache(
+        key="end_user_id:{}".format(end_user_id)
+    )
     if cached_user_obj is not None:
         if isinstance(cached_user_obj, dict):
             return LiteLLM_EndUserTable(**cached_user_obj)
@@ -223,7 +225,14 @@ async def get_end_user_object(
         if response is None:
             raise Exception
 
-        return LiteLLM_EndUserTable(**response.dict())
+        # save the end-user object to cache
+        await user_api_key_cache.async_set_cache(
+            key="end_user_id:{}".format(end_user_id), value=response
+        )
+
+        _response = LiteLLM_EndUserTable(**response.dict())
+
+        return _response
     except Exception as e:  # if end-user not in db
         return None
 
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 009ea279f195..7f06ba6a2a3a 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -472,10 +472,6 @@ async def user_api_key_auth(
                         prisma_client=prisma_client,
                         user_api_key_cache=user_api_key_cache,
                     )
-                    # save the end-user object to cache
-                    await user_api_key_cache.async_set_cache(
-                        key=end_user_id, value=end_user_object
-                    )
 
                 global_proxy_spend = None
                 if litellm.max_budget > 0:  # user set proxy max budget
@@ -957,13 +953,16 @@ async def user_api_key_auth(
 
             _end_user_object = None
             if "user" in request_data:
-                _id = "end_user_id:{}".format(request_data["user"])
-                _end_user_object = await user_api_key_cache.async_get_cache(key=_id)
-                if _end_user_object is not None:
-                    _end_user_object = LiteLLM_EndUserTable(**_end_user_object)
+                _end_user_object = await get_end_user_object(
+                    end_user_id=request_data["user"],
+                    prisma_client=prisma_client,
+                    user_api_key_cache=user_api_key_cache,
+                )
 
             global_proxy_spend = None
-            if litellm.max_budget > 0:  # user set proxy max budget
+            if (
+                litellm.max_budget > 0 and prisma_client is not None
+            ):  # user set proxy max budget
                 # check cache
                 global_proxy_spend = await user_api_key_cache.async_get_cache(
                     key="{}:spend".format(litellm_proxy_admin_name)
@@ -1016,6 +1015,12 @@ async def user_api_key_auth(
             )
             valid_token_dict = _get_pydantic_json_dict(valid_token)
             valid_token_dict.pop("token", None)
+
+            if _end_user_object is not None:
+                valid_token_dict["allowed_model_region"] = (
+                    _end_user_object.allowed_model_region
+                )
+
             """
             asyncio create task to update the user api key cache with the user db table as well
 
@@ -1040,10 +1045,7 @@ async def user_api_key_auth(
                         # check if user can access this route
                         query_params = request.query_params
                         key = query_params.get("key")
-                        if (
-                            key is not None
-                            and prisma_client.hash_token(token=key) != api_key
-                        ):
+                        if key is not None and hash_token(token=key) != api_key:
                             raise HTTPException(
                                 status_code=status.HTTP_403_FORBIDDEN,
                                 detail="user not allowed to access this key's info",
@@ -1096,6 +1098,7 @@ async def user_api_key_auth(
         # sso/login, ui/login, /key functions and /user functions
         # this will never be allowed to call /chat/completions
         token_team = getattr(valid_token, "team_id", None)
+
         if token_team is not None and token_team == "litellm-dashboard":
             # this token is only used for managing the ui
             allowed_routes = [
@@ -3617,6 +3620,10 @@ async def chat_completion(
                     **data,
                 }  # add the team-specific configs to the completion call
 
+        ### END-USER SPECIFIC PARAMS ###
+        if user_api_key_dict.allowed_model_region is not None:
+            data["allowed_model_region"] = user_api_key_dict.allowed_model_region
+
         global user_temperature, user_request_timeout, user_max_tokens, user_api_base
         # override with user settings, these are params passed via cli
         if user_temperature:
diff --git a/litellm/router.py b/litellm/router.py
index f1ac0135af1c..68f49a0a0cb6 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -32,6 +32,7 @@
     CustomStreamWrapper,
     get_utc_datetime,
     calculate_max_parallel_requests,
+    _is_region_eu,
 )
 import copy
 from litellm._logging import verbose_router_logger
@@ -1999,7 +2000,11 @@ def set_client(self, model: dict):
             # user can pass vars directly or they can pas os.environ/AZURE_API_KEY, in which case we will read the env
             # we do this here because we init clients for Azure, OpenAI and we need to set the right key
             api_key = litellm_params.get("api_key") or default_api_key
-            if api_key and api_key.startswith("os.environ/"):
+            if (
+                api_key
+                and isinstance(api_key, str)
+                and api_key.startswith("os.environ/")
+            ):
                 api_key_env_name = api_key.replace("os.environ/", "")
                 api_key = litellm.get_secret(api_key_env_name)
                 litellm_params["api_key"] = api_key
@@ -2023,6 +2028,7 @@ def set_client(self, model: dict):
             if (
                 is_azure_ai_studio_model == True
                 and api_base is not None
+                and isinstance(api_base, str)
                 and not api_base.endswith("/v1/")
             ):
                 # check if it ends with a trailing slash
@@ -2103,13 +2109,14 @@ def set_client(self, model: dict):
                 organization = litellm.get_secret(organization_env_name)
                 litellm_params["organization"] = organization
 
-            if "azure" in model_name:
-                if api_base is None:
+            if "azure" in model_name and isinstance(api_key, str):
+                if api_base is None or not isinstance(api_base, str):
                     raise ValueError(
                         f"api_base is required for Azure OpenAI. Set it on your config. Model - {model}"
                     )
                 if api_version is None:
                     api_version = "2023-07-01-preview"
+
                 if "gateway.ai.cloudflare.com" in api_base:
                     if not api_base.endswith("/"):
                         api_base += "/"
@@ -2532,7 +2539,7 @@ def _add_deployment(self, deployment: Deployment) -> Deployment:
             self.default_deployment = deployment.to_json(exclude_none=True)
 
         # Azure GPT-Vision Enhancements, users can pass os.environ/
-        data_sources = deployment.litellm_params.get("dataSources", [])
+        data_sources = deployment.litellm_params.get("dataSources", []) or []
 
         for data_source in data_sources:
             params = data_source.get("parameters", {})
@@ -2549,6 +2556,22 @@ def _add_deployment(self, deployment: Deployment) -> Deployment:
         # init OpenAI, Azure clients
         self.set_client(model=deployment.to_json(exclude_none=True))
 
+        # set region (if azure model)
+        try:
+            if "azure" in deployment.litellm_params.model:
+                region = litellm.utils.get_model_region(
+                    litellm_params=deployment.litellm_params, mode=None
+                )
+
+                deployment.litellm_params.region_name = region
+        except Exception as e:
+            verbose_router_logger.error(
+                "Unable to get the region for azure model - {}, {}".format(
+                    deployment.litellm_params.model, str(e)
+                )
+            )
+            pass  # [NON-BLOCKING]
+
         return deployment
 
     def add_deployment(self, deployment: Deployment) -> Optional[Deployment]:
@@ -2820,14 +2843,17 @@ def _pre_call_checks(
         model: str,
         healthy_deployments: List,
         messages: List[Dict[str, str]],
+        allowed_model_region: Optional[Literal["eu"]] = None,
     ):
         """
         Filter out model in model group, if:
 
         - model context window < message length
         - filter models above rpm limits
+        - if region given, filter out models not in that region / unknown region
         - [TODO] function call and model doesn't support function calling
         """
+
         verbose_router_logger.debug(
             f"Starting Pre-call checks for deployments in model={model}"
         )
@@ -2878,9 +2904,9 @@ def _pre_call_checks(
             except Exception as e:
                 verbose_router_logger.debug("An error occurs - {}".format(str(e)))
 
-            ## RPM CHECK ##
             _litellm_params = deployment.get("litellm_params", {})
             model_id = deployment.get("model_info", {}).get("id", "")
+            ## RPM CHECK ##
             ### get local router cache ###
             current_request_cache_local = (
                 self.cache.get_cache(key=model_id, local_only=True) or 0
@@ -2908,6 +2934,28 @@ def _pre_call_checks(
                         _rate_limit_error = True
                         continue
 
+            ## REGION CHECK ##
+            if allowed_model_region is not None:
+                if _litellm_params.get("region_name") is not None and isinstance(
+                    _litellm_params["region_name"], str
+                ):
+                    # check if in allowed_model_region
+                    if (
+                        _is_region_eu(model_region=_litellm_params["region_name"])
+                        == False
+                    ):
+                        invalid_model_indices.append(idx)
+                        continue
+                else:
+                    verbose_router_logger.debug(
+                        "Filtering out model - {}, as model_region=None, and allowed_model_region={}".format(
+                            model_id, allowed_model_region
+                        )
+                    )
+                    # filter out since region unknown, and user wants to filter for specific region
+                    invalid_model_indices.append(idx)
+                    continue
+
         if len(invalid_model_indices) == len(_returned_deployments):
             """
             - no healthy deployments available b/c context window checks or rate limit error
@@ -3047,10 +3095,31 @@ async def async_get_available_deployment(
 
         # filter pre-call checks
         if self.enable_pre_call_checks and messages is not None:
-            healthy_deployments = self._pre_call_checks(
-                model=model, healthy_deployments=healthy_deployments, messages=messages
+            _allowed_model_region = (
+                request_kwargs.get("allowed_model_region")
+                if request_kwargs is not None
+                else None
             )
 
+            if _allowed_model_region == "eu":
+                healthy_deployments = self._pre_call_checks(
+                    model=model,
+                    healthy_deployments=healthy_deployments,
+                    messages=messages,
+                    allowed_model_region=_allowed_model_region,
+                )
+            else:
+                verbose_router_logger.debug(
+                    "Ignoring given 'allowed_model_region'={}. Only 'eu' is allowed".format(
+                        _allowed_model_region
+                    )
+                )
+                healthy_deployments = self._pre_call_checks(
+                    model=model,
+                    healthy_deployments=healthy_deployments,
+                    messages=messages,
+                )
+
         if len(healthy_deployments) == 0:
             raise ValueError(
                 f"{RouterErrors.no_deployments_available.value}, passed model={model}"
diff --git a/litellm/types/router.py b/litellm/types/router.py
index ec7decf34279..dbf36f17c721 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -123,6 +123,8 @@ class GenericLiteLLMParams(BaseModel):
     )
     max_retries: Optional[int] = None
     organization: Optional[str] = None  # for openai orgs
+    ## UNIFIED PROJECT/REGION ##
+    region_name: Optional[str] = None
     ## VERTEX AI ##
     vertex_project: Optional[str] = None
     vertex_location: Optional[str] = None
@@ -150,6 +152,8 @@ def __init__(
             None  # timeout when making stream=True calls, if str, pass in as os.environ/
         ),
         organization: Optional[str] = None,  # for openai orgs
+        ## UNIFIED PROJECT/REGION ##
+        region_name: Optional[str] = None,
         ## VERTEX AI ##
         vertex_project: Optional[str] = None,
         vertex_location: Optional[str] = None,
diff --git a/litellm/utils.py b/litellm/utils.py
index 88e3952337b6..f0d6805abc8f 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5844,6 +5844,40 @@ def calculate_max_parallel_requests(
     return None
 
 
+def _is_region_eu(model_region: str) -> bool:
+    EU_Regions = ["europe", "sweden", "switzerland", "france", "uk"]
+    for region in EU_Regions:
+        if "europe" in model_region.lower():
+            return True
+    return False
+
+
+def get_model_region(
+    litellm_params: LiteLLM_Params, mode: Optional[str]
+) -> Optional[str]:
+    """
+    Pass the litellm params for an azure model, and get back the region
+    """
+    if (
+        "azure" in litellm_params.model
+        and isinstance(litellm_params.api_key, str)
+        and isinstance(litellm_params.api_base, str)
+    ):
+        _model = litellm_params.model.replace("azure/", "")
+        response: dict = litellm.AzureChatCompletion().get_headers(
+            model=_model,
+            api_key=litellm_params.api_key,
+            api_base=litellm_params.api_base,
+            api_version=litellm_params.api_version or "2023-07-01-preview",
+            timeout=10,
+            mode=mode or "chat",
+        )
+
+        region: Optional[str] = response.get("x-ms-region", None)
+        return region
+    return None
+
+
 def get_api_base(model: str, optional_params: dict) -> Optional[str]:
     """
     Returns the api base used for calling the model.
@@ -9423,7 +9457,9 @@ def get_secret(
         else:
             secret = os.environ.get(secret_name)
             try:
-                secret_value_as_bool = ast.literal_eval(secret) if secret is not None else None
+                secret_value_as_bool = (
+                    ast.literal_eval(secret) if secret is not None else None
+                )
                 if isinstance(secret_value_as_bool, bool):
                     return secret_value_as_bool
                 else:
diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml
index fe58d64c68c3..046ed7e95d56 100644
--- a/proxy_server_config.yaml
+++ b/proxy_server_config.yaml
@@ -1,4 +1,9 @@
 model_list:
+  - model_name: gpt-3.5-turbo
+    litellm_params:
+      model: azure/gpt-35-turbo
+      api_base: https://my-endpoint-europe-berri-992.openai.azure.com/
+      api_key: os.environ/AZURE_EUROPE_API_KEY
   - model_name: gpt-3.5-turbo
     litellm_params:
       model: azure/chatgpt-v-2
diff --git a/tests/test_end_users.py b/tests/test_end_users.py
new file mode 100644
index 000000000000..96cfc2bdeecb
--- /dev/null
+++ b/tests/test_end_users.py
@@ -0,0 +1,173 @@
+# What is this?
+## Unit tests for the /end_users/* endpoints
+import pytest
+import asyncio
+import aiohttp
+import time
+import uuid
+from openai import AsyncOpenAI
+from typing import Optional
+
+"""
+- `/end_user/new` 
+- `/end_user/info` 
+"""
+
+
+async def chat_completion_with_headers(session, key, model="gpt-4"):
+    url = "http://0.0.0.0:4000/chat/completions"
+    headers = {
+        "Authorization": f"Bearer {key}",
+        "Content-Type": "application/json",
+    }
+    data = {
+        "model": model,
+        "messages": [
+            {"role": "system", "content": "You are a helpful assistant."},
+            {"role": "user", "content": "Hello!"},
+        ],
+    }
+
+    async with session.post(url, headers=headers, json=data) as response:
+        status = response.status
+        response_text = await response.text()
+
+        print(response_text)
+        print()
+
+        if status != 200:
+            raise Exception(f"Request did not return a 200 status code: {status}")
+
+        response_header_check(
+            response
+        )  # calling the function to check response headers
+
+        raw_headers = response.raw_headers
+        raw_headers_json = {}
+
+        for (
+            item
+        ) in (
+            response.raw_headers
+        ):  # ((b'date', b'Fri, 19 Apr 2024 21:17:29 GMT'), (), )
+            raw_headers_json[item[0].decode("utf-8")] = item[1].decode("utf-8")
+
+        return raw_headers_json
+
+
+async def generate_key(
+    session,
+    i,
+    budget=None,
+    budget_duration=None,
+    models=["azure-models", "gpt-4", "dall-e-3"],
+    max_parallel_requests: Optional[int] = None,
+    user_id: Optional[str] = None,
+    team_id: Optional[str] = None,
+    calling_key="sk-1234",
+):
+    url = "http://0.0.0.0:4000/key/generate"
+    headers = {
+        "Authorization": f"Bearer {calling_key}",
+        "Content-Type": "application/json",
+    }
+    data = {
+        "models": models,
+        "aliases": {"mistral-7b": "gpt-3.5-turbo"},
+        "duration": None,
+        "max_budget": budget,
+        "budget_duration": budget_duration,
+        "max_parallel_requests": max_parallel_requests,
+        "user_id": user_id,
+        "team_id": team_id,
+    }
+
+    print(f"data: {data}")
+
+    async with session.post(url, headers=headers, json=data) as response:
+        status = response.status
+        response_text = await response.text()
+
+        print(f"Response {i} (Status code: {status}):")
+        print(response_text)
+        print()
+
+        if status != 200:
+            raise Exception(f"Request {i} did not return a 200 status code: {status}")
+
+        return await response.json()
+
+
+async def new_end_user(
+    session, i, user_id=str(uuid.uuid4()), model_region=None, default_model=None
+):
+    url = "http://0.0.0.0:4000/end_user/new"
+    headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
+    data = {
+        "user_id": user_id,
+        "allowed_model_region": model_region,
+        "default_model": default_model,
+    }
+
+    async with session.post(url, headers=headers, json=data) as response:
+        status = response.status
+        response_text = await response.text()
+
+        print(f"Response {i} (Status code: {status}):")
+        print(response_text)
+        print()
+
+        if status != 200:
+            raise Exception(f"Request {i} did not return a 200 status code: {status}")
+
+        return await response.json()
+
+
+@pytest.mark.asyncio
+async def test_end_user_new():
+    """
+    Make 20 parallel calls to /user/new. Assert all worked.
+    """
+    async with aiohttp.ClientSession() as session:
+        tasks = [new_end_user(session, i, str(uuid.uuid4())) for i in range(1, 11)]
+        await asyncio.gather(*tasks)
+
+
+@pytest.mark.asyncio
+async def test_end_user_specific_region():
+    """
+    - Specify region user can make calls in
+    - Make a generic call
+    - assert returned api base is for model in region
+
+    Repeat 3 times
+    """
+    key: str = ""
+    ## CREATE USER ##
+    async with aiohttp.ClientSession() as session:
+        end_user_obj = await new_end_user(
+            session=session,
+            i=0,
+            user_id=str(uuid.uuid4()),
+            model_region="eu",
+        )
+
+        ## MAKE CALL ##
+        key_gen = await generate_key(session=session, i=0, models=["gpt-3.5-turbo"])
+
+        key = key_gen["key"]
+
+    for _ in range(3):
+        client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000")
+
+        print("SENDING USER PARAM - {}".format(end_user_obj["user_id"]))
+        result = await client.chat.completions.with_raw_response.create(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "Hey!"}],
+            user=end_user_obj["user_id"],
+        )
+
+        assert (
+            result.headers.get("x-litellm-model-api-base")
+            == "https://my-endpoint-europe-berri-992.openai.azure.com/"
+        )

From fc51a3631e235c11fbbcee4fbb0e013c8b41f69a Mon Sep 17 00:00:00 2001
From: Merlinvt <Merlinvontrott@gmail.com>
Date: Thu, 9 May 2024 15:16:34 +0200
Subject: [PATCH 304/378] add additional models from openrouter

---
 model_prices_and_context_window.json | 138 ++++++++++++++++++++++++++-
 1 file changed, 137 insertions(+), 1 deletion(-)

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 10c70a858dab..dbd812038f47 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1571,6 +1571,142 @@
         "litellm_provider": "replicate",
         "mode": "chat"
     },
+    "openrouter/mistralai/mixtral-8x22b-instruct": {
+        "max_tokens": 65536,
+        "input_cost_per_token": 0.00000065,
+        "output_cost_per_token": 0.00000065,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/microsoft/wizardlm-2-8x22b:nitro": {
+        "max_tokens": 65536,
+        "input_cost_per_token": 0.000001,
+        "output_cost_per_token": 0.000001,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/google/gemini-pro-1.5": {
+        "max_tokens": 8192,
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 8192,
+        "input_cost_per_token": 0.0000025,
+        "output_cost_per_token": 0.0000075,
+        "input_cost_per_image": 0.00265, 
+        "litellm_provider": "openrouter",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true
+    },
+    "openrouter/mistralai/mixtral-8x22b-instruct": {
+        "max_tokens": 65536,
+        "input_cost_per_token": 0.00000065,
+        "output_cost_per_token": 0.00000065,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/cohere/command-r-plus": {
+        "max_tokens": 128000,
+        "input_cost_per_token": 0.000003,
+        "output_cost_per_token": 0.000015,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/databricks/dbrx-instruct": {
+        "max_tokens": 32768,
+        "input_cost_per_token": 0.0000006,
+        "output_cost_per_token": 0.0000006,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/anthropic/claude-3-haiku": {
+        "max_tokens": 200000,
+        "input_cost_per_token": 0.00000025,
+        "output_cost_per_token": 0.00000125,
+        "input_cost_per_image": 0.0004,  // Calculated for per 1000 images.
+        "litellm_provider": "openrouter",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true
+    },
+    "openrouter/anthropic/claude-3-sonnet": {
+        "max_tokens": 200000,
+        "input_cost_per_token": 0.000003,
+        "output_cost_per_token": 0.000015,
+        "input_cost_per_image": 0.0048,  // Per 1000 images.
+        "litellm_provider": "openrouter",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true
+    },
+    "openrouter/mistralai/mistral-large": {
+        "max_tokens": 32000,
+        "input_cost_per_token": 0.000008,
+        "output_cost_per_token": 0.000024,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/cognitivecomputations/dolphin-mixtral-8x7b": {
+        "max_tokens": 32769,
+        "input_cost_per_token": 0.0000005,
+        "output_cost_per_token": 0.0000005,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/google/gemini-pro-vision": {
+        "max_tokens": 45875,
+        "input_cost_per_token": 0.000000125,
+        "output_cost_per_token": 0.000000375,
+        "input_cost_per_image": 0.0025,  // Per 1000 images.
+        "litellm_provider": "openrouter",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true
+    },
+    "openrouter/fireworks/firellava-13b": {
+        "max_tokens": 4096,
+        "input_cost_per_token": 0.0000002,
+        "output_cost_per_token": 0.0000002,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/meta-llama/llama-3-8b-instruct:free": {
+        "max_tokens": 8200,
+        "input_cost_per_token": 0.0,
+        "output_cost_per_token": 0.0,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/meta-llama/llama-3-8b-instruct:extended": {
+        "max_tokens": 16000,
+        "input_cost_per_token": 0.000000225,
+        "output_cost_per_token": 0.00000225,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/meta-llama/llama-3-70b-instruct:nitro": {
+        "max_tokens": 8200,
+        "input_cost_per_token": 0.0000009,
+        "output_cost_per_token": 0.0000009,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/meta-llama/llama-3-70b-instruct": {
+        "max_tokens": 8200,
+        "input_cost_per_token": 0.00000059,
+        "output_cost_per_token": 0.00000079,
+        "litellm_provider": "openrouter",
+        "mode": "chat"
+    },
+    "openrouter/openai/gpt-4-vision-preview": {
+        "max_tokens": 130000,
+        "input_cost_per_token": 0.00001,
+        "output_cost_per_token": 0.00003,
+        "input_cost_per_image": 0.01445,  // Per 1000 images.
+        "litellm_provider": "openrouter",
+        "mode": "chat",
+        "supports_function_calling": true,
+        "supports_vision": true
+    },
     "openrouter/openai/gpt-3.5-turbo": {
         "max_tokens": 4095,
         "input_cost_per_token": 0.0000015,
@@ -3226,4 +3362,4 @@
         "mode": "embedding"
     }
 
-}
+}
\ No newline at end of file

From ccdd2046af00e420983ee655d56aa84d38315ce4 Mon Sep 17 00:00:00 2001
From: Merlinvt <Merlinvontrott@gmail.com>
Date: Thu, 9 May 2024 15:20:32 +0200
Subject: [PATCH 305/378] fixes

---
 model_prices_and_context_window.json | 22 ++++------------------
 1 file changed, 4 insertions(+), 18 deletions(-)

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index dbd812038f47..2f575757e59f 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1571,13 +1571,6 @@
         "litellm_provider": "replicate",
         "mode": "chat"
     },
-    "openrouter/mistralai/mixtral-8x22b-instruct": {
-        "max_tokens": 65536,
-        "input_cost_per_token": 0.00000065,
-        "output_cost_per_token": 0.00000065,
-        "litellm_provider": "openrouter",
-        "mode": "chat"
-    },
     "openrouter/microsoft/wizardlm-2-8x22b:nitro": {
         "max_tokens": 65536,
         "input_cost_per_token": 0.000001,
@@ -1622,7 +1615,7 @@
         "max_tokens": 200000,
         "input_cost_per_token": 0.00000025,
         "output_cost_per_token": 0.00000125,
-        "input_cost_per_image": 0.0004,  // Calculated for per 1000 images.
+        "input_cost_per_image": 0.0004, 
         "litellm_provider": "openrouter",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1632,7 +1625,7 @@
         "max_tokens": 200000,
         "input_cost_per_token": 0.000003,
         "output_cost_per_token": 0.000015,
-        "input_cost_per_image": 0.0048,  // Per 1000 images.
+        "input_cost_per_image": 0.0048,  
         "litellm_provider": "openrouter",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1656,7 +1649,7 @@
         "max_tokens": 45875,
         "input_cost_per_token": 0.000000125,
         "output_cost_per_token": 0.000000375,
-        "input_cost_per_image": 0.0025,  // Per 1000 images.
+        "input_cost_per_image": 0.0025,  
         "litellm_provider": "openrouter",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1701,7 +1694,7 @@
         "max_tokens": 130000,
         "input_cost_per_token": 0.00001,
         "output_cost_per_token": 0.00003,
-        "input_cost_per_image": 0.01445,  // Per 1000 images.
+        "input_cost_per_image": 0.01445, 
         "litellm_provider": "openrouter",
         "mode": "chat",
         "supports_function_calling": true,
@@ -1847,13 +1840,6 @@
         "litellm_provider": "openrouter",
         "mode": "chat"
     },
-    "openrouter/meta-llama/llama-3-70b-instruct": {
-        "max_tokens": 8192,
-        "input_cost_per_token": 0.0000008,
-        "output_cost_per_token": 0.0000008,
-        "litellm_provider": "openrouter",
-        "mode": "chat"
-    },
     "j2-ultra": {
         "max_tokens": 8192,
         "max_input_tokens": 8192,

From 265d777894a16a4daad03b18a91341229ecae788 Mon Sep 17 00:00:00 2001
From: Merlinvt <Merlinvontrott@gmail.com>
Date: Thu, 9 May 2024 15:27:14 +0200
Subject: [PATCH 306/378] fixes 2

---
 model_prices_and_context_window.json | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 2f575757e59f..1ade08fe35e7 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1663,28 +1663,28 @@
         "mode": "chat"
     },
     "openrouter/meta-llama/llama-3-8b-instruct:free": {
-        "max_tokens": 8200,
+        "max_tokens": 8192,
         "input_cost_per_token": 0.0,
         "output_cost_per_token": 0.0,
         "litellm_provider": "openrouter",
         "mode": "chat"
     },
     "openrouter/meta-llama/llama-3-8b-instruct:extended": {
-        "max_tokens": 16000,
+        "max_tokens": 16384,
         "input_cost_per_token": 0.000000225,
         "output_cost_per_token": 0.00000225,
         "litellm_provider": "openrouter",
         "mode": "chat"
     },
     "openrouter/meta-llama/llama-3-70b-instruct:nitro": {
-        "max_tokens": 8200,
+        "max_tokens": 8192,
         "input_cost_per_token": 0.0000009,
         "output_cost_per_token": 0.0000009,
         "litellm_provider": "openrouter",
         "mode": "chat"
     },
     "openrouter/meta-llama/llama-3-70b-instruct": {
-        "max_tokens": 8200,
+        "max_tokens": 8192,
         "input_cost_per_token": 0.00000059,
         "output_cost_per_token": 0.00000079,
         "litellm_provider": "openrouter",
@@ -1750,14 +1750,14 @@
         "tool_use_system_prompt_tokens": 395
     },
     "openrouter/google/palm-2-chat-bison": {
-        "max_tokens": 8000,
+        "max_tokens": 25804,
         "input_cost_per_token": 0.0000005,
         "output_cost_per_token": 0.0000005,
         "litellm_provider": "openrouter",
         "mode": "chat"
     },
     "openrouter/google/palm-2-codechat-bison": {
-        "max_tokens": 8000,
+        "max_tokens": 20070,
         "input_cost_per_token": 0.0000005,
         "output_cost_per_token": 0.0000005,
         "litellm_provider": "openrouter",

From 8015bc1c4748ee997f5088fa02aa5806523f4a34 Mon Sep 17 00:00:00 2001
From: Krish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 07:44:15 -0700
Subject: [PATCH 307/378] Revert "Add support for async streaming to watsonx
 provider "

---
 litellm/llms/prompt_templates/factory.py |  30 ++-
 litellm/llms/watsonx.py                  | 296 +++++++----------------
 litellm/main.py                          |  12 +-
 litellm/utils.py                         |  13 -
 4 files changed, 112 insertions(+), 239 deletions(-)

diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py
index 3ae2db701325..24a076dd0cc7 100644
--- a/litellm/llms/prompt_templates/factory.py
+++ b/litellm/llms/prompt_templates/factory.py
@@ -487,7 +487,7 @@ def format_prompt_togetherai(messages, prompt_format, chat_template):
 
 def ibm_granite_pt(messages: list):
     """
-    IBM's Granite chat models uses the template:
+    IBM's Granite models uses the template:
     <|system|> {system_message} <|user|> {user_message} <|assistant|> {assistant_message}
 
     See: https://www.ibm.com/docs/en/watsonx-as-a-service?topic=solutions-supported-foundation-models
@@ -503,13 +503,12 @@ def ibm_granite_pt(messages: list):
                 "pre_message": "<|user|>\n",
                 "post_message": "\n",
             },
-            'assistant': {
-                'pre_message': '<|assistant|>\n',
-                'post_message': '\n',
+            "assistant": {
+                "pre_message": "<|assistant|>\n",
+                "post_message": "\n",
             },
         },
-        final_prompt_value='<|assistant|>\n',
-    )
+    ).strip()
 
 
 ### ANTHROPIC ###
@@ -1525,9 +1524,24 @@ def prompt_factory(
             return mistral_instruct_pt(messages=messages)
         elif "meta-llama/llama-3" in model and "instruct" in model:
             # https://llama.meta.com/docs/model-cards-and-prompt-formats/meta-llama-3/
-            return hf_chat_template(
-                model="meta-llama/Meta-Llama-3-8B-Instruct",
+            return custom_prompt(
+                role_dict={
+                    "system": {
+                        "pre_message": "<|start_header_id|>system<|end_header_id|>\n",
+                        "post_message": "<|eot_id|>",
+                    },
+                    "user": {
+                        "pre_message": "<|start_header_id|>user<|end_header_id|>\n",
+                        "post_message": "<|eot_id|>",
+                    },
+                    "assistant": {
+                        "pre_message": "<|start_header_id|>assistant<|end_header_id|>\n",
+                        "post_message": "<|eot_id|>",
+                    },
+                },
                 messages=messages,
+                initial_prompt_value="<|begin_of_text|>",
+                final_prompt_value="<|start_header_id|>assistant<|end_header_id|>\n",
             )
     try:
         if "meta-llama/llama-2" in model and "chat" in model:
diff --git a/litellm/llms/watsonx.py b/litellm/llms/watsonx.py
index 082cdb3255ba..99f2d18baff2 100644
--- a/litellm/llms/watsonx.py
+++ b/litellm/llms/watsonx.py
@@ -1,13 +1,12 @@
 from enum import Enum
 import json, types, time  # noqa: E401
-from contextlib import asynccontextmanager, contextmanager
-from typing import AsyncGenerator, Callable, Dict, Generator, Optional, Any, Union, List
+from contextlib import contextmanager
+from typing import Callable, Dict, Optional, Any, Union, List
 
 import httpx  # type: ignore
 import requests  # type: ignore
 import litellm
-from litellm.utils import Logging, ModelResponse, Usage, get_secret
-from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from litellm.utils import ModelResponse, get_secret, Usage
 
 from .base import BaseLLM
 from .prompt_templates import factory as ptf
@@ -193,7 +192,7 @@ class WatsonXAIEndpoint(str, Enum):
 
 class IBMWatsonXAI(BaseLLM):
     """
-    Class to interface with IBM watsonx.ai API for text generation and embeddings.
+    Class to interface with IBM Watsonx.ai API for text generation and embeddings.
 
     Reference: https://cloud.ibm.com/apidocs/watsonx-ai
     """
@@ -344,7 +343,7 @@ def _get_api_params(
             )
         if token is None and api_key is not None:
             # generate the auth token
-            if print_verbose is not None:
+            if print_verbose:
                 print_verbose("Generating IAM token for Watsonx.ai")
             token = self.generate_iam_token(api_key)
         elif token is None and api_key is None:
@@ -378,9 +377,8 @@ def completion(
         model_response: ModelResponse,
         print_verbose: Callable,
         encoding,
-        logging_obj: Logging,
-        optional_params: Optional[dict] = None,
-        acompletion: bool = None,
+        logging_obj,
+        optional_params: dict,
         litellm_params: Optional[dict] = None,
         logger_fn=None,
         timeout: Optional[float] = None,
@@ -403,15 +401,13 @@ def completion(
         prompt = convert_messages_to_prompt(
             model, messages, provider, custom_prompt_dict
         )
-        
-        manage_response = self._make_response_manager(async_=(acompletion is True), logging_obj=logging_obj)
 
-        def process_text_gen_response(json_resp: dict) -> ModelResponse:
-            if "results" not in json_resp:
-                raise WatsonXAIError(
-                    status_code=500,
-                    message=f"Error: Invalid response from Watsonx.ai API: {json_resp}",
-                )
+        def process_text_request(request_params: dict) -> ModelResponse:
+            with self._manage_response(
+                request_params, logging_obj=logging_obj, input=prompt, timeout=timeout
+            ) as resp:
+                json_resp = resp.json()
+
             generated_text = json_resp["results"][0]["generated_text"]
             prompt_tokens = json_resp["results"][0]["input_token_count"]
             completion_tokens = json_resp["results"][0]["generated_token_count"]
@@ -430,52 +426,25 @@ def process_text_gen_response(json_resp: dict) -> ModelResponse:
             )
             return model_response
 
-        def handle_text_request(request_params: dict) -> ModelResponse:
-            with manage_response(
-                request_params, input=prompt, timeout=timeout,
-            ) as resp:
-                json_resp = resp.json()
-
-            return process_text_gen_response(json_resp)
-
-        async def handle_text_request_async(request_params: dict) -> ModelResponse:
-            async with manage_response(
-                request_params, input=prompt, timeout=timeout,
-            ) as resp:
-                json_resp = resp.json()
-            return process_text_gen_response(json_resp)
-
-        def handle_stream_request(
+        def process_stream_request(
             request_params: dict,
         ) -> litellm.CustomStreamWrapper:
             # stream the response - generated chunks will be handled
             # by litellm.utils.CustomStreamWrapper.handle_watsonx_stream
-            with manage_response(
-                request_params, stream=True, input=prompt, timeout=timeout,
+            with self._manage_response(
+                request_params,
+                logging_obj=logging_obj,
+                stream=True,
+                input=prompt,
+                timeout=timeout,
             ) as resp:
-                streamwrapper = litellm.CustomStreamWrapper(
+                response = litellm.CustomStreamWrapper(
                     resp.iter_lines(),
                     model=model,
                     custom_llm_provider="watsonx",
                     logging_obj=logging_obj,
                 )
-            return streamwrapper
-
-        async def handle_stream_request_async(
-            request_params: dict,
-        ) -> litellm.CustomStreamWrapper:
-            # stream the response - generated chunks will be handled
-            # by litellm.utils.CustomStreamWrapper.handle_watsonx_stream
-            async with manage_response(
-                request_params, stream=True, input=prompt, timeout=timeout,
-            ) as resp:
-                streamwrapper = litellm.CustomStreamWrapper(
-                    resp.aiter_lines(),
-                    model=model,
-                    custom_llm_provider="watsonx",
-                    logging_obj=logging_obj,
-                )
-            return streamwrapper
+            return response
 
         try:
             ## Get the response from the model
@@ -486,18 +455,10 @@ async def handle_stream_request_async(
                 optional_params=optional_params,
                 print_verbose=print_verbose,
             )
-            if stream and acompletion:
-                # stream and async text generation
-                return handle_stream_request_async(req_params)
-            elif stream:
-                # streaming text generation
-                return handle_stream_request(req_params)
-            elif acompletion:
-                # async text generation
-                return handle_text_request_async(req_params)
+            if stream:
+                return process_stream_request(req_params)
             else:
-                # regular text generation
-                return handle_text_request(req_params)
+                return process_text_request(req_params)
         except WatsonXAIError as e:
             raise e
         except Exception as e:
@@ -512,7 +473,6 @@ def embedding(
         model_response=None,
         optional_params=None,
         encoding=None,
-        aembedding=None,
     ):
         """
         Send a text embedding request to the IBM Watsonx.ai API.
@@ -547,6 +507,9 @@ def embedding(
         }
         request_params = dict(version=api_params["api_version"])
         url = api_params["url"].rstrip("/") + WatsonXAIEndpoint.EMBEDDINGS
+        # request = httpx.Request(
+        #     "POST", url, headers=headers, json=payload, params=request_params
+        # )
         req_params = {
             "method": "POST",
             "url": url,
@@ -554,47 +517,25 @@ def embedding(
             "json": payload,
             "params": request_params,
         }
-        manage_response = self._make_response_manager(async_=(aembedding is True), logging_obj=logging_obj)
-        
-        def process_embedding_response(json_resp: dict) -> ModelResponse:
-            results = json_resp.get("results", [])
-            embedding_response = []
-            for idx, result in enumerate(results):
-                embedding_response.append(
-                    {"object": "embedding", "index": idx, "embedding": result["embedding"]}
-                )
-            model_response["object"] = "list"
-            model_response["data"] = embedding_response
-            model_response["model"] = model
-            input_tokens = json_resp.get("input_token_count", 0)
-            model_response.usage = Usage(
-                prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
+        with self._manage_response(
+            req_params, logging_obj=logging_obj, input=input
+        ) as resp:
+            json_resp = resp.json()
+
+        results = json_resp.get("results", [])
+        embedding_response = []
+        for idx, result in enumerate(results):
+            embedding_response.append(
+                {"object": "embedding", "index": idx, "embedding": result["embedding"]}
             )
-            return model_response
-        
-        def handle_embedding_request(request_params: dict) -> ModelResponse:
-            with manage_response(
-                request_params, input=input
-            ) as resp:
-                json_resp = resp.json()
-            return process_embedding_response(json_resp)
-        
-        async def handle_embedding_request_async(request_params: dict) -> ModelResponse:
-            async with manage_response(
-                request_params, input=input
-            ) as resp:
-                json_resp = resp.json()
-            return process_embedding_response(json_resp)
-        
-        try:
-            if aembedding:
-                return handle_embedding_request_async(req_params)
-            else:
-                return handle_embedding_request(req_params)
-        except WatsonXAIError as e:
-            raise e
-        except Exception as e:
-            raise WatsonXAIError(status_code=500, message=str(e))
+        model_response["object"] = "list"
+        model_response["data"] = embedding_response
+        model_response["model"] = model
+        input_tokens = json_resp.get("input_token_count", 0)
+        model_response.usage = Usage(
+            prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
+        )
+        return model_response
 
     def generate_iam_token(self, api_key=None, **params):
         headers = {}
@@ -616,116 +557,53 @@ def generate_iam_token(self, api_key=None, **params):
         iam_access_token = json_data["access_token"]
         self.token = iam_access_token
         return iam_access_token
-    
-    def _make_response_manager(
-            self,
-            async_: bool,
-            logging_obj: Logging  
-        ) -> Callable[..., Generator[Union[requests.Response, httpx.Response], None, None]]:
-        """
-        Returns a context manager that manages the response from the request.
-        if async_ is True, returns an async context manager, otherwise returns a regular context manager.
-
-        Usage:
-        ```python
-        manage_response = self._make_response_manager(async_=True, logging_obj=logging_obj)
-        async with manage_response(request_params) as resp:
-            ...
-        # or
-        manage_response = self._make_response_manager(async_=False, logging_obj=logging_obj)
-        with manage_response(request_params) as resp:
-            ...
-        ```
-        """
 
-        def pre_call(
-            request_params: dict,
-            input:Optional[Any]=None,
-        ):
-            request_str = (
-                f"response = {'await ' if async_ else ''}{request_params['method']}(\n"
-                f"\turl={request_params['url']},\n"
-                f"\tjson={request_params['json']},\n"
-                f")"
-            )
-            logging_obj.pre_call(
-                input=input,
-                api_key=request_params["headers"].get("Authorization"),
-                additional_args={
-                    "complete_input_dict": request_params["json"],
-                    "request_str": request_str,
-                },
-            )
-
-        def post_call(resp, request_params):
+    @contextmanager
+    def _manage_response(
+        self,
+        request_params: dict,
+        logging_obj: Any,
+        stream: bool = False,
+        input: Optional[Any] = None,
+        timeout: Optional[float] = None,
+    ):
+        request_str = (
+            f"response = {request_params['method']}(\n"
+            f"\turl={request_params['url']},\n"
+            f"\tjson={request_params['json']},\n"
+            f")"
+        )
+        logging_obj.pre_call(
+            input=input,
+            api_key=request_params["headers"].get("Authorization"),
+            additional_args={
+                "complete_input_dict": request_params["json"],
+                "request_str": request_str,
+            },
+        )
+        if timeout:
+            request_params["timeout"] = timeout
+        try:
+            if stream:
+                resp = requests.request(
+                    **request_params,
+                    stream=True,
+                )
+                resp.raise_for_status()
+                yield resp
+            else:
+                resp = requests.request(**request_params)
+                resp.raise_for_status()
+                yield resp
+        except Exception as e:
+            raise WatsonXAIError(status_code=500, message=str(e))
+        if not stream:
             logging_obj.post_call(
                 input=input,
                 api_key=request_params["headers"].get("Authorization"),
                 original_response=json.dumps(resp.json()),
                 additional_args={
                     "status_code": resp.status_code,
-                    "complete_input_dict": request_params.get("data", request_params.get("json")),
+                    "complete_input_dict": request_params["json"],
                 },
             )
-        
-        @contextmanager
-        def _manage_response(
-            request_params: dict,
-            stream: bool = False,
-            input: Optional[Any] = None,
-            timeout: float = None,
-        ) -> Generator[requests.Response, None, None]:
-            """
-            Returns a context manager that yields the response from the request.
-            """
-            pre_call(request_params, input)
-            if timeout:
-                request_params["timeout"] = timeout
-            if stream:
-                request_params["stream"] = stream
-            try:
-                resp = requests.request(**request_params)
-                resp.raise_for_status()
-                yield resp
-            except Exception as e:
-                raise WatsonXAIError(status_code=500, message=str(e))
-            if not stream:
-                post_call(resp, request_params)
-            
-        
-        @asynccontextmanager
-        async def _manage_response_async(
-            request_params: dict,
-            stream: bool = False,
-            input: Optional[Any] = None,
-            timeout: float = None,
-        ) -> AsyncGenerator[httpx.Response, None]:
-            pre_call(request_params, input)
-            if timeout:
-                request_params["timeout"] = timeout
-            if stream:
-                request_params["stream"] = stream
-            try:
-                # async with AsyncHTTPHandler(timeout=timeout) as client:
-                self.async_handler = AsyncHTTPHandler(
-                    timeout=httpx.Timeout(timeout=request_params.pop("timeout", 600.0), connect=5.0),
-                )
-                # async_handler.client.verify = False
-                if "json" in request_params:
-                    request_params['data'] = json.dumps(request_params.pop("json", {}))
-                method = request_params.pop("method")
-                if method.upper() == "POST":
-                    resp = await self.async_handler.post(**request_params)
-                else:
-                    resp = await self.async_handler.get(**request_params)
-                yield resp
-                # await async_handler.close()
-            except Exception as e:
-                raise WatsonXAIError(status_code=500, message=str(e))
-            if not stream:
-                post_call(resp, request_params)
-
-        if async_:
-            return _manage_response_async
-        else:
-            return _manage_response
diff --git a/litellm/main.py b/litellm/main.py
index 1298dec4c7a8..99e5ec224182 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -73,7 +73,6 @@
 from .llms.anthropic import AnthropicChatCompletion
 from .llms.anthropic_text import AnthropicTextCompletion
 from .llms.huggingface_restapi import Huggingface
-from .llms.watsonx import IBMWatsonXAI
 from .llms.prompt_templates.factory import (
     prompt_factory,
     custom_prompt,
@@ -110,7 +109,6 @@
 azure_chat_completions = AzureChatCompletion()
 azure_text_completions = AzureTextCompletion()
 huggingface = Huggingface()
-watsonxai = IBMWatsonXAI()
 ####### COMPLETION ENDPOINTS ################
 
 
@@ -315,7 +313,6 @@ async def acompletion(
             or custom_llm_provider == "gemini"
             or custom_llm_provider == "sagemaker"
             or custom_llm_provider == "anthropic"
-            or custom_llm_provider == "watsonx"
             or custom_llm_provider in litellm.openai_compatible_providers
         ):  # currently implemented aiohttp calls for just azure, openai, hf, ollama, vertex ai soon all.
             init_response = await loop.run_in_executor(None, func_with_context)
@@ -1911,7 +1908,7 @@ def completion(
             response = response
         elif custom_llm_provider == "watsonx":
             custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
-            response = watsonxai.completion(
+            response = watsonx.IBMWatsonXAI().completion(
                 model=model,
                 messages=messages,
                 custom_prompt_dict=custom_prompt_dict,
@@ -1922,8 +1919,7 @@ def completion(
                 logger_fn=logger_fn,
                 encoding=encoding,
                 logging_obj=logging,
-                acompletion=acompletion,
-                timeout=timeout,
+                timeout=timeout,  # type: ignore
             )
             if (
                 "stream" in optional_params
@@ -2576,7 +2572,6 @@ async def aembedding(*args, **kwargs):
             or custom_llm_provider == "fireworks_ai"
             or custom_llm_provider == "ollama"
             or custom_llm_provider == "vertex_ai"
-            or custom_llm_provider == "watsonx"
         ):  # currently implemented aiohttp calls for just azure and openai, soon all.
             # Await normally
             init_response = await loop.run_in_executor(None, func_with_context)
@@ -3034,14 +3029,13 @@ def embedding(
                 aembedding=aembedding,
             )
         elif custom_llm_provider == "watsonx":
-            response = watsonxai.embedding(
+            response = watsonx.IBMWatsonXAI().embedding(
                 model=model,
                 input=input,
                 encoding=encoding,
                 logging_obj=logging,
                 optional_params=optional_params,
                 model_response=EmbeddingResponse(),
-                aembedding=aembedding,
             )
         else:
             args = locals()
diff --git a/litellm/utils.py b/litellm/utils.py
index d1af1b44a7b0..c03d4e2bcf8f 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -10567,18 +10567,6 @@ def chunk_creator(self, chunk):
             elif self.custom_llm_provider == "watsonx":
                 response_obj = self.handle_watsonx_stream(chunk)
                 completion_obj["content"] = response_obj["text"]
-                print_verbose(f"completion obj content: {completion_obj['content']}")
-                if getattr(model_response, "usage", None) is None:
-                    model_response.usage = Usage()
-                if response_obj.get("prompt_tokens") is not None:
-                    prompt_token_count = getattr(model_response.usage, "prompt_tokens", 0)
-                    model_response.usage.prompt_tokens = (prompt_token_count+response_obj["prompt_tokens"])
-                if response_obj.get("completion_tokens") is not None:
-                    model_response.usage.completion_tokens = response_obj["completion_tokens"]
-                model_response.usage.total_tokens = (
-                    getattr(model_response.usage, "prompt_tokens", 0)
-                    + getattr(model_response.usage, "completion_tokens", 0)
-                )
                 if response_obj["is_finished"]:
                     self.received_finish_reason = response_obj["finish_reason"]
             elif self.custom_llm_provider == "text-completion-openai":
@@ -10983,7 +10971,6 @@ async def __anext__(self):
                 or self.custom_llm_provider == "sagemaker"
                 or self.custom_llm_provider == "gemini"
                 or self.custom_llm_provider == "cached_response"
-                or self.custom_llm_provider == "watsonx"
                 or self.custom_llm_provider in litellm.openai_compatible_endpoints
             ):
                 async for chunk in self.completion_stream:

From dfd6361310bfc30b370a6e7a13699ae481e04403 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 07:59:37 -0700
Subject: [PATCH 308/378] fix completion vs acompletion params

---
 litellm/main.py                   |  1 +
 litellm/tests/test_acompletion.py | 23 ++++++++++++++++++-----
 2 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/litellm/main.py b/litellm/main.py
index d6d276653b4c..186b87060b5b 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -207,6 +207,7 @@ async def acompletion(
     api_version: Optional[str] = None,
     api_key: Optional[str] = None,
     model_list: Optional[list] = None,  # pass in a list of api_base,keys, etc.
+    extra_headers: Optional[dict] = None,
     # Optional liteLLM function params
     **kwargs,
 ):
diff --git a/litellm/tests/test_acompletion.py b/litellm/tests/test_acompletion.py
index e5c09b9b78fa..b83e34653998 100644
--- a/litellm/tests/test_acompletion.py
+++ b/litellm/tests/test_acompletion.py
@@ -1,5 +1,6 @@
 import pytest
 from litellm import acompletion
+from litellm import completion
 
 
 def test_acompletion_params():
@@ -7,17 +8,29 @@ def test_acompletion_params():
     from litellm.types.completion import CompletionRequest
 
     acompletion_params_odict = inspect.signature(acompletion).parameters
-    acompletion_params = {name: param.annotation for name, param in acompletion_params_odict.items()}
-    completion_params = {field_name: field_type for field_name, field_type in CompletionRequest.__annotations__.items()}
+    completion_params_dict = inspect.signature(completion).parameters
 
-    # remove kwargs
-    acompletion_params.pop("kwargs", None)
+    acompletion_params = {
+        name: param.annotation for name, param in acompletion_params_odict.items()
+    }
+    completion_params = {
+        name: param.annotation for name, param in completion_params_dict.items()
+    }
 
     keys_acompletion = set(acompletion_params.keys())
     keys_completion = set(completion_params.keys())
 
+    print(keys_acompletion)
+    print("\n\n\n")
+    print(keys_completion)
+
+    print("diff=", keys_completion - keys_acompletion)
+
     # Assert that the parameters are the same
     if keys_acompletion != keys_completion:
-        pytest.fail("The parameters of the acompletion function and the CompletionRequest class are not the same.")
+        pytest.fail(
+            "The parameters of the litellm.acompletion function and litellm.completion are not the same."
+        )
+
 
 # test_acompletion_params()

From 4cfd9885295f48854425b20584673b35ce9cfbfe Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 08:01:17 -0700
Subject: [PATCH 309/378] fix(get_api_base): fix get_api_base to handle model
 with alias

---
 litellm/tests/test_model_alias_map.py | 10 ++++++++--
 litellm/utils.py                      |  2 ++
 2 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/litellm/tests/test_model_alias_map.py b/litellm/tests/test_model_alias_map.py
index 1501f49e436c..31a7d34b8e1c 100644
--- a/litellm/tests/test_model_alias_map.py
+++ b/litellm/tests/test_model_alias_map.py
@@ -16,7 +16,7 @@
 model_alias_map = {"good-model": "anyscale/meta-llama/Llama-2-7b-chat-hf"}
 
 
-def test_model_alias_map():
+def test_model_alias_map(caplog):
     try:
         litellm.model_alias_map = model_alias_map
         response = completion(
@@ -27,9 +27,15 @@ def test_model_alias_map():
             max_tokens=10,
         )
         print(response.model)
+
+        captured_logs = [rec.levelname for rec in caplog.records]
+
+        for log in captured_logs:
+            assert "ERROR" not in log
+
         assert "Llama-2-7b-chat-hf" in response.model
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
 
 
-test_model_alias_map()
+# test_model_alias_map()
diff --git a/litellm/utils.py b/litellm/utils.py
index c03d4e2bcf8f..5725e4992f17 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5934,6 +5934,8 @@ def get_api_base(model: str, optional_params: dict) -> Optional[str]:
     if _optional_params.api_base is not None:
         return _optional_params.api_base
 
+    if litellm.model_alias_map and model in litellm.model_alias_map:
+        model = litellm.model_alias_map[model]
     try:
         model, custom_llm_provider, dynamic_api_key, dynamic_api_base = (
             get_llm_provider(

From 4d5b4a5293ff56473f44c856acaa98af171abd62 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 08:35:35 -0700
Subject: [PATCH 310/378] add stream_options to text_completion

---
 litellm/main.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/litellm/main.py b/litellm/main.py
index 186b87060b5b..60e71a412e68 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -3195,6 +3195,7 @@ def text_completion(
         Union[str, List[str]]
     ] = None,  # Optional: Sequences where the API will stop generating further tokens.
     stream: Optional[bool] = None,  # Optional: Whether to stream back partial progress.
+    stream_options: Optional[dict] = None,
     suffix: Optional[
         str
     ] = None,  # Optional: The suffix that comes after a completion of inserted text.
@@ -3272,6 +3273,8 @@ def text_completion(
         optional_params["stop"] = stop
     if stream is not None:
         optional_params["stream"] = stream
+    if stream_options is not None:
+        optional_params["stream_options"] = stream_options
     if suffix is not None:
         optional_params["suffix"] = suffix
     if temperature is not None:
@@ -3382,7 +3385,9 @@ def process_prompt(i, individual_prompt):
     if kwargs.get("acompletion", False) == True:
         return response
     if stream == True or kwargs.get("stream", False) == True:
-        response = TextCompletionStreamWrapper(completion_stream=response, model=model)
+        response = TextCompletionStreamWrapper(
+            completion_stream=response, model=model, stream_options=stream_options
+        )
         return response
     transformed_logprobs = None
     # only supported for TGI models

From 66053f14ae9d67ceb49b96055b0f8dd8831f9f9a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 08:37:40 -0700
Subject: [PATCH 311/378] stream_options for text-completionopenai

---
 litellm/llms/openai.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py
index d542cbe07959..674cc86a2563 100644
--- a/litellm/llms/openai.py
+++ b/litellm/llms/openai.py
@@ -1205,6 +1205,7 @@ def streaming(
             model=model,
             custom_llm_provider="text-completion-openai",
             logging_obj=logging_obj,
+            stream_options=data.get("stream_options", None),
         )
 
         for chunk in streamwrapper:
@@ -1243,6 +1244,7 @@ async def async_streaming(
             model=model,
             custom_llm_provider="text-completion-openai",
             logging_obj=logging_obj,
+            stream_options=data.get("stream_options", None),
         )
 
         async for transformed_chunk in streamwrapper:

From a29fcc057b5f00a7eb662a12e4e60d9560aba2a4 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 08:41:31 -0700
Subject: [PATCH 312/378] test - stream_options on OpenAI text_completion

---
 litellm/tests/test_streaming.py | 33 +++++++++++++++++++++++++++++++++
 1 file changed, 33 insertions(+)

diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py
index 7d639d7a3c4d..93d7567eb90f 100644
--- a/litellm/tests/test_streaming.py
+++ b/litellm/tests/test_streaming.py
@@ -1534,6 +1534,39 @@ def test_openai_stream_options_call():
     assert all(chunk.usage is None for chunk in chunks[:-1])
 
 
+def test_openai_stream_options_call_text_completion():
+    litellm.set_verbose = False
+    response = litellm.text_completion(
+        model="gpt-3.5-turbo-instruct",
+        prompt="say GM - we're going to make it ",
+        stream=True,
+        stream_options={"include_usage": True},
+        max_tokens=10,
+    )
+    usage = None
+    chunks = []
+    for chunk in response:
+        print("chunk: ", chunk)
+        chunks.append(chunk)
+
+    last_chunk = chunks[-1]
+    print("last chunk: ", last_chunk)
+
+    """
+    Assert that:
+    - Last Chunk includes Usage
+    - All chunks prior to last chunk have usage=None
+    """
+
+    assert last_chunk.usage is not None
+    assert last_chunk.usage.total_tokens > 0
+    assert last_chunk.usage.prompt_tokens > 0
+    assert last_chunk.usage.completion_tokens > 0
+
+    # assert all non last chunks have usage=None
+    assert all(chunk.usage is None for chunk in chunks[:-1])
+
+
 def test_openai_text_completion_call():
     try:
         litellm.set_verbose = True

From e0b1eff1eb67d57a56be0bfa87cf7b636c7c57a4 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 08:42:25 -0700
Subject: [PATCH 313/378] feat - support stream_options for text completion

---
 litellm/utils.py | 19 ++++++++++++++++++-
 1 file changed, 18 insertions(+), 1 deletion(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 64a644f159f1..1932b8af6a9e 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -10026,16 +10026,19 @@ def handle_openai_text_completion_chunk(self, chunk):
             text = ""
             is_finished = False
             finish_reason = None
+            usage = None
             choices = getattr(chunk, "choices", [])
             if len(choices) > 0:
                 text = choices[0].text
                 if choices[0].finish_reason is not None:
                     is_finished = True
                     finish_reason = choices[0].finish_reason
+            usage = getattr(chunk, "usage", None)
             return {
                 "text": text,
                 "is_finished": is_finished,
                 "finish_reason": finish_reason,
+                "usage": usage,
             }
 
         except Exception as e:
@@ -10565,6 +10568,11 @@ def chunk_creator(self, chunk):
                 print_verbose(f"completion obj content: {completion_obj['content']}")
                 if response_obj["is_finished"]:
                     self.received_finish_reason = response_obj["finish_reason"]
+                if (
+                    self.stream_options
+                    and self.stream_options.get("include_usage", False) == True
+                ):
+                    model_response.usage = response_obj["usage"]
             elif self.custom_llm_provider == "azure_text":
                 response_obj = self.handle_azure_text_completion_chunk(chunk)
                 completion_obj["content"] = response_obj["text"]
@@ -11094,9 +11102,10 @@ async def __anext__(self):
 
 
 class TextCompletionStreamWrapper:
-    def __init__(self, completion_stream, model):
+    def __init__(self, completion_stream, model, stream_options):
         self.completion_stream = completion_stream
         self.model = model
+        self.stream_options = stream_options
 
     def __iter__(self):
         return self
@@ -11120,6 +11129,14 @@ def convert_to_text_completion_object(self, chunk: ModelResponse):
             text_choices["index"] = chunk["choices"][0]["index"]
             text_choices["finish_reason"] = chunk["choices"][0]["finish_reason"]
             response["choices"] = [text_choices]
+
+            # only pass usage when stream_options["include_usage"] is True
+            if (
+                self.stream_options
+                and self.stream_options.get("include_usage", False) == True
+            ):
+                response["usage"] = chunk.get("usage", None)
+
             return response
         except Exception as e:
             raise Exception(

From 6634ea37e9f8b9a20d2fef7cbc3ae0a7b55d438f Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 09:54:44 -0700
Subject: [PATCH 314/378] fix TextCompletionStreamWrapper

---
 litellm/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 1932b8af6a9e..09f1bb2e2b34 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -11102,7 +11102,7 @@ async def __anext__(self):
 
 
 class TextCompletionStreamWrapper:
-    def __init__(self, completion_stream, model, stream_options):
+    def __init__(self, completion_stream, model, stream_options: Optional[dict] = None):
         self.completion_stream = completion_stream
         self.model = model
         self.stream_options = stream_options

From 84b2af8e6c91719c36ebf2601af6193b75e51a68 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 12:27:44 -0700
Subject: [PATCH 315/378] fix show docker run on repo

---
 .github/workflows/interpret_load_test.py | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/.github/workflows/interpret_load_test.py b/.github/workflows/interpret_load_test.py
index 9d95c768fcd6..de52f47ad8c6 100644
--- a/.github/workflows/interpret_load_test.py
+++ b/.github/workflows/interpret_load_test.py
@@ -64,6 +64,11 @@ def interpret_results(csv_file):
     )  # Replace with your repository's username and name
     latest_release = repo.get_latest_release()
     print("got latest release: ", latest_release)
+    print(latest_release.title)
+    print(latest_release.tag_name)
+
+    release_version = latest_release.title
+
     print("latest release body: ", latest_release.body)
     print("markdown table: ", markdown_table)
 
@@ -74,6 +79,18 @@ def interpret_results(csv_file):
         start_index = latest_release.body.find("Load Test LiteLLM Proxy Results")
         existing_release_body = latest_release.body[:start_index]
 
+    docker_run_command = f"""
+    ## Docker Run LiteLLM Proxy
+
+    ```
+    docker run \\
+    -e STORE_MODEL_IN_DB=True \\
+    -p 4000:4000 \\
+    ghcr.io/berriai/litellm:main-{release_version}
+    ```
+    """
+    print("docker run command: ", docker_run_command)
+
     new_release_body = (
         existing_release_body
         + "\n\n"

From 30b7e9f776475b2d84df9e5deb12d6ebaa44f349 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 12:28:14 -0700
Subject: [PATCH 316/378] temp fix laod test

---
 .github/workflows/load_test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/load_test.yml b/.github/workflows/load_test.yml
index ddf613fa6606..9af700d244a3 100644
--- a/.github/workflows/load_test.yml
+++ b/.github/workflows/load_test.yml
@@ -30,7 +30,7 @@ jobs:
           URL:  "https://litellm-database-docker-build-production.up.railway.app/"
           USERS: "100"
           RATE: "10"
-          RUNTIME: "300s"
+          RUNTIME: "3s"
       - name: Process Load Test Stats
         run: |
           echo "Current working directory: $PWD"

From 50b4167a27822069a22c94d28e1b73da1b5bf44a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 12:30:35 -0700
Subject: [PATCH 317/378] fix interpret load test

---
 .github/workflows/interpret_load_test.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/interpret_load_test.py b/.github/workflows/interpret_load_test.py
index de52f47ad8c6..b61f1ce6721e 100644
--- a/.github/workflows/interpret_load_test.py
+++ b/.github/workflows/interpret_load_test.py
@@ -80,6 +80,7 @@ def interpret_results(csv_file):
         existing_release_body = latest_release.body[:start_index]
 
     docker_run_command = f"""
+    \n\n
     ## Docker Run LiteLLM Proxy
 
     ```
@@ -93,6 +94,7 @@ def interpret_results(csv_file):
 
     new_release_body = (
         existing_release_body
+        + docker_run_command
         + "\n\n"
         + "### Don't want to maintain your internal proxy? get in touch 🎉"
         + "\nHosted Proxy Alpha: https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat"

From c8662234c7b6c3d26b696d9284ec83dea1dfbe87 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 12:38:38 -0700
Subject: [PATCH 318/378] fix docker run command on release notes

---
 .github/workflows/interpret_load_test.py | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/interpret_load_test.py b/.github/workflows/interpret_load_test.py
index b61f1ce6721e..b1a28e069b8a 100644
--- a/.github/workflows/interpret_load_test.py
+++ b/.github/workflows/interpret_load_test.py
@@ -80,15 +80,15 @@ def interpret_results(csv_file):
         existing_release_body = latest_release.body[:start_index]
 
     docker_run_command = f"""
-    \n\n
-    ## Docker Run LiteLLM Proxy
-
-    ```
-    docker run \\
-    -e STORE_MODEL_IN_DB=True \\
-    -p 4000:4000 \\
-    ghcr.io/berriai/litellm:main-{release_version}
-    ```
+\n\n
+## Docker Run LiteLLM Proxy
+
+```
+docker run \\
+-e STORE_MODEL_IN_DB=True \\
+-p 4000:4000 \\
+ghcr.io/berriai/litellm:main-{release_version}
+```
     """
     print("docker run command: ", docker_run_command)
 

From bf99311f5c3dcae825dee6763af90f40a9b18c24 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 9 May 2024 12:50:24 -0700
Subject: [PATCH 319/378] fix load test length

---
 .github/workflows/load_test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/load_test.yml b/.github/workflows/load_test.yml
index 9af700d244a3..ddf613fa6606 100644
--- a/.github/workflows/load_test.yml
+++ b/.github/workflows/load_test.yml
@@ -30,7 +30,7 @@ jobs:
           URL:  "https://litellm-database-docker-build-production.up.railway.app/"
           USERS: "100"
           RATE: "10"
-          RUNTIME: "3s"
+          RUNTIME: "300s"
       - name: Process Load Test Stats
         run: |
           echo "Current working directory: $PWD"

From e3f25a4a1fbaa5de962845286863009e1ab00ced Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 13:05:41 -0700
Subject: [PATCH 320/378] fix(auth_checks.py): fix 'get_end_user_object'

await cache get
---
 litellm/proxy/auth/auth_checks.py         | 6 ++----
 litellm/proxy/proxy_server.py             | 7 +++++--
 litellm/tests/test_key_generate_prisma.py | 9 ++++++++-
 3 files changed, 15 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 920de3cc822b..62e5eba01329 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -206,11 +206,9 @@ async def get_end_user_object(
 
     if end_user_id is None:
         return None
-
+    _key = "end_user_id:{}".format(end_user_id)
     # check if in cache
-    cached_user_obj = user_api_key_cache.async_get_cache(
-        key="end_user_id:{}".format(end_user_id)
-    )
+    cached_user_obj = await user_api_key_cache.async_get_cache(key=_key)
     if cached_user_obj is not None:
         if isinstance(cached_user_obj, dict):
             return LiteLLM_EndUserTable(**cached_user_obj)
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index f50fddf7fbc4..1ba29dcc6998 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1834,6 +1834,9 @@ async def _update_user_cache():
             )
 
     async def _update_end_user_cache():
+        if end_user_id is None or response_cost is None:
+            return
+
         _id = "end_user_id:{}".format(end_user_id)
         try:
             # Fetch the existing cost for the given user
@@ -1846,7 +1849,7 @@ async def _update_end_user_cache():
                 if litellm.max_end_user_budget is not None:
                     max_end_user_budget = litellm.max_end_user_budget
                 existing_spend_obj = LiteLLM_EndUserTable(
-                    user_id=_id,
+                    user_id=end_user_id,
                     spend=0,
                     blocked=False,
                     litellm_budget_table=LiteLLM_BudgetTable(
@@ -1874,7 +1877,7 @@ async def _update_end_user_cache():
                 existing_spend_obj.spend = new_spend
                 user_api_key_cache.set_cache(key=_id, value=existing_spend_obj.json())
         except Exception as e:
-            verbose_proxy_logger.debug(
+            verbose_proxy_logger.error(
                 f"An error occurred updating end user cache: {str(e)}\n\n{traceback.format_exc()}"
             )
 
diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py
index 08618c98891a..e6f2437e7d79 100644
--- a/litellm/tests/test_key_generate_prisma.py
+++ b/litellm/tests/test_key_generate_prisma.py
@@ -418,9 +418,16 @@ async def test():
         print(vars(e))
 
 
+def test_end_user_cache_write_unit_test():
+    """
+    assert end user object is being written to cache as expected
+    """
+    pass
+
+
 def test_call_with_end_user_over_budget(prisma_client):
     # Test if a user passed to /chat/completions is tracked & fails when they cross their budget
-    # we only check this when litellm.max_user_budget is set
+    # we only check this when litellm.max_end_user_budget is set
     import random
 
     setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client)

From 927d36148f5c82ba3f85cd79f81cf4c211bd6d7b Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 13:21:00 -0700
Subject: [PATCH 321/378] feat(proxy_server.py): expose new `/team/list`
 endpoint

Closes https://github.com/BerriAI/litellm/issues/3523
---
 litellm/proxy/proxy_server.py | 37 +++++++++++++++++++++++++++++++++++
 1 file changed, 37 insertions(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 1ba29dcc6998..0456881cd550 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -7313,6 +7313,43 @@ async def unblock_team(
     return record
 
 
+@router.get(
+    "/team/list", tags=["team management"], dependencies=[Depends(user_api_key_auth)]
+)
+async def list_team(
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+):
+    """
+    [Admin-only] List all available teams
+
+    ```
+    curl --location --request GET 'http://0.0.0.0:4000/team/list' \
+        --header 'Authorization: Bearer sk-1234'
+    ```
+    """
+    global prisma_client
+
+    if user_api_key_dict.user_role != "proxy_admin":
+        raise HTTPException(
+            status_code=401,
+            detail={
+                "error": "Admin-only endpoint. Your user role={}".format(
+                    user_api_key_dict.user_role
+                )
+            },
+        )
+
+    if prisma_client is None:
+        raise HTTPException(
+            status_code=400,
+            detail={"error": CommonProxyErrors.db_not_connected_error.value},
+        )
+
+    response = await prisma_client.db.litellm_teamtable.find_many()
+
+    return response
+
+
 #### ORGANIZATION MANAGEMENT ####
 
 

From c4295e16672ca612b2bc665e5fef71953de09e51 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 13:54:24 -0700
Subject: [PATCH 322/378] test(test_least_busy_routing.py): avoid deployments
 with low rate limits

---
 litellm/tests/test_least_busy_routing.py | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/litellm/tests/test_least_busy_routing.py b/litellm/tests/test_least_busy_routing.py
index cb9d59e7557c..203a03c63c4d 100644
--- a/litellm/tests/test_least_busy_routing.py
+++ b/litellm/tests/test_least_busy_routing.py
@@ -150,9 +150,9 @@ async def test_router_atext_completion_streaming():
         {
             "model_name": "azure-model",
             "litellm_params": {
-                "model": "azure/gpt-35-turbo",
-                "api_key": "os.environ/AZURE_EUROPE_API_KEY",
-                "api_base": "https://my-endpoint-europe-berri-992.openai.azure.com",
+                "model": "azure/gpt-turbo",
+                "api_key": "os.environ/AZURE_FRANCE_API_KEY",
+                "api_base": "https://openai-france-1234.openai.azure.com",
                 "rpm": 6,
             },
             "model_info": {"id": 2},
@@ -160,9 +160,9 @@ async def test_router_atext_completion_streaming():
         {
             "model_name": "azure-model",
             "litellm_params": {
-                "model": "azure/gpt-35-turbo",
-                "api_key": "os.environ/AZURE_CANADA_API_KEY",
-                "api_base": "https://my-endpoint-canada-berri992.openai.azure.com",
+                "model": "azure/gpt-turbo",
+                "api_key": "os.environ/AZURE_FRANCE_API_KEY",
+                "api_base": "https://openai-france-1234.openai.azure.com",
                 "rpm": 6,
             },
             "model_info": {"id": 3},
@@ -193,7 +193,7 @@ async def test_router_atext_completion_streaming():
     ## check if calls equally distributed
     cache_dict = router.cache.get_cache(key=cache_key)
     for k, v in cache_dict.items():
-        assert v == 1
+        assert v == 1, f"Failed. K={k} called v={v} times, cache_dict={cache_dict}"
 
 
 # asyncio.run(test_router_atext_completion_streaming())

From acb615957dad014c795cf360d58fbe3a9f4fa096 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 13:58:45 -0700
Subject: [PATCH 323/378] fix(utils.py): change error log to be debug

---
 litellm/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 20716f43d003..6da296038939 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5938,7 +5938,7 @@ def get_api_base(model: str, optional_params: dict) -> Optional[str]:
                 model=model, **optional_params
             )  # convert to pydantic object
     except Exception as e:
-        verbose_logger.error("Error occurred in getting api base - {}".format(str(e)))
+        verbose_logger.debug("Error occurred in getting api base - {}".format(str(e)))
         return None
     # get llm provider
 

From 5c6a382d3b50566e38769521405e89d7d8439d97 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 15:41:33 -0700
Subject: [PATCH 324/378] refactor(main.py): trigger new build

---
 litellm/main.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/main.py b/litellm/main.py
index 99e556bfa25b..5ab3fd7c4527 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -14,6 +14,7 @@
 from copy import deepcopy
 import httpx
 import litellm
+
 from ._logging import verbose_logger
 from litellm import (  # type: ignore
     client,

From 43b2050cc25006f607307ce3efb4b0089ab98f8d Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 15:41:40 -0700
Subject: [PATCH 325/378] =?UTF-8?q?bump:=20version=201.36.4=20=E2=86=92=20?=
 =?UTF-8?q?1.37.0?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 399b188c26a8..a9854cf692ad 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.36.4"
+version = "1.37.0"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.36.4"
+version = "1.37.0"
 version_files = [
     "pyproject.toml:^version"
 ]

From c42f1ce2c65375bde058b1f2b399bbd88ea09426 Mon Sep 17 00:00:00 2001
From: Nick Wong <me@powerhouseofthecell.com>
Date: Thu, 9 May 2024 16:13:26 -0700
Subject: [PATCH 326/378] removed extra default dict return, which causes error
 if user_role is a string

---
 litellm/proxy/proxy_server.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 4bb8dee7f9cd..86c22186dbfc 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1065,9 +1065,7 @@ async def user_api_key_auth(
                         user_id_information, list
                     ):
                         _user = user_id_information[0]
-                        user_role = _user.get("user_role", {}).get(
-                            "user_role", "unknown"
-                        )
+                        user_role = _user.get("user_role", "unknown")
                         user_id = _user.get("user_id", "unknown")
                     raise Exception(
                         f"Only proxy admin can be used to generate, delete, update info for new keys/users/teams. Route={route}. Your role={user_role}. Your user_id={user_id}"

From 186c0ec77bec2900a184d8628ff1457dd25b114e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 16:39:43 -0700
Subject: [PATCH 327/378] feat(predibase.py): add support for predibase
 provider

Closes https://github.com/BerriAI/litellm/issues/1253
---
 litellm/__init__.py                 |   4 +
 litellm/llms/huggingface_restapi.py |   2 +-
 litellm/llms/predibase.py           | 417 ++++++++++++++++++++++++++++
 litellm/main.py                     |  54 ++++
 litellm/tests/test_completion.py    |  23 ++
 litellm/utils.py                    |   2 +-
 6 files changed, 500 insertions(+), 2 deletions(-)
 create mode 100644 litellm/llms/predibase.py

diff --git a/litellm/__init__.py b/litellm/__init__.py
index 4f72504f6929..ccf3657fe02b 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -71,9 +71,11 @@
 ai21_key: Optional[str] = None
 ollama_key: Optional[str] = None
 openrouter_key: Optional[str] = None
+predibase_key: Optional[str] = None
 huggingface_key: Optional[str] = None
 vertex_project: Optional[str] = None
 vertex_location: Optional[str] = None
+predibase_tenant_id: Optional[str] = None
 togetherai_api_key: Optional[str] = None
 cloudflare_api_key: Optional[str] = None
 baseten_key: Optional[str] = None
@@ -532,6 +534,7 @@ def identify(event_details):
     "xinference",
     "fireworks_ai",
     "watsonx",
+    "predibase",
     "custom",  # custom apis
 ]
 
@@ -644,6 +647,7 @@ def identify(event_details):
 )
 from .llms.huggingface_restapi import HuggingfaceConfig
 from .llms.anthropic import AnthropicConfig
+from .llms.predibase import PredibaseConfig
 from .llms.anthropic_text import AnthropicTextConfig
 from .llms.replicate import ReplicateConfig
 from .llms.cohere import CohereConfig
diff --git a/litellm/llms/huggingface_restapi.py b/litellm/llms/huggingface_restapi.py
index 29377328908d..b250f301383e 100644
--- a/litellm/llms/huggingface_restapi.py
+++ b/litellm/llms/huggingface_restapi.py
@@ -322,9 +322,9 @@ def completion(
         encoding,
         api_key,
         logging_obj,
+        optional_params: dict,
         custom_prompt_dict={},
         acompletion: bool = False,
-        optional_params=None,
         litellm_params=None,
         logger_fn=None,
     ):
diff --git a/litellm/llms/predibase.py b/litellm/llms/predibase.py
new file mode 100644
index 000000000000..728a98b04b56
--- /dev/null
+++ b/litellm/llms/predibase.py
@@ -0,0 +1,417 @@
+# What is this?
+## Controller file for Predibase Integration - https://predibase.com/
+
+
+import os, types
+import json
+from enum import Enum
+import requests, copy  # type: ignore
+import time
+from typing import Callable, Optional, List, Literal, Union
+from litellm.utils import (
+    ModelResponse,
+    Usage,
+    map_finish_reason,
+    CustomStreamWrapper,
+    Message,
+    Choices,
+)
+import litellm
+from .prompt_templates.factory import prompt_factory, custom_prompt
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from .base import BaseLLM
+import httpx  # type: ignore
+
+
+class PredibaseError(Exception):
+    def __init__(
+        self,
+        status_code,
+        message,
+        request: Optional[httpx.Request] = None,
+        response: Optional[httpx.Response] = None,
+    ):
+        self.status_code = status_code
+        self.message = message
+        if request is not None:
+            self.request = request
+        else:
+            self.request = httpx.Request(
+                method="POST",
+                url="https://docs.predibase.com/user-guide/inference/rest_api",
+            )
+        if response is not None:
+            self.response = response
+        else:
+            self.response = httpx.Response(
+                status_code=status_code, request=self.request
+            )
+        super().__init__(
+            self.message
+        )  # Call the base class constructor with the parameters it needs
+
+
+class PredibaseConfig:
+    """
+    Reference:  https://docs.predibase.com/user-guide/inference/rest_api
+
+    """
+
+    adapter_id: Optional[str] = None
+    adapter_source: Optional[Literal["pbase", "hub", "s3"]] = None
+    best_of: Optional[int] = None
+    decoder_input_details: bool = True  # on by default - get the finish reason
+    details: Optional[bool] = True  # enables returning logprobs + best of
+    max_new_tokens: int = (
+        256  # openai default - requests hang if max_new_tokens not given
+    )
+    repetition_penalty: Optional[float] = None
+    return_full_text: Optional[bool] = (
+        False  # by default don't return the input as part of the output
+    )
+    seed: Optional[int] = None
+    stop: Optional[List[str]] = None
+    temperature: Optional[float] = None
+    top_k: Optional[int] = None
+    top_p: Optional[int] = None
+    truncate: Optional[int] = None
+    typical_p: Optional[float] = None
+    watermark: Optional[bool] = None
+
+    def __init__(
+        self,
+        best_of: Optional[int] = None,
+        decoder_input_details: Optional[bool] = None,
+        details: Optional[bool] = None,
+        max_new_tokens: Optional[int] = None,
+        repetition_penalty: Optional[float] = None,
+        return_full_text: Optional[bool] = None,
+        seed: Optional[int] = None,
+        stop: Optional[List[str]] = None,
+        temperature: Optional[float] = None,
+        top_k: Optional[int] = None,
+        top_p: Optional[int] = None,
+        truncate: Optional[int] = None,
+        typical_p: Optional[float] = None,
+        watermark: Optional[bool] = None,
+    ) -> None:
+        locals_ = locals()
+        for key, value in locals_.items():
+            if key != "self" and value is not None:
+                setattr(self.__class__, key, value)
+
+    @classmethod
+    def get_config(cls):
+        return {
+            k: v
+            for k, v in cls.__dict__.items()
+            if not k.startswith("__")
+            and not isinstance(
+                v,
+                (
+                    types.FunctionType,
+                    types.BuiltinFunctionType,
+                    classmethod,
+                    staticmethod,
+                ),
+            )
+            and v is not None
+        }
+
+    def get_supported_openai_params(self):
+        return ["stream", "temperature", "max_tokens", "top_p", "stop", "n"]
+
+
+class PredibaseChatCompletion(BaseLLM):
+    def __init__(self) -> None:
+        super().__init__()
+
+    def validate_environment(self, api_key: Optional[str], user_headers: dict) -> dict:
+        if api_key is None:
+            raise ValueError(
+                "Missing Predibase API Key - A call is being made to predibase but no key is set either in the environment variables or via params"
+            )
+        headers = {
+            "content-type": "application/json",
+            "Authorization": "Bearer {}".format(api_key),
+        }
+        if user_headers is not None and isinstance(user_headers, dict):
+            headers = {**headers, **user_headers}
+        return headers
+
+    def output_parser(self, generated_text: str):
+        """
+        Parse the output text to remove any special characters. In our current approach we just check for ChatML tokens.
+
+        Initial issue that prompted this - https://github.com/BerriAI/litellm/issues/763
+        """
+        chat_template_tokens = [
+            "<|assistant|>",
+            "<|system|>",
+            "<|user|>",
+            "<s>",
+            "</s>",
+        ]
+        for token in chat_template_tokens:
+            if generated_text.strip().startswith(token):
+                generated_text = generated_text.replace(token, "", 1)
+            if generated_text.endswith(token):
+                generated_text = generated_text[::-1].replace(token[::-1], "", 1)[::-1]
+        return generated_text
+
+    def process_response(
+        self,
+        model: str,
+        response: requests.Response,
+        model_response: ModelResponse,
+        stream: bool,
+        logging_obj: litellm.utils.Logging,
+        optional_params: dict,
+        api_key: str,
+        data: dict,
+        messages: list,
+        print_verbose,
+        encoding,
+    ) -> ModelResponse:
+        ## LOGGING
+        logging_obj.post_call(
+            input=messages,
+            api_key=api_key,
+            original_response=response.text,
+            additional_args={"complete_input_dict": data},
+        )
+        print_verbose(f"raw model_response: {response.text}")
+        ## RESPONSE OBJECT
+        try:
+            completion_response = response.json()
+        except:
+            raise PredibaseError(
+                message=response.text, status_code=response.status_code
+            )
+        if "error" in completion_response:
+            raise PredibaseError(
+                message=str(completion_response["error"]),
+                status_code=response.status_code,
+            )
+        else:
+            if (
+                not isinstance(completion_response, dict)
+                or "generated_text" not in completion_response
+            ):
+                raise PredibaseError(
+                    status_code=422,
+                    message=f"response is not in expected format - {completion_response}",
+                )
+
+            if len(completion_response["generated_text"]) > 0:
+                model_response["choices"][0]["message"]["content"] = self.output_parser(
+                    completion_response["generated_text"]
+                )
+            ## GETTING LOGPROBS + FINISH REASON
+            if (
+                "details" in completion_response
+                and "tokens" in completion_response["details"]
+            ):
+                model_response.choices[0].finish_reason = completion_response[
+                    "details"
+                ]["finish_reason"]
+                sum_logprob = 0
+                for token in completion_response[0]["details"]["tokens"]:
+                    if token["logprob"] != None:
+                        sum_logprob += token["logprob"]
+                model_response["choices"][0][
+                    "message"
+                ]._logprob = (
+                    sum_logprob  # [TODO] move this to using the actual logprobs
+                )
+            if "best_of" in optional_params and optional_params["best_of"] > 1:
+                if (
+                    "details" in completion_response[0]
+                    and "best_of_sequences" in completion_response[0]["details"]
+                ):
+                    choices_list = []
+                    for idx, item in enumerate(
+                        completion_response[0]["details"]["best_of_sequences"]
+                    ):
+                        sum_logprob = 0
+                        for token in item["tokens"]:
+                            if token["logprob"] != None:
+                                sum_logprob += token["logprob"]
+                        if len(item["generated_text"]) > 0:
+                            message_obj = Message(
+                                content=self.output_parser(item["generated_text"]),
+                                logprobs=sum_logprob,
+                            )
+                        else:
+                            message_obj = Message(content=None)
+                        choice_obj = Choices(
+                            finish_reason=item["finish_reason"],
+                            index=idx + 1,
+                            message=message_obj,
+                        )
+                        choices_list.append(choice_obj)
+                    model_response["choices"].extend(choices_list)
+
+        ## CALCULATING USAGE
+        prompt_tokens = 0
+        try:
+            prompt_tokens = len(
+                encoding.encode(model_response["choices"][0]["message"]["content"])
+            )  ##[TODO] use a model-specific tokenizer here
+        except:
+            # this should remain non blocking we should not block a response returning if calculating usage fails
+            pass
+        output_text = model_response["choices"][0]["message"].get("content", "")
+        if output_text is not None and len(output_text) > 0:
+            completion_tokens = 0
+            try:
+                completion_tokens = len(
+                    encoding.encode(
+                        model_response["choices"][0]["message"].get("content", "")
+                    )
+                )  ##[TODO] use a model-specific tokenizer
+            except:
+                # this should remain non blocking we should not block a response returning if calculating usage fails
+                pass
+        else:
+            completion_tokens = 0
+
+        total_tokens = prompt_tokens + completion_tokens
+
+        model_response["created"] = int(time.time())
+        model_response["model"] = model
+        usage = Usage(
+            prompt_tokens=prompt_tokens,
+            completion_tokens=completion_tokens,
+            total_tokens=total_tokens,
+        )
+        model_response.usage = usage  # type: ignore
+        return model_response
+
+    def completion(
+        self,
+        model: str,
+        messages: list,
+        api_base: str,
+        custom_prompt_dict: dict,
+        model_response: ModelResponse,
+        print_verbose: Callable,
+        encoding,
+        api_key: str,
+        logging_obj,
+        optional_params: dict,
+        tenant_id: str,
+        acompletion=None,
+        litellm_params=None,
+        logger_fn=None,
+        headers: dict = {},
+    ):
+        headers = self.validate_environment(api_key, headers)
+        completion_url = ""
+        input_text = ""
+        base_url = "https://serving.app.predibase.com"
+        if "https" in model:
+            completion_url = model
+        elif api_base:
+            base_url = api_base
+        elif "PREDIBASE_API_BASE" in os.environ:
+            base_url = os.getenv("PREDIBASE_API_BASE", "")
+
+        completion_url = f"{base_url}/{tenant_id}/deployments/v2/llms/{model}/generate"
+
+        if model in custom_prompt_dict:
+            # check if the model has a registered custom prompt
+            model_prompt_details = custom_prompt_dict[model]
+            prompt = custom_prompt(
+                role_dict=model_prompt_details["roles"],
+                initial_prompt_value=model_prompt_details["initial_prompt_value"],
+                final_prompt_value=model_prompt_details["final_prompt_value"],
+                messages=messages,
+            )
+        else:
+            prompt = prompt_factory(model=model, messages=messages)
+
+        ## Load Config
+        config = litellm.PredibaseConfig.get_config()
+        for k, v in config.items():
+            if (
+                k not in optional_params
+            ):  # completion(top_k=3) > anthropic_config(top_k=3) <- allows for dynamic variables to be passed in
+                optional_params[k] = v
+
+        data = {
+            "inputs": prompt,
+            "parameters": optional_params,
+        }
+        if optional_params.get("stream") and optional_params["stream"] == True:
+            data["stream"] = True
+        input_text = prompt
+        ## LOGGING
+        logging_obj.pre_call(
+            input=input_text,
+            api_key=api_key,
+            additional_args={
+                "complete_input_dict": data,
+                "headers": headers,
+                "api_base": completion_url,
+                "acompletion": acompletion,
+            },
+        )
+        ## COMPLETION CALL
+        if acompletion is True:
+            ### ASYNC STREAMING
+            if optional_params.get("stream", False):
+                return self.async_streaming(logging_obj=logging_obj, api_base=completion_url, data=data, headers=headers, model_response=model_response, model=model, timeout=timeout)  # type: ignore
+            else:
+                ### ASYNC COMPLETION
+                return self.acompletion(api_base=completion_url, data=data, headers=headers, model_response=model_response, task=task, encoding=encoding, input_text=input_text, model=model, optional_params=optional_params, timeout=timeout)  # type: ignore
+
+        ### SYNC STREAMING
+        if "stream" in optional_params and optional_params["stream"] == True:
+            response = requests.post(
+                completion_url,
+                headers=headers,
+                data=json.dumps(data),
+                stream=optional_params["stream"],
+            )
+            return response.iter_lines()
+        ### SYNC COMPLETION
+        else:
+            payload = json.dumps(
+                {
+                    "inputs": "What is your name?",
+                    "parameters": {"max_new_tokens": 20, "temperature": 0.1},
+                }
+                # data
+            )
+            response = requests.post(
+                url="https://serving.app.predibase.com/c4768f95/deployments/v2/llms/llama-3-8b-instruct/generate",
+                headers=headers,
+                data=payload,
+            )
+
+        return self.process_response(
+            model=model,
+            response=response,
+            model_response=model_response,
+            stream=optional_params.get("stream", False),
+            logging_obj=logging_obj,  # type: ignore
+            optional_params=optional_params,
+            api_key=api_key,
+            data=data,
+            messages=messages,
+            print_verbose=print_verbose,
+            encoding=encoding,
+        )
+
+    async def async_completion(self):
+        pass
+
+    async def async_streaming(self):
+        pass
+
+    def streaming(self):
+        pass
+
+    def embedding(self, *args, **kwargs):
+        pass
diff --git a/litellm/main.py b/litellm/main.py
index 5ab3fd7c4527..f634fd16d940 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -74,6 +74,7 @@
 from .llms.anthropic import AnthropicChatCompletion
 from .llms.anthropic_text import AnthropicTextCompletion
 from .llms.huggingface_restapi import Huggingface
+from .llms.predibase import PredibaseChatCompletion
 from .llms.prompt_templates.factory import (
     prompt_factory,
     custom_prompt,
@@ -110,6 +111,7 @@
 azure_chat_completions = AzureChatCompletion()
 azure_text_completions = AzureTextCompletion()
 huggingface = Huggingface()
+predibase_chat_completions = PredibaseChatCompletion()
 ####### COMPLETION ENDPOINTS ################
 
 
@@ -1785,6 +1787,58 @@ def completion(
                 )
                 return response
             response = model_response
+        elif custom_llm_provider == "predibase":
+            tenant_id = (
+                optional_params.pop("tenant_id", None)
+                or optional_params.pop("predibase_tenant_id", None)
+                or litellm.predibase_tenant_id
+                or get_secret("PREDIBASE_TENANT_ID")
+            )
+
+            api_base = (
+                optional_params.pop("api_base", None)
+                or optional_params.pop("base_url", None)
+                or litellm.api_base
+                or get_secret("PREDIBASE_API_BASE")
+            )
+
+            api_key = (
+                api_key
+                or litellm.api_key
+                or litellm.predibase_key
+                or get_secret("PREDIBASE_API_KEY")
+            )
+
+            model_response = predibase_chat_completions.completion(
+                model=model,
+                messages=messages,
+                model_response=model_response,
+                print_verbose=print_verbose,
+                optional_params=optional_params,
+                litellm_params=litellm_params,
+                logger_fn=logger_fn,
+                encoding=encoding,
+                logging_obj=logging,
+                acompletion=acompletion,
+                api_base=api_base,
+                custom_prompt_dict=custom_prompt_dict,
+                api_key=api_key,
+                tenant_id=tenant_id,
+            )
+
+            if (
+                "stream" in optional_params
+                and optional_params["stream"] == True
+                and acompletion == False
+            ):
+                response = CustomStreamWrapper(
+                    model_response,
+                    model,
+                    custom_llm_provider="predibase",
+                    logging_obj=logging,
+                )
+                return response
+            response = model_response
         elif custom_llm_provider == "ai21":
             custom_llm_provider = "ai21"
             ai21_key = (
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 32b65faea5fe..7f0977b155ce 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -85,6 +85,29 @@ def test_completion_azure_command_r():
         pytest.fail(f"Error occurred: {e}")
 
 
+@pytest.mark.skip(reason="local test")
+def test_completion_predibase():
+    try:
+        litellm.set_verbose = True
+
+        response = completion(
+            model="predibase/llama-3-8b-instruct",
+            tenant_id="c4768f95",
+            api_base="https://serving.app.predibase.com",
+            api_key=os.getenv("PREDIBASE_API_KEY"),
+            messages=[{"role": "user", "content": "What is the meaning of life?"}],
+        )
+
+        print(response)
+    except litellm.Timeout as e:
+        pass
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
+
+# test_completion_predibase()
+
+
 def test_completion_claude():
     litellm.set_verbose = True
     litellm.cache = None
diff --git a/litellm/utils.py b/litellm/utils.py
index 6da296038939..7ccb5e8ff9f6 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -369,7 +369,7 @@ def __init__(
 class Message(OpenAIObject):
     def __init__(
         self,
-        content="default",
+        content: Optional[str] = "default",
         role="assistant",
         logprobs=None,
         function_call=None,

From d7189c21fdd57e8cf445c7ef82c9d73df3dfaf7e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 17:41:27 -0700
Subject: [PATCH 328/378] feat(predibase.py): support async_completion +
 streaming (sync + async)

finishes up pr
---
 litellm/llms/predibase.py        |  166 +-
 litellm/main.py                  |    7 +-
 litellm/tests/log.txt            | 6983 +++++++++++++++++++++++++++++-
 litellm/tests/test_completion.py |   33 +-
 litellm/tests/test_streaming.py  |   67 +-
 litellm/utils.py                 |   50 +
 6 files changed, 7197 insertions(+), 109 deletions(-)

diff --git a/litellm/llms/predibase.py b/litellm/llms/predibase.py
index 728a98b04b56..f3935984d0d5 100644
--- a/litellm/llms/predibase.py
+++ b/litellm/llms/predibase.py
@@ -60,8 +60,8 @@ class PredibaseConfig:
     adapter_id: Optional[str] = None
     adapter_source: Optional[Literal["pbase", "hub", "s3"]] = None
     best_of: Optional[int] = None
-    decoder_input_details: bool = True  # on by default - get the finish reason
-    details: Optional[bool] = True  # enables returning logprobs + best of
+    decoder_input_details: Optional[bool] = None
+    details: bool = True  # enables returning logprobs + best of
     max_new_tokens: int = (
         256  # openai default - requests hang if max_new_tokens not given
     )
@@ -124,6 +124,9 @@ def get_supported_openai_params(self):
 
 class PredibaseChatCompletion(BaseLLM):
     def __init__(self) -> None:
+        self.async_handler = AsyncHTTPHandler(
+            timeout=httpx.Timeout(timeout=litellm.request_timeout, connect=5.0)
+        )
         super().__init__()
 
     def validate_environment(self, api_key: Optional[str], user_headers: dict) -> dict:
@@ -162,7 +165,7 @@ def output_parser(self, generated_text: str):
     def process_response(
         self,
         model: str,
-        response: requests.Response,
+        response: Union[requests.Response, httpx.Response],
         model_response: ModelResponse,
         stream: bool,
         logging_obj: litellm.utils.Logging,
@@ -216,7 +219,7 @@ def process_response(
                     "details"
                 ]["finish_reason"]
                 sum_logprob = 0
-                for token in completion_response[0]["details"]["tokens"]:
+                for token in completion_response["details"]["tokens"]:
                     if token["logprob"] != None:
                         sum_logprob += token["logprob"]
                 model_response["choices"][0][
@@ -226,12 +229,12 @@ def process_response(
                 )
             if "best_of" in optional_params and optional_params["best_of"] > 1:
                 if (
-                    "details" in completion_response[0]
-                    and "best_of_sequences" in completion_response[0]["details"]
+                    "details" in completion_response
+                    and "best_of_sequences" in completion_response["details"]
                 ):
                     choices_list = []
                     for idx, item in enumerate(
-                        completion_response[0]["details"]["best_of_sequences"]
+                        completion_response["details"]["best_of_sequences"]
                     ):
                         sum_logprob = 0
                         for token in item["tokens"]:
@@ -305,7 +308,7 @@ def completion(
         litellm_params=None,
         logger_fn=None,
         headers: dict = {},
-    ):
+    ) -> Union[ModelResponse, CustomStreamWrapper]:
         headers = self.validate_environment(api_key, headers)
         completion_url = ""
         input_text = ""
@@ -317,7 +320,12 @@ def completion(
         elif "PREDIBASE_API_BASE" in os.environ:
             base_url = os.getenv("PREDIBASE_API_BASE", "")
 
-        completion_url = f"{base_url}/{tenant_id}/deployments/v2/llms/{model}/generate"
+        completion_url = f"{base_url}/{tenant_id}/deployments/v2/llms/{model}"
+
+        if optional_params.get("stream", False) == True:
+            completion_url += "/generate_stream"
+        else:
+            completion_url += "/generate"
 
         if model in custom_prompt_dict:
             # check if the model has a registered custom prompt
@@ -339,12 +347,12 @@ def completion(
             ):  # completion(top_k=3) > anthropic_config(top_k=3) <- allows for dynamic variables to be passed in
                 optional_params[k] = v
 
+        stream = optional_params.pop("stream", False)
+
         data = {
             "inputs": prompt,
             "parameters": optional_params,
         }
-        if optional_params.get("stream") and optional_params["stream"] == True:
-            data["stream"] = True
         input_text = prompt
         ## LOGGING
         logging_obj.pre_call(
@@ -360,34 +368,62 @@ def completion(
         ## COMPLETION CALL
         if acompletion is True:
             ### ASYNC STREAMING
-            if optional_params.get("stream", False):
-                return self.async_streaming(logging_obj=logging_obj, api_base=completion_url, data=data, headers=headers, model_response=model_response, model=model, timeout=timeout)  # type: ignore
+            if stream == True:
+                return self.async_streaming(
+                    model=model,
+                    messages=messages,
+                    data=data,
+                    api_base=completion_url,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    encoding=encoding,
+                    api_key=api_key,
+                    logging_obj=logging_obj,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    headers=headers,
+                )  # type: ignore
             else:
                 ### ASYNC COMPLETION
-                return self.acompletion(api_base=completion_url, data=data, headers=headers, model_response=model_response, task=task, encoding=encoding, input_text=input_text, model=model, optional_params=optional_params, timeout=timeout)  # type: ignore
+                return self.async_completion(
+                    model=model,
+                    messages=messages,
+                    data=data,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    encoding=encoding,
+                    api_key=api_key,
+                    logging_obj=logging_obj,
+                    optional_params=optional_params,
+                    stream=False,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    headers=headers,
+                )  # type: ignore
 
         ### SYNC STREAMING
-        if "stream" in optional_params and optional_params["stream"] == True:
+        if stream == True:
             response = requests.post(
                 completion_url,
                 headers=headers,
                 data=json.dumps(data),
-                stream=optional_params["stream"],
+                stream=stream,
+            )
+            response = CustomStreamWrapper(
+                response.iter_lines(),
+                model,
+                custom_llm_provider="predibase",
+                logging_obj=logging_obj,
             )
-            return response.iter_lines()
+            return response
         ### SYNC COMPLETION
         else:
-            payload = json.dumps(
-                {
-                    "inputs": "What is your name?",
-                    "parameters": {"max_new_tokens": 20, "temperature": 0.1},
-                }
-                # data
-            )
             response = requests.post(
-                url="https://serving.app.predibase.com/c4768f95/deployments/v2/llms/llama-3-8b-instruct/generate",
+                url=completion_url,
                 headers=headers,
-                data=payload,
+                data=json.dumps(data),
             )
 
         return self.process_response(
@@ -404,14 +440,80 @@ def completion(
             encoding=encoding,
         )
 
-    async def async_completion(self):
-        pass
+    async def async_completion(
+        self,
+        model: str,
+        messages: list,
+        api_base: str,
+        model_response: ModelResponse,
+        print_verbose: Callable,
+        encoding,
+        api_key,
+        logging_obj,
+        stream,
+        data: dict,
+        optional_params: dict,
+        litellm_params=None,
+        logger_fn=None,
+        headers={},
+    ) -> ModelResponse:
 
-    async def async_streaming(self):
-        pass
+        response = await self.async_handler.post(
+            api_base, headers=headers, data=json.dumps(data)
+        )
+        return self.process_response(
+            model=model,
+            response=response,
+            model_response=model_response,
+            stream=stream,
+            logging_obj=logging_obj,
+            api_key=api_key,
+            data=data,
+            messages=messages,
+            print_verbose=print_verbose,
+            optional_params=optional_params,
+            encoding=encoding,
+        )
 
-    def streaming(self):
-        pass
+    async def async_streaming(
+        self,
+        model: str,
+        messages: list,
+        api_base: str,
+        model_response: ModelResponse,
+        print_verbose: Callable,
+        encoding,
+        api_key,
+        logging_obj,
+        data: dict,
+        optional_params=None,
+        litellm_params=None,
+        logger_fn=None,
+        headers={},
+    ) -> CustomStreamWrapper:
+
+        data["stream"] = True
+        response = await self.async_handler.post(
+            url="https://serving.app.predibase.com/c4768f95/deployments/v2/llms/llama-3-8b-instruct/generate_stream",
+            headers=headers,
+            data=json.dumps(data),
+            stream=True,
+        )
+
+        if response.status_code != 200:
+            raise PredibaseError(
+                status_code=response.status_code, message=response.text
+            )
+
+        completion_stream = response.aiter_lines()
+
+        streamwrapper = CustomStreamWrapper(
+            completion_stream=completion_stream,
+            model=model,
+            custom_llm_provider="predibase",
+            logging_obj=logging_obj,
+        )
+        return streamwrapper
 
     def embedding(self, *args, **kwargs):
         pass
diff --git a/litellm/main.py b/litellm/main.py
index f634fd16d940..cec49d35f7e5 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -320,6 +320,7 @@ async def acompletion(
             or custom_llm_provider == "gemini"
             or custom_llm_provider == "sagemaker"
             or custom_llm_provider == "anthropic"
+            or custom_llm_provider == "predibase"
             or custom_llm_provider in litellm.openai_compatible_providers
         ):  # currently implemented aiohttp calls for just azure, openai, hf, ollama, vertex ai soon all.
             init_response = await loop.run_in_executor(None, func_with_context)
@@ -1831,12 +1832,6 @@ def completion(
                 and optional_params["stream"] == True
                 and acompletion == False
             ):
-                response = CustomStreamWrapper(
-                    model_response,
-                    model,
-                    custom_llm_provider="predibase",
-                    logging_obj=logging,
-                )
                 return response
             response = model_response
         elif custom_llm_provider == "ai21":
diff --git a/litellm/tests/log.txt b/litellm/tests/log.txt
index 2c76ac9478ce..4d3027355c36 100644
--- a/litellm/tests/log.txt
+++ b/litellm/tests/log.txt
@@ -1,25 +1,6884 @@
 ============================= test session starts ==============================
-platform darwin -- Python 3.11.6, pytest-7.3.1, pluggy-1.3.0
+platform darwin -- Python 3.11.9, pytest-7.3.1, pluggy-1.3.0
 rootdir: /Users/krrishdholakia/Documents/litellm/litellm/tests
 plugins: timeout-2.2.0, asyncio-0.23.2, anyio-3.7.1, xdist-3.3.1
 asyncio: mode=Mode.STRICT
-collected 1 item
-
-test_completion.py Chunks sorted
-token_counter messages received: [{'role': 'user', 'content': 'what is the capital of congo?'}]
-Token Counter - using generic token counter, for model=gemini-1.5-pro-latest
-LiteLLM: Utils - Counting tokens for OpenAI model=gpt-3.5-turbo
-.Token Counter - using generic token counter, for model=gemini-1.5-pro-latest
-LiteLLM: Utils - Counting tokens for OpenAI model=gpt-3.5-turbo
-Looking up model=gemini/gemini-1.5-pro-latest in model_cost_map
-Success: model=gemini/gemini-1.5-pro-latest in model_cost_map
-prompt_tokens=15; completion_tokens=1
-Returned custom cost for model=gemini/gemini-1.5-pro-latest - prompt_tokens_cost_usd_dollar: 0, completion_tokens_cost_usd_dollar: 0
-final cost: 0; prompt_tokens_cost_usd_dollar: 0; completion_tokens_cost_usd_dollar: 0
-                                                     [100%]
+collected 2 items
 
+test_streaming.py .Token Counter - using hugging face token counter, for model=llama-3-8b-instruct
+Looking up model=llama-3-8b-instruct in model_cost_map
+F                                                     [100%]
+
+=================================== FAILURES ===================================
+__________________ test_completion_predibase_streaming[True] ___________________
+
+model = 'llama-3-8b-instruct'
+messages = [{'content': 'What is the meaning of life?', 'role': 'user'}]
+timeout = 600.0, temperature = None, top_p = None, n = None, stream = True
+stream_options = None, stop = None, max_tokens = None, presence_penalty = None
+frequency_penalty = None, logit_bias = None, user = None, response_format = None
+seed = None, tools = None, tool_choice = None, logprobs = None
+top_logprobs = None, deployment_id = None, extra_headers = None
+functions = None, function_call = None, base_url = None, api_version = None
+api_key = 'pb_Qg9YbQo7UqqHdu0ozxN_aw', model_list = None
+kwargs = {'api_base': 'https://serving.app.predibase.com', 'litellm_call_id': 'cf0ea464-1b45-4473-8e55-6bf6809df7a7', 'litellm_logging_obj': <litellm.utils.Logging object at 0x10a5cbf50>, 'tenant_id': 'c4768f95'}
+args = {'acompletion': False, 'api_base': None, 'api_key': 'pb_Qg9YbQo7UqqHdu0ozxN_aw', 'api_version': None, ...}
+api_base = None, mock_response = None, force_timeout = 600, logger_fn = None
+verbose = False, custom_llm_provider = 'predibase'
+
+    @client
+    def completion(
+        model: str,
+        # Optional OpenAI params: see https://platform.openai.com/docs/api-reference/chat/create
+        messages: List = [],
+        timeout: Optional[Union[float, str, httpx.Timeout]] = None,
+        temperature: Optional[float] = None,
+        top_p: Optional[float] = None,
+        n: Optional[int] = None,
+        stream: Optional[bool] = None,
+        stream_options: Optional[dict] = None,
+        stop=None,
+        max_tokens: Optional[int] = None,
+        presence_penalty: Optional[float] = None,
+        frequency_penalty: Optional[float] = None,
+        logit_bias: Optional[dict] = None,
+        user: Optional[str] = None,
+        # openai v1.0+ new params
+        response_format: Optional[dict] = None,
+        seed: Optional[int] = None,
+        tools: Optional[List] = None,
+        tool_choice: Optional[str] = None,
+        logprobs: Optional[bool] = None,
+        top_logprobs: Optional[int] = None,
+        deployment_id=None,
+        extra_headers: Optional[dict] = None,
+        # soon to be deprecated params by OpenAI
+        functions: Optional[List] = None,
+        function_call: Optional[str] = None,
+        # set api_base, api_version, api_key
+        base_url: Optional[str] = None,
+        api_version: Optional[str] = None,
+        api_key: Optional[str] = None,
+        model_list: Optional[list] = None,  # pass in a list of api_base,keys, etc.
+        # Optional liteLLM function params
+        **kwargs,
+    ) -> Union[ModelResponse, CustomStreamWrapper]:
+        """
+        Perform a completion() using any of litellm supported llms (example gpt-4, gpt-3.5-turbo, claude-2, command-nightly)
+        Parameters:
+            model (str): The name of the language model to use for text completion. see all supported LLMs: https://docs.litellm.ai/docs/providers/
+            messages (List): A list of message objects representing the conversation context (default is an empty list).
+    
+            OPTIONAL PARAMS
+            functions (List, optional): A list of functions to apply to the conversation messages (default is an empty list).
+            function_call (str, optional): The name of the function to call within the conversation (default is an empty string).
+            temperature (float, optional): The temperature parameter for controlling the randomness of the output (default is 1.0).
+            top_p (float, optional): The top-p parameter for nucleus sampling (default is 1.0).
+            n (int, optional): The number of completions to generate (default is 1).
+            stream (bool, optional): If True, return a streaming response (default is False).
+            stream_options (dict, optional): A dictionary containing options for the streaming response. Only set this when you set stream: true.
+            stop(string/list, optional): - Up to 4 sequences where the LLM API will stop generating further tokens.
+            max_tokens (integer, optional): The maximum number of tokens in the generated completion (default is infinity).
+            presence_penalty (float, optional): It is used to penalize new tokens based on their existence in the text so far.
+            frequency_penalty: It is used to penalize new tokens based on their frequency in the text so far.
+            logit_bias (dict, optional): Used to modify the probability of specific tokens appearing in the completion.
+            user (str, optional):  A unique identifier representing your end-user. This can help the LLM provider to monitor and detect abuse.
+            logprobs (bool, optional): Whether to return log probabilities of the output tokens or not. If true, returns the log probabilities of each output token returned in the content of message
+            top_logprobs (int, optional): An integer between 0 and 5 specifying the number of most likely tokens to return at each token position, each with an associated log probability. logprobs must be set to true if this parameter is used.
+            metadata (dict, optional): Pass in additional metadata to tag your completion calls - eg. prompt version, details, etc.
+            api_base (str, optional): Base URL for the API (default is None).
+            api_version (str, optional): API version (default is None).
+            api_key (str, optional): API key (default is None).
+            model_list (list, optional): List of api base, version, keys
+            extra_headers (dict, optional): Additional headers to include in the request.
+    
+            LITELLM Specific Params
+            mock_response (str, optional): If provided, return a mock completion response for testing or debugging purposes (default is None).
+            custom_llm_provider (str, optional): Used for Non-OpenAI LLMs, Example usage for bedrock, set model="amazon.titan-tg1-large" and custom_llm_provider="bedrock"
+            max_retries (int, optional): The number of retries to attempt (default is 0).
+        Returns:
+            ModelResponse: A response object containing the generated completion and associated metadata.
+    
+        Note:
+            - This function is used to perform completions() using the specified language model.
+            - It supports various optional parameters for customizing the completion behavior.
+            - If 'mock_response' is provided, a mock completion response is returned for testing or debugging.
+        """
+        ######### unpacking kwargs #####################
+        args = locals()
+        api_base = kwargs.get("api_base", None)
+        mock_response = kwargs.get("mock_response", None)
+        force_timeout = kwargs.get("force_timeout", 600)  ## deprecated
+        logger_fn = kwargs.get("logger_fn", None)
+        verbose = kwargs.get("verbose", False)
+        custom_llm_provider = kwargs.get("custom_llm_provider", None)
+        litellm_logging_obj = kwargs.get("litellm_logging_obj", None)
+        id = kwargs.get("id", None)
+        metadata = kwargs.get("metadata", None)
+        model_info = kwargs.get("model_info", None)
+        proxy_server_request = kwargs.get("proxy_server_request", None)
+        fallbacks = kwargs.get("fallbacks", None)
+        headers = kwargs.get("headers", None)
+        num_retries = kwargs.get("num_retries", None)  ## deprecated
+        max_retries = kwargs.get("max_retries", None)
+        context_window_fallback_dict = kwargs.get("context_window_fallback_dict", None)
+        organization = kwargs.get("organization", None)
+        ### CUSTOM MODEL COST ###
+        input_cost_per_token = kwargs.get("input_cost_per_token", None)
+        output_cost_per_token = kwargs.get("output_cost_per_token", None)
+        input_cost_per_second = kwargs.get("input_cost_per_second", None)
+        output_cost_per_second = kwargs.get("output_cost_per_second", None)
+        ### CUSTOM PROMPT TEMPLATE ###
+        initial_prompt_value = kwargs.get("initial_prompt_value", None)
+        roles = kwargs.get("roles", None)
+        final_prompt_value = kwargs.get("final_prompt_value", None)
+        bos_token = kwargs.get("bos_token", None)
+        eos_token = kwargs.get("eos_token", None)
+        preset_cache_key = kwargs.get("preset_cache_key", None)
+        hf_model_name = kwargs.get("hf_model_name", None)
+        supports_system_message = kwargs.get("supports_system_message", None)
+        ### TEXT COMPLETION CALLS ###
+        text_completion = kwargs.get("text_completion", False)
+        atext_completion = kwargs.get("atext_completion", False)
+        ### ASYNC CALLS ###
+        acompletion = kwargs.get("acompletion", False)
+        client = kwargs.get("client", None)
+        ### Admin Controls ###
+        no_log = kwargs.get("no-log", False)
+        ######## end of unpacking kwargs ###########
+        openai_params = [
+            "functions",
+            "function_call",
+            "temperature",
+            "temperature",
+            "top_p",
+            "n",
+            "stream",
+            "stream_options",
+            "stop",
+            "max_tokens",
+            "presence_penalty",
+            "frequency_penalty",
+            "logit_bias",
+            "user",
+            "request_timeout",
+            "api_base",
+            "api_version",
+            "api_key",
+            "deployment_id",
+            "organization",
+            "base_url",
+            "default_headers",
+            "timeout",
+            "response_format",
+            "seed",
+            "tools",
+            "tool_choice",
+            "max_retries",
+            "logprobs",
+            "top_logprobs",
+            "extra_headers",
+        ]
+        litellm_params = [
+            "metadata",
+            "acompletion",
+            "atext_completion",
+            "text_completion",
+            "caching",
+            "mock_response",
+            "api_key",
+            "api_version",
+            "api_base",
+            "force_timeout",
+            "logger_fn",
+            "verbose",
+            "custom_llm_provider",
+            "litellm_logging_obj",
+            "litellm_call_id",
+            "use_client",
+            "id",
+            "fallbacks",
+            "azure",
+            "headers",
+            "model_list",
+            "num_retries",
+            "context_window_fallback_dict",
+            "retry_policy",
+            "roles",
+            "final_prompt_value",
+            "bos_token",
+            "eos_token",
+            "request_timeout",
+            "complete_response",
+            "self",
+            "client",
+            "rpm",
+            "tpm",
+            "max_parallel_requests",
+            "input_cost_per_token",
+            "output_cost_per_token",
+            "input_cost_per_second",
+            "output_cost_per_second",
+            "hf_model_name",
+            "model_info",
+            "proxy_server_request",
+            "preset_cache_key",
+            "caching_groups",
+            "ttl",
+            "cache",
+            "no-log",
+            "base_model",
+            "stream_timeout",
+            "supports_system_message",
+            "region_name",
+            "allowed_model_region",
+        ]
+        default_params = openai_params + litellm_params
+        non_default_params = {
+            k: v for k, v in kwargs.items() if k not in default_params
+        }  # model-specific params - pass them straight to the model/provider
+    
+        ### TIMEOUT LOGIC ###
+        timeout = timeout or kwargs.get("request_timeout", 600) or 600
+        # set timeout for 10 minutes by default
+    
+        if (
+            timeout is not None
+            and isinstance(timeout, httpx.Timeout)
+            and supports_httpx_timeout(custom_llm_provider) == False
+        ):
+            read_timeout = timeout.read or 600
+            timeout = read_timeout  # default 10 min timeout
+        elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+            timeout = float(timeout)  # type: ignore
+    
+        try:
+            if base_url is not None:
+                api_base = base_url
+            if max_retries is not None:  # openai allows openai.OpenAI(max_retries=3)
+                num_retries = max_retries
+            logging = litellm_logging_obj
+            fallbacks = fallbacks or litellm.model_fallbacks
+            if fallbacks is not None:
+                return completion_with_fallbacks(**args)
+            if model_list is not None:
+                deployments = [
+                    m["litellm_params"] for m in model_list if m["model_name"] == model
+                ]
+                return batch_completion_models(deployments=deployments, **args)
+            if litellm.model_alias_map and model in litellm.model_alias_map:
+                model = litellm.model_alias_map[
+                    model
+                ]  # update the model to the actual value if an alias has been passed in
+            model_response = ModelResponse()
+            setattr(model_response, "usage", litellm.Usage())
+            if (
+                kwargs.get("azure", False) == True
+            ):  # don't remove flag check, to remain backwards compatible for repos like Codium
+                custom_llm_provider = "azure"
+            if deployment_id != None:  # azure llms
+                model = deployment_id
+                custom_llm_provider = "azure"
+            model, custom_llm_provider, dynamic_api_key, api_base = get_llm_provider(
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+                api_base=api_base,
+                api_key=api_key,
+            )
+            if model_response is not None and hasattr(model_response, "_hidden_params"):
+                model_response._hidden_params["custom_llm_provider"] = custom_llm_provider
+                model_response._hidden_params["region_name"] = kwargs.get(
+                    "aws_region_name", None
+                )  # support region-based pricing for bedrock
+    
+            ### REGISTER CUSTOM MODEL PRICING -- IF GIVEN ###
+            if input_cost_per_token is not None and output_cost_per_token is not None:
+                print_verbose(f"Registering model={model} in model cost map")
+                litellm.register_model(
+                    {
+                        f"{custom_llm_provider}/{model}": {
+                            "input_cost_per_token": input_cost_per_token,
+                            "output_cost_per_token": output_cost_per_token,
+                            "litellm_provider": custom_llm_provider,
+                        },
+                        model: {
+                            "input_cost_per_token": input_cost_per_token,
+                            "output_cost_per_token": output_cost_per_token,
+                            "litellm_provider": custom_llm_provider,
+                        },
+                    }
+                )
+            elif (
+                input_cost_per_second is not None
+            ):  # time based pricing just needs cost in place
+                output_cost_per_second = output_cost_per_second
+                litellm.register_model(
+                    {
+                        f"{custom_llm_provider}/{model}": {
+                            "input_cost_per_second": input_cost_per_second,
+                            "output_cost_per_second": output_cost_per_second,
+                            "litellm_provider": custom_llm_provider,
+                        },
+                        model: {
+                            "input_cost_per_second": input_cost_per_second,
+                            "output_cost_per_second": output_cost_per_second,
+                            "litellm_provider": custom_llm_provider,
+                        },
+                    }
+                )
+            ### BUILD CUSTOM PROMPT TEMPLATE -- IF GIVEN ###
+            custom_prompt_dict = {}  # type: ignore
+            if (
+                initial_prompt_value
+                or roles
+                or final_prompt_value
+                or bos_token
+                or eos_token
+            ):
+                custom_prompt_dict = {model: {}}
+                if initial_prompt_value:
+                    custom_prompt_dict[model]["initial_prompt_value"] = initial_prompt_value
+                if roles:
+                    custom_prompt_dict[model]["roles"] = roles
+                if final_prompt_value:
+                    custom_prompt_dict[model]["final_prompt_value"] = final_prompt_value
+                if bos_token:
+                    custom_prompt_dict[model]["bos_token"] = bos_token
+                if eos_token:
+                    custom_prompt_dict[model]["eos_token"] = eos_token
+    
+            if (
+                supports_system_message is not None
+                and isinstance(supports_system_message, bool)
+                and supports_system_message == False
+            ):
+                messages = map_system_message_pt(messages=messages)
+            model_api_key = get_api_key(
+                llm_provider=custom_llm_provider, dynamic_api_key=api_key
+            )  # get the api key from the environment if required for the model
+    
+            if dynamic_api_key is not None:
+                api_key = dynamic_api_key
+            # check if user passed in any of the OpenAI optional params
+            optional_params = get_optional_params(
+                functions=functions,
+                function_call=function_call,
+                temperature=temperature,
+                top_p=top_p,
+                n=n,
+                stream=stream,
+                stream_options=stream_options,
+                stop=stop,
+                max_tokens=max_tokens,
+                presence_penalty=presence_penalty,
+                frequency_penalty=frequency_penalty,
+                logit_bias=logit_bias,
+                user=user,
+                # params to identify the model
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+                response_format=response_format,
+                seed=seed,
+                tools=tools,
+                tool_choice=tool_choice,
+                max_retries=max_retries,
+                logprobs=logprobs,
+                top_logprobs=top_logprobs,
+                extra_headers=extra_headers,
+                **non_default_params,
+            )
+    
+            if litellm.add_function_to_prompt and optional_params.get(
+                "functions_unsupported_model", None
+            ):  # if user opts to add it to prompt, when API doesn't support function calling
+                functions_unsupported_model = optional_params.pop(
+                    "functions_unsupported_model"
+                )
+                messages = function_call_prompt(
+                    messages=messages, functions=functions_unsupported_model
+                )
+    
+            # For logging - save the values of the litellm-specific params passed in
+            litellm_params = get_litellm_params(
+                acompletion=acompletion,
+                api_key=api_key,
+                force_timeout=force_timeout,
+                logger_fn=logger_fn,
+                verbose=verbose,
+                custom_llm_provider=custom_llm_provider,
+                api_base=api_base,
+                litellm_call_id=kwargs.get("litellm_call_id", None),
+                model_alias_map=litellm.model_alias_map,
+                completion_call_id=id,
+                metadata=metadata,
+                model_info=model_info,
+                proxy_server_request=proxy_server_request,
+                preset_cache_key=preset_cache_key,
+                no_log=no_log,
+            )
+            logging.update_environment_variables(
+                model=model,
+                user=user,
+                optional_params=optional_params,
+                litellm_params=litellm_params,
+            )
+            if mock_response:
+                return mock_completion(
+                    model,
+                    messages,
+                    stream=stream,
+                    mock_response=mock_response,
+                    logging=logging,
+                    acompletion=acompletion,
+                )
+            if custom_llm_provider == "azure":
+                # azure configs
+                api_type = get_secret("AZURE_API_TYPE") or "azure"
+    
+                api_base = api_base or litellm.api_base or get_secret("AZURE_API_BASE")
+    
+                api_version = (
+                    api_version or litellm.api_version or get_secret("AZURE_API_VERSION")
+                )
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.azure_key
+                    or get_secret("AZURE_OPENAI_API_KEY")
+                    or get_secret("AZURE_API_KEY")
+                )
+    
+                azure_ad_token = optional_params.get("extra_body", {}).pop(
+                    "azure_ad_token", None
+                ) or get_secret("AZURE_AD_TOKEN")
+    
+                headers = headers or litellm.headers
+    
+                ## LOAD CONFIG - if set
+                config = litellm.AzureOpenAIConfig.get_config()
+                for k, v in config.items():
+                    if (
+                        k not in optional_params
+                    ):  # completion(top_k=3) > azure_config(top_k=3) <- allows for dynamic variables to be passed in
+                        optional_params[k] = v
+    
+                ## COMPLETION CALL
+                response = azure_chat_completions.completion(
+                    model=model,
+                    messages=messages,
+                    headers=headers,
+                    api_key=api_key,
+                    api_base=api_base,
+                    api_version=api_version,
+                    api_type=api_type,
+                    azure_ad_token=azure_ad_token,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    timeout=timeout,  # type: ignore
+                    client=client,  # pass AsyncAzureOpenAI, AzureOpenAI client
+                )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                        additional_args={
+                            "headers": headers,
+                            "api_version": api_version,
+                            "api_base": api_base,
+                        },
+                    )
+            elif custom_llm_provider == "azure_text":
+                # azure configs
+                api_type = get_secret("AZURE_API_TYPE") or "azure"
+    
+                api_base = api_base or litellm.api_base or get_secret("AZURE_API_BASE")
+    
+                api_version = (
+                    api_version or litellm.api_version or get_secret("AZURE_API_VERSION")
+                )
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.azure_key
+                    or get_secret("AZURE_OPENAI_API_KEY")
+                    or get_secret("AZURE_API_KEY")
+                )
+    
+                azure_ad_token = optional_params.get("extra_body", {}).pop(
+                    "azure_ad_token", None
+                ) or get_secret("AZURE_AD_TOKEN")
+    
+                headers = headers or litellm.headers
+    
+                ## LOAD CONFIG - if set
+                config = litellm.AzureOpenAIConfig.get_config()
+                for k, v in config.items():
+                    if (
+                        k not in optional_params
+                    ):  # completion(top_k=3) > azure_config(top_k=3) <- allows for dynamic variables to be passed in
+                        optional_params[k] = v
+    
+                ## COMPLETION CALL
+                response = azure_text_completions.completion(
+                    model=model,
+                    messages=messages,
+                    headers=headers,
+                    api_key=api_key,
+                    api_base=api_base,
+                    api_version=api_version,
+                    api_type=api_type,
+                    azure_ad_token=azure_ad_token,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    timeout=timeout,
+                    client=client,  # pass AsyncAzureOpenAI, AzureOpenAI client
+                )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                        additional_args={
+                            "headers": headers,
+                            "api_version": api_version,
+                            "api_base": api_base,
+                        },
+                    )
+            elif (
+                model in litellm.open_ai_chat_completion_models
+                or custom_llm_provider == "custom_openai"
+                or custom_llm_provider == "deepinfra"
+                or custom_llm_provider == "perplexity"
+                or custom_llm_provider == "groq"
+                or custom_llm_provider == "deepseek"
+                or custom_llm_provider == "anyscale"
+                or custom_llm_provider == "mistral"
+                or custom_llm_provider == "openai"
+                or custom_llm_provider == "together_ai"
+                or custom_llm_provider in litellm.openai_compatible_providers
+                or "ft:gpt-3.5-turbo" in model  # finetune gpt-3.5-turbo
+            ):  # allow user to make an openai call with a custom base
+                # note: if a user sets a custom base - we should ensure this works
+                # allow for the setting of dynamic and stateful api-bases
+                api_base = (
+                    api_base  # for deepinfra/perplexity/anyscale/groq we check in get_llm_provider and pass in the api base from there
+                    or litellm.api_base
+                    or get_secret("OPENAI_API_BASE")
+                    or "https://api.openai.com/v1"
+                )
+                openai.organization = (
+                    organization
+                    or litellm.organization
+                    or get_secret("OPENAI_ORGANIZATION")
+                    or None  # default - https://github.com/openai/openai-python/blob/284c1799070c723c6a553337134148a7ab088dd8/openai/util.py#L105
+                )
+                # set API KEY
+                api_key = (
+                    api_key
+                    or litellm.api_key  # for deepinfra/perplexity/anyscale we check in get_llm_provider and pass in the api key from there
+                    or litellm.openai_key
+                    or get_secret("OPENAI_API_KEY")
+                )
+    
+                headers = headers or litellm.headers
+    
+                ## LOAD CONFIG - if set
+                config = litellm.OpenAIConfig.get_config()
+                for k, v in config.items():
+                    if (
+                        k not in optional_params
+                    ):  # completion(top_k=3) > openai_config(top_k=3) <- allows for dynamic variables to be passed in
+                        optional_params[k] = v
+    
+                ## COMPLETION CALL
+                try:
+                    response = openai_chat_completions.completion(
+                        model=model,
+                        messages=messages,
+                        headers=headers,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        api_key=api_key,
+                        api_base=api_base,
+                        acompletion=acompletion,
+                        logging_obj=logging,
+                        optional_params=optional_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        timeout=timeout,  # type: ignore
+                        custom_prompt_dict=custom_prompt_dict,
+                        client=client,  # pass AsyncOpenAI, OpenAI client
+                        organization=organization,
+                        custom_llm_provider=custom_llm_provider,
+                    )
+                except Exception as e:
+                    ## LOGGING - log the original exception returned
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=str(e),
+                        additional_args={"headers": headers},
+                    )
+                    raise e
+    
+                if optional_params.get("stream", False):
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                        additional_args={"headers": headers},
+                    )
+            elif (
+                custom_llm_provider == "text-completion-openai"
+                or "ft:babbage-002" in model
+                or "ft:davinci-002" in model  # support for finetuned completion models
+            ):
+                openai.api_type = "openai"
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("OPENAI_API_BASE")
+                    or "https://api.openai.com/v1"
+                )
+    
+                openai.api_version = None
+                # set API KEY
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.openai_key
+                    or get_secret("OPENAI_API_KEY")
+                )
+    
+                headers = headers or litellm.headers
+    
+                ## LOAD CONFIG - if set
+                config = litellm.OpenAITextCompletionConfig.get_config()
+                for k, v in config.items():
+                    if (
+                        k not in optional_params
+                    ):  # completion(top_k=3) > openai_text_config(top_k=3) <- allows for dynamic variables to be passed in
+                        optional_params[k] = v
+                if litellm.organization:
+                    openai.organization = litellm.organization
+    
+                if (
+                    len(messages) > 0
+                    and "content" in messages[0]
+                    and type(messages[0]["content"]) == list
+                ):
+                    # text-davinci-003 can accept a string or array, if it's an array, assume the array is set in messages[0]['content']
+                    # https://platform.openai.com/docs/api-reference/completions/create
+                    prompt = messages[0]["content"]
+                else:
+                    prompt = " ".join([message["content"] for message in messages])  # type: ignore
+    
+                ## COMPLETION CALL
+                _response = openai_text_completions.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    api_key=api_key,
+                    api_base=api_base,
+                    acompletion=acompletion,
+                    client=client,  # pass AsyncOpenAI, OpenAI client
+                    logging_obj=logging,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    timeout=timeout,  # type: ignore
+                )
+    
+                if (
+                    optional_params.get("stream", False) == False
+                    and acompletion == False
+                    and text_completion == False
+                ):
+                    # convert to chat completion response
+                    _response = litellm.OpenAITextCompletionConfig().convert_to_chat_model_response_object(
+                        response_object=_response, model_response_object=model_response
+                    )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=_response,
+                        additional_args={"headers": headers},
+                    )
+                response = _response
+            elif (
+                "replicate" in model
+                or custom_llm_provider == "replicate"
+                or model in litellm.replicate_models
+            ):
+                # Setting the relevant API KEY for replicate, replicate defaults to using os.environ.get("REPLICATE_API_TOKEN")
+                replicate_key = None
+                replicate_key = (
+                    api_key
+                    or litellm.replicate_key
+                    or litellm.api_key
+                    or get_secret("REPLICATE_API_KEY")
+                    or get_secret("REPLICATE_API_TOKEN")
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("REPLICATE_API_BASE")
+                    or "https://api.replicate.com/v1"
+                )
+    
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+    
+                model_response = replicate.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,  # for calculating input/output tokens
+                    api_key=replicate_key,
+                    logging_obj=logging,
+                    custom_prompt_dict=custom_prompt_dict,
+                )
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    model_response = CustomStreamWrapper(model_response, model, logging_obj=logging, custom_llm_provider="replicate")  # type: ignore
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=replicate_key,
+                        original_response=model_response,
+                    )
+    
+                response = model_response
+    
+            elif custom_llm_provider == "anthropic":
+                api_key = (
+                    api_key
+                    or litellm.anthropic_key
+                    or litellm.api_key
+                    or os.environ.get("ANTHROPIC_API_KEY")
+                )
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+    
+                if (model == "claude-2") or (model == "claude-instant-1"):
+                    # call anthropic /completion, only use this route for claude-2, claude-instant-1
+                    api_base = (
+                        api_base
+                        or litellm.api_base
+                        or get_secret("ANTHROPIC_API_BASE")
+                        or "https://api.anthropic.com/v1/complete"
+                    )
+                    response = anthropic_text_completions.completion(
+                        model=model,
+                        messages=messages,
+                        api_base=api_base,
+                        acompletion=acompletion,
+                        custom_prompt_dict=litellm.custom_prompt_dict,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        optional_params=optional_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        encoding=encoding,  # for calculating input/output tokens
+                        api_key=api_key,
+                        logging_obj=logging,
+                        headers=headers,
+                    )
+                else:
+                    # call /messages
+                    # default route for all anthropic models
+                    api_base = (
+                        api_base
+                        or litellm.api_base
+                        or get_secret("ANTHROPIC_API_BASE")
+                        or "https://api.anthropic.com/v1/messages"
+                    )
+                    response = anthropic_chat_completions.completion(
+                        model=model,
+                        messages=messages,
+                        api_base=api_base,
+                        acompletion=acompletion,
+                        custom_prompt_dict=litellm.custom_prompt_dict,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        optional_params=optional_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        encoding=encoding,  # for calculating input/output tokens
+                        api_key=api_key,
+                        logging_obj=logging,
+                        headers=headers,
+                    )
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                    )
+                response = response
+            elif custom_llm_provider == "nlp_cloud":
+                nlp_cloud_key = (
+                    api_key
+                    or litellm.nlp_cloud_key
+                    or get_secret("NLP_CLOUD_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("NLP_CLOUD_API_BASE")
+                    or "https://api.nlpcloud.io/v1/gpu/"
+                )
+    
+                response = nlp_cloud.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=nlp_cloud_key,
+                    logging_obj=logging,
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        response,
+                        model,
+                        custom_llm_provider="nlp_cloud",
+                        logging_obj=logging,
+                    )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                    )
+    
+                response = response
+            elif custom_llm_provider == "aleph_alpha":
+                aleph_alpha_key = (
+                    api_key
+                    or litellm.aleph_alpha_key
+                    or get_secret("ALEPH_ALPHA_API_KEY")
+                    or get_secret("ALEPHALPHA_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("ALEPH_ALPHA_API_BASE")
+                    or "https://api.aleph-alpha.com/complete"
+                )
+    
+                model_response = aleph_alpha.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    default_max_tokens_to_sample=litellm.max_tokens,
+                    api_key=aleph_alpha_key,
+                    logging_obj=logging,  # model call logging done inside the class as we make need to modify I/O to fit aleph alpha's requirements
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="aleph_alpha",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "cohere":
+                cohere_key = (
+                    api_key
+                    or litellm.cohere_key
+                    or get_secret("COHERE_API_KEY")
+                    or get_secret("CO_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("COHERE_API_BASE")
+                    or "https://api.cohere.ai/v1/generate"
+                )
+    
+                model_response = cohere.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=cohere_key,
+                    logging_obj=logging,  # model call logging done inside the class as we make need to modify I/O to fit aleph alpha's requirements
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="cohere",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "cohere_chat":
+                cohere_key = (
+                    api_key
+                    or litellm.cohere_key
+                    or get_secret("COHERE_API_KEY")
+                    or get_secret("CO_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("COHERE_API_BASE")
+                    or "https://api.cohere.ai/v1/chat"
+                )
+    
+                model_response = cohere_chat.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=cohere_key,
+                    logging_obj=logging,  # model call logging done inside the class as we make need to modify I/O to fit aleph alpha's requirements
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="cohere_chat",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "maritalk":
+                maritalk_key = (
+                    api_key
+                    or litellm.maritalk_key
+                    or get_secret("MARITALK_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("MARITALK_API_BASE")
+                    or "https://chat.maritaca.ai/api/chat/inference"
+                )
+    
+                model_response = maritalk.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=maritalk_key,
+                    logging_obj=logging,
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="maritalk",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "huggingface":
+                custom_llm_provider = "huggingface"
+                huggingface_key = (
+                    api_key
+                    or litellm.huggingface_key
+                    or os.environ.get("HF_TOKEN")
+                    or os.environ.get("HUGGINGFACE_API_KEY")
+                    or litellm.api_key
+                )
+                hf_headers = headers or litellm.headers
+    
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+                model_response = huggingface.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,  # type: ignore
+                    headers=hf_headers,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=huggingface_key,
+                    acompletion=acompletion,
+                    logging_obj=logging,
+                    custom_prompt_dict=custom_prompt_dict,
+                    timeout=timeout,  # type: ignore
+                )
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and acompletion is False
+                ):
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="huggingface",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "oobabooga":
+                custom_llm_provider = "oobabooga"
+                model_response = oobabooga.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    api_base=api_base,  # type: ignore
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    api_key=None,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                )
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="oobabooga",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "openrouter":
+                api_base = api_base or litellm.api_base or "https://openrouter.ai/api/v1"
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.openrouter_key
+                    or get_secret("OPENROUTER_API_KEY")
+                    or get_secret("OR_API_KEY")
+                )
+    
+                openrouter_site_url = get_secret("OR_SITE_URL") or "https://litellm.ai"
+    
+                openrouter_app_name = get_secret("OR_APP_NAME") or "liteLLM"
+    
+                headers = (
+                    headers
+                    or litellm.headers
+                    or {
+                        "HTTP-Referer": openrouter_site_url,
+                        "X-Title": openrouter_app_name,
+                    }
+                )
+    
+                ## Load Config
+                config = openrouter.OpenrouterConfig.get_config()
+                for k, v in config.items():
+                    if k == "extra_body":
+                        # we use openai 'extra_body' to pass openrouter specific params - transforms, route, models
+                        if "extra_body" in optional_params:
+                            optional_params[k].update(v)
+                        else:
+                            optional_params[k] = v
+                    elif k not in optional_params:
+                        optional_params[k] = v
+    
+                data = {"model": model, "messages": messages, **optional_params}
+    
+                ## COMPLETION CALL
+                response = openai_chat_completions.completion(
+                    model=model,
+                    messages=messages,
+                    headers=headers,
+                    api_key=api_key,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    timeout=timeout,  # type: ignore
+                )
+                ## LOGGING
+                logging.post_call(
+                    input=messages, api_key=openai.api_key, original_response=response
+                )
+            elif (
+                custom_llm_provider == "together_ai"
+                or ("togethercomputer" in model)
+                or (model in litellm.together_ai_models)
+            ):
+                """
+                Deprecated. We now do together ai calls via the openai client - https://docs.together.ai/docs/openai-api-compatibility
+                """
+                custom_llm_provider = "together_ai"
+                together_ai_key = (
+                    api_key
+                    or litellm.togetherai_api_key
+                    or get_secret("TOGETHER_AI_TOKEN")
+                    or get_secret("TOGETHERAI_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("TOGETHERAI_API_BASE")
+                    or "https://api.together.xyz/inference"
+                )
+    
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+    
+                model_response = together_ai.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=together_ai_key,
+                    logging_obj=logging,
+                    custom_prompt_dict=custom_prompt_dict,
+                )
+                if (
+                    "stream_tokens" in optional_params
+                    and optional_params["stream_tokens"] == True
+                ):
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="together_ai",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "palm":
+                palm_api_key = api_key or get_secret("PALM_API_KEY") or litellm.api_key
+    
+                # palm does not support streaming as yet :(
+                model_response = palm.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=palm_api_key,
+                    logging_obj=logging,
+                )
+                # fake palm streaming
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # fake streaming for palm
+                    resp_string = model_response["choices"][0]["message"]["content"]
+                    response = CustomStreamWrapper(
+                        resp_string, model, custom_llm_provider="palm", logging_obj=logging
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "gemini":
+                gemini_api_key = (
+                    api_key
+                    or get_secret("GEMINI_API_KEY")
+                    or get_secret("PALM_API_KEY")  # older palm api key should also work
+                    or litellm.api_key
+                )
+    
+                # palm does not support streaming as yet :(
+                model_response = gemini.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=gemini_api_key,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    custom_prompt_dict=custom_prompt_dict,
+                )
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and acompletion == False
+                ):
+                    response = CustomStreamWrapper(
+                        iter(model_response),
+                        model,
+                        custom_llm_provider="gemini",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "vertex_ai":
+                vertex_ai_project = (
+                    optional_params.pop("vertex_project", None)
+                    or optional_params.pop("vertex_ai_project", None)
+                    or litellm.vertex_project
+                    or get_secret("VERTEXAI_PROJECT")
+                )
+                vertex_ai_location = (
+                    optional_params.pop("vertex_location", None)
+                    or optional_params.pop("vertex_ai_location", None)
+                    or litellm.vertex_location
+                    or get_secret("VERTEXAI_LOCATION")
+                )
+                vertex_credentials = (
+                    optional_params.pop("vertex_credentials", None)
+                    or optional_params.pop("vertex_ai_credentials", None)
+                    or get_secret("VERTEXAI_CREDENTIALS")
+                )
+                new_params = deepcopy(optional_params)
+                if "claude-3" in model:
+                    model_response = vertex_ai_anthropic.completion(
+                        model=model,
+                        messages=messages,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        optional_params=new_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        encoding=encoding,
+                        vertex_location=vertex_ai_location,
+                        vertex_project=vertex_ai_project,
+                        vertex_credentials=vertex_credentials,
+                        logging_obj=logging,
+                        acompletion=acompletion,
+                    )
+                else:
+                    model_response = vertex_ai.completion(
+                        model=model,
+                        messages=messages,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        optional_params=new_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        encoding=encoding,
+                        vertex_location=vertex_ai_location,
+                        vertex_project=vertex_ai_project,
+                        vertex_credentials=vertex_credentials,
+                        logging_obj=logging,
+                        acompletion=acompletion,
+                    )
+    
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and acompletion == False
+                ):
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="vertex_ai",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "predibase":
+                tenant_id = (
+                    optional_params.pop("tenant_id", None)
+                    or optional_params.pop("predibase_tenant_id", None)
+                    or litellm.predibase_tenant_id
+                    or get_secret("PREDIBASE_TENANT_ID")
+                )
+    
+                api_base = (
+                    optional_params.pop("api_base", None)
+                    or optional_params.pop("base_url", None)
+                    or litellm.api_base
+                    or get_secret("PREDIBASE_API_BASE")
+                )
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.predibase_key
+                    or get_secret("PREDIBASE_API_KEY")
+                )
+    
+>               model_response = predibase_chat_completions.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    api_base=api_base,
+                    custom_prompt_dict=custom_prompt_dict,
+                    api_key=api_key,
+                    tenant_id=tenant_id,
+                )
+
+../main.py:1813: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+self = <litellm.llms.predibase.PredibaseChatCompletion object at 0x108b4e990>
+model = 'llama-3-8b-instruct'
+messages = [{'content': 'What is the meaning of life?', 'role': 'user'}]
+api_base = None, custom_prompt_dict = {}
+model_response = ModelResponse(id='chatcmpl-755fcb98-22ba-46a2-9d6d-1a85b4363e98', choices=[Choices(finish_reason='stop', index=0, mess... role='assistant'))], created=1715301477, model=None, object='chat.completion', system_fingerprint=None, usage=Usage())
+print_verbose = <function print_verbose at 0x108a5bf60>
+encoding = <Encoding 'cl100k_base'>, api_key = 'pb_Qg9YbQo7UqqHdu0ozxN_aw'
+logging_obj = <litellm.utils.Logging object at 0x10a5cbf50>
+optional_params = {'details': True, 'max_new_tokens': 256, 'return_full_text': False}
+tenant_id = 'c4768f95', acompletion = False
+litellm_params = {'acompletion': False, 'api_base': 'https://serving.app.predibase.com/c4768f95/deployments/v2/llms/llama-3-8b-instruct/generate_stream', 'api_key': 'pb_Qg9YbQo7UqqHdu0ozxN_aw', 'completion_call_id': None, ...}
+logger_fn = None
+headers = {'Authorization': 'Bearer pb_Qg9YbQo7UqqHdu0ozxN_aw', 'content-type': 'application/json'}
+
+    def completion(
+        self,
+        model: str,
+        messages: list,
+        api_base: str,
+        custom_prompt_dict: dict,
+        model_response: ModelResponse,
+        print_verbose: Callable,
+        encoding,
+        api_key: str,
+        logging_obj,
+        optional_params: dict,
+        tenant_id: str,
+        acompletion=None,
+        litellm_params=None,
+        logger_fn=None,
+        headers: dict = {},
+    ) -> Union[ModelResponse, CustomStreamWrapper]:
+        headers = self.validate_environment(api_key, headers)
+        completion_url = ""
+        input_text = ""
+        base_url = "https://serving.app.predibase.com"
+        if "https" in model:
+            completion_url = model
+        elif api_base:
+            base_url = api_base
+        elif "PREDIBASE_API_BASE" in os.environ:
+            base_url = os.getenv("PREDIBASE_API_BASE", "")
+    
+        completion_url = f"{base_url}/{tenant_id}/deployments/v2/llms/{model}"
+    
+        if optional_params.get("stream", False) == True:
+            completion_url += "/generate_stream"
+        else:
+            completion_url += "/generate"
+    
+        if model in custom_prompt_dict:
+            # check if the model has a registered custom prompt
+            model_prompt_details = custom_prompt_dict[model]
+            prompt = custom_prompt(
+                role_dict=model_prompt_details["roles"],
+                initial_prompt_value=model_prompt_details["initial_prompt_value"],
+                final_prompt_value=model_prompt_details["final_prompt_value"],
+                messages=messages,
+            )
+        else:
+            prompt = prompt_factory(model=model, messages=messages)
+    
+        ## Load Config
+        config = litellm.PredibaseConfig.get_config()
+        for k, v in config.items():
+            if (
+                k not in optional_params
+            ):  # completion(top_k=3) > anthropic_config(top_k=3) <- allows for dynamic variables to be passed in
+                optional_params[k] = v
+    
+        stream = optional_params.pop("stream", False)
+    
+        data = {
+            "inputs": prompt,
+            "parameters": optional_params,
+        }
+        input_text = prompt
+        ## LOGGING
+        logging_obj.pre_call(
+            input=input_text,
+            api_key=api_key,
+            additional_args={
+                "complete_input_dict": data,
+                "headers": headers,
+                "api_base": completion_url,
+                "acompletion": acompletion,
+            },
+        )
+        ## COMPLETION CALL
+        if acompletion is True:
+            ### ASYNC STREAMING
+            if stream == True:
+                return self.async_streaming(
+                    model=model,
+                    messages=messages,
+                    data=data,
+                    api_base=completion_url,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    encoding=encoding,
+                    api_key=api_key,
+                    logging_obj=logging_obj,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    headers=headers,
+                )  # type: ignore
+            else:
+                ### ASYNC COMPLETION
+                return self.async_completion(
+                    model=model,
+                    messages=messages,
+                    data=data,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    encoding=encoding,
+                    api_key=api_key,
+                    logging_obj=logging_obj,
+                    optional_params=optional_params,
+                    stream=False,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    headers=headers,
+                )  # type: ignore
+    
+        ### SYNC STREAMING
+        if stream == True:
+            response = requests.post(
+                completion_url,
+                headers=headers,
+                data=json.dumps(data),
+>               stream=optional_params["stream"],
+            )
+E           KeyError: 'stream'
+
+../llms/predibase.py:412: KeyError
+
+During handling of the above exception, another exception occurred:
+
+sync_mode = True
+
+    @pytest.mark.parametrize("sync_mode", [True, False])
+    @pytest.mark.asyncio
+    async def test_completion_predibase_streaming(sync_mode):
+        try:
+            litellm.set_verbose = True
+    
+            if sync_mode:
+>               response = completion(
+                    model="predibase/llama-3-8b-instruct",
+                    tenant_id="c4768f95",
+                    api_base="https://serving.app.predibase.com",
+                    api_key=os.getenv("PREDIBASE_API_KEY"),
+                    messages=[{"role": "user", "content": "What is the meaning of life?"}],
+                    stream=True,
+                )
+
+test_streaming.py:317: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+args = ()
+kwargs = {'api_base': 'https://serving.app.predibase.com', 'api_key': 'pb_Qg9YbQo7UqqHdu0ozxN_aw', 'litellm_call_id': 'cf0ea464-1b45-4473-8e55-6bf6809df7a7', 'litellm_logging_obj': <litellm.utils.Logging object at 0x10a5cbf50>, ...}
+result = None, start_time = datetime.datetime(2024, 5, 9, 17, 37, 57, 884661)
+logging_obj = <litellm.utils.Logging object at 0x10a5cbf50>
+call_type = 'completion', model = 'predibase/llama-3-8b-instruct'
+k = 'litellm_logging_obj'
+
+    @wraps(original_function)
+    def wrapper(*args, **kwargs):
+        # DO NOT MOVE THIS. It always needs to run first
+        # Check if this is an async function. If so only execute the async function
+        if (
+            kwargs.get("acompletion", False) == True
+            or kwargs.get("aembedding", False) == True
+            or kwargs.get("aimg_generation", False) == True
+            or kwargs.get("amoderation", False) == True
+            or kwargs.get("atext_completion", False) == True
+            or kwargs.get("atranscription", False) == True
+        ):
+            # [OPTIONAL] CHECK MAX RETRIES / REQUEST
+            if litellm.num_retries_per_request is not None:
+                # check if previous_models passed in as ['litellm_params']['metadata]['previous_models']
+                previous_models = kwargs.get("metadata", {}).get(
+                    "previous_models", None
+                )
+                if previous_models is not None:
+                    if litellm.num_retries_per_request <= len(previous_models):
+                        raise Exception(f"Max retries per request hit!")
+    
+            # MODEL CALL
+            result = original_function(*args, **kwargs)
+            if "stream" in kwargs and kwargs["stream"] == True:
+                if (
+                    "complete_response" in kwargs
+                    and kwargs["complete_response"] == True
+                ):
+                    chunks = []
+                    for idx, chunk in enumerate(result):
+                        chunks.append(chunk)
+                    return litellm.stream_chunk_builder(
+                        chunks, messages=kwargs.get("messages", None)
+                    )
+                else:
+                    return result
+            return result
+    
+        # Prints Exactly what was passed to litellm function - don't execute any logic here - it should just print
+        print_args_passed_to_litellm(original_function, args, kwargs)
+        start_time = datetime.datetime.now()
+        result = None
+        logging_obj = kwargs.get("litellm_logging_obj", None)
+    
+        # only set litellm_call_id if its not in kwargs
+        call_type = original_function.__name__
+        if "litellm_call_id" not in kwargs:
+            kwargs["litellm_call_id"] = str(uuid.uuid4())
+        try:
+            model = args[0] if len(args) > 0 else kwargs["model"]
+        except:
+            model = None
+            if (
+                call_type != CallTypes.image_generation.value
+                and call_type != CallTypes.text_completion.value
+            ):
+                raise ValueError("model param not passed in.")
+    
+        try:
+            if logging_obj is None:
+                logging_obj, kwargs = function_setup(
+                    original_function.__name__, rules_obj, start_time, *args, **kwargs
+                )
+            kwargs["litellm_logging_obj"] = logging_obj
+    
+            # CHECK FOR 'os.environ/' in kwargs
+            for k, v in kwargs.items():
+                if v is not None and isinstance(v, str) and v.startswith("os.environ/"):
+                    kwargs[k] = litellm.get_secret(v)
+            # [OPTIONAL] CHECK BUDGET
+            if litellm.max_budget:
+                if litellm._current_cost > litellm.max_budget:
+                    raise BudgetExceededError(
+                        current_cost=litellm._current_cost,
+                        max_budget=litellm.max_budget,
+                    )
+    
+            # [OPTIONAL] CHECK MAX RETRIES / REQUEST
+            if litellm.num_retries_per_request is not None:
+                # check if previous_models passed in as ['litellm_params']['metadata]['previous_models']
+                previous_models = kwargs.get("metadata", {}).get(
+                    "previous_models", None
+                )
+                if previous_models is not None:
+                    if litellm.num_retries_per_request <= len(previous_models):
+                        raise Exception(f"Max retries per request hit!")
+    
+            # [OPTIONAL] CHECK CACHE
+            print_verbose(
+                f"SYNC kwargs[caching]: {kwargs.get('caching', False)}; litellm.cache: {litellm.cache}; kwargs.get('cache')['no-cache']: {kwargs.get('cache', {}).get('no-cache', False)}"
+            )
+            # if caching is false or cache["no-cache"]==True, don't run this
+            if (
+                (
+                    (
+                        (
+                            kwargs.get("caching", None) is None
+                            and litellm.cache is not None
+                        )
+                        or kwargs.get("caching", False) == True
+                    )
+                    and kwargs.get("cache", {}).get("no-cache", False) != True
+                )
+                and kwargs.get("aembedding", False) != True
+                and kwargs.get("atext_completion", False) != True
+                and kwargs.get("acompletion", False) != True
+                and kwargs.get("aimg_generation", False) != True
+                and kwargs.get("atranscription", False) != True
+            ):  # allow users to control returning cached responses from the completion function
+                # checking cache
+                print_verbose(f"INSIDE CHECKING CACHE")
+                if (
+                    litellm.cache is not None
+                    and str(original_function.__name__)
+                    in litellm.cache.supported_call_types
+                ):
+                    print_verbose(f"Checking Cache")
+                    preset_cache_key = litellm.cache.get_cache_key(*args, **kwargs)
+                    kwargs["preset_cache_key"] = (
+                        preset_cache_key  # for streaming calls, we need to pass the preset_cache_key
+                    )
+                    cached_result = litellm.cache.get_cache(*args, **kwargs)
+                    if cached_result != None:
+                        if "detail" in cached_result:
+                            # implies an error occurred
+                            pass
+                        else:
+                            call_type = original_function.__name__
+                            print_verbose(
+                                f"Cache Response Object routing: call_type - {call_type}; cached_result instace: {type(cached_result)}"
+                            )
+                            if call_type == CallTypes.completion.value and isinstance(
+                                cached_result, dict
+                            ):
+                                cached_result = convert_to_model_response_object(
+                                    response_object=cached_result,
+                                    model_response_object=ModelResponse(),
+                                    stream=kwargs.get("stream", False),
+                                )
+                                if kwargs.get("stream", False) == True:
+                                    cached_result = CustomStreamWrapper(
+                                        completion_stream=cached_result,
+                                        model=model,
+                                        custom_llm_provider="cached_response",
+                                        logging_obj=logging_obj,
+                                    )
+                            elif call_type == CallTypes.embedding.value and isinstance(
+                                cached_result, dict
+                            ):
+                                cached_result = convert_to_model_response_object(
+                                    response_object=cached_result,
+                                    response_type="embedding",
+                                )
+    
+                            # LOG SUCCESS
+                            cache_hit = True
+                            end_time = datetime.datetime.now()
+                            (
+                                model,
+                                custom_llm_provider,
+                                dynamic_api_key,
+                                api_base,
+                            ) = litellm.get_llm_provider(
+                                model=model,
+                                custom_llm_provider=kwargs.get(
+                                    "custom_llm_provider", None
+                                ),
+                                api_base=kwargs.get("api_base", None),
+                                api_key=kwargs.get("api_key", None),
+                            )
+                            print_verbose(
+                                f"Async Wrapper: Completed Call, calling async_success_handler: {logging_obj.async_success_handler}"
+                            )
+                            logging_obj.update_environment_variables(
+                                model=model,
+                                user=kwargs.get("user", None),
+                                optional_params={},
+                                litellm_params={
+                                    "logger_fn": kwargs.get("logger_fn", None),
+                                    "acompletion": False,
+                                    "metadata": kwargs.get("metadata", {}),
+                                    "model_info": kwargs.get("model_info", {}),
+                                    "proxy_server_request": kwargs.get(
+                                        "proxy_server_request", None
+                                    ),
+                                    "preset_cache_key": kwargs.get(
+                                        "preset_cache_key", None
+                                    ),
+                                    "stream_response": kwargs.get(
+                                        "stream_response", {}
+                                    ),
+                                },
+                                input=kwargs.get("messages", ""),
+                                api_key=kwargs.get("api_key", None),
+                                original_response=str(cached_result),
+                                additional_args=None,
+                                stream=kwargs.get("stream", False),
+                            )
+                            threading.Thread(
+                                target=logging_obj.success_handler,
+                                args=(cached_result, start_time, end_time, cache_hit),
+                            ).start()
+                            return cached_result
+    
+            # CHECK MAX TOKENS
+            if (
+                kwargs.get("max_tokens", None) is not None
+                and model is not None
+                and litellm.modify_params
+                == True  # user is okay with params being modified
+                and (
+                    call_type == CallTypes.acompletion.value
+                    or call_type == CallTypes.completion.value
+                )
+            ):
+                try:
+                    base_model = model
+                    if kwargs.get("hf_model_name", None) is not None:
+                        base_model = f"huggingface/{kwargs.get('hf_model_name')}"
+                    max_output_tokens = (
+                        get_max_tokens(model=base_model) or 4096
+                    )  # assume min context window is 4k tokens
+                    user_max_tokens = kwargs.get("max_tokens")
+                    ## Scenario 1: User limit + prompt > model limit
+                    messages = None
+                    if len(args) > 1:
+                        messages = args[1]
+                    elif kwargs.get("messages", None):
+                        messages = kwargs["messages"]
+                    input_tokens = token_counter(model=base_model, messages=messages)
+                    input_tokens += max(
+                        0.1 * input_tokens, 10
+                    )  # give at least a 10 token buffer. token counting can be imprecise.
+                    if input_tokens > max_output_tokens:
+                        pass  # allow call to fail normally
+                    elif user_max_tokens + input_tokens > max_output_tokens:
+                        user_max_tokens = max_output_tokens - input_tokens
+                    print_verbose(f"user_max_tokens: {user_max_tokens}")
+                    kwargs["max_tokens"] = int(
+                        round(user_max_tokens)
+                    )  # make sure max tokens is always an int
+                except Exception as e:
+                    print_verbose(f"Error while checking max token limit: {str(e)}")
+            # MODEL CALL
+            result = original_function(*args, **kwargs)
+            end_time = datetime.datetime.now()
+            if "stream" in kwargs and kwargs["stream"] == True:
+                if (
+                    "complete_response" in kwargs
+                    and kwargs["complete_response"] == True
+                ):
+                    chunks = []
+                    for idx, chunk in enumerate(result):
+                        chunks.append(chunk)
+                    return litellm.stream_chunk_builder(
+                        chunks, messages=kwargs.get("messages", None)
+                    )
+                else:
+                    return result
+            elif "acompletion" in kwargs and kwargs["acompletion"] == True:
+                return result
+            elif "aembedding" in kwargs and kwargs["aembedding"] == True:
+                return result
+            elif "aimg_generation" in kwargs and kwargs["aimg_generation"] == True:
+                return result
+            elif "atranscription" in kwargs and kwargs["atranscription"] == True:
+                return result
+    
+            ### POST-CALL RULES ###
+            post_call_processing(original_response=result, model=model or None)
+    
+            # [OPTIONAL] ADD TO CACHE
+            if (
+                litellm.cache is not None
+                and str(original_function.__name__)
+                in litellm.cache.supported_call_types
+            ) and (kwargs.get("cache", {}).get("no-store", False) != True):
+                litellm.cache.add_cache(result, *args, **kwargs)
+    
+            # LOG SUCCESS - handle streaming success logging in the _next_ object, remove `handle_success` once it's deprecated
+            verbose_logger.info(f"Wrapper: Completed Call, calling success_handler")
+            threading.Thread(
+                target=logging_obj.success_handler, args=(result, start_time, end_time)
+            ).start()
+            # RETURN RESULT
+            if hasattr(result, "_hidden_params"):
+                result._hidden_params["model_id"] = kwargs.get("model_info", {}).get(
+                    "id", None
+                )
+                result._hidden_params["api_base"] = get_api_base(
+                    model=model,
+                    optional_params=getattr(logging_obj, "optional_params", {}),
+                )
+            result._response_ms = (
+                end_time - start_time
+            ).total_seconds() * 1000  # return response latency in ms like openai
+            return result
+        except Exception as e:
+            call_type = original_function.__name__
+            if call_type == CallTypes.completion.value:
+                num_retries = (
+                    kwargs.get("num_retries", None) or litellm.num_retries or None
+                )
+                litellm.num_retries = (
+                    None  # set retries to None to prevent infinite loops
+                )
+                context_window_fallback_dict = kwargs.get(
+                    "context_window_fallback_dict", {}
+                )
+    
+                _is_litellm_router_call = "model_group" in kwargs.get(
+                    "metadata", {}
+                )  # check if call from litellm.router/proxy
+                if (
+                    num_retries and not _is_litellm_router_call
+                ):  # only enter this if call is not from litellm router/proxy. router has it's own logic for retrying
+                    if (
+                        isinstance(e, openai.APIError)
+                        or isinstance(e, openai.Timeout)
+                        or isinstance(e, openai.APIConnectionError)
+                    ):
+                        kwargs["num_retries"] = num_retries
+                        return litellm.completion_with_retries(*args, **kwargs)
+                elif (
+                    isinstance(e, litellm.exceptions.ContextWindowExceededError)
+                    and context_window_fallback_dict
+                    and model in context_window_fallback_dict
+                ):
+                    if len(args) > 0:
+                        args[0] = context_window_fallback_dict[model]
+                    else:
+                        kwargs["model"] = context_window_fallback_dict[model]
+                    return original_function(*args, **kwargs)
+            traceback_exception = traceback.format_exc()
+            end_time = datetime.datetime.now()
+            # LOG FAILURE - handle streaming failure logging in the _next_ object, remove `handle_failure` once it's deprecated
+            if logging_obj:
+                logging_obj.failure_handler(
+                    e, traceback_exception, start_time, end_time
+                )  # DO NOT MAKE THREADED - router retry fallback relies on this!
+                my_thread = threading.Thread(
+                    target=handle_failure,
+                    args=(e, traceback_exception, start_time, end_time, args, kwargs),
+                )  # don't interrupt execution of main thread
+                my_thread.start()
+                if hasattr(e, "message"):
+                    if (
+                        liteDebuggerClient and liteDebuggerClient.dashboard_url != None
+                    ):  # make it easy to get to the debugger logs if you've initialized it
+                        e.message += f"\n Check the log in your dashboard - {liteDebuggerClient.dashboard_url}"
+>           raise e
+
+../utils.py:3229: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+args = ()
+kwargs = {'api_base': 'https://serving.app.predibase.com', 'api_key': 'pb_Qg9YbQo7UqqHdu0ozxN_aw', 'litellm_call_id': 'cf0ea464-1b45-4473-8e55-6bf6809df7a7', 'litellm_logging_obj': <litellm.utils.Logging object at 0x10a5cbf50>, ...}
+result = None, start_time = datetime.datetime(2024, 5, 9, 17, 37, 57, 884661)
+logging_obj = <litellm.utils.Logging object at 0x10a5cbf50>
+call_type = 'completion', model = 'predibase/llama-3-8b-instruct'
+k = 'litellm_logging_obj'
+
+    @wraps(original_function)
+    def wrapper(*args, **kwargs):
+        # DO NOT MOVE THIS. It always needs to run first
+        # Check if this is an async function. If so only execute the async function
+        if (
+            kwargs.get("acompletion", False) == True
+            or kwargs.get("aembedding", False) == True
+            or kwargs.get("aimg_generation", False) == True
+            or kwargs.get("amoderation", False) == True
+            or kwargs.get("atext_completion", False) == True
+            or kwargs.get("atranscription", False) == True
+        ):
+            # [OPTIONAL] CHECK MAX RETRIES / REQUEST
+            if litellm.num_retries_per_request is not None:
+                # check if previous_models passed in as ['litellm_params']['metadata]['previous_models']
+                previous_models = kwargs.get("metadata", {}).get(
+                    "previous_models", None
+                )
+                if previous_models is not None:
+                    if litellm.num_retries_per_request <= len(previous_models):
+                        raise Exception(f"Max retries per request hit!")
+    
+            # MODEL CALL
+            result = original_function(*args, **kwargs)
+            if "stream" in kwargs and kwargs["stream"] == True:
+                if (
+                    "complete_response" in kwargs
+                    and kwargs["complete_response"] == True
+                ):
+                    chunks = []
+                    for idx, chunk in enumerate(result):
+                        chunks.append(chunk)
+                    return litellm.stream_chunk_builder(
+                        chunks, messages=kwargs.get("messages", None)
+                    )
+                else:
+                    return result
+            return result
+    
+        # Prints Exactly what was passed to litellm function - don't execute any logic here - it should just print
+        print_args_passed_to_litellm(original_function, args, kwargs)
+        start_time = datetime.datetime.now()
+        result = None
+        logging_obj = kwargs.get("litellm_logging_obj", None)
+    
+        # only set litellm_call_id if its not in kwargs
+        call_type = original_function.__name__
+        if "litellm_call_id" not in kwargs:
+            kwargs["litellm_call_id"] = str(uuid.uuid4())
+        try:
+            model = args[0] if len(args) > 0 else kwargs["model"]
+        except:
+            model = None
+            if (
+                call_type != CallTypes.image_generation.value
+                and call_type != CallTypes.text_completion.value
+            ):
+                raise ValueError("model param not passed in.")
+    
+        try:
+            if logging_obj is None:
+                logging_obj, kwargs = function_setup(
+                    original_function.__name__, rules_obj, start_time, *args, **kwargs
+                )
+            kwargs["litellm_logging_obj"] = logging_obj
+    
+            # CHECK FOR 'os.environ/' in kwargs
+            for k, v in kwargs.items():
+                if v is not None and isinstance(v, str) and v.startswith("os.environ/"):
+                    kwargs[k] = litellm.get_secret(v)
+            # [OPTIONAL] CHECK BUDGET
+            if litellm.max_budget:
+                if litellm._current_cost > litellm.max_budget:
+                    raise BudgetExceededError(
+                        current_cost=litellm._current_cost,
+                        max_budget=litellm.max_budget,
+                    )
+    
+            # [OPTIONAL] CHECK MAX RETRIES / REQUEST
+            if litellm.num_retries_per_request is not None:
+                # check if previous_models passed in as ['litellm_params']['metadata]['previous_models']
+                previous_models = kwargs.get("metadata", {}).get(
+                    "previous_models", None
+                )
+                if previous_models is not None:
+                    if litellm.num_retries_per_request <= len(previous_models):
+                        raise Exception(f"Max retries per request hit!")
+    
+            # [OPTIONAL] CHECK CACHE
+            print_verbose(
+                f"SYNC kwargs[caching]: {kwargs.get('caching', False)}; litellm.cache: {litellm.cache}; kwargs.get('cache')['no-cache']: {kwargs.get('cache', {}).get('no-cache', False)}"
+            )
+            # if caching is false or cache["no-cache"]==True, don't run this
+            if (
+                (
+                    (
+                        (
+                            kwargs.get("caching", None) is None
+                            and litellm.cache is not None
+                        )
+                        or kwargs.get("caching", False) == True
+                    )
+                    and kwargs.get("cache", {}).get("no-cache", False) != True
+                )
+                and kwargs.get("aembedding", False) != True
+                and kwargs.get("atext_completion", False) != True
+                and kwargs.get("acompletion", False) != True
+                and kwargs.get("aimg_generation", False) != True
+                and kwargs.get("atranscription", False) != True
+            ):  # allow users to control returning cached responses from the completion function
+                # checking cache
+                print_verbose(f"INSIDE CHECKING CACHE")
+                if (
+                    litellm.cache is not None
+                    and str(original_function.__name__)
+                    in litellm.cache.supported_call_types
+                ):
+                    print_verbose(f"Checking Cache")
+                    preset_cache_key = litellm.cache.get_cache_key(*args, **kwargs)
+                    kwargs["preset_cache_key"] = (
+                        preset_cache_key  # for streaming calls, we need to pass the preset_cache_key
+                    )
+                    cached_result = litellm.cache.get_cache(*args, **kwargs)
+                    if cached_result != None:
+                        if "detail" in cached_result:
+                            # implies an error occurred
+                            pass
+                        else:
+                            call_type = original_function.__name__
+                            print_verbose(
+                                f"Cache Response Object routing: call_type - {call_type}; cached_result instace: {type(cached_result)}"
+                            )
+                            if call_type == CallTypes.completion.value and isinstance(
+                                cached_result, dict
+                            ):
+                                cached_result = convert_to_model_response_object(
+                                    response_object=cached_result,
+                                    model_response_object=ModelResponse(),
+                                    stream=kwargs.get("stream", False),
+                                )
+                                if kwargs.get("stream", False) == True:
+                                    cached_result = CustomStreamWrapper(
+                                        completion_stream=cached_result,
+                                        model=model,
+                                        custom_llm_provider="cached_response",
+                                        logging_obj=logging_obj,
+                                    )
+                            elif call_type == CallTypes.embedding.value and isinstance(
+                                cached_result, dict
+                            ):
+                                cached_result = convert_to_model_response_object(
+                                    response_object=cached_result,
+                                    response_type="embedding",
+                                )
+    
+                            # LOG SUCCESS
+                            cache_hit = True
+                            end_time = datetime.datetime.now()
+                            (
+                                model,
+                                custom_llm_provider,
+                                dynamic_api_key,
+                                api_base,
+                            ) = litellm.get_llm_provider(
+                                model=model,
+                                custom_llm_provider=kwargs.get(
+                                    "custom_llm_provider", None
+                                ),
+                                api_base=kwargs.get("api_base", None),
+                                api_key=kwargs.get("api_key", None),
+                            )
+                            print_verbose(
+                                f"Async Wrapper: Completed Call, calling async_success_handler: {logging_obj.async_success_handler}"
+                            )
+                            logging_obj.update_environment_variables(
+                                model=model,
+                                user=kwargs.get("user", None),
+                                optional_params={},
+                                litellm_params={
+                                    "logger_fn": kwargs.get("logger_fn", None),
+                                    "acompletion": False,
+                                    "metadata": kwargs.get("metadata", {}),
+                                    "model_info": kwargs.get("model_info", {}),
+                                    "proxy_server_request": kwargs.get(
+                                        "proxy_server_request", None
+                                    ),
+                                    "preset_cache_key": kwargs.get(
+                                        "preset_cache_key", None
+                                    ),
+                                    "stream_response": kwargs.get(
+                                        "stream_response", {}
+                                    ),
+                                },
+                                input=kwargs.get("messages", ""),
+                                api_key=kwargs.get("api_key", None),
+                                original_response=str(cached_result),
+                                additional_args=None,
+                                stream=kwargs.get("stream", False),
+                            )
+                            threading.Thread(
+                                target=logging_obj.success_handler,
+                                args=(cached_result, start_time, end_time, cache_hit),
+                            ).start()
+                            return cached_result
+    
+            # CHECK MAX TOKENS
+            if (
+                kwargs.get("max_tokens", None) is not None
+                and model is not None
+                and litellm.modify_params
+                == True  # user is okay with params being modified
+                and (
+                    call_type == CallTypes.acompletion.value
+                    or call_type == CallTypes.completion.value
+                )
+            ):
+                try:
+                    base_model = model
+                    if kwargs.get("hf_model_name", None) is not None:
+                        base_model = f"huggingface/{kwargs.get('hf_model_name')}"
+                    max_output_tokens = (
+                        get_max_tokens(model=base_model) or 4096
+                    )  # assume min context window is 4k tokens
+                    user_max_tokens = kwargs.get("max_tokens")
+                    ## Scenario 1: User limit + prompt > model limit
+                    messages = None
+                    if len(args) > 1:
+                        messages = args[1]
+                    elif kwargs.get("messages", None):
+                        messages = kwargs["messages"]
+                    input_tokens = token_counter(model=base_model, messages=messages)
+                    input_tokens += max(
+                        0.1 * input_tokens, 10
+                    )  # give at least a 10 token buffer. token counting can be imprecise.
+                    if input_tokens > max_output_tokens:
+                        pass  # allow call to fail normally
+                    elif user_max_tokens + input_tokens > max_output_tokens:
+                        user_max_tokens = max_output_tokens - input_tokens
+                    print_verbose(f"user_max_tokens: {user_max_tokens}")
+                    kwargs["max_tokens"] = int(
+                        round(user_max_tokens)
+                    )  # make sure max tokens is always an int
+                except Exception as e:
+                    print_verbose(f"Error while checking max token limit: {str(e)}")
+            # MODEL CALL
+>           result = original_function(*args, **kwargs)
+
+../utils.py:3123: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+model = 'llama-3-8b-instruct'
+messages = [{'content': 'What is the meaning of life?', 'role': 'user'}]
+timeout = 600.0, temperature = None, top_p = None, n = None, stream = True
+stream_options = None, stop = None, max_tokens = None, presence_penalty = None
+frequency_penalty = None, logit_bias = None, user = None, response_format = None
+seed = None, tools = None, tool_choice = None, logprobs = None
+top_logprobs = None, deployment_id = None, extra_headers = None
+functions = None, function_call = None, base_url = None, api_version = None
+api_key = 'pb_Qg9YbQo7UqqHdu0ozxN_aw', model_list = None
+kwargs = {'api_base': 'https://serving.app.predibase.com', 'litellm_call_id': 'cf0ea464-1b45-4473-8e55-6bf6809df7a7', 'litellm_logging_obj': <litellm.utils.Logging object at 0x10a5cbf50>, 'tenant_id': 'c4768f95'}
+args = {'acompletion': False, 'api_base': None, 'api_key': 'pb_Qg9YbQo7UqqHdu0ozxN_aw', 'api_version': None, ...}
+api_base = None, mock_response = None, force_timeout = 600, logger_fn = None
+verbose = False, custom_llm_provider = 'predibase'
+
+    @client
+    def completion(
+        model: str,
+        # Optional OpenAI params: see https://platform.openai.com/docs/api-reference/chat/create
+        messages: List = [],
+        timeout: Optional[Union[float, str, httpx.Timeout]] = None,
+        temperature: Optional[float] = None,
+        top_p: Optional[float] = None,
+        n: Optional[int] = None,
+        stream: Optional[bool] = None,
+        stream_options: Optional[dict] = None,
+        stop=None,
+        max_tokens: Optional[int] = None,
+        presence_penalty: Optional[float] = None,
+        frequency_penalty: Optional[float] = None,
+        logit_bias: Optional[dict] = None,
+        user: Optional[str] = None,
+        # openai v1.0+ new params
+        response_format: Optional[dict] = None,
+        seed: Optional[int] = None,
+        tools: Optional[List] = None,
+        tool_choice: Optional[str] = None,
+        logprobs: Optional[bool] = None,
+        top_logprobs: Optional[int] = None,
+        deployment_id=None,
+        extra_headers: Optional[dict] = None,
+        # soon to be deprecated params by OpenAI
+        functions: Optional[List] = None,
+        function_call: Optional[str] = None,
+        # set api_base, api_version, api_key
+        base_url: Optional[str] = None,
+        api_version: Optional[str] = None,
+        api_key: Optional[str] = None,
+        model_list: Optional[list] = None,  # pass in a list of api_base,keys, etc.
+        # Optional liteLLM function params
+        **kwargs,
+    ) -> Union[ModelResponse, CustomStreamWrapper]:
+        """
+        Perform a completion() using any of litellm supported llms (example gpt-4, gpt-3.5-turbo, claude-2, command-nightly)
+        Parameters:
+            model (str): The name of the language model to use for text completion. see all supported LLMs: https://docs.litellm.ai/docs/providers/
+            messages (List): A list of message objects representing the conversation context (default is an empty list).
+    
+            OPTIONAL PARAMS
+            functions (List, optional): A list of functions to apply to the conversation messages (default is an empty list).
+            function_call (str, optional): The name of the function to call within the conversation (default is an empty string).
+            temperature (float, optional): The temperature parameter for controlling the randomness of the output (default is 1.0).
+            top_p (float, optional): The top-p parameter for nucleus sampling (default is 1.0).
+            n (int, optional): The number of completions to generate (default is 1).
+            stream (bool, optional): If True, return a streaming response (default is False).
+            stream_options (dict, optional): A dictionary containing options for the streaming response. Only set this when you set stream: true.
+            stop(string/list, optional): - Up to 4 sequences where the LLM API will stop generating further tokens.
+            max_tokens (integer, optional): The maximum number of tokens in the generated completion (default is infinity).
+            presence_penalty (float, optional): It is used to penalize new tokens based on their existence in the text so far.
+            frequency_penalty: It is used to penalize new tokens based on their frequency in the text so far.
+            logit_bias (dict, optional): Used to modify the probability of specific tokens appearing in the completion.
+            user (str, optional):  A unique identifier representing your end-user. This can help the LLM provider to monitor and detect abuse.
+            logprobs (bool, optional): Whether to return log probabilities of the output tokens or not. If true, returns the log probabilities of each output token returned in the content of message
+            top_logprobs (int, optional): An integer between 0 and 5 specifying the number of most likely tokens to return at each token position, each with an associated log probability. logprobs must be set to true if this parameter is used.
+            metadata (dict, optional): Pass in additional metadata to tag your completion calls - eg. prompt version, details, etc.
+            api_base (str, optional): Base URL for the API (default is None).
+            api_version (str, optional): API version (default is None).
+            api_key (str, optional): API key (default is None).
+            model_list (list, optional): List of api base, version, keys
+            extra_headers (dict, optional): Additional headers to include in the request.
+    
+            LITELLM Specific Params
+            mock_response (str, optional): If provided, return a mock completion response for testing or debugging purposes (default is None).
+            custom_llm_provider (str, optional): Used for Non-OpenAI LLMs, Example usage for bedrock, set model="amazon.titan-tg1-large" and custom_llm_provider="bedrock"
+            max_retries (int, optional): The number of retries to attempt (default is 0).
+        Returns:
+            ModelResponse: A response object containing the generated completion and associated metadata.
+    
+        Note:
+            - This function is used to perform completions() using the specified language model.
+            - It supports various optional parameters for customizing the completion behavior.
+            - If 'mock_response' is provided, a mock completion response is returned for testing or debugging.
+        """
+        ######### unpacking kwargs #####################
+        args = locals()
+        api_base = kwargs.get("api_base", None)
+        mock_response = kwargs.get("mock_response", None)
+        force_timeout = kwargs.get("force_timeout", 600)  ## deprecated
+        logger_fn = kwargs.get("logger_fn", None)
+        verbose = kwargs.get("verbose", False)
+        custom_llm_provider = kwargs.get("custom_llm_provider", None)
+        litellm_logging_obj = kwargs.get("litellm_logging_obj", None)
+        id = kwargs.get("id", None)
+        metadata = kwargs.get("metadata", None)
+        model_info = kwargs.get("model_info", None)
+        proxy_server_request = kwargs.get("proxy_server_request", None)
+        fallbacks = kwargs.get("fallbacks", None)
+        headers = kwargs.get("headers", None)
+        num_retries = kwargs.get("num_retries", None)  ## deprecated
+        max_retries = kwargs.get("max_retries", None)
+        context_window_fallback_dict = kwargs.get("context_window_fallback_dict", None)
+        organization = kwargs.get("organization", None)
+        ### CUSTOM MODEL COST ###
+        input_cost_per_token = kwargs.get("input_cost_per_token", None)
+        output_cost_per_token = kwargs.get("output_cost_per_token", None)
+        input_cost_per_second = kwargs.get("input_cost_per_second", None)
+        output_cost_per_second = kwargs.get("output_cost_per_second", None)
+        ### CUSTOM PROMPT TEMPLATE ###
+        initial_prompt_value = kwargs.get("initial_prompt_value", None)
+        roles = kwargs.get("roles", None)
+        final_prompt_value = kwargs.get("final_prompt_value", None)
+        bos_token = kwargs.get("bos_token", None)
+        eos_token = kwargs.get("eos_token", None)
+        preset_cache_key = kwargs.get("preset_cache_key", None)
+        hf_model_name = kwargs.get("hf_model_name", None)
+        supports_system_message = kwargs.get("supports_system_message", None)
+        ### TEXT COMPLETION CALLS ###
+        text_completion = kwargs.get("text_completion", False)
+        atext_completion = kwargs.get("atext_completion", False)
+        ### ASYNC CALLS ###
+        acompletion = kwargs.get("acompletion", False)
+        client = kwargs.get("client", None)
+        ### Admin Controls ###
+        no_log = kwargs.get("no-log", False)
+        ######## end of unpacking kwargs ###########
+        openai_params = [
+            "functions",
+            "function_call",
+            "temperature",
+            "temperature",
+            "top_p",
+            "n",
+            "stream",
+            "stream_options",
+            "stop",
+            "max_tokens",
+            "presence_penalty",
+            "frequency_penalty",
+            "logit_bias",
+            "user",
+            "request_timeout",
+            "api_base",
+            "api_version",
+            "api_key",
+            "deployment_id",
+            "organization",
+            "base_url",
+            "default_headers",
+            "timeout",
+            "response_format",
+            "seed",
+            "tools",
+            "tool_choice",
+            "max_retries",
+            "logprobs",
+            "top_logprobs",
+            "extra_headers",
+        ]
+        litellm_params = [
+            "metadata",
+            "acompletion",
+            "atext_completion",
+            "text_completion",
+            "caching",
+            "mock_response",
+            "api_key",
+            "api_version",
+            "api_base",
+            "force_timeout",
+            "logger_fn",
+            "verbose",
+            "custom_llm_provider",
+            "litellm_logging_obj",
+            "litellm_call_id",
+            "use_client",
+            "id",
+            "fallbacks",
+            "azure",
+            "headers",
+            "model_list",
+            "num_retries",
+            "context_window_fallback_dict",
+            "retry_policy",
+            "roles",
+            "final_prompt_value",
+            "bos_token",
+            "eos_token",
+            "request_timeout",
+            "complete_response",
+            "self",
+            "client",
+            "rpm",
+            "tpm",
+            "max_parallel_requests",
+            "input_cost_per_token",
+            "output_cost_per_token",
+            "input_cost_per_second",
+            "output_cost_per_second",
+            "hf_model_name",
+            "model_info",
+            "proxy_server_request",
+            "preset_cache_key",
+            "caching_groups",
+            "ttl",
+            "cache",
+            "no-log",
+            "base_model",
+            "stream_timeout",
+            "supports_system_message",
+            "region_name",
+            "allowed_model_region",
+        ]
+        default_params = openai_params + litellm_params
+        non_default_params = {
+            k: v for k, v in kwargs.items() if k not in default_params
+        }  # model-specific params - pass them straight to the model/provider
+    
+        ### TIMEOUT LOGIC ###
+        timeout = timeout or kwargs.get("request_timeout", 600) or 600
+        # set timeout for 10 minutes by default
+    
+        if (
+            timeout is not None
+            and isinstance(timeout, httpx.Timeout)
+            and supports_httpx_timeout(custom_llm_provider) == False
+        ):
+            read_timeout = timeout.read or 600
+            timeout = read_timeout  # default 10 min timeout
+        elif timeout is not None and not isinstance(timeout, httpx.Timeout):
+            timeout = float(timeout)  # type: ignore
+    
+        try:
+            if base_url is not None:
+                api_base = base_url
+            if max_retries is not None:  # openai allows openai.OpenAI(max_retries=3)
+                num_retries = max_retries
+            logging = litellm_logging_obj
+            fallbacks = fallbacks or litellm.model_fallbacks
+            if fallbacks is not None:
+                return completion_with_fallbacks(**args)
+            if model_list is not None:
+                deployments = [
+                    m["litellm_params"] for m in model_list if m["model_name"] == model
+                ]
+                return batch_completion_models(deployments=deployments, **args)
+            if litellm.model_alias_map and model in litellm.model_alias_map:
+                model = litellm.model_alias_map[
+                    model
+                ]  # update the model to the actual value if an alias has been passed in
+            model_response = ModelResponse()
+            setattr(model_response, "usage", litellm.Usage())
+            if (
+                kwargs.get("azure", False) == True
+            ):  # don't remove flag check, to remain backwards compatible for repos like Codium
+                custom_llm_provider = "azure"
+            if deployment_id != None:  # azure llms
+                model = deployment_id
+                custom_llm_provider = "azure"
+            model, custom_llm_provider, dynamic_api_key, api_base = get_llm_provider(
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+                api_base=api_base,
+                api_key=api_key,
+            )
+            if model_response is not None and hasattr(model_response, "_hidden_params"):
+                model_response._hidden_params["custom_llm_provider"] = custom_llm_provider
+                model_response._hidden_params["region_name"] = kwargs.get(
+                    "aws_region_name", None
+                )  # support region-based pricing for bedrock
+    
+            ### REGISTER CUSTOM MODEL PRICING -- IF GIVEN ###
+            if input_cost_per_token is not None and output_cost_per_token is not None:
+                print_verbose(f"Registering model={model} in model cost map")
+                litellm.register_model(
+                    {
+                        f"{custom_llm_provider}/{model}": {
+                            "input_cost_per_token": input_cost_per_token,
+                            "output_cost_per_token": output_cost_per_token,
+                            "litellm_provider": custom_llm_provider,
+                        },
+                        model: {
+                            "input_cost_per_token": input_cost_per_token,
+                            "output_cost_per_token": output_cost_per_token,
+                            "litellm_provider": custom_llm_provider,
+                        },
+                    }
+                )
+            elif (
+                input_cost_per_second is not None
+            ):  # time based pricing just needs cost in place
+                output_cost_per_second = output_cost_per_second
+                litellm.register_model(
+                    {
+                        f"{custom_llm_provider}/{model}": {
+                            "input_cost_per_second": input_cost_per_second,
+                            "output_cost_per_second": output_cost_per_second,
+                            "litellm_provider": custom_llm_provider,
+                        },
+                        model: {
+                            "input_cost_per_second": input_cost_per_second,
+                            "output_cost_per_second": output_cost_per_second,
+                            "litellm_provider": custom_llm_provider,
+                        },
+                    }
+                )
+            ### BUILD CUSTOM PROMPT TEMPLATE -- IF GIVEN ###
+            custom_prompt_dict = {}  # type: ignore
+            if (
+                initial_prompt_value
+                or roles
+                or final_prompt_value
+                or bos_token
+                or eos_token
+            ):
+                custom_prompt_dict = {model: {}}
+                if initial_prompt_value:
+                    custom_prompt_dict[model]["initial_prompt_value"] = initial_prompt_value
+                if roles:
+                    custom_prompt_dict[model]["roles"] = roles
+                if final_prompt_value:
+                    custom_prompt_dict[model]["final_prompt_value"] = final_prompt_value
+                if bos_token:
+                    custom_prompt_dict[model]["bos_token"] = bos_token
+                if eos_token:
+                    custom_prompt_dict[model]["eos_token"] = eos_token
+    
+            if (
+                supports_system_message is not None
+                and isinstance(supports_system_message, bool)
+                and supports_system_message == False
+            ):
+                messages = map_system_message_pt(messages=messages)
+            model_api_key = get_api_key(
+                llm_provider=custom_llm_provider, dynamic_api_key=api_key
+            )  # get the api key from the environment if required for the model
+    
+            if dynamic_api_key is not None:
+                api_key = dynamic_api_key
+            # check if user passed in any of the OpenAI optional params
+            optional_params = get_optional_params(
+                functions=functions,
+                function_call=function_call,
+                temperature=temperature,
+                top_p=top_p,
+                n=n,
+                stream=stream,
+                stream_options=stream_options,
+                stop=stop,
+                max_tokens=max_tokens,
+                presence_penalty=presence_penalty,
+                frequency_penalty=frequency_penalty,
+                logit_bias=logit_bias,
+                user=user,
+                # params to identify the model
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+                response_format=response_format,
+                seed=seed,
+                tools=tools,
+                tool_choice=tool_choice,
+                max_retries=max_retries,
+                logprobs=logprobs,
+                top_logprobs=top_logprobs,
+                extra_headers=extra_headers,
+                **non_default_params,
+            )
+    
+            if litellm.add_function_to_prompt and optional_params.get(
+                "functions_unsupported_model", None
+            ):  # if user opts to add it to prompt, when API doesn't support function calling
+                functions_unsupported_model = optional_params.pop(
+                    "functions_unsupported_model"
+                )
+                messages = function_call_prompt(
+                    messages=messages, functions=functions_unsupported_model
+                )
+    
+            # For logging - save the values of the litellm-specific params passed in
+            litellm_params = get_litellm_params(
+                acompletion=acompletion,
+                api_key=api_key,
+                force_timeout=force_timeout,
+                logger_fn=logger_fn,
+                verbose=verbose,
+                custom_llm_provider=custom_llm_provider,
+                api_base=api_base,
+                litellm_call_id=kwargs.get("litellm_call_id", None),
+                model_alias_map=litellm.model_alias_map,
+                completion_call_id=id,
+                metadata=metadata,
+                model_info=model_info,
+                proxy_server_request=proxy_server_request,
+                preset_cache_key=preset_cache_key,
+                no_log=no_log,
+            )
+            logging.update_environment_variables(
+                model=model,
+                user=user,
+                optional_params=optional_params,
+                litellm_params=litellm_params,
+            )
+            if mock_response:
+                return mock_completion(
+                    model,
+                    messages,
+                    stream=stream,
+                    mock_response=mock_response,
+                    logging=logging,
+                    acompletion=acompletion,
+                )
+            if custom_llm_provider == "azure":
+                # azure configs
+                api_type = get_secret("AZURE_API_TYPE") or "azure"
+    
+                api_base = api_base or litellm.api_base or get_secret("AZURE_API_BASE")
+    
+                api_version = (
+                    api_version or litellm.api_version or get_secret("AZURE_API_VERSION")
+                )
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.azure_key
+                    or get_secret("AZURE_OPENAI_API_KEY")
+                    or get_secret("AZURE_API_KEY")
+                )
+    
+                azure_ad_token = optional_params.get("extra_body", {}).pop(
+                    "azure_ad_token", None
+                ) or get_secret("AZURE_AD_TOKEN")
+    
+                headers = headers or litellm.headers
+    
+                ## LOAD CONFIG - if set
+                config = litellm.AzureOpenAIConfig.get_config()
+                for k, v in config.items():
+                    if (
+                        k not in optional_params
+                    ):  # completion(top_k=3) > azure_config(top_k=3) <- allows for dynamic variables to be passed in
+                        optional_params[k] = v
+    
+                ## COMPLETION CALL
+                response = azure_chat_completions.completion(
+                    model=model,
+                    messages=messages,
+                    headers=headers,
+                    api_key=api_key,
+                    api_base=api_base,
+                    api_version=api_version,
+                    api_type=api_type,
+                    azure_ad_token=azure_ad_token,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    timeout=timeout,  # type: ignore
+                    client=client,  # pass AsyncAzureOpenAI, AzureOpenAI client
+                )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                        additional_args={
+                            "headers": headers,
+                            "api_version": api_version,
+                            "api_base": api_base,
+                        },
+                    )
+            elif custom_llm_provider == "azure_text":
+                # azure configs
+                api_type = get_secret("AZURE_API_TYPE") or "azure"
+    
+                api_base = api_base or litellm.api_base or get_secret("AZURE_API_BASE")
+    
+                api_version = (
+                    api_version or litellm.api_version or get_secret("AZURE_API_VERSION")
+                )
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.azure_key
+                    or get_secret("AZURE_OPENAI_API_KEY")
+                    or get_secret("AZURE_API_KEY")
+                )
+    
+                azure_ad_token = optional_params.get("extra_body", {}).pop(
+                    "azure_ad_token", None
+                ) or get_secret("AZURE_AD_TOKEN")
+    
+                headers = headers or litellm.headers
+    
+                ## LOAD CONFIG - if set
+                config = litellm.AzureOpenAIConfig.get_config()
+                for k, v in config.items():
+                    if (
+                        k not in optional_params
+                    ):  # completion(top_k=3) > azure_config(top_k=3) <- allows for dynamic variables to be passed in
+                        optional_params[k] = v
+    
+                ## COMPLETION CALL
+                response = azure_text_completions.completion(
+                    model=model,
+                    messages=messages,
+                    headers=headers,
+                    api_key=api_key,
+                    api_base=api_base,
+                    api_version=api_version,
+                    api_type=api_type,
+                    azure_ad_token=azure_ad_token,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    timeout=timeout,
+                    client=client,  # pass AsyncAzureOpenAI, AzureOpenAI client
+                )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                        additional_args={
+                            "headers": headers,
+                            "api_version": api_version,
+                            "api_base": api_base,
+                        },
+                    )
+            elif (
+                model in litellm.open_ai_chat_completion_models
+                or custom_llm_provider == "custom_openai"
+                or custom_llm_provider == "deepinfra"
+                or custom_llm_provider == "perplexity"
+                or custom_llm_provider == "groq"
+                or custom_llm_provider == "deepseek"
+                or custom_llm_provider == "anyscale"
+                or custom_llm_provider == "mistral"
+                or custom_llm_provider == "openai"
+                or custom_llm_provider == "together_ai"
+                or custom_llm_provider in litellm.openai_compatible_providers
+                or "ft:gpt-3.5-turbo" in model  # finetune gpt-3.5-turbo
+            ):  # allow user to make an openai call with a custom base
+                # note: if a user sets a custom base - we should ensure this works
+                # allow for the setting of dynamic and stateful api-bases
+                api_base = (
+                    api_base  # for deepinfra/perplexity/anyscale/groq we check in get_llm_provider and pass in the api base from there
+                    or litellm.api_base
+                    or get_secret("OPENAI_API_BASE")
+                    or "https://api.openai.com/v1"
+                )
+                openai.organization = (
+                    organization
+                    or litellm.organization
+                    or get_secret("OPENAI_ORGANIZATION")
+                    or None  # default - https://github.com/openai/openai-python/blob/284c1799070c723c6a553337134148a7ab088dd8/openai/util.py#L105
+                )
+                # set API KEY
+                api_key = (
+                    api_key
+                    or litellm.api_key  # for deepinfra/perplexity/anyscale we check in get_llm_provider and pass in the api key from there
+                    or litellm.openai_key
+                    or get_secret("OPENAI_API_KEY")
+                )
+    
+                headers = headers or litellm.headers
+    
+                ## LOAD CONFIG - if set
+                config = litellm.OpenAIConfig.get_config()
+                for k, v in config.items():
+                    if (
+                        k not in optional_params
+                    ):  # completion(top_k=3) > openai_config(top_k=3) <- allows for dynamic variables to be passed in
+                        optional_params[k] = v
+    
+                ## COMPLETION CALL
+                try:
+                    response = openai_chat_completions.completion(
+                        model=model,
+                        messages=messages,
+                        headers=headers,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        api_key=api_key,
+                        api_base=api_base,
+                        acompletion=acompletion,
+                        logging_obj=logging,
+                        optional_params=optional_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        timeout=timeout,  # type: ignore
+                        custom_prompt_dict=custom_prompt_dict,
+                        client=client,  # pass AsyncOpenAI, OpenAI client
+                        organization=organization,
+                        custom_llm_provider=custom_llm_provider,
+                    )
+                except Exception as e:
+                    ## LOGGING - log the original exception returned
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=str(e),
+                        additional_args={"headers": headers},
+                    )
+                    raise e
+    
+                if optional_params.get("stream", False):
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                        additional_args={"headers": headers},
+                    )
+            elif (
+                custom_llm_provider == "text-completion-openai"
+                or "ft:babbage-002" in model
+                or "ft:davinci-002" in model  # support for finetuned completion models
+            ):
+                openai.api_type = "openai"
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("OPENAI_API_BASE")
+                    or "https://api.openai.com/v1"
+                )
+    
+                openai.api_version = None
+                # set API KEY
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.openai_key
+                    or get_secret("OPENAI_API_KEY")
+                )
+    
+                headers = headers or litellm.headers
+    
+                ## LOAD CONFIG - if set
+                config = litellm.OpenAITextCompletionConfig.get_config()
+                for k, v in config.items():
+                    if (
+                        k not in optional_params
+                    ):  # completion(top_k=3) > openai_text_config(top_k=3) <- allows for dynamic variables to be passed in
+                        optional_params[k] = v
+                if litellm.organization:
+                    openai.organization = litellm.organization
+    
+                if (
+                    len(messages) > 0
+                    and "content" in messages[0]
+                    and type(messages[0]["content"]) == list
+                ):
+                    # text-davinci-003 can accept a string or array, if it's an array, assume the array is set in messages[0]['content']
+                    # https://platform.openai.com/docs/api-reference/completions/create
+                    prompt = messages[0]["content"]
+                else:
+                    prompt = " ".join([message["content"] for message in messages])  # type: ignore
+    
+                ## COMPLETION CALL
+                _response = openai_text_completions.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    api_key=api_key,
+                    api_base=api_base,
+                    acompletion=acompletion,
+                    client=client,  # pass AsyncOpenAI, OpenAI client
+                    logging_obj=logging,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    timeout=timeout,  # type: ignore
+                )
+    
+                if (
+                    optional_params.get("stream", False) == False
+                    and acompletion == False
+                    and text_completion == False
+                ):
+                    # convert to chat completion response
+                    _response = litellm.OpenAITextCompletionConfig().convert_to_chat_model_response_object(
+                        response_object=_response, model_response_object=model_response
+                    )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=_response,
+                        additional_args={"headers": headers},
+                    )
+                response = _response
+            elif (
+                "replicate" in model
+                or custom_llm_provider == "replicate"
+                or model in litellm.replicate_models
+            ):
+                # Setting the relevant API KEY for replicate, replicate defaults to using os.environ.get("REPLICATE_API_TOKEN")
+                replicate_key = None
+                replicate_key = (
+                    api_key
+                    or litellm.replicate_key
+                    or litellm.api_key
+                    or get_secret("REPLICATE_API_KEY")
+                    or get_secret("REPLICATE_API_TOKEN")
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("REPLICATE_API_BASE")
+                    or "https://api.replicate.com/v1"
+                )
+    
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+    
+                model_response = replicate.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,  # for calculating input/output tokens
+                    api_key=replicate_key,
+                    logging_obj=logging,
+                    custom_prompt_dict=custom_prompt_dict,
+                )
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    model_response = CustomStreamWrapper(model_response, model, logging_obj=logging, custom_llm_provider="replicate")  # type: ignore
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=replicate_key,
+                        original_response=model_response,
+                    )
+    
+                response = model_response
+    
+            elif custom_llm_provider == "anthropic":
+                api_key = (
+                    api_key
+                    or litellm.anthropic_key
+                    or litellm.api_key
+                    or os.environ.get("ANTHROPIC_API_KEY")
+                )
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+    
+                if (model == "claude-2") or (model == "claude-instant-1"):
+                    # call anthropic /completion, only use this route for claude-2, claude-instant-1
+                    api_base = (
+                        api_base
+                        or litellm.api_base
+                        or get_secret("ANTHROPIC_API_BASE")
+                        or "https://api.anthropic.com/v1/complete"
+                    )
+                    response = anthropic_text_completions.completion(
+                        model=model,
+                        messages=messages,
+                        api_base=api_base,
+                        acompletion=acompletion,
+                        custom_prompt_dict=litellm.custom_prompt_dict,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        optional_params=optional_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        encoding=encoding,  # for calculating input/output tokens
+                        api_key=api_key,
+                        logging_obj=logging,
+                        headers=headers,
+                    )
+                else:
+                    # call /messages
+                    # default route for all anthropic models
+                    api_base = (
+                        api_base
+                        or litellm.api_base
+                        or get_secret("ANTHROPIC_API_BASE")
+                        or "https://api.anthropic.com/v1/messages"
+                    )
+                    response = anthropic_chat_completions.completion(
+                        model=model,
+                        messages=messages,
+                        api_base=api_base,
+                        acompletion=acompletion,
+                        custom_prompt_dict=litellm.custom_prompt_dict,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        optional_params=optional_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        encoding=encoding,  # for calculating input/output tokens
+                        api_key=api_key,
+                        logging_obj=logging,
+                        headers=headers,
+                    )
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                    )
+                response = response
+            elif custom_llm_provider == "nlp_cloud":
+                nlp_cloud_key = (
+                    api_key
+                    or litellm.nlp_cloud_key
+                    or get_secret("NLP_CLOUD_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("NLP_CLOUD_API_BASE")
+                    or "https://api.nlpcloud.io/v1/gpu/"
+                )
+    
+                response = nlp_cloud.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=nlp_cloud_key,
+                    logging_obj=logging,
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        response,
+                        model,
+                        custom_llm_provider="nlp_cloud",
+                        logging_obj=logging,
+                    )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                    )
+    
+                response = response
+            elif custom_llm_provider == "aleph_alpha":
+                aleph_alpha_key = (
+                    api_key
+                    or litellm.aleph_alpha_key
+                    or get_secret("ALEPH_ALPHA_API_KEY")
+                    or get_secret("ALEPHALPHA_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("ALEPH_ALPHA_API_BASE")
+                    or "https://api.aleph-alpha.com/complete"
+                )
+    
+                model_response = aleph_alpha.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    default_max_tokens_to_sample=litellm.max_tokens,
+                    api_key=aleph_alpha_key,
+                    logging_obj=logging,  # model call logging done inside the class as we make need to modify I/O to fit aleph alpha's requirements
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="aleph_alpha",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "cohere":
+                cohere_key = (
+                    api_key
+                    or litellm.cohere_key
+                    or get_secret("COHERE_API_KEY")
+                    or get_secret("CO_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("COHERE_API_BASE")
+                    or "https://api.cohere.ai/v1/generate"
+                )
+    
+                model_response = cohere.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=cohere_key,
+                    logging_obj=logging,  # model call logging done inside the class as we make need to modify I/O to fit aleph alpha's requirements
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="cohere",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "cohere_chat":
+                cohere_key = (
+                    api_key
+                    or litellm.cohere_key
+                    or get_secret("COHERE_API_KEY")
+                    or get_secret("CO_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("COHERE_API_BASE")
+                    or "https://api.cohere.ai/v1/chat"
+                )
+    
+                model_response = cohere_chat.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=cohere_key,
+                    logging_obj=logging,  # model call logging done inside the class as we make need to modify I/O to fit aleph alpha's requirements
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="cohere_chat",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "maritalk":
+                maritalk_key = (
+                    api_key
+                    or litellm.maritalk_key
+                    or get_secret("MARITALK_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("MARITALK_API_BASE")
+                    or "https://chat.maritaca.ai/api/chat/inference"
+                )
+    
+                model_response = maritalk.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=maritalk_key,
+                    logging_obj=logging,
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="maritalk",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "huggingface":
+                custom_llm_provider = "huggingface"
+                huggingface_key = (
+                    api_key
+                    or litellm.huggingface_key
+                    or os.environ.get("HF_TOKEN")
+                    or os.environ.get("HUGGINGFACE_API_KEY")
+                    or litellm.api_key
+                )
+                hf_headers = headers or litellm.headers
+    
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+                model_response = huggingface.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,  # type: ignore
+                    headers=hf_headers,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=huggingface_key,
+                    acompletion=acompletion,
+                    logging_obj=logging,
+                    custom_prompt_dict=custom_prompt_dict,
+                    timeout=timeout,  # type: ignore
+                )
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and acompletion is False
+                ):
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="huggingface",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "oobabooga":
+                custom_llm_provider = "oobabooga"
+                model_response = oobabooga.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    api_base=api_base,  # type: ignore
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    api_key=None,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                )
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="oobabooga",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "openrouter":
+                api_base = api_base or litellm.api_base or "https://openrouter.ai/api/v1"
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.openrouter_key
+                    or get_secret("OPENROUTER_API_KEY")
+                    or get_secret("OR_API_KEY")
+                )
+    
+                openrouter_site_url = get_secret("OR_SITE_URL") or "https://litellm.ai"
+    
+                openrouter_app_name = get_secret("OR_APP_NAME") or "liteLLM"
+    
+                headers = (
+                    headers
+                    or litellm.headers
+                    or {
+                        "HTTP-Referer": openrouter_site_url,
+                        "X-Title": openrouter_app_name,
+                    }
+                )
+    
+                ## Load Config
+                config = openrouter.OpenrouterConfig.get_config()
+                for k, v in config.items():
+                    if k == "extra_body":
+                        # we use openai 'extra_body' to pass openrouter specific params - transforms, route, models
+                        if "extra_body" in optional_params:
+                            optional_params[k].update(v)
+                        else:
+                            optional_params[k] = v
+                    elif k not in optional_params:
+                        optional_params[k] = v
+    
+                data = {"model": model, "messages": messages, **optional_params}
+    
+                ## COMPLETION CALL
+                response = openai_chat_completions.completion(
+                    model=model,
+                    messages=messages,
+                    headers=headers,
+                    api_key=api_key,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    timeout=timeout,  # type: ignore
+                )
+                ## LOGGING
+                logging.post_call(
+                    input=messages, api_key=openai.api_key, original_response=response
+                )
+            elif (
+                custom_llm_provider == "together_ai"
+                or ("togethercomputer" in model)
+                or (model in litellm.together_ai_models)
+            ):
+                """
+                Deprecated. We now do together ai calls via the openai client - https://docs.together.ai/docs/openai-api-compatibility
+                """
+                custom_llm_provider = "together_ai"
+                together_ai_key = (
+                    api_key
+                    or litellm.togetherai_api_key
+                    or get_secret("TOGETHER_AI_TOKEN")
+                    or get_secret("TOGETHERAI_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("TOGETHERAI_API_BASE")
+                    or "https://api.together.xyz/inference"
+                )
+    
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+    
+                model_response = together_ai.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=together_ai_key,
+                    logging_obj=logging,
+                    custom_prompt_dict=custom_prompt_dict,
+                )
+                if (
+                    "stream_tokens" in optional_params
+                    and optional_params["stream_tokens"] == True
+                ):
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="together_ai",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "palm":
+                palm_api_key = api_key or get_secret("PALM_API_KEY") or litellm.api_key
+    
+                # palm does not support streaming as yet :(
+                model_response = palm.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=palm_api_key,
+                    logging_obj=logging,
+                )
+                # fake palm streaming
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # fake streaming for palm
+                    resp_string = model_response["choices"][0]["message"]["content"]
+                    response = CustomStreamWrapper(
+                        resp_string, model, custom_llm_provider="palm", logging_obj=logging
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "gemini":
+                gemini_api_key = (
+                    api_key
+                    or get_secret("GEMINI_API_KEY")
+                    or get_secret("PALM_API_KEY")  # older palm api key should also work
+                    or litellm.api_key
+                )
+    
+                # palm does not support streaming as yet :(
+                model_response = gemini.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=gemini_api_key,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    custom_prompt_dict=custom_prompt_dict,
+                )
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and acompletion == False
+                ):
+                    response = CustomStreamWrapper(
+                        iter(model_response),
+                        model,
+                        custom_llm_provider="gemini",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "vertex_ai":
+                vertex_ai_project = (
+                    optional_params.pop("vertex_project", None)
+                    or optional_params.pop("vertex_ai_project", None)
+                    or litellm.vertex_project
+                    or get_secret("VERTEXAI_PROJECT")
+                )
+                vertex_ai_location = (
+                    optional_params.pop("vertex_location", None)
+                    or optional_params.pop("vertex_ai_location", None)
+                    or litellm.vertex_location
+                    or get_secret("VERTEXAI_LOCATION")
+                )
+                vertex_credentials = (
+                    optional_params.pop("vertex_credentials", None)
+                    or optional_params.pop("vertex_ai_credentials", None)
+                    or get_secret("VERTEXAI_CREDENTIALS")
+                )
+                new_params = deepcopy(optional_params)
+                if "claude-3" in model:
+                    model_response = vertex_ai_anthropic.completion(
+                        model=model,
+                        messages=messages,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        optional_params=new_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        encoding=encoding,
+                        vertex_location=vertex_ai_location,
+                        vertex_project=vertex_ai_project,
+                        vertex_credentials=vertex_credentials,
+                        logging_obj=logging,
+                        acompletion=acompletion,
+                    )
+                else:
+                    model_response = vertex_ai.completion(
+                        model=model,
+                        messages=messages,
+                        model_response=model_response,
+                        print_verbose=print_verbose,
+                        optional_params=new_params,
+                        litellm_params=litellm_params,
+                        logger_fn=logger_fn,
+                        encoding=encoding,
+                        vertex_location=vertex_ai_location,
+                        vertex_project=vertex_ai_project,
+                        vertex_credentials=vertex_credentials,
+                        logging_obj=logging,
+                        acompletion=acompletion,
+                    )
+    
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and acompletion == False
+                ):
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="vertex_ai",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "predibase":
+                tenant_id = (
+                    optional_params.pop("tenant_id", None)
+                    or optional_params.pop("predibase_tenant_id", None)
+                    or litellm.predibase_tenant_id
+                    or get_secret("PREDIBASE_TENANT_ID")
+                )
+    
+                api_base = (
+                    optional_params.pop("api_base", None)
+                    or optional_params.pop("base_url", None)
+                    or litellm.api_base
+                    or get_secret("PREDIBASE_API_BASE")
+                )
+    
+                api_key = (
+                    api_key
+                    or litellm.api_key
+                    or litellm.predibase_key
+                    or get_secret("PREDIBASE_API_KEY")
+                )
+    
+                model_response = predibase_chat_completions.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    api_base=api_base,
+                    custom_prompt_dict=custom_prompt_dict,
+                    api_key=api_key,
+                    tenant_id=tenant_id,
+                )
+    
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and acompletion == False
+                ):
+                    return response
+                response = model_response
+            elif custom_llm_provider == "ai21":
+                custom_llm_provider = "ai21"
+                ai21_key = (
+                    api_key
+                    or litellm.ai21_key
+                    or os.environ.get("AI21_API_KEY")
+                    or litellm.api_key
+                )
+    
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("AI21_API_BASE")
+                    or "https://api.ai21.com/studio/v1/"
+                )
+    
+                model_response = ai21.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=ai21_key,
+                    logging_obj=logging,
+                )
+    
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="ai21",
+                        logging_obj=logging,
+                    )
+                    return response
+    
+                ## RESPONSE OBJECT
+                response = model_response
+            elif custom_llm_provider == "sagemaker":
+                # boto3 reads keys from .env
+                model_response = sagemaker.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    custom_prompt_dict=custom_prompt_dict,
+                    hf_model_name=hf_model_name,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                )
+                if (
+                    "stream" in optional_params and optional_params["stream"] == True
+                ):  ## [BETA]
+                    print_verbose(f"ENTERS SAGEMAKER CUSTOMSTREAMWRAPPER")
+                    from .llms.sagemaker import TokenIterator
+    
+                    tokenIterator = TokenIterator(model_response, acompletion=acompletion)
+                    response = CustomStreamWrapper(
+                        completion_stream=tokenIterator,
+                        model=model,
+                        custom_llm_provider="sagemaker",
+                        logging_obj=logging,
+                    )
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=None,
+                        original_response=response,
+                    )
+                    return response
+    
+                ## RESPONSE OBJECT
+                response = model_response
+            elif custom_llm_provider == "bedrock":
+                # boto3 reads keys from .env
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+                response = bedrock.completion(
+                    model=model,
+                    messages=messages,
+                    custom_prompt_dict=litellm.custom_prompt_dict,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                    extra_headers=extra_headers,
+                    timeout=timeout,
+                )
+    
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and not isinstance(response, CustomStreamWrapper)
+                ):
+                    # don't try to access stream object,
+                    if "ai21" in model:
+                        response = CustomStreamWrapper(
+                            response,
+                            model,
+                            custom_llm_provider="bedrock",
+                            logging_obj=logging,
+                        )
+                    else:
+                        response = CustomStreamWrapper(
+                            iter(response),
+                            model,
+                            custom_llm_provider="bedrock",
+                            logging_obj=logging,
+                        )
+    
+                if optional_params.get("stream", False):
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=None,
+                        original_response=response,
+                    )
+    
+                ## RESPONSE OBJECT
+                response = response
+            elif custom_llm_provider == "watsonx":
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+                response = watsonx.IBMWatsonXAI().completion(
+                    model=model,
+                    messages=messages,
+                    custom_prompt_dict=custom_prompt_dict,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,  # type: ignore
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                    timeout=timeout,  # type: ignore
+                )
+                if (
+                    "stream" in optional_params
+                    and optional_params["stream"] == True
+                    and not isinstance(response, CustomStreamWrapper)
+                ):
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        iter(response),
+                        model,
+                        custom_llm_provider="watsonx",
+                        logging_obj=logging,
+                    )
+    
+                if optional_params.get("stream", False):
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=None,
+                        original_response=response,
+                    )
+                ## RESPONSE OBJECT
+                response = response
+            elif custom_llm_provider == "vllm":
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+                model_response = vllm.completion(
+                    model=model,
+                    messages=messages,
+                    custom_prompt_dict=custom_prompt_dict,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                )
+    
+                if (
+                    "stream" in optional_params and optional_params["stream"] == True
+                ):  ## [BETA]
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="vllm",
+                        logging_obj=logging,
+                    )
+                    return response
+    
+                ## RESPONSE OBJECT
+                response = model_response
+            elif custom_llm_provider == "ollama":
+                api_base = (
+                    litellm.api_base
+                    or api_base
+                    or get_secret("OLLAMA_API_BASE")
+                    or "http://localhost:11434"
+                )
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+                if model in custom_prompt_dict:
+                    # check if the model has a registered custom prompt
+                    model_prompt_details = custom_prompt_dict[model]
+                    prompt = custom_prompt(
+                        role_dict=model_prompt_details["roles"],
+                        initial_prompt_value=model_prompt_details["initial_prompt_value"],
+                        final_prompt_value=model_prompt_details["final_prompt_value"],
+                        messages=messages,
+                    )
+                else:
+                    prompt = prompt_factory(
+                        model=model,
+                        messages=messages,
+                        custom_llm_provider=custom_llm_provider,
+                    )
+                    if isinstance(prompt, dict):
+                        # for multimode models - ollama/llava prompt_factory returns a dict {
+                        #     "prompt": prompt,
+                        #     "images": images
+                        # }
+                        prompt, images = prompt["prompt"], prompt["images"]
+                        optional_params["images"] = images
+    
+                ## LOGGING
+                generator = ollama.get_ollama_response(
+                    api_base,
+                    model,
+                    prompt,
+                    optional_params,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    model_response=model_response,
+                    encoding=encoding,
+                )
+                if acompletion is True or optional_params.get("stream", False) == True:
+                    return generator
+    
+                response = generator
+            elif custom_llm_provider == "ollama_chat":
+                api_base = (
+                    litellm.api_base
+                    or api_base
+                    or get_secret("OLLAMA_API_BASE")
+                    or "http://localhost:11434"
+                )
+    
+                api_key = (
+                    api_key
+                    or litellm.ollama_key
+                    or os.environ.get("OLLAMA_API_KEY")
+                    or litellm.api_key
+                )
+                ## LOGGING
+                generator = ollama_chat.get_ollama_response(
+                    api_base,
+                    api_key,
+                    model,
+                    messages,
+                    optional_params,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    model_response=model_response,
+                    encoding=encoding,
+                )
+                if acompletion is True or optional_params.get("stream", False) == True:
+                    return generator
+    
+                response = generator
+            elif custom_llm_provider == "cloudflare":
+                api_key = (
+                    api_key
+                    or litellm.cloudflare_api_key
+                    or litellm.api_key
+                    or get_secret("CLOUDFLARE_API_KEY")
+                )
+                account_id = get_secret("CLOUDFLARE_ACCOUNT_ID")
+                api_base = (
+                    api_base
+                    or litellm.api_base
+                    or get_secret("CLOUDFLARE_API_BASE")
+                    or f"https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/"
+                )
+    
+                custom_prompt_dict = custom_prompt_dict or litellm.custom_prompt_dict
+                response = cloudflare.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    custom_prompt_dict=litellm.custom_prompt_dict,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,  # for calculating input/output tokens
+                    api_key=api_key,
+                    logging_obj=logging,
+                )
+                if "stream" in optional_params and optional_params["stream"] == True:
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        response,
+                        model,
+                        custom_llm_provider="cloudflare",
+                        logging_obj=logging,
+                    )
+    
+                if optional_params.get("stream", False) or acompletion == True:
+                    ## LOGGING
+                    logging.post_call(
+                        input=messages,
+                        api_key=api_key,
+                        original_response=response,
+                    )
+                response = response
+            elif (
+                custom_llm_provider == "baseten"
+                or litellm.api_base == "https://app.baseten.co"
+            ):
+                custom_llm_provider = "baseten"
+                baseten_key = (
+                    api_key
+                    or litellm.baseten_key
+                    or os.environ.get("BASETEN_API_KEY")
+                    or litellm.api_key
+                )
+    
+                model_response = baseten.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_key=baseten_key,
+                    logging_obj=logging,
+                )
+                if inspect.isgenerator(model_response) or (
+                    "stream" in optional_params and optional_params["stream"] == True
+                ):
+                    # don't try to access stream object,
+                    response = CustomStreamWrapper(
+                        model_response,
+                        model,
+                        custom_llm_provider="baseten",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "petals" or model in litellm.petals_models:
+                api_base = api_base or litellm.api_base
+    
+                custom_llm_provider = "petals"
+                stream = optional_params.pop("stream", False)
+                model_response = petals.completion(
+                    model=model,
+                    messages=messages,
+                    api_base=api_base,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=optional_params,
+                    litellm_params=litellm_params,
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    logging_obj=logging,
+                )
+                if stream == True:  ## [BETA]
+                    # Fake streaming for petals
+                    resp_string = model_response["choices"][0]["message"]["content"]
+                    response = CustomStreamWrapper(
+                        resp_string,
+                        model,
+                        custom_llm_provider="petals",
+                        logging_obj=logging,
+                    )
+                    return response
+                response = model_response
+            elif custom_llm_provider == "custom":
+                import requests
+    
+                url = litellm.api_base or api_base or ""
+                if url == None or url == "":
+                    raise ValueError(
+                        "api_base not set. Set api_base or litellm.api_base for custom endpoints"
+                    )
+    
+                """
+                assume input to custom LLM api bases follow this format:
+                resp = requests.post(
+                    api_base,
+                    json={
+                        'model': 'meta-llama/Llama-2-13b-hf', # model name
+                        'params': {
+                            'prompt': ["The capital of France is P"],
+                            'max_tokens': 32,
+                            'temperature': 0.7,
+                            'top_p': 1.0,
+                            'top_k': 40,
+                        }
+                    }
+                )
+    
+                """
+                prompt = " ".join([message["content"] for message in messages])  # type: ignore
+                resp = requests.post(
+                    url,
+                    json={
+                        "model": model,
+                        "params": {
+                            "prompt": [prompt],
+                            "max_tokens": max_tokens,
+                            "temperature": temperature,
+                            "top_p": top_p,
+                            "top_k": kwargs.get("top_k", 40),
+                        },
+                    },
+                )
+                response_json = resp.json()
+                """
+                assume all responses from custom api_bases of this format:
+                {
+                    'data': [
+                        {
+                            'prompt': 'The capital of France is P',
+                            'output': ['The capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France is PARIS.\nThe capital of France'],
+                            'params': {'temperature': 0.7, 'top_k': 40, 'top_p': 1}}],
+                            'message': 'ok'
+                        }
+                    ]
+                }
+                """
+                string_response = response_json["data"][0]["output"][0]
+                ## RESPONSE OBJECT
+                model_response["choices"][0]["message"]["content"] = string_response
+                model_response["created"] = int(time.time())
+                model_response["model"] = model
+                response = model_response
+            else:
+                raise ValueError(
+                    f"Unable to map your input to a model. Check your input - {args}"
+                )
+            return response
+        except Exception as e:
+            ## Map to OpenAI Exception
+>           raise exception_type(
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+                original_exception=e,
+                completion_kwargs=args,
+                extra_kwargs=kwargs,
+            )
+
+../main.py:2287: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+model = 'llama-3-8b-instruct', original_exception = KeyError('stream')
+custom_llm_provider = 'predibase'
+completion_kwargs = {'acompletion': False, 'api_base': None, 'api_key': 'pb_Qg9YbQo7UqqHdu0ozxN_aw', 'api_version': None, ...}
+extra_kwargs = {'api_base': 'https://serving.app.predibase.com', 'litellm_call_id': 'cf0ea464-1b45-4473-8e55-6bf6809df7a7', 'litellm_logging_obj': <litellm.utils.Logging object at 0x10a5cbf50>, 'tenant_id': 'c4768f95'}
+
+    def exception_type(
+        model,
+        original_exception,
+        custom_llm_provider,
+        completion_kwargs={},
+        extra_kwargs={},
+    ):
+        global user_logger_fn, liteDebuggerClient
+        exception_mapping_worked = False
+        if litellm.suppress_debug_info is False:
+            print()  # noqa
+            print(  # noqa
+                "\033[1;31mGive Feedback / Get Help: https://github.com/BerriAI/litellm/issues/new\033[0m"  # noqa
+            )  # noqa
+            print(  # noqa
+                "LiteLLM.Info: If you need to debug this error, use `litellm.set_verbose=True'."  # noqa
+            )  # noqa
+            print()  # noqa
+        try:
+            if model:
+                error_str = str(original_exception)
+                if isinstance(original_exception, BaseException):
+                    exception_type = type(original_exception).__name__
+                else:
+                    exception_type = ""
+    
+                ################################################################################
+                # Common Extra information needed for all providers
+                # We pass num retries, api_base, vertex_deployment etc to the exception here
+                ################################################################################
+    
+                _api_base = litellm.get_api_base(model=model, optional_params=extra_kwargs)
+                messages = litellm.get_first_chars_messages(kwargs=completion_kwargs)
+                _vertex_project = extra_kwargs.get("vertex_project")
+                _vertex_location = extra_kwargs.get("vertex_location")
+                _metadata = extra_kwargs.get("metadata", {}) or {}
+                _model_group = _metadata.get("model_group")
+                _deployment = _metadata.get("deployment")
+                extra_information = f"\nModel: {model}"
+                if _api_base:
+                    extra_information += f"\nAPI Base: {_api_base}"
+                if messages and len(messages) > 0:
+                    extra_information += f"\nMessages: {messages}"
+    
+                if _model_group is not None:
+                    extra_information += f"\nmodel_group: {_model_group}\n"
+                if _deployment is not None:
+                    extra_information += f"\ndeployment: {_deployment}\n"
+                if _vertex_project is not None:
+                    extra_information += f"\nvertex_project: {_vertex_project}\n"
+                if _vertex_location is not None:
+                    extra_information += f"\nvertex_location: {_vertex_location}\n"
+    
+                # on litellm proxy add key name + team to exceptions
+                extra_information = _add_key_name_and_team_to_alert(
+                    request_info=extra_information, metadata=_metadata
+                )
+    
+                ################################################################################
+                # End of Common Extra information Needed for all providers
+                ################################################################################
+    
+                ################################################################################
+                #################### Start of Provider Exception mapping ####################
+                ################################################################################
+    
+                if "Request Timeout Error" in error_str or "Request timed out" in error_str:
+                    exception_mapping_worked = True
+                    raise Timeout(
+                        message=f"APITimeoutError - Request timed out. {extra_information} \n error_str: {error_str}",
+                        model=model,
+                        llm_provider=custom_llm_provider,
+                    )
+    
+                if (
+                    custom_llm_provider == "openai"
+                    or custom_llm_provider == "text-completion-openai"
+                    or custom_llm_provider == "custom_openai"
+                    or custom_llm_provider in litellm.openai_compatible_providers
+                ):
+                    # custom_llm_provider is openai, make it OpenAI
+                    if hasattr(original_exception, "message"):
+                        message = original_exception.message
+                    else:
+                        message = str(original_exception)
+                    if message is not None and isinstance(message, str):
+                        message = message.replace("OPENAI", custom_llm_provider.upper())
+                        message = message.replace("openai", custom_llm_provider)
+                        message = message.replace("OpenAI", custom_llm_provider)
+                    if custom_llm_provider == "openai":
+                        exception_provider = "OpenAI" + "Exception"
+                    else:
+                        exception_provider = (
+                            custom_llm_provider[0].upper()
+                            + custom_llm_provider[1:]
+                            + "Exception"
+                        )
+    
+                    if (
+                        "This model's maximum context length is" in error_str
+                        or "Request too large" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "invalid_request_error" in error_str
+                        and "model_not_found" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise NotFoundError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "invalid_request_error" in error_str
+                        and "content_policy_violation" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContentPolicyViolationError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "invalid_request_error" in error_str
+                        and "Incorrect API key provided" not in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "The api_key client option must be set either by passing api_key to the client or by setting the OPENAI_API_KEY environment variable"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "Mistral API raised a streaming error" in error_str:
+                        exception_mapping_worked = True
+                        _request = httpx.Request(
+                            method="POST", url="https://api.openai.com/v1"
+                        )
+                        raise APIError(
+                            status_code=500,
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            request=_request,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        exception_mapping_worked = True
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                llm_provider=custom_llm_provider,
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 404:
+                            exception_mapping_worked = True
+                            raise NotFoundError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                            )
+                        elif original_exception.status_code == 422:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 503:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 504:  # gateway timeout error
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                llm_provider=custom_llm_provider,
+                                model=model,
+                                request=original_exception.request,
+                            )
+                    else:
+                        # if no status code then it is an APIConnectionError: https://github.com/openai/openai-python#handling-errors
+                        raise APIConnectionError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            request=httpx.Request(
+                                method="POST", url="https://api.openai.com/v1/"
+                            ),
+                        )
+                elif custom_llm_provider == "anthropic":  # one of the anthropics
+                    if hasattr(original_exception, "message"):
+                        if (
+                            "prompt is too long" in original_exception.message
+                            or "prompt: length" in original_exception.message
+                        ):
+                            exception_mapping_worked = True
+                            raise ContextWindowExceededError(
+                                message=original_exception.message,
+                                model=model,
+                                llm_provider="anthropic",
+                                response=original_exception.response,
+                            )
+                        if "Invalid API Key" in original_exception.message:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=original_exception.message,
+                                model=model,
+                                llm_provider="anthropic",
+                                response=original_exception.response,
+                            )
+                    if hasattr(original_exception, "status_code"):
+                        print_verbose(f"status_code: {original_exception.status_code}")
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"AnthropicException - {original_exception.message}",
+                                llm_provider="anthropic",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 400
+                            or original_exception.status_code == 413
+                        ):
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AnthropicException - {original_exception.message}",
+                                model=model,
+                                llm_provider="anthropic",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"AnthropicException - {original_exception.message}",
+                                model=model,
+                                llm_provider="anthropic",
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"AnthropicException - {original_exception.message}",
+                                llm_provider="anthropic",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=500,
+                                message=f"AnthropicException - {original_exception.message}. Handle with `litellm.APIError`.",
+                                llm_provider="anthropic",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "replicate":
+                    if "Incorrect authentication token" in error_str:
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"ReplicateException - {error_str}",
+                            llm_provider="replicate",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "input is too long" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"ReplicateException - {error_str}",
+                            model=model,
+                            llm_provider="replicate",
+                            response=original_exception.response,
+                        )
+                    elif exception_type == "ModelError":
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"ReplicateException - {error_str}",
+                            model=model,
+                            llm_provider="replicate",
+                            response=original_exception.response,
+                        )
+                    elif "Request was throttled" in error_str:
+                        exception_mapping_worked = True
+                        raise RateLimitError(
+                            message=f"ReplicateException - {error_str}",
+                            llm_provider="replicate",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"ReplicateException - {original_exception.message}",
+                                llm_provider="replicate",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 400
+                            or original_exception.status_code == 422
+                            or original_exception.status_code == 413
+                        ):
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"ReplicateException - {original_exception.message}",
+                                model=model,
+                                llm_provider="replicate",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"ReplicateException - {original_exception.message}",
+                                model=model,
+                                llm_provider="replicate",
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"ReplicateException - {original_exception.message}",
+                                llm_provider="replicate",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"ReplicateException - {original_exception.message}",
+                                llm_provider="replicate",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                    exception_mapping_worked = True
+                    raise APIError(
+                        status_code=500,
+                        message=f"ReplicateException - {str(original_exception)}",
+                        llm_provider="replicate",
+                        model=model,
+                        request=original_exception.request,
+                    )
+                elif custom_llm_provider == "bedrock":
+                    if (
+                        "too many tokens" in error_str
+                        or "expected maxLength:" in error_str
+                        or "Input is too long" in error_str
+                        or "prompt: length: 1.." in error_str
+                        or "Too many input tokens" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"BedrockException: Context Window Error - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if "Malformed input request" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"BedrockException - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if (
+                        "Unable to locate credentials" in error_str
+                        or "The security token included in the request is invalid"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"BedrockException Invalid Authentication - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if "AccessDeniedException" in error_str:
+                        exception_mapping_worked = True
+                        raise PermissionDeniedError(
+                            message=f"BedrockException PermissionDeniedError - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if (
+                        "throttlingException" in error_str
+                        or "ThrottlingException" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise RateLimitError(
+                            message=f"BedrockException: Rate Limit Error - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if "Connect timeout on endpoint URL" in error_str:
+                        exception_mapping_worked = True
+                        raise Timeout(
+                            message=f"BedrockException: Timeout Error - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"BedrockException - {original_exception.message}",
+                                llm_provider="bedrock",
+                                model=model,
+                                response=httpx.Response(
+                                    status_code=500,
+                                    request=httpx.Request(
+                                        method="POST", url="https://api.openai.com/v1/"
+                                    ),
+                                ),
+                            )
+                        elif original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"BedrockException - {original_exception.message}",
+                                llm_provider="bedrock",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"BedrockException - {original_exception.message}",
+                                llm_provider="bedrock",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 404:
+                            exception_mapping_worked = True
+                            raise NotFoundError(
+                                message=f"BedrockException - {original_exception.message}",
+                                llm_provider="bedrock",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                elif custom_llm_provider == "sagemaker":
+                    if "Unable to locate credentials" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"SagemakerException - {error_str}",
+                            model=model,
+                            llm_provider="sagemaker",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "Input validation error: `best_of` must be > 0 and <= 2"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"SagemakerException - the value of 'n' must be > 0 and <= 2 for sagemaker endpoints",
+                            model=model,
+                            llm_provider="sagemaker",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "`inputs` tokens + `max_new_tokens` must be <=" in error_str
+                        or "instance type with more CPU capacity or memory" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"SagemakerException - {error_str}",
+                            model=model,
+                            llm_provider="sagemaker",
+                            response=original_exception.response,
+                        )
+                elif custom_llm_provider == "vertex_ai":
+                    if (
+                        "Vertex AI API has not been used in project" in error_str
+                        or "Unable to find your project" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            model=model,
+                            llm_provider="vertex_ai",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "None Unknown Error." in error_str
+                        or "Content has no parts." in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise APIError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            status_code=500,
+                            model=model,
+                            llm_provider="vertex_ai",
+                            request=original_exception.request,
+                        )
+                    elif "403" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            model=model,
+                            llm_provider="vertex_ai",
+                            response=original_exception.response,
+                        )
+                    elif "The response was blocked." in error_str:
+                        exception_mapping_worked = True
+                        raise UnprocessableEntityError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            model=model,
+                            llm_provider="vertex_ai",
+                            response=httpx.Response(
+                                status_code=429,
+                                request=httpx.Request(
+                                    method="POST",
+                                    url=" https://cloud.google.com/vertex-ai/",
+                                ),
+                            ),
+                        )
+                    elif (
+                        "429 Quota exceeded" in error_str
+                        or "IndexError: list index out of range" in error_str
+                        or "429 Unable to submit request because the service is temporarily out of capacity."
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise RateLimitError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            model=model,
+                            llm_provider="vertex_ai",
+                            response=httpx.Response(
+                                status_code=429,
+                                request=httpx.Request(
+                                    method="POST",
+                                    url=" https://cloud.google.com/vertex-ai/",
+                                ),
+                            ),
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"VertexAIException - {error_str} {extra_information}",
+                                model=model,
+                                llm_provider="vertex_ai",
+                                response=original_exception.response,
+                            )
+                        if original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                message=f"VertexAIException - {error_str} {extra_information}",
+                                status_code=500,
+                                model=model,
+                                llm_provider="vertex_ai",
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "palm" or custom_llm_provider == "gemini":
+                    if "503 Getting metadata" in error_str:
+                        # auth errors look like this
+                        # 503 Getting metadata from plugin failed with error: Reauthentication is needed. Please run `gcloud auth application-default login` to reauthenticate.
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"GeminiException - Invalid api key",
+                            model=model,
+                            llm_provider="palm",
+                            response=original_exception.response,
+                        )
+                    if (
+                        "504 Deadline expired before operation could complete." in error_str
+                        or "504 Deadline Exceeded" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise Timeout(
+                            message=f"GeminiException - {original_exception.message}",
+                            model=model,
+                            llm_provider="palm",
+                        )
+                    if "400 Request payload size exceeds" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"GeminiException - {error_str}",
+                            model=model,
+                            llm_provider="palm",
+                            response=original_exception.response,
+                        )
+                    if (
+                        "500 An internal error has occurred." in error_str
+                        or "list index out of range" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise APIError(
+                            status_code=getattr(original_exception, "status_code", 500),
+                            message=f"GeminiException - {original_exception.message}",
+                            llm_provider="palm",
+                            model=model,
+                            request=httpx.Response(
+                                status_code=429,
+                                request=httpx.Request(
+                                    method="POST",
+                                    url=" https://cloud.google.com/vertex-ai/",
+                                ),
+                            ),
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"GeminiException - {error_str}",
+                                model=model,
+                                llm_provider="palm",
+                                response=original_exception.response,
+                            )
+                    # Dailed: Error occurred: 400 Request payload size exceeds the limit: 20000 bytes
+                elif custom_llm_provider == "cloudflare":
+                    if "Authentication error" in error_str:
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"Cloudflare Exception - {original_exception.message}",
+                            llm_provider="cloudflare",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    if "must have required property" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"Cloudflare Exception - {original_exception.message}",
+                            llm_provider="cloudflare",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                elif (
+                    custom_llm_provider == "cohere" or custom_llm_provider == "cohere_chat"
+                ):  # Cohere
+                    if (
+                        "invalid api token" in error_str
+                        or "No API key provided." in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"CohereException - {original_exception.message}",
+                            llm_provider="cohere",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "too many tokens" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"CohereException - {original_exception.message}",
+                            model=model,
+                            llm_provider="cohere",
+                            response=original_exception.response,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        if (
+                            original_exception.status_code == 400
+                            or original_exception.status_code == 498
+                        ):
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"CohereException - {original_exception.message}",
+                                llm_provider="cohere",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"CohereException - {original_exception.message}",
+                                llm_provider="cohere",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                    elif (
+                        "CohereConnectionError" in exception_type
+                    ):  # cohere seems to fire these errors when we load test it (1k+ messages / min)
+                        exception_mapping_worked = True
+                        raise RateLimitError(
+                            message=f"CohereException - {original_exception.message}",
+                            llm_provider="cohere",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "invalid type:" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"CohereException - {original_exception.message}",
+                            llm_provider="cohere",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "Unexpected server error" in error_str:
+                        exception_mapping_worked = True
+                        raise ServiceUnavailableError(
+                            message=f"CohereException - {original_exception.message}",
+                            llm_provider="cohere",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    else:
+                        if hasattr(original_exception, "status_code"):
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"CohereException - {original_exception.message}",
+                                llm_provider="cohere",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                        raise original_exception
+                elif custom_llm_provider == "huggingface":
+                    if "length limit exceeded" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=error_str,
+                            model=model,
+                            llm_provider="huggingface",
+                            response=original_exception.response,
+                        )
+                    elif "A valid user token is required" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=error_str,
+                            llm_provider="huggingface",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                llm_provider="huggingface",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                model=model,
+                                llm_provider="huggingface",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                model=model,
+                                llm_provider="huggingface",
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                llm_provider="huggingface",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 503:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                llm_provider="huggingface",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                llm_provider="huggingface",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "ai21":
+                    if hasattr(original_exception, "message"):
+                        if "Prompt has too many tokens" in original_exception.message:
+                            exception_mapping_worked = True
+                            raise ContextWindowExceededError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                model=model,
+                                llm_provider="ai21",
+                                response=original_exception.response,
+                            )
+                        if "Bad or missing API token." in original_exception.message:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                model=model,
+                                llm_provider="ai21",
+                                response=original_exception.response,
+                            )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                llm_provider="ai21",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"AI21Exception - {original_exception.message}",
+                                model=model,
+                                llm_provider="ai21",
+                            )
+                        if original_exception.status_code == 422:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                model=model,
+                                llm_provider="ai21",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                llm_provider="ai21",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"AI21Exception - {original_exception.message}",
+                                llm_provider="ai21",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "nlp_cloud":
+                    if "detail" in error_str:
+                        if "Input text length should not exceed" in error_str:
+                            exception_mapping_worked = True
+                            raise ContextWindowExceededError(
+                                message=f"NLPCloudException - {error_str}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                                response=original_exception.response,
+                            )
+                        elif "value is not a valid" in error_str:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"NLPCloudException - {error_str}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                                response=original_exception.response,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=500,
+                                message=f"NLPCloudException - {error_str}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                                request=original_exception.request,
+                            )
+                    if hasattr(
+                        original_exception, "status_code"
+                    ):  # https://docs.nlpcloud.com/?shell#errors
+                        if (
+                            original_exception.status_code == 400
+                            or original_exception.status_code == 406
+                            or original_exception.status_code == 413
+                            or original_exception.status_code == 422
+                        ):
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 401
+                            or original_exception.status_code == 403
+                        ):
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 522
+                            or original_exception.status_code == 524
+                        ):
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                            )
+                        elif (
+                            original_exception.status_code == 429
+                            or original_exception.status_code == 402
+                        ):
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 500
+                            or original_exception.status_code == 503
+                        ):
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                        elif (
+                            original_exception.status_code == 504
+                            or original_exception.status_code == 520
+                        ):
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                                response=original_exception.response,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "together_ai":
+                    import json
+    
+                    try:
+                        error_response = json.loads(error_str)
+                    except:
+                        error_response = {"error": error_str}
+                    if (
+                        "error" in error_response
+                        and "`inputs` tokens + `max_new_tokens` must be <="
+                        in error_response["error"]
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            model=model,
+                            llm_provider="together_ai",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "error" in error_response
+                        and "invalid private key" in error_response["error"]
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            llm_provider="together_ai",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "error" in error_response
+                        and "INVALID_ARGUMENT" in error_response["error"]
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            model=model,
+                            llm_provider="together_ai",
+                            response=original_exception.response,
+                        )
+    
+                    elif (
+                        "error" in error_response
+                        and "API key doesn't match expected format."
+                        in error_response["error"]
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            model=model,
+                            llm_provider="together_ai",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "error_type" in error_response
+                        and error_response["error_type"] == "validation"
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            model=model,
+                            llm_provider="together_ai",
+                            response=original_exception.response,
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"TogetherAIException - {original_exception.message}",
+                                model=model,
+                                llm_provider="together_ai",
+                            )
+                        elif original_exception.status_code == 422:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"TogetherAIException - {error_response['error']}",
+                                model=model,
+                                llm_provider="together_ai",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"TogetherAIException - {original_exception.message}",
+                                llm_provider="together_ai",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 524:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"TogetherAIException - {original_exception.message}",
+                                llm_provider="together_ai",
+                                model=model,
+                            )
+                    else:
+                        exception_mapping_worked = True
+                        raise APIError(
+                            status_code=original_exception.status_code,
+                            message=f"TogetherAIException - {original_exception.message}",
+                            llm_provider="together_ai",
+                            model=model,
+                            request=original_exception.request,
+                        )
+                elif custom_llm_provider == "aleph_alpha":
+                    if (
+                        "This is longer than the model's maximum context length"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"AlephAlphaException - {original_exception.message}",
+                            llm_provider="aleph_alpha",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "InvalidToken" in error_str or "No token provided" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"AlephAlphaException - {original_exception.message}",
+                            llm_provider="aleph_alpha",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        print_verbose(f"status code: {original_exception.status_code}")
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"AlephAlphaException - {original_exception.message}",
+                                llm_provider="aleph_alpha",
+                                model=model,
+                            )
+                        elif original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AlephAlphaException - {original_exception.message}",
+                                llm_provider="aleph_alpha",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"AlephAlphaException - {original_exception.message}",
+                                llm_provider="aleph_alpha",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"AlephAlphaException - {original_exception.message}",
+                                llm_provider="aleph_alpha",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        raise original_exception
+                    raise original_exception
+                elif (
+                    custom_llm_provider == "ollama" or custom_llm_provider == "ollama_chat"
+                ):
+                    if isinstance(original_exception, dict):
+                        error_str = original_exception.get("error", "")
+                    else:
+                        error_str = str(original_exception)
+                    if "no such file or directory" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"OllamaException: Invalid Model/Model not loaded - {original_exception}",
+                            model=model,
+                            llm_provider="ollama",
+                            response=original_exception.response,
+                        )
+                    elif "Failed to establish a new connection" in error_str:
+                        exception_mapping_worked = True
+                        raise ServiceUnavailableError(
+                            message=f"OllamaException: {original_exception}",
+                            llm_provider="ollama",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "Invalid response object from API" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"OllamaException: {original_exception}",
+                            llm_provider="ollama",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "Read timed out" in error_str:
+                        exception_mapping_worked = True
+                        raise Timeout(
+                            message=f"OllamaException: {original_exception}",
+                            llm_provider="ollama",
+                            model=model,
+                        )
+                elif custom_llm_provider == "vllm":
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 0:
+                            exception_mapping_worked = True
+                            raise APIConnectionError(
+                                message=f"VLLMException - {original_exception.message}",
+                                llm_provider="vllm",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "azure":
+                    if "Internal server error" in error_str:
+                        exception_mapping_worked = True
+                        raise APIError(
+                            status_code=500,
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            request=httpx.Request(method="POST", url="https://openai.com/"),
+                        )
+                    elif "This model's maximum context length is" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "DeploymentNotFound" in error_str:
+                        exception_mapping_worked = True
+                        raise NotFoundError(
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "invalid_request_error" in error_str
+                        and "content_policy_violation" in error_str
+                    ) or (
+                        "The response was filtered due to the prompt triggering Azure OpenAI's content management"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContentPolicyViolationError(
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "invalid_request_error" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "The api_key client option must be set either by passing api_key to the client or by setting"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"{exception_provider} - {original_exception.message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        exception_mapping_worked = True
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                llm_provider="azure",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                            )
+                        if original_exception.status_code == 422:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 503:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 504:  # gateway timeout error
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                llm_provider="azure",
+                                model=model,
+                                request=httpx.Request(
+                                    method="POST", url="https://openai.com/"
+                                ),
+                            )
+                    else:
+                        # if no status code then it is an APIConnectionError: https://github.com/openai/openai-python#handling-errors
+                        raise APIConnectionError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            request=httpx.Request(method="POST", url="https://openai.com/"),
+                        )
+            if (
+                "BadRequestError.__init__() missing 1 required positional argument: 'param'"
+                in str(original_exception)
+            ):  # deal with edge-case invalid request error bug in openai-python sdk
+                exception_mapping_worked = True
+                raise BadRequestError(
+                    message=f"{exception_provider}: This can happen due to missing AZURE_API_VERSION: {str(original_exception)}",
+                    model=model,
+                    llm_provider=custom_llm_provider,
+                    response=original_exception.response,
+                )
+            else:  # ensure generic errors always return APIConnectionError=
+                exception_mapping_worked = True
+                if hasattr(original_exception, "request"):
+                    raise APIConnectionError(
+                        message=f"{str(original_exception)}",
+                        llm_provider=custom_llm_provider,
+                        model=model,
+                        request=original_exception.request,
+                    )
+                else:
+                    raise APIConnectionError(
+                        message=f"{str(original_exception)}",
+                        llm_provider=custom_llm_provider,
+                        model=model,
+                        request=httpx.Request(
+                            method="POST", url="https://api.openai.com/v1/"
+                        ),  # stub the request
+                    )
+        except Exception as e:
+            # LOGGING
+            exception_logging(
+                logger_fn=user_logger_fn,
+                additional_args={
+                    "exception_mapping_worked": exception_mapping_worked,
+                    "original_exception": original_exception,
+                },
+                exception=e,
+            )
+            ## AUTH ERROR
+            if isinstance(e, AuthenticationError) and (
+                litellm.email or "LITELLM_EMAIL" in os.environ
+            ):
+                threading.Thread(target=get_all_keys, args=(e.llm_provider,)).start()
+            # don't let an error with mapping interrupt the user from receiving an error from the llm api calls
+            if exception_mapping_worked:
+>               raise e
+
+../utils.py:9353: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+model = 'llama-3-8b-instruct', original_exception = KeyError('stream')
+custom_llm_provider = 'predibase'
+completion_kwargs = {'acompletion': False, 'api_base': None, 'api_key': 'pb_Qg9YbQo7UqqHdu0ozxN_aw', 'api_version': None, ...}
+extra_kwargs = {'api_base': 'https://serving.app.predibase.com', 'litellm_call_id': 'cf0ea464-1b45-4473-8e55-6bf6809df7a7', 'litellm_logging_obj': <litellm.utils.Logging object at 0x10a5cbf50>, 'tenant_id': 'c4768f95'}
+
+    def exception_type(
+        model,
+        original_exception,
+        custom_llm_provider,
+        completion_kwargs={},
+        extra_kwargs={},
+    ):
+        global user_logger_fn, liteDebuggerClient
+        exception_mapping_worked = False
+        if litellm.suppress_debug_info is False:
+            print()  # noqa
+            print(  # noqa
+                "\033[1;31mGive Feedback / Get Help: https://github.com/BerriAI/litellm/issues/new\033[0m"  # noqa
+            )  # noqa
+            print(  # noqa
+                "LiteLLM.Info: If you need to debug this error, use `litellm.set_verbose=True'."  # noqa
+            )  # noqa
+            print()  # noqa
+        try:
+            if model:
+                error_str = str(original_exception)
+                if isinstance(original_exception, BaseException):
+                    exception_type = type(original_exception).__name__
+                else:
+                    exception_type = ""
+    
+                ################################################################################
+                # Common Extra information needed for all providers
+                # We pass num retries, api_base, vertex_deployment etc to the exception here
+                ################################################################################
+    
+                _api_base = litellm.get_api_base(model=model, optional_params=extra_kwargs)
+                messages = litellm.get_first_chars_messages(kwargs=completion_kwargs)
+                _vertex_project = extra_kwargs.get("vertex_project")
+                _vertex_location = extra_kwargs.get("vertex_location")
+                _metadata = extra_kwargs.get("metadata", {}) or {}
+                _model_group = _metadata.get("model_group")
+                _deployment = _metadata.get("deployment")
+                extra_information = f"\nModel: {model}"
+                if _api_base:
+                    extra_information += f"\nAPI Base: {_api_base}"
+                if messages and len(messages) > 0:
+                    extra_information += f"\nMessages: {messages}"
+    
+                if _model_group is not None:
+                    extra_information += f"\nmodel_group: {_model_group}\n"
+                if _deployment is not None:
+                    extra_information += f"\ndeployment: {_deployment}\n"
+                if _vertex_project is not None:
+                    extra_information += f"\nvertex_project: {_vertex_project}\n"
+                if _vertex_location is not None:
+                    extra_information += f"\nvertex_location: {_vertex_location}\n"
+    
+                # on litellm proxy add key name + team to exceptions
+                extra_information = _add_key_name_and_team_to_alert(
+                    request_info=extra_information, metadata=_metadata
+                )
+    
+                ################################################################################
+                # End of Common Extra information Needed for all providers
+                ################################################################################
+    
+                ################################################################################
+                #################### Start of Provider Exception mapping ####################
+                ################################################################################
+    
+                if "Request Timeout Error" in error_str or "Request timed out" in error_str:
+                    exception_mapping_worked = True
+                    raise Timeout(
+                        message=f"APITimeoutError - Request timed out. {extra_information} \n error_str: {error_str}",
+                        model=model,
+                        llm_provider=custom_llm_provider,
+                    )
+    
+                if (
+                    custom_llm_provider == "openai"
+                    or custom_llm_provider == "text-completion-openai"
+                    or custom_llm_provider == "custom_openai"
+                    or custom_llm_provider in litellm.openai_compatible_providers
+                ):
+                    # custom_llm_provider is openai, make it OpenAI
+                    if hasattr(original_exception, "message"):
+                        message = original_exception.message
+                    else:
+                        message = str(original_exception)
+                    if message is not None and isinstance(message, str):
+                        message = message.replace("OPENAI", custom_llm_provider.upper())
+                        message = message.replace("openai", custom_llm_provider)
+                        message = message.replace("OpenAI", custom_llm_provider)
+                    if custom_llm_provider == "openai":
+                        exception_provider = "OpenAI" + "Exception"
+                    else:
+                        exception_provider = (
+                            custom_llm_provider[0].upper()
+                            + custom_llm_provider[1:]
+                            + "Exception"
+                        )
+    
+                    if (
+                        "This model's maximum context length is" in error_str
+                        or "Request too large" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "invalid_request_error" in error_str
+                        and "model_not_found" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise NotFoundError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "invalid_request_error" in error_str
+                        and "content_policy_violation" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContentPolicyViolationError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "invalid_request_error" in error_str
+                        and "Incorrect API key provided" not in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "The api_key client option must be set either by passing api_key to the client or by setting the OPENAI_API_KEY environment variable"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "Mistral API raised a streaming error" in error_str:
+                        exception_mapping_worked = True
+                        _request = httpx.Request(
+                            method="POST", url="https://api.openai.com/v1"
+                        )
+                        raise APIError(
+                            status_code=500,
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            request=_request,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        exception_mapping_worked = True
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                llm_provider=custom_llm_provider,
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 404:
+                            exception_mapping_worked = True
+                            raise NotFoundError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                            )
+                        elif original_exception.status_code == 422:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 503:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 504:  # gateway timeout error
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                model=model,
+                                llm_provider=custom_llm_provider,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"{exception_provider} - {message} {extra_information}",
+                                llm_provider=custom_llm_provider,
+                                model=model,
+                                request=original_exception.request,
+                            )
+                    else:
+                        # if no status code then it is an APIConnectionError: https://github.com/openai/openai-python#handling-errors
+                        raise APIConnectionError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            request=httpx.Request(
+                                method="POST", url="https://api.openai.com/v1/"
+                            ),
+                        )
+                elif custom_llm_provider == "anthropic":  # one of the anthropics
+                    if hasattr(original_exception, "message"):
+                        if (
+                            "prompt is too long" in original_exception.message
+                            or "prompt: length" in original_exception.message
+                        ):
+                            exception_mapping_worked = True
+                            raise ContextWindowExceededError(
+                                message=original_exception.message,
+                                model=model,
+                                llm_provider="anthropic",
+                                response=original_exception.response,
+                            )
+                        if "Invalid API Key" in original_exception.message:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=original_exception.message,
+                                model=model,
+                                llm_provider="anthropic",
+                                response=original_exception.response,
+                            )
+                    if hasattr(original_exception, "status_code"):
+                        print_verbose(f"status_code: {original_exception.status_code}")
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"AnthropicException - {original_exception.message}",
+                                llm_provider="anthropic",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 400
+                            or original_exception.status_code == 413
+                        ):
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AnthropicException - {original_exception.message}",
+                                model=model,
+                                llm_provider="anthropic",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"AnthropicException - {original_exception.message}",
+                                model=model,
+                                llm_provider="anthropic",
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"AnthropicException - {original_exception.message}",
+                                llm_provider="anthropic",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=500,
+                                message=f"AnthropicException - {original_exception.message}. Handle with `litellm.APIError`.",
+                                llm_provider="anthropic",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "replicate":
+                    if "Incorrect authentication token" in error_str:
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"ReplicateException - {error_str}",
+                            llm_provider="replicate",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "input is too long" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"ReplicateException - {error_str}",
+                            model=model,
+                            llm_provider="replicate",
+                            response=original_exception.response,
+                        )
+                    elif exception_type == "ModelError":
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"ReplicateException - {error_str}",
+                            model=model,
+                            llm_provider="replicate",
+                            response=original_exception.response,
+                        )
+                    elif "Request was throttled" in error_str:
+                        exception_mapping_worked = True
+                        raise RateLimitError(
+                            message=f"ReplicateException - {error_str}",
+                            llm_provider="replicate",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"ReplicateException - {original_exception.message}",
+                                llm_provider="replicate",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 400
+                            or original_exception.status_code == 422
+                            or original_exception.status_code == 413
+                        ):
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"ReplicateException - {original_exception.message}",
+                                model=model,
+                                llm_provider="replicate",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"ReplicateException - {original_exception.message}",
+                                model=model,
+                                llm_provider="replicate",
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"ReplicateException - {original_exception.message}",
+                                llm_provider="replicate",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"ReplicateException - {original_exception.message}",
+                                llm_provider="replicate",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                    exception_mapping_worked = True
+                    raise APIError(
+                        status_code=500,
+                        message=f"ReplicateException - {str(original_exception)}",
+                        llm_provider="replicate",
+                        model=model,
+                        request=original_exception.request,
+                    )
+                elif custom_llm_provider == "bedrock":
+                    if (
+                        "too many tokens" in error_str
+                        or "expected maxLength:" in error_str
+                        or "Input is too long" in error_str
+                        or "prompt: length: 1.." in error_str
+                        or "Too many input tokens" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"BedrockException: Context Window Error - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if "Malformed input request" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"BedrockException - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if (
+                        "Unable to locate credentials" in error_str
+                        or "The security token included in the request is invalid"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"BedrockException Invalid Authentication - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if "AccessDeniedException" in error_str:
+                        exception_mapping_worked = True
+                        raise PermissionDeniedError(
+                            message=f"BedrockException PermissionDeniedError - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if (
+                        "throttlingException" in error_str
+                        or "ThrottlingException" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise RateLimitError(
+                            message=f"BedrockException: Rate Limit Error - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                            response=original_exception.response,
+                        )
+                    if "Connect timeout on endpoint URL" in error_str:
+                        exception_mapping_worked = True
+                        raise Timeout(
+                            message=f"BedrockException: Timeout Error - {error_str}",
+                            model=model,
+                            llm_provider="bedrock",
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"BedrockException - {original_exception.message}",
+                                llm_provider="bedrock",
+                                model=model,
+                                response=httpx.Response(
+                                    status_code=500,
+                                    request=httpx.Request(
+                                        method="POST", url="https://api.openai.com/v1/"
+                                    ),
+                                ),
+                            )
+                        elif original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"BedrockException - {original_exception.message}",
+                                llm_provider="bedrock",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"BedrockException - {original_exception.message}",
+                                llm_provider="bedrock",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 404:
+                            exception_mapping_worked = True
+                            raise NotFoundError(
+                                message=f"BedrockException - {original_exception.message}",
+                                llm_provider="bedrock",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                elif custom_llm_provider == "sagemaker":
+                    if "Unable to locate credentials" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"SagemakerException - {error_str}",
+                            model=model,
+                            llm_provider="sagemaker",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "Input validation error: `best_of` must be > 0 and <= 2"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"SagemakerException - the value of 'n' must be > 0 and <= 2 for sagemaker endpoints",
+                            model=model,
+                            llm_provider="sagemaker",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "`inputs` tokens + `max_new_tokens` must be <=" in error_str
+                        or "instance type with more CPU capacity or memory" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"SagemakerException - {error_str}",
+                            model=model,
+                            llm_provider="sagemaker",
+                            response=original_exception.response,
+                        )
+                elif custom_llm_provider == "vertex_ai":
+                    if (
+                        "Vertex AI API has not been used in project" in error_str
+                        or "Unable to find your project" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            model=model,
+                            llm_provider="vertex_ai",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "None Unknown Error." in error_str
+                        or "Content has no parts." in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise APIError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            status_code=500,
+                            model=model,
+                            llm_provider="vertex_ai",
+                            request=original_exception.request,
+                        )
+                    elif "403" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            model=model,
+                            llm_provider="vertex_ai",
+                            response=original_exception.response,
+                        )
+                    elif "The response was blocked." in error_str:
+                        exception_mapping_worked = True
+                        raise UnprocessableEntityError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            model=model,
+                            llm_provider="vertex_ai",
+                            response=httpx.Response(
+                                status_code=429,
+                                request=httpx.Request(
+                                    method="POST",
+                                    url=" https://cloud.google.com/vertex-ai/",
+                                ),
+                            ),
+                        )
+                    elif (
+                        "429 Quota exceeded" in error_str
+                        or "IndexError: list index out of range" in error_str
+                        or "429 Unable to submit request because the service is temporarily out of capacity."
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise RateLimitError(
+                            message=f"VertexAIException - {error_str} {extra_information}",
+                            model=model,
+                            llm_provider="vertex_ai",
+                            response=httpx.Response(
+                                status_code=429,
+                                request=httpx.Request(
+                                    method="POST",
+                                    url=" https://cloud.google.com/vertex-ai/",
+                                ),
+                            ),
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"VertexAIException - {error_str} {extra_information}",
+                                model=model,
+                                llm_provider="vertex_ai",
+                                response=original_exception.response,
+                            )
+                        if original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                message=f"VertexAIException - {error_str} {extra_information}",
+                                status_code=500,
+                                model=model,
+                                llm_provider="vertex_ai",
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "palm" or custom_llm_provider == "gemini":
+                    if "503 Getting metadata" in error_str:
+                        # auth errors look like this
+                        # 503 Getting metadata from plugin failed with error: Reauthentication is needed. Please run `gcloud auth application-default login` to reauthenticate.
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"GeminiException - Invalid api key",
+                            model=model,
+                            llm_provider="palm",
+                            response=original_exception.response,
+                        )
+                    if (
+                        "504 Deadline expired before operation could complete." in error_str
+                        or "504 Deadline Exceeded" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise Timeout(
+                            message=f"GeminiException - {original_exception.message}",
+                            model=model,
+                            llm_provider="palm",
+                        )
+                    if "400 Request payload size exceeds" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"GeminiException - {error_str}",
+                            model=model,
+                            llm_provider="palm",
+                            response=original_exception.response,
+                        )
+                    if (
+                        "500 An internal error has occurred." in error_str
+                        or "list index out of range" in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise APIError(
+                            status_code=getattr(original_exception, "status_code", 500),
+                            message=f"GeminiException - {original_exception.message}",
+                            llm_provider="palm",
+                            model=model,
+                            request=httpx.Response(
+                                status_code=429,
+                                request=httpx.Request(
+                                    method="POST",
+                                    url=" https://cloud.google.com/vertex-ai/",
+                                ),
+                            ),
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"GeminiException - {error_str}",
+                                model=model,
+                                llm_provider="palm",
+                                response=original_exception.response,
+                            )
+                    # Dailed: Error occurred: 400 Request payload size exceeds the limit: 20000 bytes
+                elif custom_llm_provider == "cloudflare":
+                    if "Authentication error" in error_str:
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"Cloudflare Exception - {original_exception.message}",
+                            llm_provider="cloudflare",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    if "must have required property" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"Cloudflare Exception - {original_exception.message}",
+                            llm_provider="cloudflare",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                elif (
+                    custom_llm_provider == "cohere" or custom_llm_provider == "cohere_chat"
+                ):  # Cohere
+                    if (
+                        "invalid api token" in error_str
+                        or "No API key provided." in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"CohereException - {original_exception.message}",
+                            llm_provider="cohere",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "too many tokens" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"CohereException - {original_exception.message}",
+                            model=model,
+                            llm_provider="cohere",
+                            response=original_exception.response,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        if (
+                            original_exception.status_code == 400
+                            or original_exception.status_code == 498
+                        ):
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"CohereException - {original_exception.message}",
+                                llm_provider="cohere",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"CohereException - {original_exception.message}",
+                                llm_provider="cohere",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                    elif (
+                        "CohereConnectionError" in exception_type
+                    ):  # cohere seems to fire these errors when we load test it (1k+ messages / min)
+                        exception_mapping_worked = True
+                        raise RateLimitError(
+                            message=f"CohereException - {original_exception.message}",
+                            llm_provider="cohere",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "invalid type:" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"CohereException - {original_exception.message}",
+                            llm_provider="cohere",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "Unexpected server error" in error_str:
+                        exception_mapping_worked = True
+                        raise ServiceUnavailableError(
+                            message=f"CohereException - {original_exception.message}",
+                            llm_provider="cohere",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    else:
+                        if hasattr(original_exception, "status_code"):
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"CohereException - {original_exception.message}",
+                                llm_provider="cohere",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                        raise original_exception
+                elif custom_llm_provider == "huggingface":
+                    if "length limit exceeded" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=error_str,
+                            model=model,
+                            llm_provider="huggingface",
+                            response=original_exception.response,
+                        )
+                    elif "A valid user token is required" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=error_str,
+                            llm_provider="huggingface",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                llm_provider="huggingface",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                model=model,
+                                llm_provider="huggingface",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                model=model,
+                                llm_provider="huggingface",
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                llm_provider="huggingface",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 503:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                llm_provider="huggingface",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"HuggingfaceException - {original_exception.message}",
+                                llm_provider="huggingface",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "ai21":
+                    if hasattr(original_exception, "message"):
+                        if "Prompt has too many tokens" in original_exception.message:
+                            exception_mapping_worked = True
+                            raise ContextWindowExceededError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                model=model,
+                                llm_provider="ai21",
+                                response=original_exception.response,
+                            )
+                        if "Bad or missing API token." in original_exception.message:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                model=model,
+                                llm_provider="ai21",
+                                response=original_exception.response,
+                            )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                llm_provider="ai21",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"AI21Exception - {original_exception.message}",
+                                model=model,
+                                llm_provider="ai21",
+                            )
+                        if original_exception.status_code == 422:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                model=model,
+                                llm_provider="ai21",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"AI21Exception - {original_exception.message}",
+                                llm_provider="ai21",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"AI21Exception - {original_exception.message}",
+                                llm_provider="ai21",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "nlp_cloud":
+                    if "detail" in error_str:
+                        if "Input text length should not exceed" in error_str:
+                            exception_mapping_worked = True
+                            raise ContextWindowExceededError(
+                                message=f"NLPCloudException - {error_str}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                                response=original_exception.response,
+                            )
+                        elif "value is not a valid" in error_str:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"NLPCloudException - {error_str}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                                response=original_exception.response,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=500,
+                                message=f"NLPCloudException - {error_str}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                                request=original_exception.request,
+                            )
+                    if hasattr(
+                        original_exception, "status_code"
+                    ):  # https://docs.nlpcloud.com/?shell#errors
+                        if (
+                            original_exception.status_code == 400
+                            or original_exception.status_code == 406
+                            or original_exception.status_code == 413
+                            or original_exception.status_code == 422
+                        ):
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 401
+                            or original_exception.status_code == 403
+                        ):
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 522
+                            or original_exception.status_code == 524
+                        ):
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                            )
+                        elif (
+                            original_exception.status_code == 429
+                            or original_exception.status_code == 402
+                        ):
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif (
+                            original_exception.status_code == 500
+                            or original_exception.status_code == 503
+                        ):
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                        elif (
+                            original_exception.status_code == 504
+                            or original_exception.status_code == 520
+                        ):
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"NLPCloudException - {original_exception.message}",
+                                model=model,
+                                llm_provider="nlp_cloud",
+                                response=original_exception.response,
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"NLPCloudException - {original_exception.message}",
+                                llm_provider="nlp_cloud",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "together_ai":
+                    import json
+    
+                    try:
+                        error_response = json.loads(error_str)
+                    except:
+                        error_response = {"error": error_str}
+                    if (
+                        "error" in error_response
+                        and "`inputs` tokens + `max_new_tokens` must be <="
+                        in error_response["error"]
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            model=model,
+                            llm_provider="together_ai",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "error" in error_response
+                        and "invalid private key" in error_response["error"]
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            llm_provider="together_ai",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "error" in error_response
+                        and "INVALID_ARGUMENT" in error_response["error"]
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            model=model,
+                            llm_provider="together_ai",
+                            response=original_exception.response,
+                        )
+    
+                    elif (
+                        "error" in error_response
+                        and "API key doesn't match expected format."
+                        in error_response["error"]
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            model=model,
+                            llm_provider="together_ai",
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "error_type" in error_response
+                        and error_response["error_type"] == "validation"
+                    ):
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"TogetherAIException - {error_response['error']}",
+                            model=model,
+                            llm_provider="together_ai",
+                            response=original_exception.response,
+                        )
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"TogetherAIException - {original_exception.message}",
+                                model=model,
+                                llm_provider="together_ai",
+                            )
+                        elif original_exception.status_code == 422:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"TogetherAIException - {error_response['error']}",
+                                model=model,
+                                llm_provider="together_ai",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"TogetherAIException - {original_exception.message}",
+                                llm_provider="together_ai",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 524:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"TogetherAIException - {original_exception.message}",
+                                llm_provider="together_ai",
+                                model=model,
+                            )
+                    else:
+                        exception_mapping_worked = True
+                        raise APIError(
+                            status_code=original_exception.status_code,
+                            message=f"TogetherAIException - {original_exception.message}",
+                            llm_provider="together_ai",
+                            model=model,
+                            request=original_exception.request,
+                        )
+                elif custom_llm_provider == "aleph_alpha":
+                    if (
+                        "This is longer than the model's maximum context length"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"AlephAlphaException - {original_exception.message}",
+                            llm_provider="aleph_alpha",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "InvalidToken" in error_str or "No token provided" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"AlephAlphaException - {original_exception.message}",
+                            llm_provider="aleph_alpha",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        print_verbose(f"status code: {original_exception.status_code}")
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"AlephAlphaException - {original_exception.message}",
+                                llm_provider="aleph_alpha",
+                                model=model,
+                            )
+                        elif original_exception.status_code == 400:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AlephAlphaException - {original_exception.message}",
+                                llm_provider="aleph_alpha",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"AlephAlphaException - {original_exception.message}",
+                                llm_provider="aleph_alpha",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 500:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"AlephAlphaException - {original_exception.message}",
+                                llm_provider="aleph_alpha",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        raise original_exception
+                    raise original_exception
+                elif (
+                    custom_llm_provider == "ollama" or custom_llm_provider == "ollama_chat"
+                ):
+                    if isinstance(original_exception, dict):
+                        error_str = original_exception.get("error", "")
+                    else:
+                        error_str = str(original_exception)
+                    if "no such file or directory" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"OllamaException: Invalid Model/Model not loaded - {original_exception}",
+                            model=model,
+                            llm_provider="ollama",
+                            response=original_exception.response,
+                        )
+                    elif "Failed to establish a new connection" in error_str:
+                        exception_mapping_worked = True
+                        raise ServiceUnavailableError(
+                            message=f"OllamaException: {original_exception}",
+                            llm_provider="ollama",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "Invalid response object from API" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"OllamaException: {original_exception}",
+                            llm_provider="ollama",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "Read timed out" in error_str:
+                        exception_mapping_worked = True
+                        raise Timeout(
+                            message=f"OllamaException: {original_exception}",
+                            llm_provider="ollama",
+                            model=model,
+                        )
+                elif custom_llm_provider == "vllm":
+                    if hasattr(original_exception, "status_code"):
+                        if original_exception.status_code == 0:
+                            exception_mapping_worked = True
+                            raise APIConnectionError(
+                                message=f"VLLMException - {original_exception.message}",
+                                llm_provider="vllm",
+                                model=model,
+                                request=original_exception.request,
+                            )
+                elif custom_llm_provider == "azure":
+                    if "Internal server error" in error_str:
+                        exception_mapping_worked = True
+                        raise APIError(
+                            status_code=500,
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            request=httpx.Request(method="POST", url="https://openai.com/"),
+                        )
+                    elif "This model's maximum context length is" in error_str:
+                        exception_mapping_worked = True
+                        raise ContextWindowExceededError(
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "DeploymentNotFound" in error_str:
+                        exception_mapping_worked = True
+                        raise NotFoundError(
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "invalid_request_error" in error_str
+                        and "content_policy_violation" in error_str
+                    ) or (
+                        "The response was filtered due to the prompt triggering Azure OpenAI's content management"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise ContentPolicyViolationError(
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif "invalid_request_error" in error_str:
+                        exception_mapping_worked = True
+                        raise BadRequestError(
+                            message=f"AzureException - {original_exception.message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif (
+                        "The api_key client option must be set either by passing api_key to the client or by setting"
+                        in error_str
+                    ):
+                        exception_mapping_worked = True
+                        raise AuthenticationError(
+                            message=f"{exception_provider} - {original_exception.message} {extra_information}",
+                            llm_provider=custom_llm_provider,
+                            model=model,
+                            response=original_exception.response,
+                        )
+                    elif hasattr(original_exception, "status_code"):
+                        exception_mapping_worked = True
+                        if original_exception.status_code == 401:
+                            exception_mapping_worked = True
+                            raise AuthenticationError(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                llm_provider="azure",
+                                model=model,
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 408:
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                            )
+                        if original_exception.status_code == 422:
+                            exception_mapping_worked = True
+                            raise BadRequestError(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 429:
+                            exception_mapping_worked = True
+                            raise RateLimitError(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 503:
+                            exception_mapping_worked = True
+                            raise ServiceUnavailableError(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                                response=original_exception.response,
+                            )
+                        elif original_exception.status_code == 504:  # gateway timeout error
+                            exception_mapping_worked = True
+                            raise Timeout(
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                model=model,
+                                llm_provider="azure",
+                            )
+                        else:
+                            exception_mapping_worked = True
+                            raise APIError(
+                                status_code=original_exception.status_code,
+                                message=f"AzureException - {original_exception.message} {extra_information}",
+                                llm_provider="azure",
+                                model=model,
+                                request=httpx.Request(
+                                    method="POST", url="https://openai.com/"
+                                ),
+                            )
+                    else:
+                        # if no status code then it is an APIConnectionError: https://github.com/openai/openai-python#handling-errors
+                        raise APIConnectionError(
+                            message=f"{exception_provider} - {message} {extra_information}",
+                            llm_provider="azure",
+                            model=model,
+                            request=httpx.Request(method="POST", url="https://openai.com/"),
+                        )
+            if (
+                "BadRequestError.__init__() missing 1 required positional argument: 'param'"
+                in str(original_exception)
+            ):  # deal with edge-case invalid request error bug in openai-python sdk
+                exception_mapping_worked = True
+                raise BadRequestError(
+                    message=f"{exception_provider}: This can happen due to missing AZURE_API_VERSION: {str(original_exception)}",
+                    model=model,
+                    llm_provider=custom_llm_provider,
+                    response=original_exception.response,
+                )
+            else:  # ensure generic errors always return APIConnectionError=
+                exception_mapping_worked = True
+                if hasattr(original_exception, "request"):
+                    raise APIConnectionError(
+                        message=f"{str(original_exception)}",
+                        llm_provider=custom_llm_provider,
+                        model=model,
+                        request=original_exception.request,
+                    )
+                else:
+>                   raise APIConnectionError(
+                        message=f"{str(original_exception)}",
+                        llm_provider=custom_llm_provider,
+                        model=model,
+                        request=httpx.Request(
+                            method="POST", url="https://api.openai.com/v1/"
+                        ),  # stub the request
+                    )
+E                   litellm.exceptions.APIConnectionError: 'stream'
+
+../utils.py:9328: APIConnectionError
+
+During handling of the above exception, another exception occurred:
+
+sync_mode = True
+
+    @pytest.mark.parametrize("sync_mode", [True, False])
+    @pytest.mark.asyncio
+    async def test_completion_predibase_streaming(sync_mode):
+        try:
+            litellm.set_verbose = True
+    
+            if sync_mode:
+                response = completion(
+                    model="predibase/llama-3-8b-instruct",
+                    tenant_id="c4768f95",
+                    api_base="https://serving.app.predibase.com",
+                    api_key=os.getenv("PREDIBASE_API_KEY"),
+                    messages=[{"role": "user", "content": "What is the meaning of life?"}],
+                    stream=True,
+                )
+    
+                complete_response = ""
+                for idx, init_chunk in enumerate(response):
+                    chunk, finished = streaming_format_tests(idx, init_chunk)
+                    complete_response += chunk
+                    custom_llm_provider = init_chunk._hidden_params["custom_llm_provider"]
+                    print(f"custom_llm_provider: {custom_llm_provider}")
+                    assert custom_llm_provider == "predibase"
+                    if finished:
+                        assert isinstance(
+                            init_chunk.choices[0], litellm.utils.StreamingChoices
+                        )
+                        break
+                if complete_response.strip() == "":
+                    raise Exception("Empty response received")
+            else:
+                response = await litellm.acompletion(
+                    model="predibase/llama-3-8b-instruct",
+                    tenant_id="c4768f95",
+                    api_base="https://serving.app.predibase.com",
+                    api_key=os.getenv("PREDIBASE_API_KEY"),
+                    messages=[{"role": "user", "content": "What is the meaning of life?"}],
+                    stream=True,
+                )
+    
+                # await response
+    
+                complete_response = ""
+                idx = 0
+                async for init_chunk in response:
+                    chunk, finished = streaming_format_tests(idx, init_chunk)
+                    complete_response += chunk
+                    custom_llm_provider = init_chunk._hidden_params["custom_llm_provider"]
+                    print(f"custom_llm_provider: {custom_llm_provider}")
+                    assert custom_llm_provider == "predibase"
+                    idx += 1
+                    if finished:
+                        assert isinstance(
+                            init_chunk.choices[0], litellm.utils.StreamingChoices
+                        )
+                        break
+                if complete_response.strip() == "":
+                    raise Exception("Empty response received")
+    
+            print(f"complete_response: {complete_response}")
+        except litellm.Timeout as e:
+            pass
+        except Exception as e:
+>           pytest.fail(f"Error occurred: {e}")
+E           Failed: Error occurred: 'stream'
+
+test_streaming.py:373: Failed
+---------------------------- Captured stdout setup -----------------------------
+<module 'litellm' from '/Users/krrishdholakia/Documents/litellm/litellm/__init__.py'>
+----------------------------- Captured stdout call -----------------------------
+
+
+Request to litellm:
+litellm.completion(model='predibase/llama-3-8b-instruct', tenant_id='c4768f95', api_base='https://serving.app.predibase.com', api_key='pb_Qg9YbQo7UqqHdu0ozxN_aw', messages=[{'role': 'user', 'content': 'What is the meaning of life?'}], stream=True)
+
+
+self.optional_params: {}
+SYNC kwargs[caching]: False; litellm.cache: None; kwargs.get('cache')['no-cache']: False
+UNMAPPED PROVIDER, ASSUMING IT'S OPENAI/AZURE - model=llama-3-8b-instruct, custom_llm_provider=predibase
+Final returned optional params: {'stream': True, 'tenant_id': 'c4768f95'}
+self.optional_params: {'stream': True, 'tenant_id': 'c4768f95'}
+
+
+POST Request Sent from LiteLLM:
+curl -X POST \
+https://serving.app.predibase.com/c4768f95/deployments/v2/llms/llama-3-8b-instruct/generate_stream \
+-H 'content-type: application/json' -H 'Authorization: Bearer pb_Qg********************' \
+-d '{'inputs': 'What is the meaning of life?', 'parameters': {'details': True, 'max_new_tokens': 256, 'return_full_text': False}}'
+
+
+
+Give Feedback / Get Help: https://github.com/BerriAI/litellm/issues/new
+LiteLLM.Info: If you need to debug this error, use `litellm.set_verbose=True'.
+
+Logging Details: logger_fn - None | callable(logger_fn) - False
+Logging Details LiteLLM-Failure Call
+self.failure_callback: []
 =============================== warnings summary ===============================
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: 24 warnings
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: 25 warnings
   /opt/homebrew/lib/python3.11/site-packages/pydantic/_internal/_config.py:284: PydanticDeprecatedSince20: Support for class-based `config` is deprecated, use ConfigDict instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     warnings.warn(DEPRECATION_MESSAGE, DeprecationWarning)
 
@@ -47,86 +6906,90 @@ final cost: 0; prompt_tokens_cost_usd_dollar: 0; completion_tokens_cost_usd_doll
   /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:454: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:466
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:466: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:474
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:474: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:509
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:509: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:487
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:487: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:546
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:546: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:532
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:532: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:840
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:840: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:569
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:569: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:867
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:867: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:864
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:864: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../proxy/_types.py:886
-  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:886: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+../proxy/_types.py:891
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:891: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
     @root_validator(pre=True)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:121
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:121: DeprecationWarning: pkg_resources is deprecated as an API
-    warnings.warn("pkg_resources is deprecated as an API", DeprecationWarning)
+../proxy/_types.py:912
+  /Users/krrishdholakia/Documents/litellm/litellm/proxy/_types.py:912: PydanticDeprecatedSince20: Pydantic V1 style `@root_validator` validators are deprecated. You should migrate to Pydantic V2 style `@model_validator` validators, see the migration guide for more details. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.7/migration/
+    @root_validator(pre=True)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870: 10 warnings
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google')`.
+../utils.py:39
+  /Users/krrishdholakia/Documents/litellm/litellm/utils.py:39: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html
+    import pkg_resources  # type: ignore
+
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832: 10 warnings
+  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.cloud')`.
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.cloud')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2349
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2349
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2349
-test_completion.py::test_gemini_completion_call_error
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2349: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google')`.
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2317
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2317
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2317
+  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2317: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(parent)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.logging')`.
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.logging')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.iam')`.
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.iam')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('mpl_toolkits')`.
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('mpl_toolkits')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('sphinxcontrib')`.
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('sphinxcontrib')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870
-  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2870: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('zope')`.
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+../../../../../../opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832
+  /opt/homebrew/lib/python3.11/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('zope')`.
   Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
     declare_namespace(pkg)
 
-test_completion.py::test_gemini_completion_call_error
-  /opt/homebrew/lib/python3.11/site-packages/google/rpc/__init__.py:20: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.rpc')`.
-  Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
-    pkg_resources.declare_namespace(__name__)
+test_streaming.py::test_completion_predibase_streaming[False]
+  /opt/homebrew/lib/python3.11/site-packages/httpx/_content.py:204: DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.
+    warnings.warn(message, DeprecationWarning)
 
 -- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
-======================== 1 passed, 63 warnings in 1.48s ========================
+=========================== short test summary info ============================
+FAILED test_streaming.py::test_completion_predibase_streaming[True] - Failed:...
+=================== 1 failed, 1 passed, 64 warnings in 5.28s ===================
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 7f0977b155ce..f726ed95a7e1 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -85,20 +85,33 @@ def test_completion_azure_command_r():
         pytest.fail(f"Error occurred: {e}")
 
 
-@pytest.mark.skip(reason="local test")
-def test_completion_predibase():
+# @pytest.mark.skip(reason="local test")
+@pytest.mark.parametrize("sync_mode", [True, False])
+@pytest.mark.asyncio
+async def test_completion_predibase(sync_mode):
     try:
         litellm.set_verbose = True
 
-        response = completion(
-            model="predibase/llama-3-8b-instruct",
-            tenant_id="c4768f95",
-            api_base="https://serving.app.predibase.com",
-            api_key=os.getenv("PREDIBASE_API_KEY"),
-            messages=[{"role": "user", "content": "What is the meaning of life?"}],
-        )
+        if sync_mode:
+            response = completion(
+                model="predibase/llama-3-8b-instruct",
+                tenant_id="c4768f95",
+                api_base="https://serving.app.predibase.com",
+                api_key=os.getenv("PREDIBASE_API_KEY"),
+                messages=[{"role": "user", "content": "What is the meaning of life?"}],
+            )
 
-        print(response)
+            print(response)
+        else:
+            response = await litellm.acompletion(
+                model="predibase/llama-3-8b-instruct",
+                tenant_id="c4768f95",
+                api_base="https://serving.app.predibase.com",
+                api_key=os.getenv("PREDIBASE_API_KEY"),
+                messages=[{"role": "user", "content": "What is the meaning of life?"}],
+            )
+
+            print(response)
     except litellm.Timeout as e:
         pass
     except Exception as e:
diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py
index 7d639d7a3c4d..7e5a1026514c 100644
--- a/litellm/tests/test_streaming.py
+++ b/litellm/tests/test_streaming.py
@@ -5,6 +5,7 @@
 import traceback
 import time, pytest
 from pydantic import BaseModel
+from typing import Tuple
 
 sys.path.insert(
     0, os.path.abspath("../..")
@@ -142,7 +143,7 @@ def validate_last_format(chunk):
         ), "'finish_reason' should be a string."
 
 
-def streaming_format_tests(idx, chunk):
+def streaming_format_tests(idx, chunk) -> Tuple[str, bool]:
     extracted_chunk = ""
     finished = False
     print(f"chunk: {chunk}")
@@ -306,6 +307,70 @@ def test_completion_azure_stream():
 
 
 # test_completion_azure_stream()
+@pytest.mark.parametrize("sync_mode", [True, False])
+@pytest.mark.asyncio
+async def test_completion_predibase_streaming(sync_mode):
+    try:
+        litellm.set_verbose = True
+
+        if sync_mode:
+            response = completion(
+                model="predibase/llama-3-8b-instruct",
+                tenant_id="c4768f95",
+                api_base="https://serving.app.predibase.com",
+                api_key=os.getenv("PREDIBASE_API_KEY"),
+                messages=[{"role": "user", "content": "What is the meaning of life?"}],
+                stream=True,
+            )
+
+            complete_response = ""
+            for idx, init_chunk in enumerate(response):
+                chunk, finished = streaming_format_tests(idx, init_chunk)
+                complete_response += chunk
+                custom_llm_provider = init_chunk._hidden_params["custom_llm_provider"]
+                print(f"custom_llm_provider: {custom_llm_provider}")
+                assert custom_llm_provider == "predibase"
+                if finished:
+                    assert isinstance(
+                        init_chunk.choices[0], litellm.utils.StreamingChoices
+                    )
+                    break
+            if complete_response.strip() == "":
+                raise Exception("Empty response received")
+        else:
+            response = await litellm.acompletion(
+                model="predibase/llama-3-8b-instruct",
+                tenant_id="c4768f95",
+                api_base="https://serving.app.predibase.com",
+                api_key=os.getenv("PREDIBASE_API_KEY"),
+                messages=[{"role": "user", "content": "What is the meaning of life?"}],
+                stream=True,
+            )
+
+            # await response
+
+            complete_response = ""
+            idx = 0
+            async for init_chunk in response:
+                chunk, finished = streaming_format_tests(idx, init_chunk)
+                complete_response += chunk
+                custom_llm_provider = init_chunk._hidden_params["custom_llm_provider"]
+                print(f"custom_llm_provider: {custom_llm_provider}")
+                assert custom_llm_provider == "predibase"
+                idx += 1
+                if finished:
+                    assert isinstance(
+                        init_chunk.choices[0], litellm.utils.StreamingChoices
+                    )
+                    break
+            if complete_response.strip() == "":
+                raise Exception("Empty response received")
+
+        print(f"complete_response: {complete_response}")
+    except litellm.Timeout as e:
+        pass
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
 
 
 def test_completion_azure_function_calling_stream():
diff --git a/litellm/utils.py b/litellm/utils.py
index 7ccb5e8ff9f6..fe52e6c63684 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -9757,6 +9757,50 @@ def handle_together_ai_chunk(self, chunk):
                 "finish_reason": finish_reason,
             }
 
+    def handle_predibase_chunk(self, chunk):
+        try:
+            if type(chunk) != str:
+                chunk = chunk.decode(
+                    "utf-8"
+                )  # DO NOT REMOVE this: This is required for HF inference API + Streaming
+            text = ""
+            is_finished = False
+            finish_reason = ""
+            print_verbose(f"chunk: {chunk}")
+            if chunk.startswith("data:"):
+                data_json = json.loads(chunk[5:])
+                print_verbose(f"data json: {data_json}")
+                if "token" in data_json and "text" in data_json["token"]:
+                    text = data_json["token"]["text"]
+                if data_json.get("details", False) and data_json["details"].get(
+                    "finish_reason", False
+                ):
+                    is_finished = True
+                    finish_reason = data_json["details"]["finish_reason"]
+                elif data_json.get(
+                    "generated_text", False
+                ):  # if full generated text exists, then stream is complete
+                    text = ""  # don't return the final bos token
+                    is_finished = True
+                    finish_reason = "stop"
+                elif data_json.get("error", False):
+                    raise Exception(data_json.get("error"))
+                return {
+                    "text": text,
+                    "is_finished": is_finished,
+                    "finish_reason": finish_reason,
+                }
+            elif "error" in chunk:
+                raise ValueError(chunk)
+            return {
+                "text": text,
+                "is_finished": is_finished,
+                "finish_reason": finish_reason,
+            }
+        except Exception as e:
+            traceback.print_exc()
+            raise e
+
     def handle_huggingface_chunk(self, chunk):
         try:
             if type(chunk) != str:
@@ -10391,6 +10435,11 @@ def chunk_creator(self, chunk):
                 completion_obj["content"] = response_obj["text"]
                 if response_obj["is_finished"]:
                     self.received_finish_reason = response_obj["finish_reason"]
+            elif self.custom_llm_provider and self.custom_llm_provider == "predibase":
+                response_obj = self.handle_predibase_chunk(chunk)
+                completion_obj["content"] = response_obj["text"]
+                if response_obj["is_finished"]:
+                    self.received_finish_reason = response_obj["finish_reason"]
             elif (
                 self.custom_llm_provider and self.custom_llm_provider == "baseten"
             ):  # baseten doesn't provide streaming
@@ -11008,6 +11057,7 @@ async def __anext__(self):
                 or self.custom_llm_provider == "sagemaker"
                 or self.custom_llm_provider == "gemini"
                 or self.custom_llm_provider == "cached_response"
+                or self.custom_llm_provider == "predibase"
                 or self.custom_llm_provider in litellm.openai_compatible_endpoints
             ):
                 async for chunk in self.completion_stream:

From 4a7be9163bb5dc4bbedf47c8b82b6bb18ee80bfb Mon Sep 17 00:00:00 2001
From: CyanideByte <cyanidebyte@hotmail.com>
Date: Thu, 9 May 2024 17:42:19 -0700
Subject: [PATCH 329/378] Globally filtering pydantic conflict warnings

---
 litellm/__init__.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index 4f72504f6929..6f8d4e8dfac8 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -1,3 +1,6 @@
+### Hide pydantic namespace conflict warnings globally ###
+import warnings
+warnings.filterwarnings("ignore", message=".*conflict with protected namespace.*")
 ### INIT VARIABLES ###
 import threading, requests, os
 from typing import Callable, List, Optional, Dict, Union, Any, Literal

From 9083d8e490b485b9e72b75091b1a530833228ad0 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 17:55:27 -0700
Subject: [PATCH 330/378] fix: fix linting errors

---
 .pre-commit-config.yaml             | 16 ++++++++--------
 litellm/llms/huggingface_restapi.py |  7 ++++---
 litellm/llms/predibase.py           |  8 ++++----
 3 files changed, 16 insertions(+), 15 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e8bb1ff66a32..cc41d85f1455 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,11 +16,11 @@ repos:
         name: Check if files match
         entry: python3 ci_cd/check_files_match.py
         language: system
-# -   repo: local
-#     hooks:
-#     -   id: mypy
-#         name: mypy
-#         entry: python3 -m mypy --ignore-missing-imports
-#         language: system
-#         types: [python]
-#         files: ^litellm/
\ No newline at end of file
+-   repo: local
+    hooks:
+    -   id: mypy
+        name: mypy
+        entry: python3 -m mypy --ignore-missing-imports
+        language: system
+        types: [python]
+        files: ^litellm/
\ No newline at end of file
diff --git a/litellm/llms/huggingface_restapi.py b/litellm/llms/huggingface_restapi.py
index b250f301383e..a2c4457c23e0 100644
--- a/litellm/llms/huggingface_restapi.py
+++ b/litellm/llms/huggingface_restapi.py
@@ -399,10 +399,11 @@ def completion(
                 data = {
                     "inputs": prompt,
                     "parameters": optional_params,
-                    "stream": (
+                    "stream": (  # type: ignore
                         True
                         if "stream" in optional_params
-                        and optional_params["stream"] == True
+                        and isinstance(optional_params["stream"], bool)
+                        and optional_params["stream"] == True  # type: ignore
                         else False
                     ),
                 }
@@ -433,7 +434,7 @@ def completion(
                 data = {
                     "inputs": prompt,
                     "parameters": inference_params,
-                    "stream": (
+                    "stream": (  # type: ignore
                         True
                         if "stream" in optional_params
                         and optional_params["stream"] == True
diff --git a/litellm/llms/predibase.py b/litellm/llms/predibase.py
index f3935984d0d5..ef9c6b0ba533 100644
--- a/litellm/llms/predibase.py
+++ b/litellm/llms/predibase.py
@@ -129,7 +129,7 @@ def __init__(self) -> None:
         )
         super().__init__()
 
-    def validate_environment(self, api_key: Optional[str], user_headers: dict) -> dict:
+    def _validate_environment(self, api_key: Optional[str], user_headers: dict) -> dict:
         if api_key is None:
             raise ValueError(
                 "Missing Predibase API Key - A call is being made to predibase but no key is set either in the environment variables or via params"
@@ -309,7 +309,7 @@ def completion(
         logger_fn=None,
         headers: dict = {},
     ) -> Union[ModelResponse, CustomStreamWrapper]:
-        headers = self.validate_environment(api_key, headers)
+        headers = self._validate_environment(api_key, headers)
         completion_url = ""
         input_text = ""
         base_url = "https://serving.app.predibase.com"
@@ -411,13 +411,13 @@ def completion(
                 data=json.dumps(data),
                 stream=stream,
             )
-            response = CustomStreamWrapper(
+            _response = CustomStreamWrapper(
                 response.iter_lines(),
                 model,
                 custom_llm_provider="predibase",
                 logging_obj=logging_obj,
             )
-            return response
+            return _response
         ### SYNC COMPLETION
         else:
             response = requests.post(

From 425efc60f48421f7cbad2ce40fb4e6fabfc90a1b Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 18:12:28 -0700
Subject: [PATCH 331/378] fix(main.py): fix linting error

---
 litellm/main.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/litellm/main.py b/litellm/main.py
index cec49d35f7e5..273de4d2ee42 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -1810,7 +1810,7 @@ def completion(
                 or get_secret("PREDIBASE_API_KEY")
             )
 
-            model_response = predibase_chat_completions.completion(
+            _model_response = predibase_chat_completions.completion(
                 model=model,
                 messages=messages,
                 model_response=model_response,
@@ -1832,8 +1832,8 @@ def completion(
                 and optional_params["stream"] == True
                 and acompletion == False
             ):
-                return response
-            response = model_response
+                return _model_response
+            response = _model_response
         elif custom_llm_provider == "ai21":
             custom_llm_provider = "ai21"
             ai21_key = (

From 5a38438c3f32a6bdd9366fd0b42fe8673df26024 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 18:40:45 -0700
Subject: [PATCH 332/378] docs(customer_routing.md): add region-based routing
 for specific customers, to docs

---
 .../my-website/docs/proxy/customer_routing.md | 83 +++++++++++++++++++
 docs/my-website/sidebars.js                   |  1 +
 2 files changed, 84 insertions(+)
 create mode 100644 docs/my-website/docs/proxy/customer_routing.md

diff --git a/docs/my-website/docs/proxy/customer_routing.md b/docs/my-website/docs/proxy/customer_routing.md
new file mode 100644
index 000000000000..4c8a60af8076
--- /dev/null
+++ b/docs/my-website/docs/proxy/customer_routing.md
@@ -0,0 +1,83 @@
+# Region-based Routing
+
+Route specific customers to eu-only models.
+
+By specifying 'allowed_model_region' for a customer, LiteLLM will filter-out any models in a model group which is not in the allowed region (i.e. 'eu').
+
+[**See Code**](https://github.com/BerriAI/litellm/blob/5eb12e30cc5faa73799ebc7e48fc86ebf449c879/litellm/router.py#L2938)
+
+### 1. Create customer with region-specification
+
+Use the litellm 'end-user' object for this. 
+
+End-users can be tracked / id'ed by passing the 'user' param to litellm in an openai chat completion/embedding call.
+
+```bash
+curl -X POST --location 'http://0.0.0.0:4000/end_user/new' \
+--header 'Authorization: Bearer sk-1234' \
+--header 'Content-Type: application/json' \
+--data '{
+    "user_id" : "ishaan-jaff-45",
+    "allowed_model_region": "eu", # 👈 SPECIFY ALLOWED REGION='eu'
+}'
+```
+
+### 2. Add eu models to model-group 
+
+Add eu models to a model group. For azure models, litellm can automatically infer the region (no need to set it). 
+
+```yaml
+model_list:
+    - model_name: gpt-3.5-turbo
+      litellm_params:
+        model: azure/gpt-35-turbo-eu # 👈 EU azure model
+        api_base: https://my-endpoint-europe-berri-992.openai.azure.com/
+        api_key: os.environ/AZURE_EUROPE_API_KEY
+    - model_name: gpt-3.5-turbo
+      litellm_params:
+        model: azure/chatgpt-v-2
+        api_base: https://openai-gpt-4-test-v-1.openai.azure.com/
+        api_version: "2023-05-15"
+        api_key: os.environ/AZURE_API_KEY
+
+router_settings:
+  enable_pre_call_checks: true # 👈 IMPORTANT
+```
+
+Start the proxy
+
+```yaml
+litellm --config /path/to/config.yaml
+```
+
+### 3. Test it!
+
+Make a simple chat completions call to the proxy. In the response headers, you should see the returned api base. 
+
+```bash
+curl -X POST --location 'http://localhost:4000/chat/completions' \
+--header 'Content-Type: application/json' \
+--header 'Authorization: Bearer sk-1234' \
+--data '{
+    "model": "gpt-3.5-turbo", 
+    "messages": [
+        {
+        "role": "user",
+        "content": "what is the meaning of the universe? 1234"
+    }],
+    "user": "ishaan-jaff-45" # 👈 USER ID
+}
+'
+```
+
+Expected API Base in response headers 
+
+```
+x-litellm-api-base: "https://my-endpoint-europe-berri-992.openai.azure.com/"
+```
+
+### FAQ 
+
+**What happens if there are no available models for that region?**
+
+Since the router filters out models not in the specified region, it will return back as an error to the user, if no models in that region are available. 
\ No newline at end of file
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index d00d853a001b..3c968ea57fdb 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -50,6 +50,7 @@ const sidebars = {
           items: ["proxy/logging", "proxy/streaming_logging"],
         },
         "proxy/team_based_routing",
+        "proxy/customer_routing",
         "proxy/ui",
         "proxy/cost_tracking",
         "proxy/token_auth",

From 491e17734856fbd28260bbd3222b3ca9c49a86e0 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 18:44:19 -0700
Subject: [PATCH 333/378] fix(predibase.py): fix async completion call

---
 litellm/llms/predibase.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/llms/predibase.py b/litellm/llms/predibase.py
index ef9c6b0ba533..1f96e7c67e92 100644
--- a/litellm/llms/predibase.py
+++ b/litellm/llms/predibase.py
@@ -390,7 +390,7 @@ def completion(
                     model=model,
                     messages=messages,
                     data=data,
-                    api_base=api_base,
+                    api_base=completion_url,
                     model_response=model_response,
                     print_verbose=print_verbose,
                     encoding=encoding,

From 76d4290591901961ac97cd53feee820b329b4dd5 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 19:07:19 -0700
Subject: [PATCH 334/378] fix(predibase.py): fix event loop closed error

---
 litellm/llms/predibase.py | 15 ++++++++-------
 1 file changed, 8 insertions(+), 7 deletions(-)

diff --git a/litellm/llms/predibase.py b/litellm/llms/predibase.py
index 1f96e7c67e92..e377b02d4ade 100644
--- a/litellm/llms/predibase.py
+++ b/litellm/llms/predibase.py
@@ -124,9 +124,6 @@ def get_supported_openai_params(self):
 
 class PredibaseChatCompletion(BaseLLM):
     def __init__(self) -> None:
-        self.async_handler = AsyncHTTPHandler(
-            timeout=httpx.Timeout(timeout=litellm.request_timeout, connect=5.0)
-        )
         super().__init__()
 
     def _validate_environment(self, api_key: Optional[str], user_headers: dict) -> dict:
@@ -457,8 +454,10 @@ async def async_completion(
         logger_fn=None,
         headers={},
     ) -> ModelResponse:
-
-        response = await self.async_handler.post(
+        async_handler = AsyncHTTPHandler(
+            timeout=httpx.Timeout(timeout=600.0, connect=5.0)
+        )
+        response = await async_handler.post(
             api_base, headers=headers, data=json.dumps(data)
         )
         return self.process_response(
@@ -491,9 +490,11 @@ async def async_streaming(
         logger_fn=None,
         headers={},
     ) -> CustomStreamWrapper:
-
+        async_handler = AsyncHTTPHandler(
+            timeout=httpx.Timeout(timeout=600.0, connect=5.0)
+        )
         data["stream"] = True
-        response = await self.async_handler.post(
+        response = await async_handler.post(
             url="https://serving.app.predibase.com/c4768f95/deployments/v2/llms/llama-3-8b-instruct/generate_stream",
             headers=headers,
             data=json.dumps(data),

From 714370956fe74c503da238750d2a35df47beaeec Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 9 May 2024 22:18:16 -0700
Subject: [PATCH 335/378] fix(predibase.py): fix async streaming

---
 litellm/llms/predibase.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/litellm/llms/predibase.py b/litellm/llms/predibase.py
index e377b02d4ade..c3424d244b37 100644
--- a/litellm/llms/predibase.py
+++ b/litellm/llms/predibase.py
@@ -454,10 +454,10 @@ async def async_completion(
         logger_fn=None,
         headers={},
     ) -> ModelResponse:
-        async_handler = AsyncHTTPHandler(
+        self.async_handler = AsyncHTTPHandler(
             timeout=httpx.Timeout(timeout=600.0, connect=5.0)
         )
-        response = await async_handler.post(
+        response = await self.async_handler.post(
             api_base, headers=headers, data=json.dumps(data)
         )
         return self.process_response(
@@ -490,12 +490,12 @@ async def async_streaming(
         logger_fn=None,
         headers={},
     ) -> CustomStreamWrapper:
-        async_handler = AsyncHTTPHandler(
+        self.async_handler = AsyncHTTPHandler(
             timeout=httpx.Timeout(timeout=600.0, connect=5.0)
         )
         data["stream"] = True
-        response = await async_handler.post(
-            url="https://serving.app.predibase.com/c4768f95/deployments/v2/llms/llama-3-8b-instruct/generate_stream",
+        response = await self.async_handler.post(
+            url=api_base,
             headers=headers,
             data=json.dumps(data),
             stream=True,

From 9a31f3d3d93b21eef8bcae45c0744a47c4c38ed9 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 07:57:41 -0700
Subject: [PATCH 336/378] fix(main.py): support env var 'VERTEX_PROJECT' and
 'VERTEX_LOCATION'

---
 litellm/main.py                               |  3 ++
 .../tests/test_amazing_vertex_completion.py   | 43 +++++++++++++++++++
 litellm/utils.py                              |  4 +-
 3 files changed, 47 insertions(+), 3 deletions(-)

diff --git a/litellm/main.py b/litellm/main.py
index aa078d322d04..6fd4cdaab481 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -2960,17 +2960,20 @@ def embedding(
                 or optional_params.pop("vertex_ai_project", None)
                 or litellm.vertex_project
                 or get_secret("VERTEXAI_PROJECT")
+                or get_secret("VERTEX_PROJECT")
             )
             vertex_ai_location = (
                 optional_params.pop("vertex_location", None)
                 or optional_params.pop("vertex_ai_location", None)
                 or litellm.vertex_location
                 or get_secret("VERTEXAI_LOCATION")
+                or get_secret("VERTEX_LOCATION")
             )
             vertex_credentials = (
                 optional_params.pop("vertex_credentials", None)
                 or optional_params.pop("vertex_ai_credentials", None)
                 or get_secret("VERTEXAI_CREDENTIALS")
+                or get_secret("VERTEX_CREDENTIALS")
             )
 
             response = vertex_ai.embedding(
diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py
index 1d79653ea628..91fd444742bd 100644
--- a/litellm/tests/test_amazing_vertex_completion.py
+++ b/litellm/tests/test_amazing_vertex_completion.py
@@ -113,6 +113,49 @@ async def get_response():
             ],
         )
         return response
+
+    except litellm.UnprocessableEntityError as e:
+        pass
+    except Exception as e:
+        pytest.fail(f"An error occurred - {str(e)}")
+
+
+@pytest.mark.asyncio
+async def test_get_router_response():
+    model = "claude-3-sonnet@20240229"
+    vertex_ai_project = "adroit-crow-413218"
+    vertex_ai_location = "asia-southeast1"
+    json_obj = get_vertex_ai_creds_json()
+    vertex_credentials = json.dumps(json_obj)
+
+    prompt = '\ndef count_nums(arr):\n    """\n    Write a function count_nums which takes an array of integers and returns\n    the number of elements which has a sum of digits > 0.\n    If a number is negative, then its first signed digit will be negative:\n    e.g. -123 has signed digits -1, 2, and 3.\n    >>> count_nums([]) == 0\n    >>> count_nums([-1, 11, -11]) == 1\n    >>> count_nums([1, 1, 2]) == 3\n    """\n'
+    try:
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "sonnet",
+                    "litellm_params": {
+                        "model": "vertex_ai/claude-3-sonnet@20240229",
+                        "vertex_ai_project": vertex_ai_project,
+                        "vertex_ai_location": vertex_ai_location,
+                        "vertex_credentials": vertex_credentials,
+                    },
+                }
+            ]
+        )
+        response = await router.acompletion(
+            model="sonnet",
+            messages=[
+                {
+                    "role": "system",
+                    "content": "Complete the given code with no more explanation. Remember that there is a 4-space indent before the first line of your generated code.",
+                },
+                {"role": "user", "content": prompt},
+            ],
+        )
+
+        print(f"\n\nResponse: {response}\n\n")
+
     except litellm.UnprocessableEntityError as e:
         pass
     except Exception as e:
diff --git a/litellm/utils.py b/litellm/utils.py
index 206001dbb173..838d0fe553e9 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5769,9 +5769,7 @@ def _map_and_modify_arg(supported_params: dict, provider: str, model: str):
             extra_body  # openai client supports `extra_body` param
         )
     else:  # assume passing in params for openai/azure openai
-        print_verbose(
-            f"UNMAPPED PROVIDER, ASSUMING IT'S OPENAI/AZURE - model={model}, custom_llm_provider={custom_llm_provider}"
-        )
+
         supported_params = get_supported_openai_params(
             model=model, custom_llm_provider="openai"
         )

From f9a0364bffaa73b7cefb2d0375a9313b019cdf4e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 08:34:01 -0700
Subject: [PATCH 337/378] =?UTF-8?q?bump:=20version=201.37.0=20=E2=86=92=20?=
 =?UTF-8?q?1.37.1?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index a9854cf692ad..835dfb3bf7b0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.37.0"
+version = "1.37.1"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.37.0"
+version = "1.37.1"
 version_files = [
     "pyproject.toml:^version"
 ]

From 40e19a838cdf123922d4cd861b4372ad493a843f Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 08:40:31 -0700
Subject: [PATCH 338/378] =?UTF-8?q?bump:=20version=201.37.1=20=E2=86=92=20?=
 =?UTF-8?q?1.37.2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 835dfb3bf7b0..d09489e62d50 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.37.1"
+version = "1.37.2"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.37.1"
+version = "1.37.2"
 version_files = [
     "pyproject.toml:^version"
 ]

From cdec7a414f6376fbde82816e4ac4dece6d4c1e7c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 09:58:40 -0700
Subject: [PATCH 339/378] test(test_router_fallbacks.py): fix test

---
 litellm/main.py                        |  1 +
 litellm/router.py                      |  1 +
 litellm/tests/test_custom_logger.py    |  3 ++-
 litellm/tests/test_router_fallbacks.py | 20 +++++++++++---------
 4 files changed, 15 insertions(+), 10 deletions(-)

diff --git a/litellm/main.py b/litellm/main.py
index 6fd4cdaab481..72f5b1dc63b7 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -662,6 +662,7 @@ def completion(
         "region_name",
         "allowed_model_region",
     ]
+
     default_params = openai_params + litellm_params
     non_default_params = {
         k: v for k, v in kwargs.items() if k not in default_params
diff --git a/litellm/router.py b/litellm/router.py
index 68f49a0a0cb6..39d49a147455 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -102,6 +102,7 @@ def __init__(
             "usage-based-routing",
             "latency-based-routing",
             "cost-based-routing",
+            "usage-based-routing-v2",
         ] = "simple-shuffle",
         routing_strategy_args: dict = {},  # just for latency-based routing
         semaphore: Optional[asyncio.Semaphore] = None,
diff --git a/litellm/tests/test_custom_logger.py b/litellm/tests/test_custom_logger.py
index 9c2afe5a3a8b..c7df31214623 100644
--- a/litellm/tests/test_custom_logger.py
+++ b/litellm/tests/test_custom_logger.py
@@ -437,8 +437,9 @@ async def test_cost_tracking_with_caching():
         max_tokens=40,
         temperature=0.2,
         caching=True,
+        mock_response="Hey, i'm doing well!",
     )
-    await asyncio.sleep(1)  # success callback is async
+    await asyncio.sleep(3)  # success callback is async
     response_cost = customHandler_optional_params.response_cost
     assert response_cost > 0
     response2 = await litellm.acompletion(
diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py
index 0e001eeba936..0bce9894b773 100644
--- a/litellm/tests/test_router_fallbacks.py
+++ b/litellm/tests/test_router_fallbacks.py
@@ -754,6 +754,9 @@ async def test_async_fallbacks_max_retries_per_request():
 
 def test_ausage_based_routing_fallbacks():
     try:
+        import litellm
+
+        litellm.set_verbose = False
         # [Prod Test]
         # IT tests Usage Based Routing with fallbacks
         # The Request should fail azure/gpt-4-fast. Then fallback -> "azure/gpt-4-basic" -> "openai-gpt-4"
@@ -766,10 +769,10 @@ def test_ausage_based_routing_fallbacks():
         load_dotenv()
 
         # Constants for TPM and RPM allocation
-        AZURE_FAST_RPM = 0
-        AZURE_BASIC_RPM = 0
+        AZURE_FAST_RPM = 1
+        AZURE_BASIC_RPM = 1
         OPENAI_RPM = 0
-        ANTHROPIC_RPM = 2
+        ANTHROPIC_RPM = 10
 
         def get_azure_params(deployment_name: str):
             params = {
@@ -832,9 +835,9 @@ def get_anthropic_params(model: str):
             fallbacks=fallbacks_list,
             set_verbose=True,
             debug_level="DEBUG",
-            routing_strategy="usage-based-routing",
+            routing_strategy="usage-based-routing-v2",
             redis_host=os.environ["REDIS_HOST"],
-            redis_port=os.environ["REDIS_PORT"],
+            redis_port=int(os.environ["REDIS_PORT"]),
             num_retries=0,
         )
 
@@ -853,8 +856,8 @@ def get_anthropic_params(model: str):
         # the token count of this message is > AZURE_FAST_TPM, > AZURE_BASIC_TPM
         assert response._hidden_params["model_id"] == "1"
 
-        # now make 100 mock requests to OpenAI - expect it to fallback to anthropic-claude-instant-1.2
-        for i in range(3):
+        for i in range(10):
+            # now make 100 mock requests to OpenAI - expect it to fallback to anthropic-claude-instant-1.2
             response = router.completion(
                 model="azure/gpt-4-fast",
                 messages=messages,
@@ -863,8 +866,7 @@ def get_anthropic_params(model: str):
             )
             print("response: ", response)
             print("response._hidden_params: ", response._hidden_params)
-            if i == 2:
-                # by the 19th call we should have hit TPM LIMIT for OpenAI, it should fallback to anthropic-claude-instant-1.2
+            if i == 9:
                 assert response._hidden_params["model_id"] == "4"
 
     except Exception as e:

From 781d5888c39107058ae96966d114ce70cfe99581 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 10:58:35 -0700
Subject: [PATCH 340/378] docs(predibase.md): add support for predibase to docs

---
 docs/my-website/docs/providers/predibase.md | 247 ++++++++++++++++++++
 docs/my-website/sidebars.js                 |   4 +-
 litellm/tests/test_completion.py            |   1 -
 3 files changed, 250 insertions(+), 2 deletions(-)
 create mode 100644 docs/my-website/docs/providers/predibase.md

diff --git a/docs/my-website/docs/providers/predibase.md b/docs/my-website/docs/providers/predibase.md
new file mode 100644
index 000000000000..3d5bbaef417a
--- /dev/null
+++ b/docs/my-website/docs/providers/predibase.md
@@ -0,0 +1,247 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# 🆕 Predibase
+
+LiteLLM supports all models on Predibase
+
+
+## Usage
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+### API KEYS
+```python
+import os 
+os.environ["PREDIBASE_API_KEY"] = ""
+```
+
+### Example Call
+
+```python
+from litellm import completion
+import os
+## set ENV variables
+os.environ["PREDIBASE_API_KEY"] = "predibase key"
+os.environ["PREDIBASE_TENANT_ID"] = "predibase tenant id"
+
+# predibase llama-3 call
+response = completion(
+    model="predibase/llama-3-8b-instruct", 
+    messages = [{ "content": "Hello, how are you?","role": "user"}]
+)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+1. Add models to your config.yaml
+
+  ```yaml
+  model_list:
+    - model_name: llama-3
+      litellm_params:
+        model: predibase/llama-3-8b-instruct
+        api_key: os.environ/PREDIBASE_API_KEY
+        tenant_id: os.environ/PREDIBASE_TENANT_ID
+  ```
+
+
+
+2. Start the proxy 
+
+  ```bash
+  $ litellm --config /path/to/config.yaml --debug
+  ```
+
+3. Send Request to LiteLLM Proxy Server
+
+  <Tabs>
+
+  <TabItem value="openai" label="OpenAI Python v1.0.0+">
+
+  ```python
+  import openai
+  client = openai.OpenAI(
+      api_key="sk-1234",             # pass litellm proxy key, if you're using virtual keys
+      base_url="http://0.0.0.0:4000" # litellm-proxy-base url
+  )
+
+  response = client.chat.completions.create(
+      model="llama-3",
+      messages = [
+        {
+            "role": "system",
+            "content": "Be a good human!"
+        },
+        {
+            "role": "user",
+            "content": "What do you know about earth?"
+        }
+    ]
+  )
+
+  print(response)
+  ```
+
+  </TabItem>
+
+  <TabItem value="curl" label="curl">
+
+  ```shell
+  curl --location 'http://0.0.0.0:4000/chat/completions' \
+      --header 'Authorization: Bearer sk-1234' \
+      --header 'Content-Type: application/json' \
+      --data '{
+      "model": "llama-3",
+      "messages": [
+        {
+            "role": "system",
+            "content": "Be a good human!"
+        },
+        {
+            "role": "user",
+            "content": "What do you know about earth?"
+        }
+        ],
+  }'
+  ```
+  </TabItem>
+
+  </Tabs>
+
+
+</TabItem>
+
+</Tabs>
+
+## Advanced Usage - Prompt Formatting 
+
+LiteLLM has prompt template mappings for all `meta-llama` llama3 instruct models. [**See Code**](https://github.com/BerriAI/litellm/blob/4f46b4c3975cd0f72b8c5acb2cb429d23580c18a/litellm/llms/prompt_templates/factory.py#L1360)
+
+To apply a custom prompt template: 
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python 
+import litellm
+
+import os 
+os.environ["PREDIBASE_API_KEY"] = ""
+
+# Create your own custom prompt template 
+litellm.register_prompt_template(
+	    model="togethercomputer/LLaMA-2-7B-32K",
+        initial_prompt_value="You are a good assistant" # [OPTIONAL]
+	    roles={
+            "system": {
+                "pre_message": "[INST] <<SYS>>\n", # [OPTIONAL]
+                "post_message": "\n<</SYS>>\n [/INST]\n" # [OPTIONAL]
+            },
+            "user": { 
+                "pre_message": "[INST] ", # [OPTIONAL]
+                "post_message": " [/INST]" # [OPTIONAL]
+            }, 
+            "assistant": {
+                "pre_message": "\n" # [OPTIONAL]
+                "post_message": "\n" # [OPTIONAL]
+            }
+        }
+        final_prompt_value="Now answer as best you can:" # [OPTIONAL]
+)
+
+def predibase_custom_model():
+    model = "predibase/togethercomputer/LLaMA-2-7B-32K"
+    response = completion(model=model, messages=messages)
+    print(response['choices'][0]['message']['content'])
+    return response
+
+predibase_custom_model()
+```
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+```yaml
+# Model-specific parameters
+model_list:
+  - model_name: mistral-7b # model alias
+    litellm_params: # actual params for litellm.completion()
+      model: "predibase/mistralai/Mistral-7B-Instruct-v0.1" 
+      api_key: os.environ/PREDIBASE_API_KEY
+      initial_prompt_value: "\n"
+      roles: {"system":{"pre_message":"<|im_start|>system\n", "post_message":"<|im_end|>"}, "assistant":{"pre_message":"<|im_start|>assistant\n","post_message":"<|im_end|>"}, "user":{"pre_message":"<|im_start|>user\n","post_message":"<|im_end|>"}}
+      final_prompt_value: "\n"
+      bos_token: "<s>"
+      eos_token: "</s>"
+      max_tokens: 4096
+```
+
+</TabItem>
+
+</Tabs>
+
+## Passing additional params - max_tokens, temperature 
+See all litellm.completion supported params [here](https://docs.litellm.ai/docs/completion/input)
+
+```python
+# !pip install litellm
+from litellm import completion
+import os
+## set ENV variables
+os.environ["PREDIBASE_API_KEY"] = "predibase key"
+
+# predibae llama-3 call
+response = completion(
+    model="predibase/llama3-8b-instruct", 
+    messages = [{ "content": "Hello, how are you?","role": "user"}],
+    max_tokens=20,
+    temperature=0.5
+)
+```
+
+**proxy**
+
+```yaml
+  model_list:
+    - model_name: llama-3
+      litellm_params:
+        model: predibase/llama-3-8b-instruct
+        api_key: os.environ/PREDIBASE_API_KEY
+        max_tokens: 20
+        temperature: 0.5
+```
+
+## Passings Predibase specific params - adapter_id, adapter_source, 
+Send params [not supported by `litellm.completion()`](https://docs.litellm.ai/docs/completion/input) but supported by Predibase by passing them to `litellm.completion`
+
+Example `adapter_id`, `adapter_source` are Predibase specific param - [See List](https://github.com/BerriAI/litellm/blob/8a35354dd6dbf4c2fcefcd6e877b980fcbd68c58/litellm/llms/predibase.py#L54)
+
+```python
+# !pip install litellm
+from litellm import completion
+import os
+## set ENV variables
+os.environ["PREDIBASE_API_KEY"] = "predibase key"
+
+# predibase llama3 call
+response = completion(
+    model="predibase/llama-3-8b-instruct", 
+    messages = [{ "content": "Hello, how are you?","role": "user"}],
+    adapter_id="my_repo/3",
+    adapter_soruce="pbase",
+)
+```
+
+**proxy**
+
+```yaml
+  model_list:
+    - model_name: llama-3
+      litellm_params:
+        model: predibase/llama-3-8b-instruct
+        api_key: os.environ/PREDIBASE_API_KEY
+        adapter_id: my_repo/3
+        adapter_source: pbase
+```
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 3c968ea57fdb..4ce587080532 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -132,6 +132,8 @@ const sidebars = {
         "providers/cohere", 
         "providers/anyscale",
         "providers/huggingface", 
+        "providers/watsonx",
+        "providers/predibase",
         "providers/ollama", 
         "providers/perplexity", 
         "providers/groq", 
@@ -151,7 +153,7 @@ const sidebars = {
         "providers/openrouter", 
         "providers/custom_openai_proxy",
         "providers/petals",
-        "providers/watsonx",
+        
       ],
     },
     "proxy/custom_pricing",
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index f726ed95a7e1..630baf34659c 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -96,7 +96,6 @@ async def test_completion_predibase(sync_mode):
             response = completion(
                 model="predibase/llama-3-8b-instruct",
                 tenant_id="c4768f95",
-                api_base="https://serving.app.predibase.com",
                 api_key=os.getenv("PREDIBASE_API_KEY"),
                 messages=[{"role": "user", "content": "What is the meaning of life?"}],
             )

From 9d3f01c6ae23e63f20ff1f066b5ca12a9a29d5e1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 12:32:16 -0700
Subject: [PATCH 341/378] fix - router add model logic

---
 litellm/router.py | 42 +++++++++++++++++-------------------------
 1 file changed, 17 insertions(+), 25 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 39d49a147455..5e71fea5837c 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2558,20 +2558,20 @@ def _add_deployment(self, deployment: Deployment) -> Deployment:
         self.set_client(model=deployment.to_json(exclude_none=True))
 
         # set region (if azure model)
-        try:
-            if "azure" in deployment.litellm_params.model:
-                region = litellm.utils.get_model_region(
-                    litellm_params=deployment.litellm_params, mode=None
-                )
-
-                deployment.litellm_params.region_name = region
-        except Exception as e:
-            verbose_router_logger.error(
-                "Unable to get the region for azure model - {}, {}".format(
-                    deployment.litellm_params.model, str(e)
-                )
-            )
-            pass  # [NON-BLOCKING]
+        # try:
+        #     if "azure" in deployment.litellm_params.model:
+        #         region = litellm.utils.get_model_region(
+        #             litellm_params=deployment.litellm_params, mode=None
+        #         )
+
+        #         deployment.litellm_params.region_name = region
+        # except Exception as e:
+        #     verbose_router_logger.error(
+        #         "Unable to get the region for azure model - {}, {}".format(
+        #             deployment.litellm_params.model, str(e)
+        #         )
+        #     )
+        #     pass  # [NON-BLOCKING]
 
         return deployment
 
@@ -2610,7 +2610,6 @@ def upsert_deployment(self, deployment: Deployment) -> Deployment:
         - The added/updated deployment
         """
         # check if deployment already exists
-
         if deployment.model_info.id in self.get_model_ids():
             # remove the previous deployment
             removal_idx: Optional[int] = None
@@ -2620,16 +2619,9 @@ def upsert_deployment(self, deployment: Deployment) -> Deployment:
 
             if removal_idx is not None:
                 self.model_list.pop(removal_idx)
-
-        # add to model list
-        _deployment = deployment.to_json(exclude_none=True)
-        self.model_list.append(_deployment)
-
-        # initialize client
-        self._add_deployment(deployment=deployment)
-
-        # add to model names
-        self.model_names.append(deployment.model_name)
+        else:
+            # if the model_id is not in router
+            self.add_deployment(deployment=deployment)
         return deployment
 
     def delete_deployment(self, id: str) -> Optional[Deployment]:

From 6fd6490d6304043d9687723fb495a67e2749ac36 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 12:38:06 -0700
Subject: [PATCH 342/378] fix hide - _auto_infer_region behind a feature flag

---
 litellm/router.py | 31 +++++++++++++++++--------------
 1 file changed, 17 insertions(+), 14 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index 5e71fea5837c..3c777e2f07e7 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2558,20 +2558,23 @@ def _add_deployment(self, deployment: Deployment) -> Deployment:
         self.set_client(model=deployment.to_json(exclude_none=True))
 
         # set region (if azure model)
-        # try:
-        #     if "azure" in deployment.litellm_params.model:
-        #         region = litellm.utils.get_model_region(
-        #             litellm_params=deployment.litellm_params, mode=None
-        #         )
-
-        #         deployment.litellm_params.region_name = region
-        # except Exception as e:
-        #     verbose_router_logger.error(
-        #         "Unable to get the region for azure model - {}, {}".format(
-        #             deployment.litellm_params.model, str(e)
-        #         )
-        #     )
-        #     pass  # [NON-BLOCKING]
+        _auto_infer_region = os.environ.get("AUTO_INFER_REGION", "true")
+        _auto_infer_region_value = bool(_auto_infer_region)
+        if _auto_infer_region_value == True:
+            try:
+                if "azure" in deployment.litellm_params.model:
+                    region = litellm.utils.get_model_region(
+                        litellm_params=deployment.litellm_params, mode=None
+                    )
+
+                    deployment.litellm_params.region_name = region
+            except Exception as e:
+                verbose_router_logger.error(
+                    "Unable to get the region for azure model - {}, {}".format(
+                        deployment.litellm_params.model, str(e)
+                    )
+                )
+                pass  # [NON-BLOCKING]
 
         return deployment
 

From 75d6658bbcb54e9a9d73f38ece0a0f9d7be81866 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 12:39:19 -0700
Subject: [PATCH 343/378] fix - explain why behind feature flag

---
 litellm/router.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/litellm/router.py b/litellm/router.py
index 3c777e2f07e7..ac9b4cb47947 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2561,6 +2561,10 @@ def _add_deployment(self, deployment: Deployment) -> Deployment:
         _auto_infer_region = os.environ.get("AUTO_INFER_REGION", "true")
         _auto_infer_region_value = bool(_auto_infer_region)
         if _auto_infer_region_value == True:
+            """
+            Hiding behind a feature flag
+            When there is a large amount of LLM deployments this makes startup times blow up
+            """
             try:
                 if "azure" in deployment.litellm_params.model:
                     region = litellm.utils.get_model_region(

From 547976448f094af5875285cac400e3872446ee6a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 12:50:46 -0700
Subject: [PATCH 344/378] fix feature flag logic

---
 litellm/router.py | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index ac9b4cb47947..d833c1a85dd4 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2558,9 +2558,8 @@ def _add_deployment(self, deployment: Deployment) -> Deployment:
         self.set_client(model=deployment.to_json(exclude_none=True))
 
         # set region (if azure model)
-        _auto_infer_region = os.environ.get("AUTO_INFER_REGION", "true")
-        _auto_infer_region_value = bool(_auto_infer_region)
-        if _auto_infer_region_value == True:
+        _auto_infer_region = os.environ.get("AUTO_INFER_REGION", False)
+        if _auto_infer_region == True:
             """
             Hiding behind a feature flag
             When there is a large amount of LLM deployments this makes startup times blow up

From 5c69515a1347751f25e99671a1260cdc96108be8 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 13:41:51 -0700
Subject: [PATCH 345/378] fix - upsert_deployment logic

---
 litellm/router.py | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/litellm/router.py b/litellm/router.py
index d833c1a85dd4..20566f255bc2 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2606,7 +2606,7 @@ def add_deployment(self, deployment: Deployment) -> Optional[Deployment]:
         self.model_names.append(deployment.model_name)
         return deployment
 
-    def upsert_deployment(self, deployment: Deployment) -> Deployment:
+    def upsert_deployment(self, deployment: Deployment) -> Deployment | None:
         """
         Add or update deployment
         Parameters:
@@ -2616,7 +2616,17 @@ def upsert_deployment(self, deployment: Deployment) -> Deployment:
         - The added/updated deployment
         """
         # check if deployment already exists
-        if deployment.model_info.id in self.get_model_ids():
+        _deployment_model_id = deployment.model_info.id or ""
+        _deployment_on_router: Optional[Deployment] = self.get_deployment(
+            model_id=_deployment_model_id
+        )
+        if _deployment_on_router is not None:
+            # deployment with this model_id exists on the router
+            if deployment.litellm_params == _deployment_on_router.litellm_params:
+                # No need to update
+                return None
+
+            # if there is a new litellm param -> then update the deployment
             # remove the previous deployment
             removal_idx: Optional[int] = None
             for idx, model in enumerate(self.model_list):

From 414af64343e696196d0ee3ddad3e1f51996ddb58 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 13:43:19 -0700
Subject: [PATCH 346/378] test - OpenAI client is re-used for Azure, OpenAI

---
 tests/test_models.py | 55 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 55 insertions(+)

diff --git a/tests/test_models.py b/tests/test_models.py
index b009ded6c117..9696c52a230c 100644
--- a/tests/test_models.py
+++ b/tests/test_models.py
@@ -246,6 +246,33 @@ async def get_model_info_v2(session, key):
             raise Exception(f"Request did not return a 200 status code: {status}")
 
 
+async def get_specific_model_info_v2(session, key, model_name):
+    url = "http://0.0.0.0:4000/v2/model/info?debug=True&model=" + model_name
+    print("running /model/info check for model=", model_name)
+
+    headers = {
+        "Authorization": f"Bearer {key}",
+        "Content-Type": "application/json",
+    }
+
+    async with session.get(url, headers=headers) as response:
+        status = response.status
+        response_text = await response.text()
+        print("response from v2/model/info")
+        print(response_text)
+        print()
+
+        _json_response = await response.json()
+        print("JSON response from /v2/model/info?model=", model_name, _json_response)
+
+        _model_info = _json_response["data"]
+        assert len(_model_info) == 1, f"Expected 1 model, got {len(_model_info)}"
+
+        if status != 200:
+            raise Exception(f"Request did not return a 200 status code: {status}")
+        return _model_info[0]
+
+
 async def get_model_health(session, key, model_name):
     url = "http://0.0.0.0:4000/health?model=" + model_name
     headers = {
@@ -285,6 +312,11 @@ async def test_add_model_run_health():
         model_name = f"azure-model-health-check-{model_id}"
         print("adding model", model_name)
         await add_model_for_health_checking(session=session, model_id=model_id)
+        _old_model_info = await get_specific_model_info_v2(
+            session=session, key=key, model_name=model_name
+        )
+        print("model info before test", _old_model_info)
+
         await asyncio.sleep(30)
         print("calling /model/info")
         await get_model_info(session=session, key=key)
@@ -305,5 +337,28 @@ async def test_add_model_run_health():
             _healthy_endpooint["model"] == "azure/chatgpt-v-2"
         )  # this is the model that got added
 
+        # assert httpx client is is unchanges
+
+        await asyncio.sleep(10)
+
+        _model_info_after_test = await get_specific_model_info_v2(
+            session=session, key=key, model_name=model_name
+        )
+
+        print("model info after test", _model_info_after_test)
+        old_openai_client = _old_model_info["openai_client"]
+        new_openai_client = _model_info_after_test["openai_client"]
+        print("old openai client", old_openai_client)
+        print("new openai client", new_openai_client)
+
+        """
+        PROD TEST - This is extremly important 
+        The OpenAI client used should be the same after 30 seconds
+        It is a serious bug if the openai client does not match here
+        """
+        assert (
+            old_openai_client == new_openai_client
+        ), "OpenAI client does not match for the same model after 30 seconds"
+
         # cleanup
         await delete_model(session=session, model_id=model_id)

From 933f8ed16be60ff38223425b30a360c057995716 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 13:47:35 -0700
Subject: [PATCH 347/378] fix - proxy_server.py

---
 litellm/proxy/proxy_server.py | 38 ++++++++++++++++++++++++++---------
 1 file changed, 29 insertions(+), 9 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index af1be7f26605..46c13277328b 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -7795,11 +7795,15 @@ async def update_model(
 )
 async def model_info_v2(
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+    model: Optional[str] = fastapi.Query(
+        None, description="Specify the model name (optional)"
+    ),
+    debug: Optional[bool] = False,
 ):
     """
     BETA ENDPOINT. Might change unexpectedly. Use `/v1/model/info` for now.
     """
-    global llm_model_list, general_settings, user_config_file_path, proxy_config
+    global llm_model_list, general_settings, user_config_file_path, proxy_config, llm_router
 
     if llm_model_list is None or not isinstance(llm_model_list, list):
         raise HTTPException(
@@ -7822,19 +7826,35 @@ async def model_info_v2(
     if len(user_api_key_dict.models) > 0:
         user_models = user_api_key_dict.models
 
+    if model is not None:
+        all_models = [m for m in all_models if m["model_name"] == model]
+
     # fill in model info based on config.yaml and litellm model_prices_and_context_window.json
-    for model in all_models:
+    for _model in all_models:
         # provided model_info in config.yaml
-        model_info = model.get("model_info", {})
+        model_info = _model.get("model_info", {})
+        if debug == True:
+            _openai_client = "None"
+            if llm_router is not None:
+                _openai_client = (
+                    llm_router._get_client(
+                        deployment=_model, kwargs={}, client_type="async"
+                    )
+                    or "None"
+                )
+            else:
+                _openai_client = "llm_router_is_None"
+            openai_client = str(_openai_client)
+            _model["openai_client"] = openai_client
 
         # read litellm model_prices_and_context_window.json to get the following:
         # input_cost_per_token, output_cost_per_token, max_tokens
-        litellm_model_info = get_litellm_model_info(model=model)
+        litellm_model_info = get_litellm_model_info(model=_model)
 
         # 2nd pass on the model, try seeing if we can find model in litellm model_cost map
         if litellm_model_info == {}:
             # use litellm_param model_name to get model_info
-            litellm_params = model.get("litellm_params", {})
+            litellm_params = _model.get("litellm_params", {})
             litellm_model = litellm_params.get("model", None)
             try:
                 litellm_model_info = litellm.get_model_info(model=litellm_model)
@@ -7843,7 +7863,7 @@ async def model_info_v2(
         # 3rd pass on the model, try seeing if we can find model but without the "/" in model cost map
         if litellm_model_info == {}:
             # use litellm_param model_name to get model_info
-            litellm_params = model.get("litellm_params", {})
+            litellm_params = _model.get("litellm_params", {})
             litellm_model = litellm_params.get("model", None)
             split_model = litellm_model.split("/")
             if len(split_model) > 0:
@@ -7855,10 +7875,10 @@ async def model_info_v2(
         for k, v in litellm_model_info.items():
             if k not in model_info:
                 model_info[k] = v
-        model["model_info"] = model_info
+        _model["model_info"] = model_info
         # don't return the api key / vertex credentials
-        model["litellm_params"].pop("api_key", None)
-        model["litellm_params"].pop("vertex_credentials", None)
+        _model["litellm_params"].pop("api_key", None)
+        _model["litellm_params"].pop("vertex_credentials", None)
 
     verbose_proxy_logger.debug("all_models: %s", all_models)
     return {"data": all_models}

From 9bbb13c373313107a21d62e6e051d65b0afce91b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 13:54:52 -0700
Subject: [PATCH 348/378] fix bug upsert_deployment

---
 litellm/router.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/router.py b/litellm/router.py
index 20566f255bc2..32c2b61d13a0 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2606,7 +2606,7 @@ def add_deployment(self, deployment: Deployment) -> Optional[Deployment]:
         self.model_names.append(deployment.model_name)
         return deployment
 
-    def upsert_deployment(self, deployment: Deployment) -> Deployment | None:
+    def upsert_deployment(self, deployment: Deployment) -> Optional[Deployment]:
         """
         Add or update deployment
         Parameters:

From c17f221b8966e4b3581702822e2b8e181976a8f2 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 14:07:01 -0700
Subject: [PATCH 349/378] test(test_completion.py): reintegrate testing for
 huggingface tgi + non-tgi

---
 litellm/llms/huggingface_restapi.py | 103 +++++++++++++++++++---
 litellm/tests/test_completion.py    | 129 ++++++++++++++++++++++++++--
 litellm/utils.py                    |  44 ++--------
 3 files changed, 218 insertions(+), 58 deletions(-)

diff --git a/litellm/llms/huggingface_restapi.py b/litellm/llms/huggingface_restapi.py
index a2c4457c23e0..26591b95dac9 100644
--- a/litellm/llms/huggingface_restapi.py
+++ b/litellm/llms/huggingface_restapi.py
@@ -6,10 +6,12 @@
 from .base import BaseLLM
 import time
 import litellm
-from typing import Callable, Dict, List, Any
+from typing import Callable, Dict, List, Any, Literal
 from litellm.utils import ModelResponse, Choices, Message, CustomStreamWrapper, Usage
 from typing import Optional
 from .prompt_templates.factory import prompt_factory, custom_prompt
+from litellm.types.completion import ChatCompletionMessageToolCallParam
+import enum
 
 
 class HuggingfaceError(Exception):
@@ -39,11 +41,29 @@ def __init__(
         )  # Call the base class constructor with the parameters it needs
 
 
+hf_task_list = [
+    "text-generation-inference",
+    "conversational",
+    "text-classification",
+    "text-generation",
+]
+
+hf_tasks = Literal[
+    "text-generation-inference",
+    "conversational",
+    "text-classification",
+    "text-generation",
+]
+
+
 class HuggingfaceConfig:
     """
     Reference: https://huggingface.github.io/text-generation-inference/#/Text%20Generation%20Inference/compat_generate
     """
 
+    hf_task: Optional[hf_tasks] = (
+        None  # litellm-specific param, used to know the api spec to use when calling huggingface api
+    )
     best_of: Optional[int] = None
     decoder_input_details: Optional[bool] = None
     details: Optional[bool] = True  # enables returning logprobs + best of
@@ -101,6 +121,51 @@ def get_config(cls):
             and v is not None
         }
 
+    def get_supported_openai_params(self):
+        return [
+            "stream",
+            "temperature",
+            "max_tokens",
+            "top_p",
+            "stop",
+            "n",
+            "echo",
+        ]
+
+    def map_openai_params(
+        self, non_default_params: dict, optional_params: dict
+    ) -> dict:
+        for param, value in non_default_params.items():
+            # temperature, top_p, n, stream, stop, max_tokens, n, presence_penalty default to None
+            if param == "temperature":
+                if value == 0.0 or value == 0:
+                    # hugging face exception raised when temp==0
+                    # Failed: Error occurred: HuggingfaceException - Input validation error: `temperature` must be strictly positive
+                    value = 0.01
+                optional_params["temperature"] = value
+            if param == "top_p":
+                optional_params["top_p"] = value
+            if param == "n":
+                optional_params["best_of"] = value
+                optional_params["do_sample"] = (
+                    True  # Need to sample if you want best of for hf inference endpoints
+                )
+            if param == "stream":
+                optional_params["stream"] = value
+            if param == "stop":
+                optional_params["stop"] = value
+            if param == "max_tokens":
+                # HF TGI raises the following exception when max_new_tokens==0
+                # Failed: Error occurred: HuggingfaceException - Input validation error: `max_new_tokens` must be strictly positive
+                if value == 0:
+                    value = 1
+                optional_params["max_new_tokens"] = value
+            if param == "echo":
+                # https://huggingface.co/docs/huggingface_hub/main/en/package_reference/inference_client#huggingface_hub.InferenceClient.text_generation.decoder_input_details
+                #  Return the decoder input token logprobs and ids. You must set details=True as well for it to be taken into account. Defaults to False
+                optional_params["decoder_input_details"] = True
+        return optional_params
+
 
 def output_parser(generated_text: str):
     """
@@ -162,7 +227,7 @@ def read_tgi_conv_models():
         return set(), set()
 
 
-def get_hf_task_for_model(model):
+def get_hf_task_for_model(model: str) -> hf_tasks:
     # read text file, cast it to set
     # read the file called "huggingface_llms_metadata/hf_text_generation_models.txt"
     tgi_models, conversational_models = read_tgi_conv_models()
@@ -171,7 +236,7 @@ def get_hf_task_for_model(model):
     elif model in conversational_models:
         return "conversational"
     elif "roneneldan/TinyStories" in model:
-        return None
+        return "text-generation"
     else:
         return "text-generation-inference"  # default to tgi
 
@@ -202,7 +267,7 @@ def convert_to_model_response_object(
         self,
         completion_response,
         model_response,
-        task,
+        task: hf_tasks,
         optional_params,
         encoding,
         input_text,
@@ -270,6 +335,10 @@ def convert_to_model_response_object(
                         )
                         choices_list.append(choice_obj)
                     model_response["choices"].extend(choices_list)
+        elif task == "text-classification":
+            model_response["choices"][0]["message"]["content"] = json.dumps(
+                completion_response
+            )
         else:
             if len(completion_response[0]["generated_text"]) > 0:
                 model_response["choices"][0]["message"]["content"] = output_parser(
@@ -332,7 +401,16 @@ def completion(
         exception_mapping_worked = False
         try:
             headers = self.validate_environment(api_key, headers)
-            task = get_hf_task_for_model(model)
+            if optional_params.get("hf_task") is None:
+                task = get_hf_task_for_model(model)
+            else:
+                task = optional_params.get("hf_task")  # type: ignore
+            ## VALIDATE API FORMAT
+            if task is None or not isinstance(task, str) or task not in hf_task_list:
+                raise Exception(
+                    "Invalid hf task - {}. Valid formats - {}.".format(task, hf_tasks)
+                )
+
             print_verbose(f"{model}, {task}")
             completion_url = ""
             input_text = ""
@@ -433,14 +511,15 @@ def completion(
                 inference_params.pop("return_full_text")
                 data = {
                     "inputs": prompt,
-                    "parameters": inference_params,
-                    "stream": (  # type: ignore
+                }
+                if task == "text-generation-inference":
+                    data["parameters"] = inference_params
+                    data["stream"] = (  # type: ignore
                         True
                         if "stream" in optional_params
                         and optional_params["stream"] == True
                         else False
-                    ),
-                }
+                    )
                 input_text = prompt
             ## LOGGING
             logging_obj.pre_call(
@@ -531,10 +610,10 @@ def completion(
                     isinstance(completion_response, dict)
                     and "error" in completion_response
                 ):
-                    print_verbose(f"completion error: {completion_response['error']}")
+                    print_verbose(f"completion error: {completion_response['error']}")  # type: ignore
                     print_verbose(f"response.status_code: {response.status_code}")
                     raise HuggingfaceError(
-                        message=completion_response["error"],
+                        message=completion_response["error"],  # type: ignore
                         status_code=response.status_code,
                     )
                 return self.convert_to_model_response_object(
@@ -563,7 +642,7 @@ async def acompletion(
         data: dict,
         headers: dict,
         model_response: ModelResponse,
-        task: str,
+        task: hf_tasks,
         encoding: Any,
         input_text: str,
         model: str,
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 630baf34659c..4da489cc53df 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -13,6 +13,7 @@
 from litellm import embedding, completion, completion_cost, Timeout
 from litellm import RateLimitError
 from litellm.llms.prompt_templates.factory import anthropic_messages_pt
+from unittest.mock import patch, MagicMock
 
 # litellm.num_retries=3
 litellm.cache = None
@@ -1145,15 +1146,92 @@ def test_get_hf_task_for_model():
 # ################### Hugging Face TGI models ########################
 # # TGI model
 # # this is a TGI model https://huggingface.co/glaiveai/glaive-coder-7b
-def hf_test_completion_tgi():
-    # litellm.set_verbose=True
+def tgi_mock_post(url, data=None, json=None, headers=None):
+    mock_response = MagicMock()
+    mock_response.status_code = 200
+    mock_response.headers = {"Content-Type": "application/json"}
+    mock_response.json.return_value = [
+        {
+            "generated_text": "<|assistant|>\nI'm",
+            "details": {
+                "finish_reason": "length",
+                "generated_tokens": 10,
+                "seed": None,
+                "prefill": [],
+                "tokens": [
+                    {
+                        "id": 28789,
+                        "text": "<",
+                        "logprob": -0.025222778,
+                        "special": False,
+                    },
+                    {
+                        "id": 28766,
+                        "text": "|",
+                        "logprob": -0.000003695488,
+                        "special": False,
+                    },
+                    {
+                        "id": 489,
+                        "text": "ass",
+                        "logprob": -0.0000019073486,
+                        "special": False,
+                    },
+                    {
+                        "id": 11143,
+                        "text": "istant",
+                        "logprob": -0.000002026558,
+                        "special": False,
+                    },
+                    {
+                        "id": 28766,
+                        "text": "|",
+                        "logprob": -0.0000015497208,
+                        "special": False,
+                    },
+                    {
+                        "id": 28767,
+                        "text": ">",
+                        "logprob": -0.0000011920929,
+                        "special": False,
+                    },
+                    {
+                        "id": 13,
+                        "text": "\n",
+                        "logprob": -0.00009703636,
+                        "special": False,
+                    },
+                    {"id": 28737, "text": "I", "logprob": -0.1953125, "special": False},
+                    {
+                        "id": 28742,
+                        "text": "'",
+                        "logprob": -0.88183594,
+                        "special": False,
+                    },
+                    {
+                        "id": 28719,
+                        "text": "m",
+                        "logprob": -0.00032639503,
+                        "special": False,
+                    },
+                ],
+            },
+        }
+    ]
+    return mock_response
+
+
+def test_hf_test_completion_tgi():
+    litellm.set_verbose = True
     try:
-        response = completion(
-            model="huggingface/HuggingFaceH4/zephyr-7b-beta",
-            messages=[{"content": "Hello, how are you?", "role": "user"}],
-        )
-        # Add any assertions here to check the response
-        print(response)
+        with patch("requests.post", side_effect=tgi_mock_post):
+            response = completion(
+                model="huggingface/HuggingFaceH4/zephyr-7b-beta",
+                messages=[{"content": "Hello, how are you?", "role": "user"}],
+                max_tokens=10,
+            )
+            # Add any assertions here to check the response
+            print(response)
     except litellm.ServiceUnavailableError as e:
         pass
     except Exception as e:
@@ -1191,6 +1269,41 @@ def hf_test_completion_tgi():
 #     except Exception as e:
 #         pytest.fail(f"Error occurred: {e}")
 # hf_test_completion_none_task()
+
+
+def mock_post(url, data=None, json=None, headers=None):
+    mock_response = MagicMock()
+    mock_response.status_code = 200
+    mock_response.headers = {"Content-Type": "application/json"}
+    mock_response.json.return_value = [
+        [
+            {"label": "LABEL_0", "score": 0.9990691542625427},
+            {"label": "LABEL_1", "score": 0.0009308889275416732},
+        ]
+    ]
+    return mock_response
+
+
+def test_hf_classifier_task():
+    try:
+        with patch("requests.post", side_effect=mock_post):
+            litellm.set_verbose = True
+            user_message = "I like you. I love you"
+            messages = [{"content": user_message, "role": "user"}]
+            response = completion(
+                model="huggingface/shahrukhx01/question-vs-statement-classifier",
+                messages=messages,
+                hf_task="text-classification",
+            )
+            print(f"response: {response}")
+            assert isinstance(response, litellm.ModelResponse)
+            assert isinstance(response.choices[0], litellm.Choices)
+            assert response.choices[0].message.content is not None
+            assert isinstance(response.choices[0].message.content, str)
+    except Exception as e:
+        pytest.fail(f"Error occurred: {str(e)}")
+
+
 ########################### End of Hugging Face Tests ##############################################
 # def test_completion_hf_api():
 # # failing on circle ci commenting out
diff --git a/litellm/utils.py b/litellm/utils.py
index 838d0fe553e9..f20cd220ce9e 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4840,6 +4840,7 @@ def get_optional_params_embeddings(
 def get_optional_params(
     # use the openai defaults
     # https://platform.openai.com/docs/api-reference/chat/create
+    model: str,
     functions=None,
     function_call=None,
     temperature=None,
@@ -4853,7 +4854,6 @@ def get_optional_params(
     frequency_penalty=None,
     logit_bias=None,
     user=None,
-    model=None,
     custom_llm_provider="",
     response_format=None,
     seed=None,
@@ -4882,7 +4882,7 @@ def get_optional_params(
 
         passed_params[k] = v
 
-    optional_params = {}
+    optional_params: Dict = {}
 
     common_auth_dict = litellm.common_cloud_provider_auth_params
     if custom_llm_provider in common_auth_dict["providers"]:
@@ -5156,41 +5156,9 @@ def _map_and_modify_arg(supported_params: dict, provider: str, model: str):
             model=model, custom_llm_provider=custom_llm_provider
         )
         _check_valid_arg(supported_params=supported_params)
-        # temperature, top_p, n, stream, stop, max_tokens, n, presence_penalty default to None
-        if temperature is not None:
-            if temperature == 0.0 or temperature == 0:
-                # hugging face exception raised when temp==0
-                # Failed: Error occurred: HuggingfaceException - Input validation error: `temperature` must be strictly positive
-                temperature = 0.01
-            optional_params["temperature"] = temperature
-        if top_p is not None:
-            optional_params["top_p"] = top_p
-        if n is not None:
-            optional_params["best_of"] = n
-            optional_params["do_sample"] = (
-                True  # Need to sample if you want best of for hf inference endpoints
-            )
-        if stream is not None:
-            optional_params["stream"] = stream
-        if stop is not None:
-            optional_params["stop"] = stop
-        if max_tokens is not None:
-            # HF TGI raises the following exception when max_new_tokens==0
-            # Failed: Error occurred: HuggingfaceException - Input validation error: `max_new_tokens` must be strictly positive
-            if max_tokens == 0:
-                max_tokens = 1
-            optional_params["max_new_tokens"] = max_tokens
-        if n is not None:
-            optional_params["best_of"] = n
-        if presence_penalty is not None:
-            optional_params["repetition_penalty"] = presence_penalty
-        if "echo" in passed_params:
-            # https://huggingface.co/docs/huggingface_hub/main/en/package_reference/inference_client#huggingface_hub.InferenceClient.text_generation.decoder_input_details
-            #  Return the decoder input token logprobs and ids. You must set details=True as well for it to be taken into account. Defaults to False
-            optional_params["decoder_input_details"] = special_params["echo"]
-            passed_params.pop(
-                "echo", None
-            )  # since we handle translating echo, we should not send it to TGI request
+        optional_params = litellm.HuggingfaceConfig().map_openai_params(
+            non_default_params=non_default_params, optional_params=optional_params
+        )
     elif custom_llm_provider == "together_ai":
         ## check if unsupported param passed in
         supported_params = get_supported_openai_params(
@@ -6150,7 +6118,7 @@ def get_supported_openai_params(model: str, custom_llm_provider: str):
             "seed",
         ]
     elif custom_llm_provider == "huggingface":
-        return ["stream", "temperature", "max_tokens", "top_p", "stop", "n"]
+        return litellm.HuggingfaceConfig().get_supported_openai_params()
     elif custom_llm_provider == "together_ai":
         return [
             "stream",

From c744851d139265932123e81447261a174c14b47d Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 14:08:38 -0700
Subject: [PATCH 350/378] fix AUTO_INFER_REGION

---
 .circleci/config.yml | 1 +
 litellm/router.py    | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 1ef8c0e33b77..08bbad6fac54 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -198,6 +198,7 @@ jobs:
               -e AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID \
               -e AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY \
               -e AWS_REGION_NAME=$AWS_REGION_NAME \
+              -e AUTO_INFER_REGION="True" \
               -e OPENAI_API_KEY=$OPENAI_API_KEY \
               -e LANGFUSE_PROJECT1_PUBLIC=$LANGFUSE_PROJECT1_PUBLIC \
               -e LANGFUSE_PROJECT2_PUBLIC=$LANGFUSE_PROJECT2_PUBLIC \
diff --git a/litellm/router.py b/litellm/router.py
index 32c2b61d13a0..e8b0f658fa34 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2559,7 +2559,7 @@ def _add_deployment(self, deployment: Deployment) -> Deployment:
 
         # set region (if azure model)
         _auto_infer_region = os.environ.get("AUTO_INFER_REGION", False)
-        if _auto_infer_region == True:
+        if _auto_infer_region == True or _auto_infer_region == "True":
             """
             Hiding behind a feature flag
             When there is a large amount of LLM deployments this makes startup times blow up

From 50be25d11a05d7a4b15c43c35f35f969b678f324 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 14:08:47 -0700
Subject: [PATCH 351/378] test(test_optional_params.py): fix optional params

---
 litellm/tests/test_optional_params.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/litellm/tests/test_optional_params.py b/litellm/tests/test_optional_params.py
index fac63ed67beb..5c33cfa0e5cc 100644
--- a/litellm/tests/test_optional_params.py
+++ b/litellm/tests/test_optional_params.py
@@ -86,6 +86,7 @@ def test_azure_optional_params_embeddings():
 def test_azure_gpt_optional_params_gpt_vision():
     # for OpenAI, Azure all extra params need to get passed as extra_body to OpenAI python. We assert we actually set extra_body here
     optional_params = litellm.utils.get_optional_params(
+        model="",
         user="John",
         custom_llm_provider="azure",
         max_tokens=10,
@@ -125,6 +126,7 @@ def test_azure_gpt_optional_params_gpt_vision():
 def test_azure_gpt_optional_params_gpt_vision_with_extra_body():
     # if user passes extra_body, we should not over write it, we should pass it along to OpenAI python
     optional_params = litellm.utils.get_optional_params(
+        model="",
         user="John",
         custom_llm_provider="azure",
         max_tokens=10,
@@ -167,6 +169,7 @@ def test_azure_gpt_optional_params_gpt_vision_with_extra_body():
 
 def test_openai_extra_headers():
     optional_params = litellm.utils.get_optional_params(
+        model="",
         user="John",
         custom_llm_provider="openai",
         max_tokens=10,

From d4d175030fbf81afed5b16ff523c5e240e3dc1b6 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 14:39:14 -0700
Subject: [PATCH 352/378] docs(huggingface.md): add text-classification to
 huggingface docs

---
 docs/my-website/docs/providers/huggingface.md | 176 +++++++++++++++++-
 litellm/llms/huggingface_restapi.py           |   7 +-
 litellm/tests/test_completion.py              |   3 +-
 3 files changed, 177 insertions(+), 9 deletions(-)

diff --git a/docs/my-website/docs/providers/huggingface.md b/docs/my-website/docs/providers/huggingface.md
index f8ebadfcfa7d..35befd3e2058 100644
--- a/docs/my-website/docs/providers/huggingface.md
+++ b/docs/my-website/docs/providers/huggingface.md
@@ -21,6 +21,11 @@ This is done by adding the "huggingface/" prefix to `model`, example `completion
 <Tabs>
 <TabItem value="tgi" label="Text-generation-interface (TGI)">
 
+By default, LiteLLM will assume a huggingface call follows the TGI format.
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
 ```python
 import os 
 from litellm import completion 
@@ -40,9 +45,58 @@ response = completion(
 print(response)
 ```
 
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+1. Add models to your config.yaml
+
+  ```yaml
+  model_list:
+    - model_name: wizard-coder
+      litellm_params:
+        model: huggingface/WizardLM/WizardCoder-Python-34B-V1.0
+        api_key: os.environ/HUGGINGFACE_API_KEY
+        api_base: "https://my-endpoint.endpoints.huggingface.cloud"
+  ```
+
+
+
+2. Start the proxy 
+
+  ```bash
+  $ litellm --config /path/to/config.yaml --debug
+  ```
+
+3. Test it!
+
+  ```shell
+  curl --location 'http://0.0.0.0:4000/chat/completions' \
+      --header 'Authorization: Bearer sk-1234' \
+      --header 'Content-Type: application/json' \
+      --data '{
+      "model": "wizard-coder",
+      "messages": [
+        {
+            "role": "user",
+            "content": "I like you!"
+        }
+        ],
+  }'
+  ```
+
+
+</TabItem> 
+</Tabs>
 </TabItem>
 <TabItem value="conv" label="Conversational-task (BlenderBot, etc.)">
 
+Append `conversational` to the model name 
+
+e.g. `huggingface/conversational/<model-name>`
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
 ```python
 import os 
 from litellm import completion 
@@ -54,7 +108,7 @@ messages = [{ "content": "There's a llama in my garden 😱 What should I do?","
 
 # e.g. Call 'facebook/blenderbot-400M-distill' hosted on HF Inference endpoints
 response = completion(
-  model="huggingface/facebook/blenderbot-400M-distill", 
+  model="huggingface/conversational/facebook/blenderbot-400M-distill", 
   messages=messages, 
   api_base="https://my-endpoint.huggingface.cloud"
 )
@@ -62,7 +116,123 @@ response = completion(
 print(response)
 ```
 </TabItem>
-<TabItem value="none" label="Non TGI/Conversational-task LLMs">
+<TabItem value="proxy" label="PROXY">
+
+1. Add models to your config.yaml
+
+  ```yaml
+  model_list:
+    - model_name: blenderbot
+      litellm_params:
+        model: huggingface/conversational/facebook/blenderbot-400M-distill
+        api_key: os.environ/HUGGINGFACE_API_KEY
+        api_base: "https://my-endpoint.endpoints.huggingface.cloud"
+  ```
+
+
+
+2. Start the proxy 
+
+  ```bash
+  $ litellm --config /path/to/config.yaml --debug
+  ```
+
+3. Test it!
+
+  ```shell
+  curl --location 'http://0.0.0.0:4000/chat/completions' \
+      --header 'Authorization: Bearer sk-1234' \
+      --header 'Content-Type: application/json' \
+      --data '{
+      "model": "blenderbot",
+      "messages": [
+        {
+            "role": "user",
+            "content": "I like you!"
+        }
+        ],
+  }'
+  ```
+
+
+</TabItem> 
+</Tabs>
+</TabItem>
+<TabItem value="classification" label="Text Classification">
+
+Append `text-classification` to the model name 
+
+e.g. `huggingface/text-classification/<model-name>`
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+import os 
+from litellm import completion 
+
+# [OPTIONAL] set env var
+os.environ["HUGGINGFACE_API_KEY"] = "huggingface_api_key" 
+
+messages = [{ "content": "I like you, I love you!","role": "user"}]
+
+# e.g. Call 'shahrukhx01/question-vs-statement-classifier' hosted on HF Inference endpoints
+response = completion(
+  model="huggingface/text-classification/shahrukhx01/question-vs-statement-classifier", 
+  messages=messages,
+  api_base="https://my-endpoint.endpoints.huggingface.cloud",
+)
+
+print(response)
+```
+</TabItem> 
+<TabItem value="proxy" label="PROXY">
+
+1. Add models to your config.yaml
+
+  ```yaml
+  model_list:
+    - model_name: bert-classifier
+      litellm_params:
+        model: huggingface/text-classification/shahrukhx01/question-vs-statement-classifier
+        api_key: os.environ/HUGGINGFACE_API_KEY
+        api_base: "https://my-endpoint.endpoints.huggingface.cloud"
+  ```
+
+
+
+2. Start the proxy 
+
+  ```bash
+  $ litellm --config /path/to/config.yaml --debug
+  ```
+
+3. Test it!
+
+  ```shell
+  curl --location 'http://0.0.0.0:4000/chat/completions' \
+      --header 'Authorization: Bearer sk-1234' \
+      --header 'Content-Type: application/json' \
+      --data '{
+      "model": "bert-classifier",
+      "messages": [
+        {
+            "role": "user",
+            "content": "I like you!"
+        }
+        ],
+  }'
+  ```
+
+
+</TabItem> 
+</Tabs>
+</TabItem>
+<TabItem value="none" label="Text Generation (NOT TGI)">
+
+Append `text-generation` to the model name 
+
+e.g. `huggingface/text-generation/<model-name>`
 
 ```python
 import os 
@@ -75,7 +245,7 @@ messages = [{ "content": "There's a llama in my garden 😱 What should I do?","
 
 # e.g. Call 'roneneldan/TinyStories-3M' hosted on HF Inference endpoints
 response = completion(
-  model="huggingface/roneneldan/TinyStories-3M", 
+  model="huggingface/text-generation/roneneldan/TinyStories-3M", 
   messages=messages,
   api_base="https://p69xlsj6rpno5drq.us-east-1.aws.endpoints.huggingface.cloud",
 )
diff --git a/litellm/llms/huggingface_restapi.py b/litellm/llms/huggingface_restapi.py
index 26591b95dac9..ad3c570e7627 100644
--- a/litellm/llms/huggingface_restapi.py
+++ b/litellm/llms/huggingface_restapi.py
@@ -230,6 +230,8 @@ def read_tgi_conv_models():
 def get_hf_task_for_model(model: str) -> hf_tasks:
     # read text file, cast it to set
     # read the file called "huggingface_llms_metadata/hf_text_generation_models.txt"
+    if model.split("/")[0] in hf_task_list:
+        return model.split("/")[0]  # type: ignore
     tgi_models, conversational_models = read_tgi_conv_models()
     if model in tgi_models:
         return "text-generation-inference"
@@ -401,10 +403,7 @@ def completion(
         exception_mapping_worked = False
         try:
             headers = self.validate_environment(api_key, headers)
-            if optional_params.get("hf_task") is None:
-                task = get_hf_task_for_model(model)
-            else:
-                task = optional_params.get("hf_task")  # type: ignore
+            task = get_hf_task_for_model(model)
             ## VALIDATE API FORMAT
             if task is None or not isinstance(task, str) or task not in hf_task_list:
                 raise Exception(
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 4da489cc53df..b3e1928a8e5d 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1291,9 +1291,8 @@ def test_hf_classifier_task():
             user_message = "I like you. I love you"
             messages = [{"content": user_message, "role": "user"}]
             response = completion(
-                model="huggingface/shahrukhx01/question-vs-statement-classifier",
+                model="huggingface/text-classification/shahrukhx01/question-vs-statement-classifier",
                 messages=messages,
-                hf_task="text-classification",
             )
             print(f"response: {response}")
             assert isinstance(response, litellm.ModelResponse)

From 500995696ad2d1fe450d40461cc2f75ce2f24a1b Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 14:42:06 -0700
Subject: [PATCH 353/378] test: fix linting

---
 ...optional_params_functions_not_supported.py | 26 ++++++++++++++++---
 1 file changed, 23 insertions(+), 3 deletions(-)

diff --git a/litellm/tests/test_get_optional_params_functions_not_supported.py b/litellm/tests/test_get_optional_params_functions_not_supported.py
index 2abfbc41f0a8..c4580adba232 100644
--- a/litellm/tests/test_get_optional_params_functions_not_supported.py
+++ b/litellm/tests/test_get_optional_params_functions_not_supported.py
@@ -3,7 +3,27 @@
 
 litellm.add_function_to_prompt = True
 optional_params = get_optional_params(
-    tools= [{'type': 'function', 'function': {'description': 'Get the current weather in a given location', 'name': 'get_current_weather', 'parameters': {'type': 'object', 'properties': {'location': {'type': 'string', 'description': 'The city and state, e.g. San Francisco, CA'}, 'unit': {'type': 'string', 'enum': ['celsius', 'fahrenheit']}}, 'required': ['location']}}}],
-    tool_choice= 'auto',
+    model="",
+    tools=[
+        {
+            "type": "function",
+            "function": {
+                "description": "Get the current weather in a given location",
+                "name": "get_current_weather",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "The city and state, e.g. San Francisco, CA",
+                        },
+                        "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    },
+                    "required": ["location"],
+                },
+            },
+        }
+    ],
+    tool_choice="auto",
 )
-assert optional_params is not None
\ No newline at end of file
+assert optional_params is not None

From 759ff3f750729f840b934bb3af09dd9844ce99f5 Mon Sep 17 00:00:00 2001
From: Nick Wong <me@powerhouseofthecell.com>
Date: Fri, 10 May 2024 15:42:07 -0700
Subject: [PATCH 354/378] added code to enforce unique key and team aliases in
 the ui

---
 .../src/components/create_key_button.tsx      | 377 ++++++++-------
 ui/litellm-dashboard/src/components/teams.tsx | 437 +++++++++++-------
 2 files changed, 485 insertions(+), 329 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/create_key_button.tsx b/ui/litellm-dashboard/src/components/create_key_button.tsx
index 648eee9cadfd..0e158778f96f 100644
--- a/ui/litellm-dashboard/src/components/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/create_key_button.tsx
@@ -2,8 +2,17 @@
 
 import React, { useState, useEffect, useRef } from "react";
 import { Button, TextInput, Grid, Col } from "@tremor/react";
-import { Card, Metric, Text, Title, Subtitle, Accordion, AccordionHeader, AccordionBody, } from "@tremor/react";
-import { CopyToClipboard } from 'react-copy-to-clipboard';
+import {
+  Card,
+  Metric,
+  Text,
+  Title,
+  Subtitle,
+  Accordion,
+  AccordionHeader,
+  AccordionBody,
+} from "@tremor/react";
+import { CopyToClipboard } from "react-copy-to-clipboard";
 import {
   Button as Button2,
   Modal,
@@ -13,7 +22,11 @@ import {
   Select,
   message,
 } from "antd";
-import { keyCreateCall, slackBudgetAlertsHealthCheck, modelAvailableCall } from "./networking";
+import {
+  keyCreateCall,
+  slackBudgetAlertsHealthCheck,
+  modelAvailableCall,
+} from "./networking";
 
 const { Option } = Select;
 
@@ -59,7 +72,11 @@ const CreateKey: React.FC<CreateKeyProps> = ({
         }
 
         if (accessToken !== null) {
-          const model_available = await modelAvailableCall(accessToken, userID, userRole);
+          const model_available = await modelAvailableCall(
+            accessToken,
+            userID,
+            userRole
+          );
           let available_model_names = model_available["data"].map(
             (element: { id: string }) => element.id
           );
@@ -70,12 +87,25 @@ const CreateKey: React.FC<CreateKeyProps> = ({
         console.error("Error fetching user models:", error);
       }
     };
-  
+
     fetchUserModels();
   }, [accessToken, userID, userRole]);
 
   const handleCreate = async (formValues: Record<string, any>) => {
     try {
+      const newKeyAlias = formValues?.key_alias ?? "";
+      const newKeyTeamId = formValues?.team_id ?? null;
+      const existingKeyAliases =
+        data
+          ?.filter((k) => k.team_id === newKeyTeamId)
+          .map((k) => k.key_alias) ?? [];
+
+      if (existingKeyAliases.includes(newKeyAlias)) {
+        throw new Error(
+          `Key alias ${newKeyAlias} already exists for team with ID ${newKeyTeamId}, please provide another key alias`
+        );
+      }
+
       message.info("Making API Call");
       setIsModalVisible(true);
       const response = await keyCreateCall(accessToken, userID, formValues);
@@ -89,12 +119,13 @@ const CreateKey: React.FC<CreateKeyProps> = ({
       localStorage.removeItem("userData" + userID);
     } catch (error) {
       console.error("Error creating the key:", error);
+      message.error(`Error creating the key: ${error}`, 20);
     }
   };
 
   const handleCopy = () => {
-    message.success('API Key copied to clipboard');
-};
+    message.success("API Key copied to clipboard");
+  };
 
   useEffect(() => {
     let tempModelsToPick = [];
@@ -119,7 +150,6 @@ const CreateKey: React.FC<CreateKeyProps> = ({
 
     setModelsToPick(tempModelsToPick);
   }, [team, userModels]);
-  
 
   return (
     <div>
@@ -141,140 +171,164 @@ const CreateKey: React.FC<CreateKeyProps> = ({
           wrapperCol={{ span: 16 }}
           labelAlign="left"
         >
-            <>
-              <Form.Item 
-                label="Key Name" 
-                name="key_alias"
-                rules={[{ required: true, message: 'Please input a key name' }]}
-                help="required"
-              >
-                <TextInput placeholder="" />
-              </Form.Item>
-              <Form.Item
-                label="Team ID"
-                name="team_id"
-                hidden={true}
-                initialValue={team ? team["team_id"] : null}
-                valuePropName="team_id"
-                className="mt-8"
-              >
-                <Input value={team ? team["team_alias"] : ""} disabled />
-              </Form.Item>
+          <>
+            <Form.Item
+              label="Key Name"
+              name="key_alias"
+              rules={[{ required: true, message: "Please input a key name" }]}
+              help="required"
+            >
+              <TextInput placeholder="" />
+            </Form.Item>
+            <Form.Item
+              label="Team ID"
+              name="team_id"
+              hidden={true}
+              initialValue={team ? team["team_id"] : null}
+              valuePropName="team_id"
+              className="mt-8"
+            >
+              <Input value={team ? team["team_alias"] : ""} disabled />
+            </Form.Item>
+
+            <Form.Item
+              label="Models"
+              name="models"
+              rules={[{ required: true, message: "Please select a model" }]}
+              help="required"
+            >
+              <Select
+                mode="multiple"
+                placeholder="Select models"
+                style={{ width: "100%" }}
+                onChange={(values) => {
+                  // Check if "All Team Models" is selected
+                  const isAllTeamModelsSelected =
+                    values.includes("all-team-models");
 
-              <Form.Item 
-                label="Models" 
-                name="models"
-                rules={[{ required: true, message: 'Please select a model' }]}
-                help="required"
+                  // If "All Team Models" is selected, deselect all other models
+                  if (isAllTeamModelsSelected) {
+                    const newValues = ["all-team-models"];
+                    // You can call the form's setFieldsValue method to update the value
+                    form.setFieldsValue({ models: newValues });
+                  }
+                }}
               >
-                <Select
-                  mode="multiple"
-                  placeholder="Select models"
-                  style={{ width: "100%" }}
-                  onChange={(values) => {
-                    // Check if "All Team Models" is selected
-                    const isAllTeamModelsSelected = values.includes("all-team-models");
-              
-                    // If "All Team Models" is selected, deselect all other models
-                    if (isAllTeamModelsSelected) {
-                      const newValues = ["all-team-models"];
-                      // You can call the form's setFieldsValue method to update the value
-                      form.setFieldsValue({ models: newValues });
-                    }
-                  }}
-                >
-                    <Option key="all-team-models" value="all-team-models">
-                      All Team Models
-                    </Option>
+                <Option key="all-team-models" value="all-team-models">
+                  All Team Models
+                </Option>
+                {modelsToPick.map((model: string) => (
+                  <Option key={model} value={model}>
+                    {model}
+                  </Option>
+                ))}
+              </Select>
+            </Form.Item>
+            <Accordion className="mt-20 mb-8">
+              <AccordionHeader>
+                <b>Optional Settings</b>
+              </AccordionHeader>
+              <AccordionBody>
+                <Form.Item
+                  className="mt-8"
+                  label="Max Budget (USD)"
+                  name="max_budget"
+                  help={`Budget cannot exceed team max budget: $${team?.max_budget !== null && team?.max_budget !== undefined ? team?.max_budget : "unlimited"}`}
+                  rules={[
                     {
-                      modelsToPick.map((model: string) => (
-                          (
-                            <Option key={model} value={model}>
-                              {model}
-                            </Option>
-                          )
-                        ))
-                    }
-                </Select>
-              </Form.Item>
-              <Accordion className="mt-20 mb-8" >
-                <AccordionHeader>
-                  <b>Optional Settings</b>
-                </AccordionHeader>
-                <AccordionBody>
-                <Form.Item 
-                className="mt-8"
-                label="Max Budget (USD)" 
-                name="max_budget" 
-                help={`Budget cannot exceed team max budget: $${team?.max_budget !== null && team?.max_budget !== undefined ? team?.max_budget : 'unlimited'}`}
-                rules={[
-                  {
                       validator: async (_, value) => {
-                          if (value && team && team.max_budget !== null && value > team.max_budget) {
-                              throw new Error(`Budget cannot exceed team max budget: $${team.max_budget}`);
-                          }
+                        if (
+                          value &&
+                          team &&
+                          team.max_budget !== null &&
+                          value > team.max_budget
+                        ) {
+                          throw new Error(
+                            `Budget cannot exceed team max budget: $${team.max_budget}`
+                          );
+                        }
                       },
-                  },
-              ]}
-              >
-                <InputNumber step={0.01} precision={2} width={200} />
-              </Form.Item>
-              <Form.Item 
-              className="mt-8"
-              label="Reset Budget" 
-              name="budget_duration"
-              help={`Team Reset Budget: ${team?.budget_duration !== null && team?.budget_duration !== undefined ? team?.budget_duration : 'None'}`}
-              >
-                <Select defaultValue={null} placeholder="n/a">
-                  <Select.Option value="24h">daily</Select.Option>
-                  <Select.Option value="30d">monthly</Select.Option>
-                </Select>
-              </Form.Item>
-              <Form.Item 
-                className="mt-8"
-                label="Tokens per minute Limit (TPM)" 
-                name="tpm_limit" 
-                help={`TPM cannot exceed team TPM limit: ${team?.tpm_limit !== null && team?.tpm_limit !== undefined ? team?.tpm_limit : 'unlimited'}`}
-                rules={[
-                  {
+                    },
+                  ]}
+                >
+                  <InputNumber step={0.01} precision={2} width={200} />
+                </Form.Item>
+                <Form.Item
+                  className="mt-8"
+                  label="Reset Budget"
+                  name="budget_duration"
+                  help={`Team Reset Budget: ${team?.budget_duration !== null && team?.budget_duration !== undefined ? team?.budget_duration : "None"}`}
+                >
+                  <Select defaultValue={null} placeholder="n/a">
+                    <Select.Option value="24h">daily</Select.Option>
+                    <Select.Option value="30d">monthly</Select.Option>
+                  </Select>
+                </Form.Item>
+                <Form.Item
+                  className="mt-8"
+                  label="Tokens per minute Limit (TPM)"
+                  name="tpm_limit"
+                  help={`TPM cannot exceed team TPM limit: ${team?.tpm_limit !== null && team?.tpm_limit !== undefined ? team?.tpm_limit : "unlimited"}`}
+                  rules={[
+                    {
                       validator: async (_, value) => {
-                          if (value && team && team.tpm_limit !== null && value > team.tpm_limit) {
-                              throw new Error(`TPM limit cannot exceed team TPM limit: ${team.tpm_limit}`);
-                          }
+                        if (
+                          value &&
+                          team &&
+                          team.tpm_limit !== null &&
+                          value > team.tpm_limit
+                        ) {
+                          throw new Error(
+                            `TPM limit cannot exceed team TPM limit: ${team.tpm_limit}`
+                          );
+                        }
                       },
-                  },
-              ]}
+                    },
+                  ]}
                 >
-                <InputNumber step={1} width={400} />
-              </Form.Item>
-              <Form.Item
-                className="mt-8"
-                label="Requests per minute Limit (RPM)"
-                name="rpm_limit"
-                help={`RPM cannot exceed team RPM limit: ${team?.rpm_limit !== null && team?.rpm_limit !== undefined ? team?.rpm_limit : 'unlimited'}`}
-                rules={[
-                  {
+                  <InputNumber step={1} width={400} />
+                </Form.Item>
+                <Form.Item
+                  className="mt-8"
+                  label="Requests per minute Limit (RPM)"
+                  name="rpm_limit"
+                  help={`RPM cannot exceed team RPM limit: ${team?.rpm_limit !== null && team?.rpm_limit !== undefined ? team?.rpm_limit : "unlimited"}`}
+                  rules={[
+                    {
                       validator: async (_, value) => {
-                          if (value && team && team.rpm_limit !== null && value > team.rpm_limit) {
-                              throw new Error(`RPM limit cannot exceed team RPM limit: ${team.rpm_limit}`);
-                          }
+                        if (
+                          value &&
+                          team &&
+                          team.rpm_limit !== null &&
+                          value > team.rpm_limit
+                        ) {
+                          throw new Error(
+                            `RPM limit cannot exceed team RPM limit: ${team.rpm_limit}`
+                          );
+                        }
                       },
-                  },
-              ]}
-              >
-                <InputNumber step={1} width={400} />
-              </Form.Item>
-              <Form.Item label="Expire Key (eg: 30s, 30h, 30d)" name="duration" className="mt-8">
-                <TextInput placeholder="" />
-              </Form.Item>
-              <Form.Item label="Metadata" name="metadata">
-                <Input.TextArea rows={4} placeholder="Enter metadata as JSON" />
-              </Form.Item>
+                    },
+                  ]}
+                >
+                  <InputNumber step={1} width={400} />
+                </Form.Item>
+                <Form.Item
+                  label="Expire Key (eg: 30s, 30h, 30d)"
+                  name="duration"
+                  className="mt-8"
+                >
+                  <TextInput placeholder="" />
+                </Form.Item>
+                <Form.Item label="Metadata" name="metadata">
+                  <Input.TextArea
+                    rows={4}
+                    placeholder="Enter metadata as JSON"
+                  />
+                </Form.Item>
+              </AccordionBody>
+            </Accordion>
+          </>
 
-                </AccordionBody>
-              </Accordion>
-            </>
-          
           <div style={{ textAlign: "right", marginTop: "10px" }}>
             <Button2 htmlType="submit">Create Key</Button2>
           </div>
@@ -288,36 +342,45 @@ const CreateKey: React.FC<CreateKeyProps> = ({
           footer={null}
         >
           <Grid numItems={1} className="gap-2 w-full">
-   
-    <Title>Save your Key</Title>
-    <Col numColSpan={1}>
-        <p>
-            Please save this secret key somewhere safe and accessible. For
-            security reasons, <b>you will not be able to view it again</b>{" "}
-            through your LiteLLM account. If you lose this secret key, you
-            will need to generate a new one.
-        </p>
-    </Col>
-    <Col numColSpan={1}>
-        {apiKey != null ? (
-            <div>
+            <Title>Save your Key</Title>
+            <Col numColSpan={1}>
+              <p>
+                Please save this secret key somewhere safe and accessible. For
+                security reasons, <b>you will not be able to view it again</b>{" "}
+                through your LiteLLM account. If you lose this secret key, you
+                will need to generate a new one.
+              </p>
+            </Col>
+            <Col numColSpan={1}>
+              {apiKey != null ? (
+                <div>
                   <Text className="mt-3">API Key:</Text>
-                  <div style={{ background: '#f8f8f8', padding: '10px', borderRadius: '5px', marginBottom: '10px' }}>
-                    <pre style={{ wordWrap: 'break-word', whiteSpace: 'normal' }}>{apiKey}</pre>
-                </div>
-                
-                <CopyToClipboard text={apiKey} onCopy={handleCopy}>
+                  <div
+                    style={{
+                      background: "#f8f8f8",
+                      padding: "10px",
+                      borderRadius: "5px",
+                      marginBottom: "10px",
+                    }}
+                  >
+                    <pre
+                      style={{ wordWrap: "break-word", whiteSpace: "normal" }}
+                    >
+                      {apiKey}
+                    </pre>
+                  </div>
+
+                  <CopyToClipboard text={apiKey} onCopy={handleCopy}>
                     <Button className="mt-3">Copy API Key</Button>
-                </CopyToClipboard>
-                {/* <Button className="mt-3" onClick={sendSlackAlert}>
+                  </CopyToClipboard>
+                  {/* <Button className="mt-3" onClick={sendSlackAlert}>
                     Test Key
                 </Button> */}
-            </div>
-        ) : (
-            <Text>Key being created, this might take 30s</Text>
-        )}
-    </Col>
-
+                </div>
+              ) : (
+                <Text>Key being created, this might take 30s</Text>
+              )}
+            </Col>
           </Grid>
         </Modal>
       )}
diff --git a/ui/litellm-dashboard/src/components/teams.tsx b/ui/litellm-dashboard/src/components/teams.tsx
index b24801799093..d22789420fd4 100644
--- a/ui/litellm-dashboard/src/components/teams.tsx
+++ b/ui/litellm-dashboard/src/components/teams.tsx
@@ -2,7 +2,13 @@ import React, { useState, useEffect } from "react";
 import Link from "next/link";
 import { Typography } from "antd";
 import { teamDeleteCall, teamUpdateCall, teamInfoCall } from "./networking";
-import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon } from "@heroicons/react/outline";
+import {
+  InformationCircleIcon,
+  PencilAltIcon,
+  PencilIcon,
+  StatusOnlineIcon,
+  TrashIcon,
+} from "@heroicons/react/outline";
 import {
   Button as Button2,
   Modal,
@@ -46,8 +52,12 @@ interface EditTeamModalProps {
   onSubmit: (data: FormData) => void; // Assuming FormData is the type of data to be submitted
 }
 
-
-import { teamCreateCall, teamMemberAddCall, Member, modelAvailableCall } from "./networking";
+import {
+  teamCreateCall,
+  teamMemberAddCall,
+  Member,
+  modelAvailableCall,
+} from "./networking";
 
 const Team: React.FC<TeamProps> = ({
   teams,
@@ -63,7 +73,6 @@ const Team: React.FC<TeamProps> = ({
   const [value, setValue] = useState("");
   const [editModalVisible, setEditModalVisible] = useState(false);
 
-
   const [selectedTeam, setSelectedTeam] = useState<null | any>(
     teams ? teams[0] : null
   );
@@ -76,127 +85,125 @@ const Team: React.FC<TeamProps> = ({
   // store team info as {"team_id": team_info_object}
   const [perTeamInfo, setPerTeamInfo] = useState<Record<string, any>>({});
 
+  const EditTeamModal: React.FC<EditTeamModalProps> = ({
+    visible,
+    onCancel,
+    team,
+    onSubmit,
+  }) => {
+    const [form] = Form.useForm();
+
+    const handleOk = () => {
+      form
+        .validateFields()
+        .then((values) => {
+          const updatedValues = { ...values, team_id: team.team_id };
+          onSubmit(updatedValues);
+          form.resetFields();
+        })
+        .catch((error) => {
+          console.error("Validation failed:", error);
+        });
+    };
 
-  const EditTeamModal: React.FC<EditTeamModalProps> = ({ visible, onCancel, team, onSubmit }) => {
-  const [form] = Form.useForm();
-
-  const handleOk = () => {
-    form
-      .validateFields()
-      .then((values) => {
-        const updatedValues = {...values, team_id: team.team_id};
-        onSubmit(updatedValues);
-        form.resetFields();
-      })
-      .catch((error) => {
-        console.error("Validation failed:", error);
-      });
-};
-
-  return (
+    return (
       <Modal
-            title="Edit Team"
-            visible={visible}
-            width={800}
-            footer={null}
-            onOk={handleOk}
-            onCancel={onCancel}
-          >
-      <Form
-        form={form}
-        onFinish={handleEditSubmit}
-        initialValues={team} // Pass initial values here
-        labelCol={{ span: 8 }}
-        wrapperCol={{ span: 16 }}
-        labelAlign="left"
+        title="Edit Team"
+        visible={visible}
+        width={800}
+        footer={null}
+        onOk={handleOk}
+        onCancel={onCancel}
       >
-              <>
-                <Form.Item 
-                  label="Team Name" 
-                  name="team_alias"
-                  rules={[{ required: true, message: 'Please input a team name' }]}
-                >
-                  <Input />
-                </Form.Item>
-                <Form.Item label="Models" name="models">
-                  <Select2
-                    mode="multiple"
-                    placeholder="Select models"
-                    style={{ width: "100%" }}
-                  >
-                    <Select2.Option key="all-proxy-models" value="all-proxy-models">
-                        {"All Proxy Models"}
-                      </Select2.Option>
-                    {userModels && userModels.map((model) => (
-                      <Select2.Option key={model} value={model}>
-                        {model}
-                      </Select2.Option>
-                    ))}
-                    
-                  </Select2>
-                </Form.Item>
-                <Form.Item label="Max Budget (USD)" name="max_budget">
-                  <InputNumber step={0.01} precision={2} width={200} />
-                </Form.Item>
-                <Form.Item
-                  label="Tokens per minute Limit (TPM)"
-                  name="tpm_limit"
-                >
-                  <InputNumber step={1} width={400} />
-                </Form.Item>
-                <Form.Item
-                  label="Requests per minute Limit (RPM)"
-                  name="rpm_limit"
-                >
-                  <InputNumber step={1} width={400} />
-                </Form.Item>
-                <Form.Item
-                  label="Requests per minute Limit (RPM)"
-                  name="team_id"
-                  hidden={true}
-                ></Form.Item>
-              </>
-              <div style={{ textAlign: "right", marginTop: "10px" }}>
-                <Button2 htmlType="submit">Edit Team</Button2>
-              </div>
-            </Form>
-    </Modal>
-  );
-};
+        <Form
+          form={form}
+          onFinish={handleEditSubmit}
+          initialValues={team} // Pass initial values here
+          labelCol={{ span: 8 }}
+          wrapperCol={{ span: 16 }}
+          labelAlign="left"
+        >
+          <>
+            <Form.Item
+              label="Team Name"
+              name="team_alias"
+              rules={[{ required: true, message: "Please input a team name" }]}
+            >
+              <Input />
+            </Form.Item>
+            <Form.Item label="Models" name="models">
+              <Select2
+                mode="multiple"
+                placeholder="Select models"
+                style={{ width: "100%" }}
+              >
+                <Select2.Option key="all-proxy-models" value="all-proxy-models">
+                  {"All Proxy Models"}
+                </Select2.Option>
+                {userModels &&
+                  userModels.map((model) => (
+                    <Select2.Option key={model} value={model}>
+                      {model}
+                    </Select2.Option>
+                  ))}
+              </Select2>
+            </Form.Item>
+            <Form.Item label="Max Budget (USD)" name="max_budget">
+              <InputNumber step={0.01} precision={2} width={200} />
+            </Form.Item>
+            <Form.Item label="Tokens per minute Limit (TPM)" name="tpm_limit">
+              <InputNumber step={1} width={400} />
+            </Form.Item>
+            <Form.Item label="Requests per minute Limit (RPM)" name="rpm_limit">
+              <InputNumber step={1} width={400} />
+            </Form.Item>
+            <Form.Item
+              label="Requests per minute Limit (RPM)"
+              name="team_id"
+              hidden={true}
+            ></Form.Item>
+          </>
+          <div style={{ textAlign: "right", marginTop: "10px" }}>
+            <Button2 htmlType="submit">Edit Team</Button2>
+          </div>
+        </Form>
+      </Modal>
+    );
+  };
 
-const handleEditClick = (team: any) => {
-  setSelectedTeam(team);
-  setEditModalVisible(true);
-};
+  const handleEditClick = (team: any) => {
+    setSelectedTeam(team);
+    setEditModalVisible(true);
+  };
 
-const handleEditCancel = () => {
-  setEditModalVisible(false);
-  setSelectedTeam(null);
-};
+  const handleEditCancel = () => {
+    setEditModalVisible(false);
+    setSelectedTeam(null);
+  };
 
-const handleEditSubmit = async (formValues: Record<string, any>) => {
-  // Call API to update team with teamId and values
-  const teamId = formValues.team_id; // get team_id
-  
-  console.log("handleEditSubmit:", formValues);
-  if (accessToken == null) {
-    return;
-  }
-
-  let newTeamValues = await teamUpdateCall(accessToken, formValues);
-
-  // Update the teams state with the updated team data
-  if (teams) {
-    const updatedTeams = teams.map((team) =>
-      team.team_id === teamId ? newTeamValues.data : team
-    );
-    setTeams(updatedTeams);
-  }
-  message.success("Team updated successfully");
+  const handleEditSubmit = async (formValues: Record<string, any>) => {
+    // Call API to update team with teamId and values
+    const teamId = formValues.team_id; // get team_id
 
-  setEditModalVisible(false);
-  setSelectedTeam(null);
-};
+    console.log("handleEditSubmit:", formValues);
+    if (accessToken == null) {
+      return;
+    }
+
+    let newTeamValues = await teamUpdateCall(accessToken, formValues);
+
+    // Update the teams state with the updated team data
+    if (teams) {
+      const updatedTeams = teams.map((team) =>
+        team.team_id === teamId ? newTeamValues.data : team
+      );
+      setTeams(updatedTeams);
+    }
+    message.success("Team updated successfully");
+
+    setEditModalVisible(false);
+    setSelectedTeam(null);
+  };
 
   const handleOk = () => {
     setIsTeamModalVisible(false);
@@ -224,9 +231,6 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
     setIsDeleteModalOpen(true);
   };
 
-
-  
-
   const confirmDelete = async () => {
     if (teamToDelete == null || teams == null || accessToken == null) {
       return;
@@ -235,7 +239,9 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
     try {
       await teamDeleteCall(accessToken, teamToDelete);
       // Successfully completed the deletion. Update the state to trigger a rerender.
-      const filteredData = teams.filter((item) => item.team_id !== teamToDelete);
+      const filteredData = teams.filter(
+        (item) => item.team_id !== teamToDelete
+      );
       setTeams(filteredData);
     } catch (error) {
       console.error("Error deleting the team:", error);
@@ -253,8 +259,6 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
     setTeamToDelete(null);
   };
 
-
-
   useEffect(() => {
     const fetchUserModels = async () => {
       try {
@@ -263,7 +267,11 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
         }
 
         if (accessToken !== null) {
-          const model_available = await modelAvailableCall(accessToken, userID, userRole);
+          const model_available = await modelAvailableCall(
+            accessToken,
+            userID,
+            userRole
+          );
           let available_model_names = model_available["data"].map(
             (element: { id: string }) => element.id
           );
@@ -275,7 +283,6 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
       }
     };
 
-
     const fetchTeamInfo = async () => {
       try {
         if (userID === null || userRole === null || accessToken === null) {
@@ -288,22 +295,21 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
 
         console.log("fetching team info:");
 
-
         let _team_id_to_info: Record<string, any> = {};
         for (let i = 0; i < teams?.length; i++) {
           let _team_id = teams[i].team_id;
           const teamInfo = await teamInfoCall(accessToken, _team_id);
           console.log("teamInfo response:", teamInfo);
           if (teamInfo !== null) {
-            _team_id_to_info = {..._team_id_to_info, [_team_id]: teamInfo};
+            _team_id_to_info = { ..._team_id_to_info, [_team_id]: teamInfo };
           }
         }
         setPerTeamInfo(_team_id_to_info);
-    } catch (error) {
-      console.error("Error fetching team info:", error);
-    }
-  };
-  
+      } catch (error) {
+        console.error("Error fetching team info:", error);
+      }
+    };
+
     fetchUserModels();
     fetchTeamInfo();
   }, [accessToken, userID, userRole, teams]);
@@ -311,6 +317,15 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
   const handleCreate = async (formValues: Record<string, any>) => {
     try {
       if (accessToken != null) {
+        const newTeamAlias = formValues?.team_alias;
+        const existingTeamAliases = teams?.map((t) => t.team_alias) ?? [];
+
+        if (existingTeamAliases.includes(newTeamAlias)) {
+          throw new Error(
+            `Team alias ${newTeamAlias} already exists, please pick another alias`
+          );
+        }
+
         message.info("Creating Team");
         const response: any = await teamCreateCall(accessToken, formValues);
         if (teams !== null) {
@@ -364,7 +379,7 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
       console.error("Error creating the team:", error);
     }
   };
-  console.log(`received teams ${teams}`);
+  console.log(`received teams ${JSON.stringify(teams)}`);
   return (
     <div className="w-full mx-4">
       <Grid numItems={1} className="gap-2 p-8 h-[75vh] w-full mt-2">
@@ -387,55 +402,124 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                 {teams && teams.length > 0
                   ? teams.map((team: any) => (
                       <TableRow key={team.team_id}>
-                        <TableCell style={{ maxWidth: "4px", whiteSpace: "pre-wrap", overflow: "hidden"  }}>{team["team_alias"]}</TableCell>
-                        <TableCell style={{ maxWidth: "4px", whiteSpace: "pre-wrap", overflow: "hidden"  }}>{team["spend"]}</TableCell>
-                        <TableCell style={{ maxWidth: "4px", whiteSpace: "pre-wrap", overflow: "hidden"  }}>
+                        <TableCell
+                          style={{
+                            maxWidth: "4px",
+                            whiteSpace: "pre-wrap",
+                            overflow: "hidden",
+                          }}
+                        >
+                          {team["team_alias"]}
+                        </TableCell>
+                        <TableCell
+                          style={{
+                            maxWidth: "4px",
+                            whiteSpace: "pre-wrap",
+                            overflow: "hidden",
+                          }}
+                        >
+                          {team["spend"]}
+                        </TableCell>
+                        <TableCell
+                          style={{
+                            maxWidth: "4px",
+                            whiteSpace: "pre-wrap",
+                            overflow: "hidden",
+                          }}
+                        >
                           {team["max_budget"] ? team["max_budget"] : "No limit"}
                         </TableCell>
-                        <TableCell style={{ maxWidth: "8-x", whiteSpace: "pre-wrap", overflow: "hidden" }}>
+                        <TableCell
+                          style={{
+                            maxWidth: "8-x",
+                            whiteSpace: "pre-wrap",
+                            overflow: "hidden",
+                          }}
+                        >
                           {Array.isArray(team.models) ? (
-                            <div style={{ display: "flex", flexDirection: "column" }}>
+                            <div
+                              style={{
+                                display: "flex",
+                                flexDirection: "column",
+                              }}
+                            >
                               {team.models.length === 0 ? (
                                 <Badge size={"xs"} className="mb-1" color="red">
                                   <Text>All Proxy Models</Text>
                                 </Badge>
                               ) : (
-                                team.models.map((model: string, index: number) => (
-                                  model === "all-proxy-models" ? (
-                                    <Badge key={index} size={"xs"} className="mb-1" color="red">
-                                      <Text>All Proxy Models</Text>
-                                    </Badge>
-                                  ) : (
-                                    <Badge key={index} size={"xs"} className="mb-1" color="blue">
-                                      <Text>{model.length > 30 ? `${model.slice(0, 30)}...` : model}</Text>
-                                    </Badge>
-                                  )
-                                ))
+                                team.models.map(
+                                  (model: string, index: number) =>
+                                    model === "all-proxy-models" ? (
+                                      <Badge
+                                        key={index}
+                                        size={"xs"}
+                                        className="mb-1"
+                                        color="red"
+                                      >
+                                        <Text>All Proxy Models</Text>
+                                      </Badge>
+                                    ) : (
+                                      <Badge
+                                        key={index}
+                                        size={"xs"}
+                                        className="mb-1"
+                                        color="blue"
+                                      >
+                                        <Text>
+                                          {model.length > 30
+                                            ? `${model.slice(0, 30)}...`
+                                            : model}
+                                        </Text>
+                                      </Badge>
+                                    )
+                                )
                               )}
                             </div>
                           ) : null}
                         </TableCell>
-                        
 
-                        <TableCell style={{ maxWidth: "4px", whiteSpace: "pre-wrap", overflow: "hidden"  }}>
+                        <TableCell
+                          style={{
+                            maxWidth: "4px",
+                            whiteSpace: "pre-wrap",
+                            overflow: "hidden",
+                          }}
+                        >
                           <Text>
-                            TPM:{" "}
-                            {team.tpm_limit ? team.tpm_limit : "Unlimited"}{" "}
+                            TPM: {team.tpm_limit ? team.tpm_limit : "Unlimited"}{" "}
                             <br></br>RPM:{" "}
                             {team.rpm_limit ? team.rpm_limit : "Unlimited"}
                           </Text>
                         </TableCell>
                         <TableCell>
-                          <Text>{perTeamInfo && team.team_id && perTeamInfo[team.team_id] && perTeamInfo[team.team_id].keys && perTeamInfo[team.team_id].keys.length} Keys</Text>
-                          <Text>{perTeamInfo && team.team_id && perTeamInfo[team.team_id] && perTeamInfo[team.team_id].team_info && perTeamInfo[team.team_id].team_info.members_with_roles && perTeamInfo[team.team_id].team_info.members_with_roles.length} Members</Text>
+                          <Text>
+                            {perTeamInfo &&
+                              team.team_id &&
+                              perTeamInfo[team.team_id] &&
+                              perTeamInfo[team.team_id].keys &&
+                              perTeamInfo[team.team_id].keys.length}{" "}
+                            Keys
+                          </Text>
+                          <Text>
+                            {perTeamInfo &&
+                              team.team_id &&
+                              perTeamInfo[team.team_id] &&
+                              perTeamInfo[team.team_id].team_info &&
+                              perTeamInfo[team.team_id].team_info
+                                .members_with_roles &&
+                              perTeamInfo[team.team_id].team_info
+                                .members_with_roles.length}{" "}
+                            Members
+                          </Text>
                         </TableCell>
                         <TableCell>
-                        <Icon
+                          <Icon
                             icon={PencilAltIcon}
                             size="sm"
                             onClick={() => handleEditClick(team)}
                           />
-                        <Icon
+                          <Icon
                             onClick={() => handleDelete(team.team_id)}
                             icon={TrashIcon}
                             size="sm"
@@ -481,7 +565,11 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                       </div>
                     </div>
                     <div className="bg-gray-50 px-4 py-3 sm:px-6 sm:flex sm:flex-row-reverse">
-                      <Button onClick={confirmDelete} color="red" className="ml-2">
+                      <Button
+                        onClick={confirmDelete}
+                        color="red"
+                        className="ml-2"
+                      >
                         Delete
                       </Button>
                       <Button onClick={cancelDelete}>Cancel</Button>
@@ -515,10 +603,12 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
               labelAlign="left"
             >
               <>
-                <Form.Item 
-                  label="Team Name" 
+                <Form.Item
+                  label="Team Name"
                   name="team_alias"
-                  rules={[{ required: true, message: 'Please input a team name' }]}
+                  rules={[
+                    { required: true, message: "Please input a team name" },
+                  ]}
                 >
                   <TextInput placeholder="" />
                 </Form.Item>
@@ -528,7 +618,10 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                     placeholder="Select models"
                     style={{ width: "100%" }}
                   >
-                    <Select2.Option key="all-proxy-models" value="all-proxy-models">
+                    <Select2.Option
+                      key="all-proxy-models"
+                      value="all-proxy-models"
+                    >
                       All Proxy Models
                     </Select2.Option>
                     {userModels.map((model) => (
@@ -606,8 +699,8 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
                             {member["user_email"]
                               ? member["user_email"]
                               : member["user_id"]
-                              ? member["user_id"]
-                              : null}
+                                ? member["user_id"]
+                                : null}
                           </TableCell>
                           <TableCell>{member["role"]}</TableCell>
                         </TableRow>
@@ -618,13 +711,13 @@ const handleEditSubmit = async (formValues: Record<string, any>) => {
             </Table>
           </Card>
           {selectedTeam && (
-        <EditTeamModal
-          visible={editModalVisible}
-          onCancel={handleEditCancel}
-          team={selectedTeam}
-          onSubmit={handleEditSubmit}
-        />
-      )}
+            <EditTeamModal
+              visible={editModalVisible}
+              onCancel={handleEditCancel}
+              team={selectedTeam}
+              onSubmit={handleEditSubmit}
+            />
+          )}
         </Col>
         <Col numColSpan={1}>
           <Button

From 6a400a6200b79063f74eb182e22a83ebedc5d3dc Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 15:49:20 -0700
Subject: [PATCH 355/378] test: fix test

---
 litellm/tests/test_completion.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index b3e1928a8e5d..04f4cc5115ca 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1138,7 +1138,7 @@ def test_get_hf_task_for_model():
     model = "roneneldan/TinyStories-3M"
     model_type = litellm.llms.huggingface_restapi.get_hf_task_for_model(model)
     print(f"model:{model}, model type: {model_type}")
-    assert model_type == None
+    assert model_type == "text-generation"
 
 
 # test_get_hf_task_for_model()

From 30d2df8940f06d1b7e7aa4aa757134876535502f Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 15:54:29 -0700
Subject: [PATCH 356/378] docs(enterprise.md): add aws marketplace notice on
 docs

---
 docs/my-website/docs/enterprise.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/my-website/docs/enterprise.md b/docs/my-website/docs/enterprise.md
index 68091fe2ed32..382ba8b28a95 100644
--- a/docs/my-website/docs/enterprise.md
+++ b/docs/my-website/docs/enterprise.md
@@ -17,6 +17,14 @@ This covers:
 - ✅ [**JWT-Auth**](../docs/proxy/token_auth.md)
 
 
+## [COMING SOON] AWS Marketplace Support
+
+Deploy managed LiteLLM Proxy within your VPC.
+
+Includes all enterprise features.
+
+[**Get early access**](https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat)
+
 ## Frequently Asked Questions
 
 ### What topics does Professional support cover and what SLAs do you offer?

From 7d96272d52e45969716763d26185feac90852ceb Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 16:08:05 -0700
Subject: [PATCH 357/378] fix auto inferring region

---
 .circleci/config.yml | 2 +-
 litellm/router.py    | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 08bbad6fac54..35707dbffd2a 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -198,7 +198,7 @@ jobs:
               -e AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID \
               -e AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY \
               -e AWS_REGION_NAME=$AWS_REGION_NAME \
-              -e AUTO_INFER_REGION="True" \
+              -e AUTO_INFER_REGION=True \
               -e OPENAI_API_KEY=$OPENAI_API_KEY \
               -e LANGFUSE_PROJECT1_PUBLIC=$LANGFUSE_PROJECT1_PUBLIC \
               -e LANGFUSE_PROJECT2_PUBLIC=$LANGFUSE_PROJECT2_PUBLIC \
diff --git a/litellm/router.py b/litellm/router.py
index e8b0f658fa34..ba777a44d465 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2560,6 +2560,7 @@ def _add_deployment(self, deployment: Deployment) -> Deployment:
         # set region (if azure model)
         _auto_infer_region = os.environ.get("AUTO_INFER_REGION", False)
         if _auto_infer_region == True or _auto_infer_region == "True":
+            print("Auto inferring region")  # noqa
             """
             Hiding behind a feature flag
             When there is a large amount of LLM deployments this makes startup times blow up

From b6e0f00ed8edb7eaff1a79b2746703069c7c691a Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 16:18:13 -0700
Subject: [PATCH 358/378] fix - using failure callbacks with team based logging

---
 litellm/proxy/proxy_config.yaml | 9 +++++++--
 litellm/utils.py                | 5 ++++-
 2 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index cd625564934e..5e5e9a5841c9 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -9,7 +9,6 @@ model_list:
       model: openai/*
       api_key: os.environ/OPENAI_API_KEY
 
-
 general_settings:
   store_model_in_db: true
   master_key: sk-1234
@@ -17,4 +16,10 @@ general_settings:
 
 litellm_settings:
   success_callback: ["langfuse"]
-  _langfuse_default_tags: ["user_api_key_alias", "user_api_key_user_id", "user_api_key_user_email", "user_api_key_team_alias", "semantic-similarity", "proxy_base_url"]
\ No newline at end of file
+  failure_callback: ["langfuse"]
+  default_team_settings:
+    - team_id: 7bf09cd5-217a-40d4-8634-fc31d9b88bf4
+      success_callback: ["langfuse"]
+      failure_callback: ["langfuse"]
+      langfuse_public_key: "os.environ/LANGFUSE_DEVELOPMENT_PUBLIC_KEY"
+      langfuse_secret_key: "os.environ/LANGFUSE_DEVELOPMENT_SECRET_KEY"
diff --git a/litellm/utils.py b/litellm/utils.py
index 838d0fe553e9..9d325b998721 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -2713,6 +2713,7 @@ def function_setup(
         ### DYNAMIC CALLBACKS ###
         dynamic_success_callbacks = None
         dynamic_async_success_callbacks = None
+        dyanmic_failure_callbacks = None
         if kwargs.get("success_callback", None) is not None and isinstance(
             kwargs["success_callback"], list
         ):
@@ -2734,6 +2735,7 @@ def function_setup(
             for index in reversed(removed_async_items):
                 kwargs["success_callback"].pop(index)
             dynamic_success_callbacks = kwargs.pop("success_callback")
+            dyanmic_failure_callbacks = kwargs.pop("failure_callback")
 
         if add_breadcrumb:
             try:
@@ -2818,7 +2820,8 @@ def function_setup(
             dynamic_success_callbacks=dynamic_success_callbacks,
             dynamic_async_success_callbacks=dynamic_async_success_callbacks,
             langfuse_public_key=kwargs.pop("langfuse_public_key", None),
-            langfuse_secret=kwargs.pop("langfuse_secret", None),
+            langfuse_secret=kwargs.pop("langfuse_secret", None)
+            or kwargs.pop("langfuse_secret_key", None),
         )
         ## check if metadata is passed in
         litellm_params = {"api_base": ""}

From 1a8e85381757cf37cf7b8459e9cfd381b9a6c759 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 16:19:03 -0700
Subject: [PATCH 359/378] (ci/cd) run again

---
 litellm/tests/test_completion.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index f726ed95a7e1..d2c1b0b15201 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1142,7 +1142,7 @@ def test_get_hf_task_for_model():
 
 
 # test_get_hf_task_for_model()
-# litellm.set_verbose=False
+# litellm.set_verbose = False
 # ################### Hugging Face TGI models ########################
 # # TGI model
 # # this is a TGI model https://huggingface.co/glaiveai/glaive-coder-7b

From 53f9d8280fd0eff8985b1d473602273409ee0341 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 16:37:01 -0700
Subject: [PATCH 360/378] fix - support dynamic failure callbacks

---
 litellm/utils.py | 28 ++++++++++++++++++++++++----
 1 file changed, 24 insertions(+), 4 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 9d325b998721..92618e50dfaf 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -1079,6 +1079,7 @@ def __init__(
         litellm_call_id,
         function_id,
         dynamic_success_callbacks=None,
+        dynamic_failure_callbacks=None,
         dynamic_async_success_callbacks=None,
         langfuse_public_key=None,
         langfuse_secret=None,
@@ -1113,7 +1114,7 @@ def __init__(
         self.sync_streaming_chunks = []  # for generating complete stream response
         self.model_call_details = {}
         self.dynamic_input_callbacks = []  # [TODO] callbacks set for just that call
-        self.dynamic_failure_callbacks = []  # [TODO] callbacks set for just that call
+        self.dynamic_failure_callbacks = dynamic_failure_callbacks
         self.dynamic_success_callbacks = (
             dynamic_success_callbacks  # callbacks set for just that call
         )
@@ -2334,11 +2335,26 @@ def failure_handler(
                 start_time=start_time,
                 end_time=end_time,
             )
+            callbacks = []  # init this to empty incase it's not created
+
+            if self.dynamic_failure_callbacks is not None and isinstance(
+                self.dynamic_failure_callbacks, list
+            ):
+                callbacks = self.dynamic_failure_callbacks
+                ## keep the internal functions ##
+                for callback in litellm.failure_callback:
+                    if (
+                        isinstance(callback, CustomLogger)
+                        and "_PROXY_" in callback.__class__.__name__
+                    ):
+                        callbacks.append(callback)
+            else:
+                callbacks = litellm.failure_callback
 
             result = None  # result sent to all loggers, init this to None incase it's not created
 
             self.redact_message_input_output_from_logging(result=result)
-            for callback in litellm.failure_callback:
+            for callback in callbacks:
                 try:
                     if callback == "lite_debugger":
                         print_verbose("reaches lite_debugger for logging!")
@@ -2713,7 +2729,7 @@ def function_setup(
         ### DYNAMIC CALLBACKS ###
         dynamic_success_callbacks = None
         dynamic_async_success_callbacks = None
-        dyanmic_failure_callbacks = None
+        dynamic_failure_callbacks = None
         if kwargs.get("success_callback", None) is not None and isinstance(
             kwargs["success_callback"], list
         ):
@@ -2735,7 +2751,10 @@ def function_setup(
             for index in reversed(removed_async_items):
                 kwargs["success_callback"].pop(index)
             dynamic_success_callbacks = kwargs.pop("success_callback")
-            dyanmic_failure_callbacks = kwargs.pop("failure_callback")
+        if kwargs.get("failure_callback", None) is not None and isinstance(
+            kwargs["failure_callback"], list
+        ):
+            dynamic_failure_callbacks = kwargs.pop("failure_callback")
 
         if add_breadcrumb:
             try:
@@ -2818,6 +2837,7 @@ def function_setup(
             call_type=call_type,
             start_time=start_time,
             dynamic_success_callbacks=dynamic_success_callbacks,
+            dynamic_failure_callbacks=dynamic_failure_callbacks,
             dynamic_async_success_callbacks=dynamic_async_success_callbacks,
             langfuse_public_key=kwargs.pop("langfuse_public_key", None),
             langfuse_secret=kwargs.pop("langfuse_secret", None)

From 92b86056cffa370571667b0faf2a1ef1a7135bec Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 16:39:49 -0700
Subject: [PATCH 361/378] fix langfuse team based logging tests

---
 litellm/proxy/proxy_config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index 5e5e9a5841c9..0378efced311 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -21,5 +21,5 @@ litellm_settings:
     - team_id: 7bf09cd5-217a-40d4-8634-fc31d9b88bf4
       success_callback: ["langfuse"]
       failure_callback: ["langfuse"]
-      langfuse_public_key: "os.environ/LANGFUSE_DEVELOPMENT_PUBLIC_KEY"
-      langfuse_secret_key: "os.environ/LANGFUSE_DEVELOPMENT_SECRET_KEY"
+      langfuse_public_key: "os.environ/LANGFUSE_DEV_PUBLIC_KEY"
+      langfuse_secret_key: "os.environ/LANGFUSE_DEV_SK_KEY"

From ce8523808b507f314f22183b8d591ca2a7636e57 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 17:02:38 -0700
Subject: [PATCH 362/378] fix langfuse failure logging

---
 litellm/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index 92618e50dfaf..de1d9ffb4374 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -2443,7 +2443,7 @@ def failure_handler(
                         )
                     elif callback == "langfuse":
                         global langFuseLogger
-                        verbose_logger.debug("reaches langfuse for logging!")
+                        verbose_logger.debug("reaches langfuse for logging failure")
                         kwargs = {}
                         for k, v in self.model_call_details.items():
                             if (

From 4584989a31678a2027d075b1722cdf94b973eda3 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 17:33:29 -0700
Subject: [PATCH 363/378] fix - langfuse copy metadata

---
 litellm/integrations/langfuse.py | 18 +++++++++++++++++-
 1 file changed, 17 insertions(+), 1 deletion(-)

diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py
index caf5437b2426..f1640dea5163 100644
--- a/litellm/integrations/langfuse.py
+++ b/litellm/integrations/langfuse.py
@@ -262,7 +262,23 @@ def _log_langfuse_v2(
 
         try:
             tags = []
-            metadata = copy.deepcopy(metadata)  # Avoid modifying the original metadata
+            try:
+                metadata = copy.deepcopy(
+                    metadata
+                )  # Avoid modifying the original metadata
+            except:
+                new_metadata = {}
+                for key, value in metadata.items():
+                    if (
+                        isinstance(value, list)
+                        or isinstance(value, dict)
+                        or isinstance(value, str)
+                        or isinstance(value, int)
+                        or isinstance(value, float)
+                    ):
+                        new_metadata[key] = copy.deepcopy(value)
+                metadata = new_metadata
+
             supports_tags = Version(langfuse.version.__version__) >= Version("2.6.3")
             supports_prompt = Version(langfuse.version.__version__) >= Version("2.7.3")
             supports_costs = Version(langfuse.version.__version__) >= Version("2.7.3")

From a4695c3010f395a28e7253931cac38fc91f88057 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 17:37:32 -0700
Subject: [PATCH 364/378] test - using langfuse as a failure callback

---
 proxy_server_config.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml
index 046ed7e95d56..b70d9b2022b3 100644
--- a/proxy_server_config.yaml
+++ b/proxy_server_config.yaml
@@ -92,10 +92,12 @@ litellm_settings:
   default_team_settings: 
     - team_id: team-1
       success_callback: ["langfuse"]
+      failure_callback: ["langfuse"]
       langfuse_public_key: os.environ/LANGFUSE_PROJECT1_PUBLIC # Project 1
       langfuse_secret: os.environ/LANGFUSE_PROJECT1_SECRET # Project 1
     - team_id: team-2
       success_callback: ["langfuse"]
+      failure_callback: ["langfuse"]
       langfuse_public_key: os.environ/LANGFUSE_PROJECT2_PUBLIC # Project 2
       langfuse_secret: os.environ/LANGFUSE_PROJECT2_SECRET # Project 2
 

From 1d25be0ca8d2a116b0985a42e50ded6dd3046af7 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 17:48:44 -0700
Subject: [PATCH 365/378] fix langfuse logger re-initialized on all failure
 callbacks

---
 litellm/utils.py | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index de1d9ffb4374..0babe2f0b10b 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -2452,8 +2452,16 @@ def failure_handler(
                                 kwargs[k] = v
                         # this only logs streaming once, complete_streaming_response exists i.e when stream ends
                         if langFuseLogger is None or (
-                            self.langfuse_public_key != langFuseLogger.public_key
-                            and self.langfuse_secret != langFuseLogger.secret_key
+                            (
+                                self.langfuse_public_key is not None
+                                and self.langfuse_public_key
+                                != langFuseLogger.public_key
+                            )
+                            and (
+                                self.langfuse_public_key is not None
+                                and self.langfuse_public_key
+                                != langFuseLogger.public_key
+                            )
                         ):
                             langFuseLogger = LangFuseLogger(
                                 langfuse_public_key=self.langfuse_public_key,

From 0115c7922266b092f473da0957b47e196e2994a7 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 18:25:07 -0700
Subject: [PATCH 366/378] fix(langfuse.py): fix logging user_id in trace param
 on new trace creation

Closes https://github.com/BerriAI/litellm/issues/3560
---
 litellm/integrations/langfuse.py |  1 +
 litellm/router.py                | 34 ++++++++++++++++++--------------
 2 files changed, 20 insertions(+), 15 deletions(-)

diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py
index caf5437b2426..6474f6ef842a 100644
--- a/litellm/integrations/langfuse.py
+++ b/litellm/integrations/langfuse.py
@@ -346,6 +346,7 @@ def _log_langfuse_v2(
                     "version": clean_metadata.pop(
                         "trace_version", clean_metadata.get("version", None)
                     ),  # If provided just version, it will applied to the trace as well, if applied a trace version it will take precedence
+                    "user_id": user_id,
                 }
                 for key in list(
                     filter(lambda key: key.startswith("trace_"), clean_metadata.keys())
diff --git a/litellm/router.py b/litellm/router.py
index 39d49a147455..bd30f10ea1a1 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -9,7 +9,7 @@
 
 import copy, httpx
 from datetime import datetime
-from typing import Dict, List, Optional, Union, Literal, Any, BinaryIO
+from typing import Dict, List, Optional, Union, Literal, Any, BinaryIO, Tuple
 import random, threading, time, traceback, uuid
 import litellm, openai, hashlib, json
 from litellm.caching import RedisCache, InMemoryCache, DualCache
@@ -2990,11 +2990,15 @@ def _common_checks_available_deployment(
         messages: Optional[List[Dict[str, str]]] = None,
         input: Optional[Union[str, List]] = None,
         specific_deployment: Optional[bool] = False,
-    ):
+    ) -> Tuple[str, Union[list, dict]]:
         """
         Common checks for 'get_available_deployment' across sync + async call.
 
         If 'healthy_deployments' returned is None, this means the user chose a specific deployment
+
+        Returns
+        - Dict, if specific model chosen
+        - List, if multiple models chosen
         """
         # check if aliases set on litellm model alias map
         if specific_deployment == True:
@@ -3004,7 +3008,7 @@ def _common_checks_available_deployment(
                 if deployment_model == model:
                     # User Passed a specific deployment name on their config.yaml, example azure/chat-gpt-v-2
                     # return the first deployment where the `model` matches the specificed deployment name
-                    return deployment, None
+                    return deployment_model, deployment
             raise ValueError(
                 f"LiteLLM Router: Trying to call specific deployment, but Model:{model} does not exist in Model List: {self.model_list}"
             )
@@ -3020,7 +3024,7 @@ def _common_checks_available_deployment(
                 self.default_deployment
             )  # self.default_deployment
             updated_deployment["litellm_params"]["model"] = model
-            return updated_deployment, None
+            return model, updated_deployment
 
         ## get healthy deployments
         ### get all deployments
@@ -3073,10 +3077,10 @@ async def async_get_available_deployment(
             messages=messages,
             input=input,
             specific_deployment=specific_deployment,
-        )
+        )  # type: ignore
 
-        if healthy_deployments is None:
-            return model
+        if isinstance(healthy_deployments, dict):
+            return healthy_deployments
 
         # filter out the deployments currently cooling down
         deployments_to_remove = []
@@ -3132,7 +3136,7 @@ async def async_get_available_deployment(
         ):
             deployment = await self.lowesttpm_logger_v2.async_get_available_deployments(
                 model_group=model,
-                healthy_deployments=healthy_deployments,
+                healthy_deployments=healthy_deployments,  # type: ignore
                 messages=messages,
                 input=input,
             )
@@ -3142,7 +3146,7 @@ async def async_get_available_deployment(
         ):
             deployment = await self.lowestcost_logger.async_get_available_deployments(
                 model_group=model,
-                healthy_deployments=healthy_deployments,
+                healthy_deployments=healthy_deployments,  # type: ignore
                 messages=messages,
                 input=input,
             )
@@ -3220,8 +3224,8 @@ def get_available_deployment(
             specific_deployment=specific_deployment,
         )
 
-        if healthy_deployments is None:
-            return model
+        if isinstance(healthy_deployments, dict):
+            return healthy_deployments
 
         # filter out the deployments currently cooling down
         deployments_to_remove = []
@@ -3245,7 +3249,7 @@ def get_available_deployment(
 
         if self.routing_strategy == "least-busy" and self.leastbusy_logger is not None:
             deployment = self.leastbusy_logger.get_available_deployments(
-                model_group=model, healthy_deployments=healthy_deployments
+                model_group=model, healthy_deployments=healthy_deployments  # type: ignore
             )
         elif self.routing_strategy == "simple-shuffle":
             # if users pass rpm or tpm, we do a random weighted pick - based on rpm/tpm
@@ -3293,7 +3297,7 @@ def get_available_deployment(
         ):
             deployment = self.lowestlatency_logger.get_available_deployments(
                 model_group=model,
-                healthy_deployments=healthy_deployments,
+                healthy_deployments=healthy_deployments,  # type: ignore
                 request_kwargs=request_kwargs,
             )
         elif (
@@ -3302,7 +3306,7 @@ def get_available_deployment(
         ):
             deployment = self.lowesttpm_logger.get_available_deployments(
                 model_group=model,
-                healthy_deployments=healthy_deployments,
+                healthy_deployments=healthy_deployments,  # type: ignore
                 messages=messages,
                 input=input,
             )
@@ -3312,7 +3316,7 @@ def get_available_deployment(
         ):
             deployment = self.lowesttpm_logger_v2.get_available_deployments(
                 model_group=model,
-                healthy_deployments=healthy_deployments,
+                healthy_deployments=healthy_deployments,  # type: ignore
                 messages=messages,
                 input=input,
             )

From 18ed87edc4644edef8c5189ed5cd3c660f1e08d1 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 18:46:25 -0700
Subject: [PATCH 367/378] add triton embedding to _init

---
 litellm/__init__.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index 8d4666a3b02c..aedf42139179 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -1,5 +1,6 @@
 ### Hide pydantic namespace conflict warnings globally ###
 import warnings
+
 warnings.filterwarnings("ignore", message=".*conflict with protected namespace.*")
 ### INIT VARIABLES ###
 import threading, requests, os
@@ -537,6 +538,7 @@ def identify(event_details):
     "xinference",
     "fireworks_ai",
     "watsonx",
+    "triton",
     "predibase",
     "custom",  # custom apis
 ]

From 0cde9473c99f5f47944084d6f0f020ec70f01180 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 18:50:34 -0700
Subject: [PATCH 368/378] test triton embeddings

---
 litellm/tests/test_embedding.py | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py
index 69ddb39ff650..8da847b64e0f 100644
--- a/litellm/tests/test_embedding.py
+++ b/litellm/tests/test_embedding.py
@@ -516,6 +516,23 @@ def test_voyage_embeddings():
         pytest.fail(f"Error occurred: {e}")
 
 
+@pytest.mark.asyncio
+async def test_triton_embeddings():
+    try:
+        litellm.set_verbose = True
+        response = await litellm.aembedding(
+            model="triton/my-triton-model",
+            api_base="https://exampleopenaiendpoint-production.up.railway.app/triton/embeddings",
+            input=["good morning from litellm"],
+        )
+        print(f"response: {response}")
+
+        # stubbed endpoint is setup to return this
+        assert response.data[0]["embedding"] == [0.1, 0.2, 0.3]
+    except Exception as e:
+        pytest.fail(f"Error occurred: {e}")
+
+
 # test_voyage_embeddings()
 # def test_xinference_embeddings():
 #     try:

From d3550379b0461702439b02035975046e5b136f77 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 18:57:06 -0700
Subject: [PATCH 369/378] feat - triton embeddings

---
 litellm/llms/triton.py | 119 +++++++++++++++++++++++++++++++++++++++++
 litellm/main.py        |  21 ++++++++
 2 files changed, 140 insertions(+)
 create mode 100644 litellm/llms/triton.py

diff --git a/litellm/llms/triton.py b/litellm/llms/triton.py
new file mode 100644
index 000000000000..711186b3fba6
--- /dev/null
+++ b/litellm/llms/triton.py
@@ -0,0 +1,119 @@
+import os, types
+import json
+from enum import Enum
+import requests, copy  # type: ignore
+import time
+from typing import Callable, Optional, List
+from litellm.utils import ModelResponse, Usage, map_finish_reason, CustomStreamWrapper
+import litellm
+from .prompt_templates.factory import prompt_factory, custom_prompt
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from .base import BaseLLM
+import httpx  # type: ignore
+
+
+class TritonError(Exception):
+    def __init__(self, status_code, message):
+        self.status_code = status_code
+        self.message = message
+        self.request = httpx.Request(
+            method="POST",
+            url="https://api.anthropic.com/v1/messages",  # using anthropic api base since httpx requires a url
+        )
+        self.response = httpx.Response(status_code=status_code, request=self.request)
+        super().__init__(
+            self.message
+        )  # Call the base class constructor with the parameters it needs
+
+
+class TritonChatCompletion(BaseLLM):
+    def __init__(self) -> None:
+        super().__init__()
+
+    async def aembedding(
+        self,
+        data: dict,
+        model_response: litellm.utils.EmbeddingResponse,
+        api_base: str,
+        logging_obj=None,
+        api_key: Optional[str] = None,
+    ):
+
+        async_handler = AsyncHTTPHandler(
+            timeout=httpx.Timeout(timeout=600.0, connect=5.0)
+        )
+
+        response = await async_handler.post(url=api_base, data=json.dumps(data))
+
+        if response.status_code != 200:
+            raise TritonError(status_code=response.status_code, message=response.text)
+
+        _text_response = response.text
+
+        logging_obj.post_call(original_response=_text_response)
+
+        _json_response = response.json()
+
+        _outputs = _json_response["outputs"]
+        _output_data = _outputs[0]["data"]
+        _embedding_output = {
+            "object": "embedding",
+            "index": 0,
+            "embedding": _output_data,
+        }
+
+        model_response.model = _json_response.get("model_name", "None")
+        model_response.data = [_embedding_output]
+
+        return model_response
+
+    def embedding(
+        self,
+        model: str,
+        input: list,
+        timeout: float,
+        api_base: str,
+        model_response: litellm.utils.EmbeddingResponse,
+        api_key: Optional[str] = None,
+        logging_obj=None,
+        optional_params=None,
+        client=None,
+        aembedding=None,
+    ):
+        data_for_triton = {
+            "inputs": [
+                {
+                    "name": "input_text",
+                    "shape": [1],
+                    "datatype": "BYTES",
+                    "data": input,
+                }
+            ]
+        }
+
+        ## LOGGING
+
+        curl_string = f"curl {api_base} -X POST -H 'Content-Type: application/json' -d '{data_for_triton}'"
+
+        logging_obj.pre_call(
+            input="",
+            api_key=None,
+            additional_args={
+                "complete_input_dict": optional_params,
+                "request_str": curl_string,
+            },
+        )
+
+        if aembedding == True:
+            response = self.aembedding(
+                data=data_for_triton,
+                model_response=model_response,
+                logging_obj=logging_obj,
+                api_base=api_base,
+                api_key=api_key,
+            )
+            return response
+        else:
+            raise Exception(
+                "Only async embedding supported for triton, please use litellm.aembedding() for now"
+            )
diff --git a/litellm/main.py b/litellm/main.py
index 72f5b1dc63b7..3f8c659f9827 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -47,6 +47,7 @@
     ai21,
     sagemaker,
     bedrock,
+    triton,
     huggingface_restapi,
     replicate,
     aleph_alpha,
@@ -75,6 +76,7 @@
 from .llms.anthropic_text import AnthropicTextCompletion
 from .llms.huggingface_restapi import Huggingface
 from .llms.predibase import PredibaseChatCompletion
+from .llms.triton import TritonChatCompletion
 from .llms.prompt_templates.factory import (
     prompt_factory,
     custom_prompt,
@@ -112,6 +114,7 @@
 azure_text_completions = AzureTextCompletion()
 huggingface = Huggingface()
 predibase_chat_completions = PredibaseChatCompletion()
+triton_chat_completions = TritonChatCompletion()
 ####### COMPLETION ENDPOINTS ################
 
 
@@ -2622,6 +2625,7 @@ async def aembedding(*args, **kwargs):
             or custom_llm_provider == "voyage"
             or custom_llm_provider == "mistral"
             or custom_llm_provider == "custom_openai"
+            or custom_llm_provider == "triton"
             or custom_llm_provider == "anyscale"
             or custom_llm_provider == "openrouter"
             or custom_llm_provider == "deepinfra"
@@ -2955,6 +2959,23 @@ def embedding(
                 optional_params=optional_params,
                 model_response=EmbeddingResponse(),
             )
+        elif custom_llm_provider == "triton":
+            if api_base is None:
+                raise ValueError(
+                    "api_base is required for triton. Please pass `api_base`"
+                )
+            response = triton_chat_completions.embedding(
+                model=model,
+                input=input,
+                api_base=api_base,
+                api_key=api_key,
+                logging_obj=logging,
+                timeout=timeout,
+                model_response=EmbeddingResponse(),
+                optional_params=optional_params,
+                client=client,
+                aembedding=aembedding,
+            )
         elif custom_llm_provider == "vertex_ai":
             vertex_ai_project = (
                 optional_params.pop("vertex_project", None)

From b913620997a1498613f3e4e7a237e71712b9678b Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 19:08:15 -0700
Subject: [PATCH 370/378] docs triton embeddings support

---
 .../docs/providers/triton-inference-server.md | 95 +++++++++++++++++++
 docs/my-website/sidebars.js                   |  1 +
 2 files changed, 96 insertions(+)
 create mode 100644 docs/my-website/docs/providers/triton-inference-server.md

diff --git a/docs/my-website/docs/providers/triton-inference-server.md b/docs/my-website/docs/providers/triton-inference-server.md
new file mode 100644
index 000000000000..aacc46a39928
--- /dev/null
+++ b/docs/my-website/docs/providers/triton-inference-server.md
@@ -0,0 +1,95 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Triton Inference Server
+
+LiteLLM supports Embedding Models on Triton Inference Servers
+
+
+## Usage
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+
+### Example Call
+
+Use the `triton/` prefix to route to triton server
+```python
+from litellm import embedding
+import os
+
+response = await litellm.aembedding(
+    model="triton/<your-triton-model>",                                                       
+    api_base="https://your-triton-api-base/triton/embeddings", # /embeddings endpoint you want litellm to call on your server
+    input=["good morning from litellm"],
+)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+1. Add models to your config.yaml
+
+  ```yaml
+  model_list:
+    - model_name: my-triton-model
+      litellm_params:
+        model: triton/<your-triton-model>"
+        api_base: https://your-triton-api-base/triton/embeddings
+  ```
+
+
+2. Start the proxy 
+
+  ```bash
+  $ litellm --config /path/to/config.yaml --detailed_debug
+  ```
+
+3. Send Request to LiteLLM Proxy Server
+
+  <Tabs>
+
+  <TabItem value="openai" label="OpenAI Python v1.0.0+">
+
+    ```python
+    import openai
+    from openai import OpenAI
+
+    # set base_url to your proxy server
+    # set api_key to send to proxy server
+    client = OpenAI(api_key="<proxy-api-key>", base_url="http://0.0.0.0:4000")
+
+    response = client.embeddings.create(
+        input=["hello from litellm"],
+        model="my-triton-model"
+    )
+
+    print(response)
+
+    ```
+
+  </TabItem>
+
+  <TabItem value="curl" label="curl">
+
+  `--header` is optional, only required if you're using litellm proxy with Virtual Keys
+
+    ```shell
+    curl --location 'http://0.0.0.0:4000/embeddings' \
+    --header 'Content-Type: application/json' \
+    --header 'Authorization: Bearer sk-1234' \
+    --data ' {
+    "model": "my-triton-model",
+    "input": ["write a litellm poem"]
+    }'
+
+    ```
+  </TabItem>
+
+  </Tabs>
+
+
+</TabItem>
+
+</Tabs>
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 4ce587080532..3bb5dc88e508 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -134,6 +134,7 @@ const sidebars = {
         "providers/huggingface", 
         "providers/watsonx",
         "providers/predibase",
+        "providers/triton-inference-server",
         "providers/ollama", 
         "providers/perplexity", 
         "providers/groq", 

From ed2c05d10d6f9c38642cb01a4d22367b85a31e82 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 19:14:48 -0700
Subject: [PATCH 371/378] fix triton params

---
 litellm/proxy/proxy_config.yaml | 4 ++++
 litellm/utils.py                | 6 ++++++
 2 files changed, 10 insertions(+)

diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index 0378efced311..b1cbf2e81861 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -8,6 +8,10 @@ model_list:
     litellm_params:
       model: openai/*
       api_key: os.environ/OPENAI_API_KEY
+  - model_name: my-triton-model
+    litellm_params:
+      model: triton/any"
+      api_base: https://exampleopenaiendpoint-production.up.railway.app/triton/embeddings
 
 general_settings:
   store_model_in_db: true
diff --git a/litellm/utils.py b/litellm/utils.py
index 0babe2f0b10b..b4cb8a04beeb 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -4814,6 +4814,12 @@ def get_optional_params_embeddings(
                 status_code=500,
                 message=f"Setting dimensions is not supported for OpenAI `text-embedding-3` and later models. To drop it from the call, set `litellm.drop_params = True`.",
             )
+    if custom_llm_provider == "triton":
+        keys = list(non_default_params.keys())
+        for k in keys:
+            non_default_params.pop(k, None)
+        final_params = {**non_default_params, **kwargs}
+        return final_params
     if custom_llm_provider == "vertex_ai":
         if len(non_default_params.keys()) > 0:
             if litellm.drop_params is True:  # drop the unsupported non-default values

From 5874a1675b90911ba23168439570e57816d98ee3 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 19:20:57 -0700
Subject: [PATCH 372/378] =?UTF-8?q?bump:=20version=201.37.2=20=E2=86=92=20?=
 =?UTF-8?q?1.37.3?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d09489e62d50..778c5c468add 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.37.2"
+version = "1.37.3"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.37.2"
+version = "1.37.3"
 version_files = [
     "pyproject.toml:^version"
 ]

From 2c4604d90feedcc502e666855ce823cf3cee3d50 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 10 May 2024 19:22:13 -0700
Subject: [PATCH 373/378] (ci/cd) run again

---
 litellm/tests/test_completion.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index f02dafade2b3..04f4cc5115ca 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -1142,7 +1142,7 @@ def test_get_hf_task_for_model():
 
 
 # test_get_hf_task_for_model()
-# litellm.set_verbose = False
+# litellm.set_verbose=False
 # ################### Hugging Face TGI models ########################
 # # TGI model
 # # this is a TGI model https://huggingface.co/glaiveai/glaive-coder-7b

From 94f3d361b0359439c033b07ab7a00d6c41da5c77 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 20:05:38 -0700
Subject: [PATCH 374/378] fix(vertex_ai.py): fix list tool call responses

Closes https://github.com/BerriAI/litellm/issues/3147
---
 litellm/llms/vertex_ai.py                     | 22 ++++++-
 litellm/proxy/_super_secret_config.yaml       | 24 ++++----
 .../tests/test_amazing_vertex_completion.py   | 60 ++++++++-----------
 3 files changed, 55 insertions(+), 51 deletions(-)

diff --git a/litellm/llms/vertex_ai.py b/litellm/llms/vertex_ai.py
index cab7ae19f253..cc4db1f9d305 100644
--- a/litellm/llms/vertex_ai.py
+++ b/litellm/llms/vertex_ai.py
@@ -417,8 +417,10 @@ def completion(
         from google.cloud import aiplatform  # type: ignore
         from google.protobuf import json_format  # type: ignore
         from google.protobuf.struct_pb2 import Value  # type: ignore
+        from google.protobuf.json_format import MessageToDict
         from google.cloud.aiplatform_v1beta1.types import content as gapic_content_types  # type: ignore
         import google.auth  # type: ignore
+        import proto
 
         ## Load credentials with the correct quota project ref: https://github.com/googleapis/python-aiplatform/issues/2557#issuecomment-1709284744
         print_verbose(
@@ -605,9 +607,21 @@ def completion(
             ):
                 function_call = response.candidates[0].content.parts[0].function_call
                 args_dict = {}
-                for k, v in function_call.args.items():
-                    args_dict[k] = v
-                args_str = json.dumps(args_dict)
+
+                # Check if it's a RepeatedComposite instance
+                for key, val in function_call.args.items():
+                    if isinstance(
+                        val, proto.marshal.collections.repeated.RepeatedComposite
+                    ):
+                        # If so, convert to list
+                        args_dict[key] = [v for v in val]
+                    else:
+                        args_dict[key] = val
+
+                try:
+                    args_str = json.dumps(args_dict)
+                except Exception as e:
+                    raise VertexAIError(status_code=422, message=str(e))
                 message = litellm.Message(
                     content=None,
                     tool_calls=[
@@ -810,6 +824,8 @@ def completion(
         setattr(model_response, "usage", usage)
         return model_response
     except Exception as e:
+        if isinstance(e, VertexAIError):
+            raise e
         raise VertexAIError(status_code=500, message=str(e))
 
 
diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml
index 4ea98461146d..752cd281da6d 100644
--- a/litellm/proxy/_super_secret_config.yaml
+++ b/litellm/proxy/_super_secret_config.yaml
@@ -20,22 +20,20 @@ model_list:
 - litellm_params:
     model: together_ai/codellama/CodeLlama-13b-Instruct-hf
   model_name: CodeLlama-13b-Instruct
-router_settings:
-  num_retries: 0
-  enable_pre_call_checks: true
-  redis_host: os.environ/REDIS_HOST
-  redis_password: os.environ/REDIS_PASSWORD
-  redis_port: os.environ/REDIS_PORT
 
 router_settings:
-  routing_strategy: "latency-based-routing"
+  redis_host: redis
+  # redis_password: <your redis password>
+  redis_port: 6379
 
 litellm_settings:
-  success_callback: ["langfuse"]
+  set_verbose: True
+  # service_callback: ["prometheus_system"]
+  # success_callback: ["prometheus"]
+  # failure_callback: ["prometheus"]
 
 general_settings:
-  alerting: ["slack"]
-  alert_types: ["llm_exceptions", "daily_reports"]
-  alerting_args:
-    daily_report_frequency: 60 # every minute
-    report_check_interval: 5 # every 5s 
\ No newline at end of file
+  enable_jwt_auth: True
+  disable_reset_budget: True
+  proxy_batch_write_at: 60 # 👈 Frequency of batch writing logs to server (in seconds)
+  routing_strategy: simple-shuffle # Literal["simple-shuffle", "least-busy", "usage-based-routing","latency-based-routing"], default="simple-shuffle"
\ No newline at end of file
diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py
index 91fd444742bd..a56d7fe5a9ab 100644
--- a/litellm/tests/test_amazing_vertex_completion.py
+++ b/litellm/tests/test_amazing_vertex_completion.py
@@ -590,47 +590,37 @@ def test_gemini_pro_vision_base64():
             pytest.fail(f"An exception occurred - {str(e)}")
 
 
+@pytest.mark.asyncio
 def test_gemini_pro_function_calling():
     try:
         load_vertex_ai_credentials()
-        tools = [
-            {
-                "type": "function",
-                "function": {
-                    "name": "get_current_weather",
-                    "description": "Get the current weather in a given location",
-                    "parameters": {
-                        "type": "object",
-                        "properties": {
-                            "location": {
-                                "type": "string",
-                                "description": "The city and state, e.g. San Francisco, CA",
-                            },
-                            "unit": {
-                                "type": "string",
-                                "enum": ["celsius", "fahrenheit"],
+        response = litellm.completion(
+            model="vertex_ai/gemini-pro",
+            messages=[
+                {
+                    "role": "user",
+                    "content": "Call the submit_cities function with San Francisco and New York",
+                }
+            ],
+            tools=[
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "submit_cities",
+                        "description": "Submits a list of cities",
+                        "parameters": {
+                            "type": "object",
+                            "properties": {
+                                "cities": {"type": "array", "items": {"type": "string"}}
                             },
+                            "required": ["cities"],
                         },
-                        "required": ["location"],
                     },
-                },
-            }
-        ]
-        messages = [
-            {
-                "role": "user",
-                "content": "What's the weather like in Boston today in fahrenheit?",
-            }
-        ]
-        completion = litellm.completion(
-            model="gemini-pro", messages=messages, tools=tools, tool_choice="auto"
+                }
+            ],
         )
-        print(f"completion: {completion}")
-        # assert completion.choices[0].message.content is None ## GEMINI PRO is very chatty.
-        if hasattr(completion.choices[0].message, "tool_calls") and isinstance(
-            completion.choices[0].message.tool_calls, list
-        ):
-            assert len(completion.choices[0].message.tool_calls) == 1
+
+        print(f"response: {response}")
     except litellm.APIError as e:
         pass
     except litellm.RateLimitError as e:
@@ -639,7 +629,7 @@ def test_gemini_pro_function_calling():
         if "429 Quota exceeded" in str(e):
             pass
         else:
-            return
+            pytest.fail("An unexpected exception occurred - {}".format(str(e)))
 
 
 # gemini_pro_function_calling()

From 7a45c613a46672ce9bb51b175ecb76c952389170 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 20:07:31 -0700
Subject: [PATCH 375/378] =?UTF-8?q?bump:=20version=201.37.3=20=E2=86=92=20?=
 =?UTF-8?q?1.37.4?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 778c5c468add..a40f26db5331 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.37.3"
+version = "1.37.4"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.37.3"
+version = "1.37.4"
 version_files = [
     "pyproject.toml:^version"
 ]

From 6f2fb7f3405296df2bcaf342ba4cb5e66db47a34 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 20:16:44 -0700
Subject: [PATCH 376/378] ci(config.yml): add google protobuf stubs

---
 .circleci/config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 35707dbffd2a..910f9804d70f 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -80,7 +80,7 @@ jobs:
           name: Linting Testing
           command: |
             cd litellm
-            python -m pip install types-requests types-setuptools types-redis types-PyYAML
+            python -m pip install types-requests types-setuptools types-redis types-PyYAML grpcio
             if ! python -m mypy . --ignore-missing-imports; then
               echo "mypy detected errors"
               exit 1

From cd1a470b9ab8041bbff071545fb3b730161c907e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 20:17:39 -0700
Subject: [PATCH 377/378] refactor(main.py): trigger new build

---
 litellm/main.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/main.py b/litellm/main.py
index 3f8c659f9827..9afdc7da200d 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -14,7 +14,6 @@
 from copy import deepcopy
 import httpx
 import litellm
-
 from ._logging import verbose_logger
 from litellm import (  # type: ignore
     client,

From c12af219af14016d1315afaffbd76b685f6636e5 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 10 May 2024 20:23:33 -0700
Subject: [PATCH 378/378] fix: fix linting

---
 .circleci/config.yml      | 2 +-
 litellm/llms/vertex_ai.py | 3 +--
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 910f9804d70f..35707dbffd2a 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -80,7 +80,7 @@ jobs:
           name: Linting Testing
           command: |
             cd litellm
-            python -m pip install types-requests types-setuptools types-redis types-PyYAML grpcio
+            python -m pip install types-requests types-setuptools types-redis types-PyYAML
             if ! python -m mypy . --ignore-missing-imports; then
               echo "mypy detected errors"
               exit 1
diff --git a/litellm/llms/vertex_ai.py b/litellm/llms/vertex_ai.py
index cc4db1f9d305..a61c07df012e 100644
--- a/litellm/llms/vertex_ai.py
+++ b/litellm/llms/vertex_ai.py
@@ -417,10 +417,9 @@ def completion(
         from google.cloud import aiplatform  # type: ignore
         from google.protobuf import json_format  # type: ignore
         from google.protobuf.struct_pb2 import Value  # type: ignore
-        from google.protobuf.json_format import MessageToDict
         from google.cloud.aiplatform_v1beta1.types import content as gapic_content_types  # type: ignore
         import google.auth  # type: ignore
-        import proto
+        import proto  # type: ignore
 
         ## Load credentials with the correct quota project ref: https://github.com/googleapis/python-aiplatform/issues/2557#issuecomment-1709284744
         print_verbose(