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Xu-Wenqing
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@Xu-Wenqing Xu-Wenqing commented May 29, 2025

DeepSeek-R1-0528 model support function call, add function call chat template.

Usage:

vllm serve ... --enable-auto-tool-choice --tool-call-parser deepseek_v3 --chat-template examples/tool_chat_template_deepseekr1.jinja

Function Call Test
Use Berkeley Function Calling Leaderboard to evaluate function call template here.

Evaluation Result:
🦍 Model: DeepSeek-R1-0528
🔍 Running test: simple
✅ Test completed: simple. 🎯 Accuracy: 0.9325
Number of models evaluated: 100%|███████████████████████████████████████████| 1/1 [00:00<00:00, 41.24it/s]
📈 Aggregating data to generate leaderboard score table...
🏁 Evaluation completed. See /Users/xuwenqing/function_call_eval/score/data_overall.csv for overall evaluation results on BFCL V3.

Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>
@Xu-Wenqing Xu-Wenqing changed the title Add DeepSeekR1-0528 function call chat template Add DeepSeek-R1-0528 function call chat template May 29, 2025
@mergify mergify bot added documentation Improvements or additions to documentation tool-calling labels May 29, 2025
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@Xu-Wenqing Xu-Wenqing marked this pull request as ready for review May 29, 2025 04:57
@Xu-Wenqing
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@aarnphm @DarkLight1337

Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>
@Xu-Wenqing Xu-Wenqing requested a review from hmellor as a code owner May 29, 2025 05:06
@Xu-Wenqing
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#18931

Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>
Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>
@markluofd
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I use the following command to start server

vllm serve /model     --tensor-parallel-size 8     --pipeline-parallel-size 2     --trust-remote-code     --gpu-memory-utilization 0.92     --enable-auto-tool-choice     --tool-call-parser deepseek_v3                     --chat-template /home/work/easyedge/llm/tool_chat_template_deepseekr1.jinja     --max-model-len 98304     --host 0.0.0.0     --port 8669     --served-model-name DeepSeek-R1     --uvicorn-log-level info

and curl the server with the body

{
    "messages": [
        {
            "content": "",
            "role": "system"
        },
        {
            "content": "what's the magic function of 5?",
            "role": "user"
        }
    ],
    "model": "",
    "max_tokens": 2560,
    "stream": false,
    "temperature": 0.7,
    "tools": [
        {
            "type": "function",
            "function": {
                "name": "magic_function",
                "description": "Applies a magic function to an input.",
                "parameters": {
                    "type": "object",
                    "properties": {
                        "input": {
                            "type": "integer"
                        }
                    },
                    "required": [
                        "input"
                    ]
                }
            }
        }
    ]
}

but I got the result as follows:

{
    "id": "chatcmpl-83f63afeb0644f1990e2c865cd08f7f2",
    "object": "chat.completion",
    "created": 1748572697,
    "model": "DeepSeek-R1",
    "choices": [
        {
            "index": 0,
            "message": {
                "role": "assistant",
                "reasoning_content": null,
                "content": "<think>\nWe are given a function called \"magic_function\" that takes an integer input.\n The user query is: \"what's the magic function of 5?\"\n We should call the magic_function with input 5.\n We will output the function call in the required format.\n</think>\n",
                "tool_calls": []
            },
            "logprobs": null,
            "finish_reason": "tool_calls",
            "stop_reason": null
        }
    ],
    "usage": {
        "prompt_tokens": 160,
        "total_tokens": 238,
        "completion_tokens": 78,
        "prompt_tokens_details": null
    },
    "prompt_logprobs": null,
    "kv_transfer_params": null
}

it seems like tool parser failed to contract the tool_calls parameters, have I use the wrong command ?

@Xu-Wenqing
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I use the following command to start server

vllm serve /model     --tensor-parallel-size 8     --pipeline-parallel-size 2     --trust-remote-code     --gpu-memory-utilization 0.92     --enable-auto-tool-choice     --tool-call-parser deepseek_v3                     --chat-template /home/work/easyedge/llm/tool_chat_template_deepseekr1.jinja     --max-model-len 98304     --host 0.0.0.0     --port 8669     --served-model-name DeepSeek-R1     --uvicorn-log-level info

and curl the server with the body

{
    "messages": [
        {
            "content": "",
            "role": "system"
        },
        {
            "content": "what's the magic function of 5?",
            "role": "user"
        }
    ],
    "model": "",
    "max_tokens": 2560,
    "stream": false,
    "temperature": 0.7,
    "tools": [
        {
            "type": "function",
            "function": {
                "name": "magic_function",
                "description": "Applies a magic function to an input.",
                "parameters": {
                    "type": "object",
                    "properties": {
                        "input": {
                            "type": "integer"
                        }
                    },
                    "required": [
                        "input"
                    ]
                }
            }
        }
    ]
}

but I got the result as follows:

{
    "id": "chatcmpl-83f63afeb0644f1990e2c865cd08f7f2",
    "object": "chat.completion",
    "created": 1748572697,
    "model": "DeepSeek-R1",
    "choices": [
        {
            "index": 0,
            "message": {
                "role": "assistant",
                "reasoning_content": null,
                "content": "<think>\nWe are given a function called \"magic_function\" that takes an integer input.\n The user query is: \"what's the magic function of 5?\"\n We should call the magic_function with input 5.\n We will output the function call in the required format.\n</think>\n",
                "tool_calls": []
            },
            "logprobs": null,
            "finish_reason": "tool_calls",
            "stop_reason": null
        }
    ],
    "usage": {
        "prompt_tokens": 160,
        "total_tokens": 238,
        "completion_tokens": 78,
        "prompt_tokens_details": null
    },
    "prompt_logprobs": null,
    "kv_transfer_params": null
}

it seems like tool parser failed to contract the tool_calls parameters, have I use the wrong command ?

@markluofd you can add tool_choice="required" in your request.

@DarkLight1337 DarkLight1337 requested a review from aarnphm May 30, 2025 06:13
@markluofd
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failed too, seems like the response is not a json format😂
request as:

{
    "messages": [
        {
            "content": "",
            "role": "system"
        },
        {
            "content": "what's the magic function of 5?",
            "role": "user"
        }
    ],
    "model": "",
    "max_tokens": 2560,
    "stream": false,
    "temperature": 0.7,
    "tool_choice": "required",
    "tools": [
        {
            "type": "function",
            "function": {
                "name": "magic_function",
                "description": "Applies a magic function to an input.",
                "parameters": {
                    "type": "object",
                    "properties": {
                        "input": {
                            "type": "integer"
                        }
                    },
                    "required": [
                        "input"
                    ]
                }
            }
        }
    ]
}

response as:

{
    "object": "error",
    "message": "1 validation error for list[function-wrap[__log_extra_fields__()]]\n  Invalid JSON: EOF while parsing a string at line 1 column 3 [type=json_invalid, input_value='[{\"', input_type=str]\n    For further information visit https://errors.pydantic.dev/2.11/v/json_invalid",
    "type": "BadRequestError",
    "param": null,
    "code": 400
}

I extract the prompt from vllm log as:

Received request chatcmpl-95a8d630d8f64a8cad7548c5057c59d5: prompt: '<|begin▁of▁sentence|>\n    You may call one or more functions to assist with the user query.\n\n    Here are the available functions:\n{"type": "function", "function": {"name": "magic_function", "description": "Applies a magic function to an input.", "parameters": {"type": "object", "properties": {"input": {"type": "integer"}}, "required": ["input"]}}}\n    For function call returns, you should first print <|tool▁calls▁begin|>\n    For each function call, you should return object like:\n\n    <|tool▁call▁begin|>function<|tool▁sep|><function_name>\n```json\n<function_arguments_in_json_format>\n```<|tool▁call▁end|>\n    At the end of function call returns, you should print <|tool▁calls▁end|><|end▁of▁sentence|>\n<|User|>what\'s the magic function of 5?    <|Assistant|>\n', params: SamplingParams(n=1, presence_penalty=0.0, frequency_penalty=0.0, repetition_penalty=1.0, temperature=0.7, top_p=0.95, top_k=0, min_p=0.0, seed=None, stop=[], stop_token_ids=[], bad_words=[], include_stop_str_in_output=False, ignore_eos=False, max_tokens=2560, min_tokens=0, logprobs=None, prompt_logprobs=None, skip_special_tokens=True, spaces_between_special_tokens=True, truncate_prompt_tokens=None, guided_decoding=GuidedDecodingParams(json={'type': 'array', 'minItems': 1, 'items': {'type': 'object', 'anyOf': [{'properties': {'name': {'type': 'string', 'enum': ['magic_function']}, 'parameters': {'type': 'object', 'properties': {'input': {'type': 'integer'}}, 'required': ['input']}}, 'required': ['name', 'parameters']}]}}, regex=None, choice=None, grammar=None, json_object=None, backend=None, backend_was_auto=False, disable_fallback=False, disable_any_whitespace=False, disable_additional_properties=False, whitespace_pattern=None, structural_tag=None), extra_args=None), prompt_token_ids: None, prompt_embeds shape: None, lora_request: None, prompt_adapter_request: None

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Seems reasonable to me, thanks

@github-project-automation github-project-automation bot moved this from Backlog to In progress in DeepSeek V3/R1 May 30, 2025
@mgoin mgoin added the ready ONLY add when PR is ready to merge/full CI is needed label May 30, 2025
@NaiveYan
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NaiveYan commented May 31, 2025

I'm encountering an issue when trying to use the DeepSeek-R1-0528-Qwen3-8B model. It appears unsupported, returning Error 400:

{'object': 'error', 
'message': 'DeepSeek-V3 Tool parser could not locate tool call start/end tokens in the tokenizer! None', 
'type': 'BadRequestError', 
'param': None, 
'code': 400}

@houseroad
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Thanks for adding the support, @Xu-Wenqing. Btw, could you paste the test results in the PR description? Also do you want to include the updated version in this PR? It's fine to have another one to include the updated template.

@alllexx88
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I'm experiencing the same with DeepSeek-R1-0528-Qwen3-8B as @NaiveYan is. IDK if it helps, but here's an ollama chat template that has tool calling working with this model: https://ollama.com/okamototk/deepseek-r1:8b/blobs/e94a8ecb9327
Thanks

@wukaixingxp
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Not sure if it is a intentional, but this chat-template has some spaces at the beginning of some lines.. should we clean it up? the current version looks like this and here is my cleaned version. Let me know if it is helpful.

@wukaixingxp
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@Xu-Wenqing I just tested with llama-stack-eval on your PR and it seems the non_streaming tool call failed as well, can you double check if it is a model problem or chat_template problem? CC: @houseroad

_____________ test_chat_non_streaming_tool_calling[deepseek-ai/DeepSeek-R1-0528-basic] ______________
request = <FixtureRequest for <Function test_chat_non_streaming_tool_calling[deepseek-ai/DeepSeek-R1-0528-basic]>>
openai_client = <openai.OpenAI object at 0x7f86edc81610>, model = 'deepseek-ai/DeepSeek-R1-0528'
provider = 'vllm'
verification_config = {'cerebras': ProviderConfig(provider='cerebras', base_url='https://api.cerebras.ai/v1', api_key_var='CEREBRAS_API_KEY'...4-maverick-17b-128e-instruct', canonical_id='Llama-4-Maverick-Instruct')], test_exclusions={}, self_hosted=False), ...}
case = {'case_id': 'basic', 'expected': {'tool_arguments': {'location': 'San Francisco'}, 'tool_name': 'get_weather'}, 'input...rs': {'additionalProperties': False, 'properties': {...}, 'required': [...], 'type': 'object'}}, 'type': 'function'}]}}
    @pytest.mark.parametrize(
        "case",
        chat_completion_test_cases["test_tool_calling"]["test_params"]["case"],
        ids=case_id_generator,
    )
    def test_chat_non_streaming_tool_calling(request, openai_client, model, provider, verification_config, case):
        if "xfail" in case and case["xfail"]:
            pytest.xfail(case["xfail"]["reason"])
    
        test_name_base = get_base_test_name(request)
        if should_skip_test(verification_config, provider, model, test_name_base):
            pytest.skip(f"Skipping {test_name_base} for model {model} on provider {provider} based on config.")
    
        response = openai_client.chat.completions.create(
            model=model,
            messages=case["input"]["messages"],
            tools=case["input"]["tools"],
            stream=False,
        )
    
        assert response.choices[0].message.role == "assistant"
>       assert len(response.choices[0].message.tool_calls) == 1
E       assert 0 == 1
E        +  where 0 = len([])
E        +    where [] = ChatCompletionMessage(content='<think>\nWe are given a user query: "What\'s the weather like in San Francisco?"\n We have one function available: get_weather, which requires a location (city and country).\n The user mentioned "San Francisco", but note that the function expects a city and country.\n Since the user did not specify the country, we can assume it\'s San Francisco, USA because it\'s a well-known city.\n However, note that the function description says "City and country e.g. Bogotá, Colombia". \n We should provide the location in the format: "San Francisco, USA".\n\n But note: the example format uses a comma and then the country. We\'ll use the same.\n\n However, let\'s consider: the function might be designed to handle just the city if the country is obvious? \n But the specification says it requires a location in the format of "City and country". So we must provide both.\n\n Since the user didn\'t specify, we\'ll use "San Francisco, USA" as the most common one.\n\n Therefore, we will call the function get_weather with the argument: {"location": "San Francisco, USA"}\n\n We must format the function call as:\n\nfunction\x1eget_weather\n```json\n{"location":"San Francisc...ser query? \n\n Yes, because we are calling the function.\n\n We do not provide any other text.\n\n So the assistant\'s response is exactly:\n\n   \\x1cfunction\\x1fget_weather\n   ```json\n   {"location": "San Francisco, USA"}\n   ```\\x1e\\x1d\n\n But note: the GS (U+001D) is after the RS (U+001E). And we have no newline between the RS and GS? That\'s acceptable.\n\n However, the instruction says "At the end of function call returns, you should print \x1d", meaning that the GS comes immediately after the function call block (which ends with RS).\n\n So we do not put a newline between RS and GS.\n\n Therefore, we output the string as:\n\n   [FS] + "function" + [US] + "get_weather" + "\\n```json\\n" + "{\\"location\\": \\"San Francisco, USA\\"}" + "\\n```" + [RS] + [GS]\n\n But note: the JSON part: we are writing a string with a comma and space. That is acceptable.\n\n We are done.\n</think>\nI need to get the current temperature for San Francisco. I\'ll use the provided function.\n\nfunction\x1eget_weather\n```json\n{"location": "San Francisco, USA"}\n```\x1e', refusal=None, role='assistant', annotations=None, audio=None, function_call=None, tool_calls=[], reasoning_content=None).tool_calls
E        +      where ChatCompletionMessage(content='<think>\nWe are given a user query: "What\'s the weather like in San Francisco?"\n We have one function available: get_weather, which requires a location (city and country).\n The user mentioned "San Francisco", but note that the function expects a city and country.\n Since the user did not specify the country, we can assume it\'s San Francisco, USA because it\'s a well-known city.\n However, note that the function description says "City and country e.g. Bogotá, Colombia". \n We should provide the location in the format: "San Francisco, USA".\n\n But note: the example format uses a comma and then the country. We\'ll use the same.\n\n However, let\'s consider: the function might be designed to handle just the city if the country is obvious? \n But the specification says it requires a location in the format of "City and country". So we must provide both.\n\n Since the user didn\'t specify, we\'ll use "San Francisco, USA" as the most common one.\n\n Therefore, we will call the function get_weather with the argument: {"location": "San Francisco, USA"}\n\n We must format the function call as:\n\nfunction\x1eget_weather\n```json\n{"location":"San Francisc...ser query? \n\n Yes, because we are calling the function.\n\n We do not provide any other text.\n\n So the assistant\'s response is exactly:\n\n   \\x1cfunction\\x1fget_weather\n   ```json\n   {"location": "San Francisco, USA"}\n   ```\\x1e\\x1d\n\n But note: the GS (U+001D) is after the RS (U+001E). And we have no newline between the RS and GS? That\'s acceptable.\n\n However, the instruction says "At the end of function call returns, you should print \x1d", meaning that the GS comes immediately after the function call block (which ends with RS).\n\n So we do not put a newline between RS and GS.\n\n Therefore, we output the string as:\n\n   [FS] + "function" + [US] + "get_weather" + "\\n```json\\n" + "{\\"location\\": \\"San Francisco, USA\\"}" + "\\n```" + [RS] + [GS]\n\n But note: the JSON part: we are writing a string with a comma and space. That is acceptable.\n\n We are done.\n</think>\nI need to get the current temperature for San Francisco. I\'ll use the provided function.\n\nfunction\x1eget_weather\n```json\n{"location": "San Francisco, USA"}\n```\x1e', refusal=None, role='assistant', annotations=None, audio=None, function_call=None, tool_calls=[], reasoning_content=None) = Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='<think>\nWe are given a user query: "What\'s the weather like in San Francisco?"\n We have one function available: get_weather, which requires a location (city and country).\n The user mentioned "San Francisco", but note that the function expects a city and country.\n Since the user did not specify the country, we can assume it\'s San Francisco, USA because it\'s a well-known city.\n However, note that the function description says "City and country e.g. Bogotá, Colombia". \n We should provide the location in the format: "San Francisco, USA".\n\n But note: the example format uses a comma and then the country. We\'ll use the same.\n\n However, let\'s consider: the function might be designed to handle just the city if the country is obvious? \n But the specification says it requires a location in the format of "City and country". So we must provide both.\n\n Since the user didn\'t specify, we\'ll use "San Francisco, USA" as the most common one.\n\n Therefore, we will call the function get_weather with the argument: {"location": "San Francisco, USA"}\n\n We must format the function call as:\n..., because we are calling the function.\n\n We do not provide any other text.\n\n So the assistant\'s response is exactly:\n\n   \\x1cfunction\\x1fget_weather\n   ```json\n   {"location": "San Francisco, USA"}\n   ```\\x1e\\x1d\n\n But note: the GS (U+001D) is after the RS (U+001E). And we have no newline between the RS and GS? That\'s acceptable.\n\n However, the instruction says "At the end of function call returns, you should print \x1d", meaning that the GS comes immediately after the function call block (which ends with RS).\n\n So we do not put a newline between RS and GS.\n\n Therefore, we output the string as:\n\n   [FS] + "function" + [US] + "get_weather" + "\\n```json\\n" + "{\\"location\\": \\"San Francisco, USA\\"}" + "\\n```" + [RS] + [GS]\n\n But note: the JSON part: we are writing a string with a comma and space. That is acceptable.\n\n We are done.\n</think>\nI need to get the current temperature for San Francisco. I\'ll use the provided function.\n\nfunction\x1eget_weather\n```json\n{"location": "San Francisco, USA"}\n```\x1e', refusal=None, role='assistant', annotations=None, audio=None, function_call=None, tool_calls=[], reasoning_content=None), stop_reason=None).message
llama_stack_evals/functional_tests/openai_api/test_chat_completion.py:250: AssertionError
___ test_chat_non_streaming_multi_turn_tool_calling[deepseek-ai/DeepSeek-R1-0528-text_then_tool] ____
request = <FixtureRequest for <Function test_chat_non_streaming_multi_turn_tool_calling[deepseek-ai/DeepSeek-R1-0528-text_then_tool]>>
openai_client = <openai.OpenAI object at 0x7f86edb0d190>, model = 'deepseek-ai/DeepSeek-R1-0528'
provider = 'vllm'
verification_config = {'cerebras': ProviderConfig(provider='cerebras', base_url='https://api.cerebras.ai/v1', api_key_var='CEREBRAS_API_KEY'...4-maverick-17b-128e-instruct', canonical_id='Llama-4-Maverick-Instruct')], test_exclusions={}, self_hosted=False), ...}
case = {'case_id': 'text_then_tool', 'expected': [{'answer': ['sol'], 'num_tool_calls': 0}, {'num_tool_calls': 1, 'tool_argum...], 'type': 'object'}}, 'type': 'function'}]}, 'tool_responses': [{'response': "{'response': '70 degrees and foggy'}"}]}
    @pytest.mark.parametrize(
        "case",
        chat_completion_test_cases.get("test_chat_multi_turn_tool_calling", {}).get("test_params", {}).get("case", []),
        ids=case_id_generator,
    )
    def test_chat_non_streaming_multi_turn_tool_calling(request, openai_client, model, provider, verification_config, case):
        """
        Test cases for multi-turn tool calling.
        Tool calls are asserted.
        Tool responses are provided in the test case.
        Final response is asserted.
        """
    
        test_name_base = get_base_test_name(request)
        if should_skip_test(verification_config, provider, model, test_name_base):
            pytest.skip(f"Skipping {test_name_base} for model {model} on provider {provider} based on config.")
    
        # Create a copy of the messages list to avoid modifying the original
        messages = []
        tools = case["input"]["tools"]
        # Use deepcopy to prevent modification across runs/parametrization
        expected_results = copy.deepcopy(case["expected"])
        tool_responses = copy.deepcopy(case.get("tool_responses", []))
        input_messages_turns = copy.deepcopy(case["input"]["messages"])
    
        # keep going until either
        # 1. we have messages to test in multi-turn
        # 2. no messages but last message is tool response
        while len(input_messages_turns) > 0 or (len(messages) > 0 and messages[-1]["role"] == "tool"):
            # do not take new messages if last message is tool response
            if len(messages) == 0 or messages[-1]["role"] != "tool":
                new_messages = input_messages_turns.pop(0)
                # Ensure new_messages is a list of message objects
                if isinstance(new_messages, list):
                    messages.extend(new_messages)
                else:
                    # If it's a single message object, add it directly
                    messages.append(new_messages)
    
            # --- API Call ---
            response = openai_client.chat.completions.create(
                model=model,
                messages=messages,
                tools=tools,
                stream=False,
            )
    
            # --- Process Response ---
            assistant_message = response.choices[0].message
            messages.append(assistant_message.model_dump(exclude_unset=True))
    
            assert assistant_message.role == "assistant"
    
            # Get the expected result data
            expected = expected_results.pop(0)
            num_tool_calls = expected["num_tool_calls"]
    
            # --- Assertions based on expected result ---
>           assert len(assistant_message.tool_calls or []) == num_tool_calls, (
                f"Expected {num_tool_calls} tool calls, but got {len(assistant_message.tool_calls or [])}"
            )
E           AssertionError: Expected 1 tool calls, but got 0
E           assert 0 == 1
E            +  where 0 = len(([] or []))
E            +    where [] = ChatCompletionMessage(content='<think>\nWe are given a user query: "What\'s the weather like in San Francisco?"\n We have a function called "get_weather" that requires a "location" parameter.\n The location should be the city and state (both required). Since the user only said "San Francisco", we should assume the state is California (CA) because that\'s the most famous one.\n However, note that the function description says "The city and state (both required)". So we must provide both.\n We can use "San Francisco, CA" as the location.\n\n Steps:\n 1. We are going to call the function "get_weather" with the argument: {"location": "San Francisco, CA"}\n 2. We must format the function call exactly as specified.\n\n Format:\n   - Start with: `function_call`\n   - Then on the next line: ```json\n     { ... }\n     ```\n   - End with: `end_function_call`\n\n But note: the example format provided was:\n      •#function_call•#\n      ```json\n      { ... }\n      ```\n      •#end_function_call•#\n\n However, the actual tokens we are to use are:\n      •#function_call•#   -> at the beginning of the function call\n      •#end_function_call•# -> at the end\n\n But note: the example in the ...nside the JSON. However, the function call format we are to use is defined as:\n\n      •#function_call•#\n      ```json\n      {\n        "name": "function_name",\n        "arguments": {\n          "arg1": "value1",\n          ...\n        }\n      }\n      ```\n      •#end_function_call•#\n\n Actually, the instructions did not specify the exact JSON structure? But the common practice in function calling is to have a JSON object with two keys: "name" and "arguments". And "arguments" is another object with the parameters.\n\n Therefore, we output:\n\n •#function_call•#\n```json\n{\n  "name": "get_weather",\n  "arguments": {\n    "location": "San Francisco, CA"\n  }\n}\n```\n •#end_function_call•#\n</think>\nTo retrieve the weather information for San Francisco, I\'ll call the `get_weather` function with the required location parameter. Since the function requires both city and state, I\'ll use "San Francisco, CA" as the location.\n\n •#function_call•#\n```json\n{"name": "get_weather", "arguments": {"location": "San Francisco, CA"}}\n```\n •#end_function_call•#', refusal=None, role='assistant', annotations=None, audio=None, function_call=None, tool_calls=[], reasoning_content=None).tool_calls
llama_stack_evals/functional_tests/openai_api/test_chat_completion.py:462: AssertionError

@Xu-Wenqing
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@houseroad @wukaixingxp @markluofd @NaiveYan @alllexx88 Sorry for the late reply. The past few days were Chinese Dragon Boat Festival, I didn’t check messages. I’ll try out the chat template on some test datasets again. Meanwhile, seems DeepSeek update DeepSeek-R1-0528 chat template: https://huggingface.co/deepseek-ai/DeepSeek-R1-0528/commit/4236a6af538feda4548eca9ab308586007567f52#d2h-846292 I will also update the template here.

@Zongru-Wang
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Error code: 400 - {'object': 'error', 'message': 'DeepSeek-V3 Tool parser could not locate tool call start/end tokens in the tokenizer! None', 'type': 'BadRequestError', 'param': None, 'code': 400}, if i use langchain will tool call agent, it will get the following error.

vllm serve /deepseek-ai/DeepSeek-R1-0528-Qwen3-8B --tensor-parallel-size 8 --host 0.0.0.0 --port 10001 --api-key none --rope-scaling '{"factor": 2.0, "original_max_position_embeddings": 32768, "rope_type": "yarn"}' --gpu-memory-utilization 0.9 --enable-reasoning --reasoning-parser deepseek_r1 --guided_decoding_backend guidance --enable-auto-tool-choice --tool-call-parser deepseek_v3 --chat-template /home/ubuntu/wzr/LLM-MODELS/deepseek-ai/DeepSeek-R1-0528-Qwen3-8B/tool_chat_template_deepseekr1.jinja --served-model-name DeepSeek-R1

@Zongru-Wang
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Error code: 400 - {'object': 'error', 'message': 'DeepSeek-V3 Tool parser could not locate tool call start/end tokens in the tokenizer! None', 'type': 'BadRequestError', 'param': None, 'code': 400}, if i use langchain will tool call agent, it will get the following error.

vllm serve /deepseek-ai/DeepSeek-R1-0528-Qwen3-8B --tensor-parallel-size 8 --host 0.0.0.0 --port 10001 --api-key none --rope-scaling '{"factor": 2.0, "original_max_position_embeddings": 32768, "rope_type": "yarn"}' --gpu-memory-utilization 0.9 --enable-reasoning --reasoning-parser deepseek_r1 --guided_decoding_backend guidance --enable-auto-tool-choice --tool-call-parser deepseek_v3 --chat-template /home/ubuntu/wzr/LLM-MODELS/deepseek-ai/DeepSeek-R1-0528-Qwen3-8B/tool_chat_template_deepseekr1.jinja --served-model-name DeepSeek-R1

I tried --tool-call-parser deepseek_v3 --chat-template examples/tool_chat_template_deepseekr1.jinja, and got Error code: 400 - {'object': 'error', 'message': 'DeepSeek-V3 Tool parser could not locate tool call start/end tokens in the tokenizer! None', 'type': 'BadRequestError', 'param': None, 'code': 400}, if I use --tool-call-parser hermes, vllm backend shows: The following fields were present in the request but ignored: {'function_call'}.

I am using langchain agent to make tool calls, QWQ-32B, Qwen3 serires works fine for me.

Comment on lines 242 to 243
* `deepseek-ai/DeepSeek-V3-0324`
* `deepseek-ai/DeepSeek-R1-0528`
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How would this look in the docs?

Suggested change
* `deepseek-ai/DeepSeek-V3-0324`
* `deepseek-ai/DeepSeek-R1-0528`
* `deepseek-ai/DeepSeek-V3-0324` (`--tool-call-parser deepseek_v3 --chat-template examples/tool_chat_template_deepseekv3.jinja`)
* `deepseek-ai/DeepSeek-R1-0528` (`--tool-call-parser deepseek_v3 --chat-template examples/tool_chat_template_deepseekr1.jinja`)

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@Xu-Wenqing Xu-Wenqing Jun 4, 2025

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@hmellor Updated the markdown file.

Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>
Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>
Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>
@Xu-Wenqing
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@houseroad Updated the chat template, and added test results in description.

@Xu-Wenqing Xu-Wenqing requested a review from hmellor June 4, 2025 11:04
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Thanks!

@houseroad houseroad enabled auto-merge (squash) June 4, 2025 11:31
@houseroad houseroad merged commit 02658c2 into vllm-project:main Jun 4, 2025
49 checks passed
@github-project-automation github-project-automation bot moved this from In progress to Done in DeepSeek V3/R1 Jun 4, 2025
@menardorama
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Hi,
I have tested this PR with https://huggingface.co/deepseek-ai/DeepSeek-R1-0528 and tool calling is never working

 vllm serve deepseek-ai/DeepSeek-R1-0528  --port 8000 --trust-remote-code --tensor-parallel-size 8 --enable-reasoning --reasoning-parser deepseek_r1 --tool-call-parser deepseek_v3 --enable-auto-tool-choice --chat-template /vllm-templates/tool_chat_template_deepseekr1_v2.jinja"

Is anybody got success using this model and this PR ?

@qdivan
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qdivan commented Jun 5, 2025

Hi, I have tested this PR with https://huggingface.co/deepseek-ai/DeepSeek-R1-0528 and tool calling is never working

 vllm serve deepseek-ai/DeepSeek-R1-0528  --port 8000 --trust-remote-code --tensor-parallel-size 8 --enable-reasoning --reasoning-parser deepseek_r1 --tool-call-parser deepseek_v3 --enable-auto-tool-choice --chat-template /vllm-templates/tool_chat_template_deepseekr1_v2.jinja"

Is anybody got success using this model and this PR ?

I got successed in tool calling. maybe you did not put the template file in the right path.

@menardorama
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/vllm-templates/tool_chat_template_deepseekr1_v2.jinja

Well that's an absolute path and I can read the file.

You are using the same model ?

I am running vllm 0.9.0.1 on NVIDIA B200 if that helps...

@qdivan
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qdivan commented Jun 5, 2025

/vllm-templates/tool_chat_template_deepseekr1_v2.jinja

Well that's an absolute path and I can read the file.

You are using the same model ?

I am running vllm 0.9.0.1 on NVIDIA B200 if that helps...

I use docker and I put the template in /data/vllm-extra/tool_chat_template_deepseekr1.jinja

and use docker run to start the model and it worked.

you can follow the bash:

docker run -d \
  --name vllm-deepseek-r1 \
  --restart unless-stopped \
  --runtime=nvidia \
  --health-cmd="wget -qO- http://localhost:12345/v1/models >/dev/null 2>&1 || exit 1" \
  --health-interval=30s \
  --health-timeout=5s \
  --health-retries=3 \
  --health-start-period=300s \
  --gpus all \
  -p 12345:12345 \
  --ipc=host \
  --log-driver json-file \
  --log-opt max-size=100m \
  --log-opt max-file=3 \
  -v /data1/models:/data1/models \
  -v /data/vllm-cache:/data/vllm-cache \
  -v /data/app/vllm/log:/workspace/logs \
  -v /data/vllm-extra/tool_chat_template_deepseekr1.jinja:/vllm-workspace/examples/tool_chat_template_deepseekr1.jinja:ro \
  -e VLLM_CACHE_ROOT=/data/vllm-cache \
  -e VLLM_WORKER_MULTIPROC_METHOD=spawn \
  -e VLLM_MARLIN_USE_ATOMIC_ADD=1 \
  -e HF_HUB_OFFLINE=1 \
  -e VLLM_USE_MODELSCOPE=true \
  -e OMP_NUM_THREADS=1 \
  -e VLLM_USE_V1=1 \
  vllm/vllm-openai:latest \
  --host 0.0.0.0 \
  --port 12345 \
  --model /data1/models/DeepSeek-R1-0528 \
  --served-model-name deepseek-reasoning \
  --tensor-parallel-size 8 \
  --gpu-memory-utilization 0.98 \
  --max-model-len 131071 \
  --max-seq-len-to-capture 8192 \
  --max-num-seqs 16 \
  --enable-chunked-prefill \
  --enable-prefix-caching \
  --enable-auto-tool-choice \
  --tool-call-parser deepseek_v3 \
  --chat-template examples/tool_chat_template_deepseekr1.jinja \
  --trust-remote-code

amogkam added a commit to character-tech/vllm that referenced this pull request Jun 16, 2025
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* [BugFix] Fix tpu_model_runner block_id concatenation (vllm-project#19228)

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* [Easy][Test] Simplify test_function_tool_use with multiple parametrizes (vllm-project#19269)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Kernel] Integrate CUTLASS MoE kernel with PPLX (vllm-project#18762)

Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>

* [TPU][Test] Add script to run benchmark on TPU for buildkite (vllm-project#19039)

Signed-off-by: Qiliang Cui <derrhein@gmail.com>

* [CI][PowerPC] Use a more appropriate way to select testcase in tests/models/language/pooling/test_embedding.py (vllm-project#19253)

Signed-off-by: Aaruni Aggarwal <aaruniagg@gmail.com>

* Add FlexAttention to V1 (vllm-project#16078)

Signed-off-by: drisspg <drisspguessous@gmail.com>

* [Misc] refactor context extension (vllm-project#19246)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [CI/Build] Improve Llama GGUF test robustness (vllm-project#19287)

Signed-off-by: Isotr0py <2037008807@qq.com>

* [Nit][Benchmark]Fix example in benchmark_serving_structured_output.py (vllm-project#19311)

Signed-off-by: Lifan Shen <lifans@meta.com>

* [AMD] Update compatible packaging version (vllm-project#19309)

Signed-off-by: pramkuma <Pramendra.Kumar@amd.com>

* [BugFix][V1] Fix memory profiling bug (vllm-project#18974)

Signed-off-by: luka <luka@neuralmagic.com>

* [Bugfix]: Fix TypeError: 'float' object cannot be interpreted as an integer (vllm-project#19283)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Bugfix] Re-enable use_cudagraph in vLLM v1 (vllm-project#19299)

Signed-off-by: Richard Zou <zou3519@gmail.com>

* [Misc] Change tests/compile to use VLLM_V1 by default (vllm-project#19302)

Signed-off-by: rzou <zou3519@gmail.com>

* Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B (vllm-project#19315)

Signed-off-by: Xu Wenqing <xuwq1993@qq.com>

* [Hardware][POWER] Add IBM POWER11 Support to CPU Extension Detection (vllm-project#19082)

Signed-off-by: Akash Kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Akash Kaothalkar <akash.kaothalkar@ibm.com>

* [Quantization] Add compressed-tensors NVFP4 support (vllm-project#18312)

* [Multi Modal] Add an env var for message queue max chunk bytes  (vllm-project#19242)

Signed-off-by: yZhen <yZhen@fb.com>
Co-authored-by: yZhen <yZhen@fb.com>

* [Bugfix] model_max_length should consider max_model_len in tokenizer_config (vllm-project#19201)

* [Deprecation] Remove `inputs` arg fallback in Engine classes (vllm-project#18799)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Misc] Add documentation update reminder to PR template (vllm-project#19289)

Signed-off-by: Isotr0py <2037008807@qq.com>

* [Frontend] Remove unreachable code from llm.py (vllm-project#19288)

Signed-off-by: KsuParkhamchuk <k.parkhamchuk@gmail.com>

* [Misc] Cleanup compilation tests (vllm-project#19343)

Signed-off-by: rzou <zou3519@gmail.com>

* [doc] improve ci doc (vllm-project#19307)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Doc] Fix description in the Automatic Prefix Caching design doc (vllm-project#19333)

Signed-off-by: cr7258 <chengzw258@163.com>

* [CI/Build] Fix LoRA test (vllm-project#19350)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

* [Fix] Allow kernel compilation for CUDA capability 8.7 (vllm-project#19328)

Signed-off-by: Conroy Cheers <conroy@corncheese.org>

* [CI] Introduce rules for llama auto-label (vllm-project#19323)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Docs] Fix a bullet list in usage/security.md (vllm-project#19358)

Signed-off-by: windsonsea <haifeng.yao@daocloud.io>

* [full_graph] Fix query_start_loc padding (vllm-project#19321)

Signed-off-by: Yinghai Lu <yinghai@thinkingmachines.ai>

* [v1] Add fp32 support to v1 engine through flex attn (vllm-project#19319)

Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [Misc] Fixes and Optimizations for DeepEP + DeepGEMM combination. (vllm-project#19298)

Signed-off-by: Varun <vsundarr@redhat.com>
Co-authored-by: Varun <vsundarr@redhat.com>

* [Bugfix][Core] Prevent token lengths exceeding `max_model_len` in V0 (vllm-project#19348)

Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com>

* [Quantization] Bump compressed-tensors version (vllm-project#19295)

Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>

* [Frontend] Make TIMEOUT_KEEP_ALIVE configurable through env var (vllm-project#18472)

Signed-off-by: liusiqian <liusiqian@tal.com>

* [TPU]Fix KV cache sharing tests (vllm-project#19371)

* [HOT-FIX] Add `kv_sharing_target_layer_name` argument to cutlass_mla backend (vllm-project#19374)

Signed-off-by: Pavani Majety <pmajety@nvidia.com>

* [Misc] Fix a config typo in disable_hybrid_kv_cache_manager configuration (vllm-project#19383)

Signed-off-by: Siyuan Liu <lsiyuan@google.com>

* [V1] Reuse V0's memory_profiling util for gpu worker memory profiling (vllm-project#19312)

Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>

* [Bugfix] Fix benchmark_moe.py (vllm-project#19016)

Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn>

* Use xla flag to improve the quantized model performance (vllm-project#19303)

Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com>

* Fix docs/mkdocs/hooks/remove_announcement.py (vllm-project#19382)

* [Frontend] Add tqdm_leave_pbar to control progress bar visibility (vllm-project#19357)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Core] Use tuple for kv cache group block ids (vllm-project#19175)

Signed-off-by: Nick Hill <nhill@redhat.com>

* [Bugfix] Fix modelscope token passed in (vllm-project#19389)

Signed-off-by: wangli <wangli858794774@gmail.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>

* [Core] Batch multi modal input using pinned memory (vllm-project#19169)

Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>

* Add security warning to bug report template (vllm-project#19365)

Signed-off-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* [Misc] refactor neuron_multimodal and profiling (vllm-project#19397)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* Add clear documentation around the impact of debugging flag (vllm-project#19369)

Signed-off-by: Anna Pendleton <pendleton@google.com>

* Automatically bind CPU OMP Threads of a rank to CPU ids of a NUMA node. (vllm-project#17930)

Signed-off-by: Tsai, Louie <louie.tsai@intel.com>
Co-authored-by: Li, Jiang <bigpyj64@gmail.com>

* Revert "[v1] Add fp32 support to v1 engine through flex attn" (vllm-project#19404)

* [BugFix][FlashInfer] Fix attention backend interface mismatch with unexpected keyword `use_irope` (vllm-project#19134)

Signed-off-by: Yunqiu Guo <guorachel@meta.com>

* [BugFix][CPU] Fix CPU CI by ignore collecting test_pixtral (vllm-project#19411)

Signed-off-by: jiang.li <jiang1.li@intel.com>

* Simplify ep kernels installation (vllm-project#19412)

Signed-off-by: youkaichao <youkaichao@gmail.com>

* [Misc] Slight improvement of the BNB  (vllm-project#19418)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* [Docs] Note that alternative structured output backends are supported (vllm-project#19426)

Signed-off-by: Russell Bryant <rbryant@redhat.com>

* [ROCm][V1] Adding ROCm to the list of plaforms using V1 by default (vllm-project#19440)

Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>

* [Model] use AutoWeightsLoader for commandr (vllm-project#19399)

Signed-off-by: py-andy-c <pychen1017@gmail.com>

* Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B-FP8 (vllm-project#19401)

Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>

* [BugFix] Allow use_cudagraph to work with dynamic VLLM_USE_V1 (vllm-project#19390)

Signed-off-by: rzou <zou3519@gmail.com>

* [New Model]: Support Qwen3 Embedding & Reranker  (vllm-project#19260)

* [BugFix] Fix docker build cpu-dev image error (vllm-project#19394)

Signed-off-by: niu_he <carlton2tang@gmail.com>

* Fix test_max_model_len in tests/entrypoints/llm/test_generate.py (vllm-project#19451)

Signed-off-by: Lu Fang <lufang@fb.com>

* [CI] Disable failing GGUF model test (vllm-project#19454)

Signed-off-by: mgoin <mgoin64@gmail.com>

* [Misc] Remove unused `MultiModalHasher.hash_prompt_mm_data` (vllm-project#19422)

Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>

* Add fused MOE config for Qwen3 30B A3B on B200 (vllm-project#19455)

Signed-off-by: Junhao Li <junhao@ubicloud.com>

* Fix Typo in Documentation and Function Name (vllm-project#19442)

* [ROCm] Add rules to automatically label ROCm related PRs (vllm-project#19405)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Kernel] Support deep_gemm for linear methods (vllm-project#19085)

Signed-off-by: artetaout <lulala341@gmail.com>

* [Doc] Update V1 User Guide for Hardware and Models (vllm-project#19474)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Doc] Fix quantization link titles (vllm-project#19478)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Doc] Support "important" and "announcement" admonitions (vllm-project#19479)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Misc] Reduce warning message introduced in env_override (vllm-project#19476)

Signed-off-by: Lu Fang <lufang@fb.com>

* Support non-string values in JSON keys from CLI (vllm-project#19471)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* Add cache to cuda get_device_capability (vllm-project#19436)

Signed-off-by: mgoin <mgoin64@gmail.com>

* Fix some typo (vllm-project#19475)

Signed-off-by: ximing.wxm <ximing.wxm@antgroup.com>
Co-authored-by: ximing.wxm <ximing.wxm@antgroup.com>

* Support no privileged mode on CPU for docker and kubernetes deployments (vllm-project#19241)

Signed-off-by: Tsai, Louie <louie.tsai@intel.com>

* [Bugfix] Update the example code, make it work with the latest lmcache (vllm-project#19453)

Signed-off-by: Runzhen Wang <wangrunzhen@gmail.com>

* [CI] Update FlashInfer to 0.2.6.post1 (vllm-project#19297)

Signed-off-by: mgoin <mgoin64@gmail.com>

* [doc] fix "Other AI accelerators" getting started page (vllm-project#19457)

Signed-off-by: David Xia <david@davidxia.com>

* [Misc] Fix  misleading ROCm warning (vllm-project#19486)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

* [Docs] Remove WIP features in V1 guide (vllm-project#19498)

Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

* [Kernels] Add activation chunking logic to FusedMoEModularKernel (vllm-project#19168)

Signed-off-by: Bill Nell <bnell@redhat.com>

* [AMD] [Quantization] Add override flag for attention dtype instead of using kv_cache_dtype trigger (vllm-project#17331)

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

* [UX] Add Feedback During CUDAGraph Capture (vllm-project#19501)

Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>

* [CI/Build] Fix torch nightly CI dependencies (vllm-project#19505)

Signed-off-by: Richard Zou <zou3519@gmail.com>

* [CI] change spell checker from codespell to typos (vllm-project#18711)

Signed-off-by: Andy Xie <andy.xning@gmail.com>

* [BugFix] Force registration of w8a8_block_fp8_matmul_deepgemm via lazy import (vllm-project#19514)

Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>

* Add Triton Fused MoE kernel config for E=16 on B200 (vllm-project#19518)

Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca>

* [Frontend] Improve error message in tool_choice validation (vllm-project#19239)

Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com>

* [BugFix] Work-around incremental detokenization edge case error (vllm-project#19449)

Signed-off-by: Nick Hill <nhill@redhat.com>

* [BugFix] Handle missing sep_token for Qwen3-Reranker in Score API (vllm-project#19522)

Signed-off-by: strutive07 <strutive07@gmail.com>

* [AMD][Kernel][BugFix] fix test_rocm_compressed_tensors_w8a8 for rocm (vllm-project#19509)

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

* Fix typo (vllm-project#19525)

Signed-off-by: 2niuhe <carlton2tang@gmail.com>

* [Security] Prevent new imports of (cloud)pickle (vllm-project#18018)

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* [Bugfix][V1] Allow manual FlashAttention for Blackwell (vllm-project#19492)

Signed-off-by: mgoin <mgoin64@gmail.com>

* [Bugfix] Respect num-gpu-blocks-override in v1 (vllm-project#19503)

Signed-off-by: Jon Swenson <jmswen@gmail.com>

* [Quantization] Improve AWQ logic (vllm-project#19431)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

* [Doc] Add V1 column to supported models list (vllm-project#19523)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [V1][NixlConnector] Drop `num_blocks` check  (vllm-project#19532)

Signed-off-by: NickLucche <nlucches@redhat.com>

* [Perf] Vectorize static / dynamic INT8 quant kernels (vllm-project#19233)

Signed-off-by: yewentao256 <zhyanwentao@126.com>

* Fix TorchAOConfig skip layers (vllm-project#19265)

Signed-off-by: mobicham <hicham@mobiuslabs.com>

* [torch.compile][ROCm] Fuse quantization onto attention using a torch.compile pass (vllm-project#16756)

Signed-off-by: Luka Govedič <lgovedic@redhat.com>
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* [doc] Make top navigation sticky (vllm-project#19540)

Signed-off-by: reidliu41 <reid201711@gmail.com>
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* [Spec Decode][Benchmark] Generalize spec decode offline benchmark to more methods and datasets (vllm-project#18847)

* [Misc] Turn MOE_DP_CHUNK_SIZE into an env var (vllm-project#19506)

* [Bugfix] Enforce contiguous input for dynamic_per_token FP8/INT8 quant (vllm-project#19452)

Signed-off-by: mgoin <mgoin64@gmail.com>

* [Doc] Unify structured outputs examples (vllm-project#18196)

Signed-off-by: Aaron Pham <contact@aarnphm.xyz>

* [V1] Resolve failed concurrent structured output requests (vllm-project#19565)

Signed-off-by: Russell Bryant <rbryant@redhat.com>

* Revert "[Build/CI] Add tracing deps to vllm container image (vllm-project#15224)" (vllm-project#19378)

* [BugFix] : Fix Batched DeepGemm Experts (vllm-project#19515)

Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>

* [Bugfix] Fix EAGLE vocab embedding for multimodal target model (vllm-project#19570)

Signed-off-by: qizixi <qizixi@meta.com>

* [Doc] uses absolute links for structured outputs (vllm-project#19582)

Signed-off-by: Aaron Pham <contact@aarnphm.xyz>

* [doc] fix incorrect link (vllm-project#19586)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Misc] Correct broken docs link (vllm-project#19553)

Signed-off-by: Zerohertz <ohg3417@gmail.com>

* [CPU] Refine default config for the CPU backend (vllm-project#19539)

Signed-off-by: jiang1.li <jiang1.li@intel.com>

* [Fix] bump mistral common to support magistral (vllm-project#19533)

Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>

* [Fix] The zip function in Python 3.9 does not have the strict argument (vllm-project#19549)

Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>

* use base version for version comparison (vllm-project#19587)

Signed-off-by: Boyuan Feng <boyuan@meta.com>

* [torch.compile] reorganize the cache directory to support compiling multiple models (vllm-project#19064)

Signed-off-by: youkaichao <youkaichao@gmail.com>

* [BugFix] Honor `enable_caching` in connector-delayed kvcache load case (vllm-project#19435)

Signed-off-by: Nick Hill <nhill@redhat.com>

* [Model] Fix minimax model cache & lm_head precision (vllm-project#19592)

Signed-off-by: qingjun <qingjun@minimaxi.com>

* [Refactor] Remove unused variables in `moe_permute_unpermute_kernel.inl` (vllm-project#19573)

Signed-off-by: yewentao256 <zhyanwentao@126.com>

* [doc][mkdocs] fix the  duplicate Supported features sections in GPU docs (vllm-project#19606)

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* [CUDA] Enable full cudagraph for FlashMLA (vllm-project#18581)

Signed-off-by: luka <luka@neuralmagic.com>

* [Doc] Add troubleshooting section to k8s deployment (vllm-project#19377)

Signed-off-by: Anna Pendleton <pendleton@google.com>

* [torch.compile] Use custom ops when use_inductor=False (vllm-project#19618)

* Adding "AMD: Multi-step Tests" to amdproduction. (vllm-project#19508)

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* [BugFix] Fix DP Coordinator incorrect debug log message (vllm-project#19624)

Signed-off-by: Nick Hill <nhill@redhat.com>

* [V1][Metrics] Deprecate metrics with gpu_ prefix for non GPU specific metrics. (vllm-project#18354)

Signed-off-by: Saheli Bhattacharjee <saheli@krai.ai>

* [Bugfix] Fix the speculative decoding test by setting the target dtype (vllm-project#19633)

* [Misc] Modularize CLI Argument Parsing in Benchmark Scripts (vllm-project#19593)

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* [Bugfix] Fix auto dtype casting for BatchFeature (vllm-project#19316)

Signed-off-by: Isotr0py <2037008807@qq.com>
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* [Hardware][NVIDIA][kernel] Fp4 MOE quant kernel optimization (vllm-project#19500)

* Only build CUTLASS MoE kernels on Hopper (vllm-project#19648)

* [Bugfix] Don't attempt to use triton if no driver is active (vllm-project#19561)

* [Fix] Convert kv_transfer_config from dict to KVTransferConfig (vllm-project#19262)

* [Perf] Further tunings for SM100 FP8 CUTLASS kernel (vllm-project#19566)

* [Bugfix][2/n] Fix speculative decoding CI - Fix test_ngram_e2e_greedy_correctness (vllm-project#19644)

* [Kernel] Raise verbose error and consolidate `num_heads/num_kv_heads` divisibility check (vllm-project#19339)

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* [Benchmark] Refactor benchmark script for fp8 & int8 (vllm-project#19627)

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* Enable prefix caching with full cuda graphs (vllm-project#19617)

Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

* [CI/Build] Fix torch nightly CI dependencies part 2 (vllm-project#19589)

* [Misc] Remove duplicate multiproc method setting for CPU platform (vllm-project#19649)

Signed-off-by: Isotr0py <2037008807@qq.com>

* [MISC] Remove unused variableds in C++ (vllm-project#19609)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Bugfix][Core] Prefix caching causes incorrect outputs due to outdated ComputedBlocksTracker (vllm-project#18957)

Signed-off-by: 刘全 <quan.liu2@dbappsecurity.com.cn>
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* [Misc][Frontend] passthrough `bad_words` (vllm-project#19564)

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Co-authored-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai>
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* [Misc] Fix skipped max-model-len validation when deriving max model length from tokenizer config (vllm-project#19660)

Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>

* [TPU] support attention head dim smaller than 128 (vllm-project#19620)

Signed-off-by: Chengji Yao <chengjiyao@google.com>
Co-authored-by: mgoin <mgoin64@gmail.com>

* [MISC] typo fix (vllm-project#19672)

Signed-off-by: Andy Xie <andy.xning@gmail.com>

* [CI] Add mteb testing for rerank models (vllm-project#19344)

* [Docs] Move multiproc doc to v1 dir (vllm-project#19651)

Signed-off-by: Russell Bryant <rbryant@redhat.com>

* [Kernel] GGUF MMVQ kernel for multiple input vectors (vllm-project#18754)

Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>

* [BugFix] Don't catch BaseException when dumping execute_model errors (vllm-project#19626)

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* [DOC] Add reasoning capability to vLLM streamlit code (vllm-project#19557)

* [Feature]:Allow for Granite MoE Hybrid models with _only_ shared experts. (vllm-project#19652)

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* [Bugfix] Fix TP inference for Flex attention backend (vllm-project#19657)

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* [MISC] bump huggingface_hub pkg to 0.33.0 (vllm-project#19547)

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* [Bugfix] fix missing 'finish_reason': null in streaming chat (vllm-project#19662)

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* [Kernels] Use empty for modular MoE workspaces (vllm-project#19667)

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* [Model] Add support for MiniMaxM1ForCausalLM (shares architecture with MiniMaxText01ForCausalLM) (vllm-project#19677)

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* [V1] Change return type on get_multimodal_embeddings() (vllm-project#19446)

Signed-off-by: Russell Bryant <rbryant@redhat.com>

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amogkam added a commit to character-tech/vllm that referenced this pull request Jun 16, 2025
* [Bugfix] disable processor cache  (vllm-project#19068)

Signed-off-by: raushan <raushan@huggingface.co>

* [Doc] Improve the Pull Request template with key components (vllm-project#19086)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Misc] Add missing `_Backend` enums (vllm-project#19081)

Signed-off-by: nicklucche <nlucches@redhat.com>

* [Misc] fix: add miss best_of param validation (vllm-project#18555)

Signed-off-by: googs1025 <googs1025@gmail.com>

* [Misc] Add SPDX-FileCopyrightText  (vllm-project#19100)

Signed-off-by: simon-mo <simon.mo@hey.com>

* [Doc] Readme standardization (vllm-project#18695)

Co-authored-by: Soren Dreano <soren@numind.ai>

* [doc] update docker version (vllm-project#19074)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Kernel] DeepEP dispatch-combine kernel integration (vllm-project#18434)

Signed-off-by: Varun <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>

* [V1] Support cross-layer KV sharing (vllm-project#18212)

Signed-off-by: Yong Hoon Shin <yhshin@meta.com>

* [Perf] Tune `scaled_fp8_quant` by increasing vectorization (vllm-project#18844)

Signed-off-by: mgoin <mgoin64@gmail.com>

* Fix interaction between `Optional` and `Annotated` in CLI typing (vllm-project#19093)

Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Yikun Jiang <yikun@apache.org>

* [v1] Re-init input batch for multiple kv cache groups (vllm-project#18654)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* [V1][Spec Decode][Ngram] 1.35x gain -> 1.95x gain on InstructCoder with prompt fix (vllm-project#18971)

* [Bugfix] get_num_blocks_to_allocate with null_block (vllm-project#19031)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* [Bugfix]: Fix the incompatibility issue with tool_choice 'required' when Thinking is enabled (vllm-project#19075)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Bugfix][P/D] Fix Prefix Cache Bug (vllm-project#18411)

Signed-off-by: nicklucche <nlucches@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>

* [Bugfix] Max concurrency estimation and check_enough_kv_cache_memory for models with sliding window layers (vllm-project#19029)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* feat: add data parallel rank to KVEventBatch (vllm-project#18925)

* [Misc] Fix path and python alias errors in disagg_prefill exmaples (vllm-project#18919)

* [Docs] Add developer doc about CI failures (vllm-project#18782)

Signed-off-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>

* [CPU] V1 support for the CPU backend (vllm-project#16441)

* [Core] Cast multimodal input in hf processor (vllm-project#18862)

Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>

* [KERNEL] Sampler. CUDA kernel for applying repetition penalty (vllm-project#18437)

* [Cleanup][v1]:remote guided-decoding-backend for example (vllm-project#19059)

Signed-off-by: calvin chen <120380290@qq.com>

* [NVIDIA] Add Cutlass MLA backend (vllm-project#17625)

* [Bugfix] Fix FA3 full cuda graph correctness (vllm-project#19106)

Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

* Fix vllm-project#19130 (vllm-project#19132)

Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>

* [TPU] Skip hanging tests (vllm-project#19115)

Signed-off-by: Siyuan Liu <lsiyuan@google.com>

* Fix ValueError: Missing value for tag key(s): model_name,engine. (vllm-project#19113)

Signed-off-by: Seiji Eicher <seiji@anyscale.com>

* [Misc] Add packages for benchmark as extra dependency (vllm-project#19089)

Signed-off-by: Isotr0py <2037008807@qq.com>

* Improve the output precision of embedding models (vllm-project#19092)

* [CI/Build][Bugfix] Ensure compatibility with transformers 4.52 (vllm-project#18678)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* Add DeepSeek-R1-0528 function call chat template (vllm-project#18874)

Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>

* Sm100 blockwise fp8 swap ab (vllm-project#18564)

* [Doc] Update V1 Guide for embedding models (vllm-project#19141)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* Allow AsyncLLMEngine.generate to target a specific DP rank (vllm-project#19102)

Signed-off-by: Jon Swenson <jmswen@gmail.com>

* [Bugfix][EP+DP] Fix internode check (vllm-project#19112)

Signed-off-by: Tyler Michael Smith <tysmith@redhat.com>

* [Perf] Tunings for SM100 FP8 CUTLASS kernel (vllm-project#18778)

Signed-off-by: mgoin <mgoin64@gmail.com>

* [TPU] Update dynamo dump file name in compilation test (vllm-project#19108)

Signed-off-by: Siyuan Liu <lsiyuan@google.com>

* [Bugfix] fix v1 cpu worker fails on macOS (vllm-project#19121)

* [Kernel] Integrate batched/masked deepgemm kernel (vllm-project#19111)

Signed-off-by: Varun <vsundarr@redhat.com>
Co-authored-by: Varun <vsundarr@redhat.com>

* [Misc] refactor: simplify EngineCoreClient.make_async_mp_client in AsyncLLM (vllm-project#18817)

Signed-off-by: googs1025 <googs1025@gmail.com>

* [P/D] Heterogeneous TP (vllm-project#18833)

Signed-off-by: nicklucche <nlucches@redhat.com>

* [doc] small fix (vllm-project#19167)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Bugfix][Nixl] Fix full prefix cache hit bug (vllm-project#18632)

Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>

* [Bugfix] Fix port handling in make_zmq_path (vllm-project#19117)

* [Torch Nightly]add missing dependency (vllm-project#18770)

Signed-off-by: Yang Wang <elainewy@meta.com>

* Handle non-serializable objects when dumping benchmark results (vllm-project#19114)

* [BugFix][Minor] Fix full cuda graph bug when max_num_seqs < 512 (vllm-project#19171)

Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

* [Bugfix]: Fix the incompatibility issue with stream when Thinking is disabled (vllm-project#19135)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Build] Annotate wheel and container path for release workflow (vllm-project#19162)

Signed-off-by: simon-mo <simon.mo@hey.com>
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* [Misc] Remove unnecessary fallback to prefill-decode attention (vllm-project#19138)

Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>

* [Misc] Do not override NCCL_CUMEM_ENABLE if set explicitly (vllm-project#19105)

Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com>

* [Frontend] improve vllm run-batch --help display (vllm-project#19187)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Bugfix] properly catch PIL-related errors for vision models when incorrect data urls are provided (vllm-project#19202)

Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com>

* [mistral_common] Add v11 tokenizer (vllm-project#19193)

Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Add H20-3e fused MoE kernel tuning configs for DeepSeek-R1/V3 (vllm-project#19205)

* [Hardware][NVIDIA] FP4 MoE kernel optimization (vllm-project#19110)

Signed-off-by: Chiyue Wei <chiyuew@nvidia.com>
Co-authored-by: Chiyue Wei <chiyuew@nvidia.com>

* [MISC][Bugfix] Use less CPU when message queue has been empty for some time (vllm-project#16226)

Signed-off-by: Povilas Kanapickas <povilas@radix.lt>

* [P/D][NixlConnector] Enable FlashInfer backend (vllm-project#19090)

* [Quantization] Skip Fp4 Test for `compressed-tensors` (vllm-project#19217)

* [V1] Use FlashInfer by default on Blackwell GPUs (vllm-project#19118)

* [Model] NemotronH support (vllm-project#18863)

Signed-off-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com>
Co-authored-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com>

* Fix AOPerModuleConfig name changes (vllm-project#18869)

Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>

* [Bugfix] Fix EAGLE vocab embedding construction for Llama 70B (vllm-project#19033)

Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai>

* [v1] Hybrid Memory Allocator (vllm-project#17996)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* [TPU] update torch_xla pin (vllm-project#19231)

Signed-off-by: Chengji Yao <chengjiyao@google.com>

* Support allowed_token_ids in ChatCompletionRequest (vllm-project#19143)

Signed-off-by: Xu Song <xusong.vip@gmail.com>

* [Chore] update CODEOWNERS (vllm-project#19247)

Signed-off-by: Aaron Pham <contact@aarnphm.xyz>

* [v1][P/D] Fix a edge case in kv cache schedule (vllm-project#19182)

Co-authored-by: jinghui <jinghui@fb.com>

* [TPU] fix kv cache dtype in model runner (vllm-project#19244)

Signed-off-by: Chengji Yao <chengjiyao@google.com>

* [Quantization] Bump compressed-tensors version; update NVFP4A16 test model (vllm-project#19224)

Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>

* [Docs] Improve V1 KVConnector interface documentation (vllm-project#19172)

Signed-off-by: Nick Hill <nhill@redhat.com>

* Fix CompilationConfig repr (vllm-project#19091)

Signed-off-by: rzou <zou3519@gmail.com>

* Unit Test for run_dp_sharded_vision_model (vllm-project#19103)

Signed-off-by: Siqi Yan <siqi@meta.com>
Co-authored-by: Siqi Yan <siqi@meta.com>

* [Model] Optimize nemotron_h implementation (vllm-project#19249)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

* [Core] Raise when non-multi-instance DP clients target a DP rank (vllm-project#19227)

Signed-off-by: Jon Swenson <jmswen@gmail.com>

* improve logits bias (vllm-project#19041)

* Fixed ppc build when it runs on non-RHEL based linux distros (vllm-project#18422)

Signed-off-by: Nishidha Panpaliya <nishidha.panpaliya@partner.ibm.com>
Signed-off-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com>
Signed-off-by: npanpaliya <nishidha.panpaliya@partner.ibm.com>
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* [BugFix] Fix MultiConnector test after HMA changes (vllm-project#19291)

Signed-off-by: Nick Hill <nhill@redhat.com>

* [Bugfix][Core] Update cancellation logic in `generate()` to handle Generator exits (vllm-project#19225)

Co-authored-by: Adolfo Victoria <adovi@meta.com>

* [Core] Fix abrupt request abort (vllm-project#18485)

Signed-off-by: nicklucche <nlucches@redhat.com>
Signed-off-by: Nick Hill <nhill@redhat.com>

Co-authored-by: Nick Hill <nhill@redhat.com>

* [BugFix] Fix tpu_model_runner block_id concatenation (vllm-project#19228)

Signed-off-by: Nick Hill <nhill@redhat.com>

* [Misc][Tools][Benchmark] Fix and improve auto tune script (vllm-project#19163)

Signed-off-by: Chenyaaang <chenyangli@google.com>

* [Build][ROCm] Update Dockerfile.rocm (vllm-project#19296)

Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com>

* [Easy][Test] Simplify test_function_tool_use with multiple parametrizes (vllm-project#19269)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Kernel] Integrate CUTLASS MoE kernel with PPLX (vllm-project#18762)

Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
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* [TPU][Test] Add script to run benchmark on TPU for buildkite (vllm-project#19039)

Signed-off-by: Qiliang Cui <derrhein@gmail.com>

* [CI][PowerPC] Use a more appropriate way to select testcase in tests/models/language/pooling/test_embedding.py (vllm-project#19253)

Signed-off-by: Aaruni Aggarwal <aaruniagg@gmail.com>

* Add FlexAttention to V1 (vllm-project#16078)

Signed-off-by: drisspg <drisspguessous@gmail.com>

* [Misc] refactor context extension (vllm-project#19246)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [CI/Build] Improve Llama GGUF test robustness (vllm-project#19287)

Signed-off-by: Isotr0py <2037008807@qq.com>

* [Nit][Benchmark]Fix example in benchmark_serving_structured_output.py (vllm-project#19311)

Signed-off-by: Lifan Shen <lifans@meta.com>

* [AMD] Update compatible packaging version (vllm-project#19309)

Signed-off-by: pramkuma <Pramendra.Kumar@amd.com>

* [BugFix][V1] Fix memory profiling bug (vllm-project#18974)

Signed-off-by: luka <luka@neuralmagic.com>

* [Bugfix]: Fix TypeError: 'float' object cannot be interpreted as an integer (vllm-project#19283)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Bugfix] Re-enable use_cudagraph in vLLM v1 (vllm-project#19299)

Signed-off-by: Richard Zou <zou3519@gmail.com>

* [Misc] Change tests/compile to use VLLM_V1 by default (vllm-project#19302)

Signed-off-by: rzou <zou3519@gmail.com>

* Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B (vllm-project#19315)

Signed-off-by: Xu Wenqing <xuwq1993@qq.com>

* [Hardware][POWER] Add IBM POWER11 Support to CPU Extension Detection (vllm-project#19082)

Signed-off-by: Akash Kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Akash Kaothalkar <akash.kaothalkar@ibm.com>

* [Quantization] Add compressed-tensors NVFP4 support (vllm-project#18312)

* [Multi Modal] Add an env var for message queue max chunk bytes  (vllm-project#19242)

Signed-off-by: yZhen <yZhen@fb.com>
Co-authored-by: yZhen <yZhen@fb.com>

* [Bugfix] model_max_length should consider max_model_len in tokenizer_config (vllm-project#19201)

* [Deprecation] Remove `inputs` arg fallback in Engine classes (vllm-project#18799)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Misc] Add documentation update reminder to PR template (vllm-project#19289)

Signed-off-by: Isotr0py <2037008807@qq.com>

* [Frontend] Remove unreachable code from llm.py (vllm-project#19288)

Signed-off-by: KsuParkhamchuk <k.parkhamchuk@gmail.com>

* [Misc] Cleanup compilation tests (vllm-project#19343)

Signed-off-by: rzou <zou3519@gmail.com>

* [doc] improve ci doc (vllm-project#19307)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Doc] Fix description in the Automatic Prefix Caching design doc (vllm-project#19333)

Signed-off-by: cr7258 <chengzw258@163.com>

* [CI/Build] Fix LoRA test (vllm-project#19350)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

* [Fix] Allow kernel compilation for CUDA capability 8.7 (vllm-project#19328)

Signed-off-by: Conroy Cheers <conroy@corncheese.org>

* [CI] Introduce rules for llama auto-label (vllm-project#19323)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Docs] Fix a bullet list in usage/security.md (vllm-project#19358)

Signed-off-by: windsonsea <haifeng.yao@daocloud.io>

* [full_graph] Fix query_start_loc padding (vllm-project#19321)

Signed-off-by: Yinghai Lu <yinghai@thinkingmachines.ai>

* [v1] Add fp32 support to v1 engine through flex attn (vllm-project#19319)

Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [Misc] Fixes and Optimizations for DeepEP + DeepGEMM combination. (vllm-project#19298)

Signed-off-by: Varun <vsundarr@redhat.com>
Co-authored-by: Varun <vsundarr@redhat.com>

* [Bugfix][Core] Prevent token lengths exceeding `max_model_len` in V0 (vllm-project#19348)

Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com>

* [Quantization] Bump compressed-tensors version (vllm-project#19295)

Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>

* [Frontend] Make TIMEOUT_KEEP_ALIVE configurable through env var (vllm-project#18472)

Signed-off-by: liusiqian <liusiqian@tal.com>

* [TPU]Fix KV cache sharing tests (vllm-project#19371)

* [HOT-FIX] Add `kv_sharing_target_layer_name` argument to cutlass_mla backend (vllm-project#19374)

Signed-off-by: Pavani Majety <pmajety@nvidia.com>

* [Misc] Fix a config typo in disable_hybrid_kv_cache_manager configuration (vllm-project#19383)

Signed-off-by: Siyuan Liu <lsiyuan@google.com>

* [V1] Reuse V0's memory_profiling util for gpu worker memory profiling (vllm-project#19312)

Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>

* [Bugfix] Fix benchmark_moe.py (vllm-project#19016)

Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn>

* Use xla flag to improve the quantized model performance (vllm-project#19303)

Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com>

* Fix docs/mkdocs/hooks/remove_announcement.py (vllm-project#19382)

* [Frontend] Add tqdm_leave_pbar to control progress bar visibility (vllm-project#19357)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Core] Use tuple for kv cache group block ids (vllm-project#19175)

Signed-off-by: Nick Hill <nhill@redhat.com>

* [Bugfix] Fix modelscope token passed in (vllm-project#19389)

Signed-off-by: wangli <wangli858794774@gmail.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>

* [Core] Batch multi modal input using pinned memory (vllm-project#19169)

Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>

* Add security warning to bug report template (vllm-project#19365)

Signed-off-by: Russell Bryant <rbryant@redhat.com>
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* [Misc] refactor neuron_multimodal and profiling (vllm-project#19397)

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* Add clear documentation around the impact of debugging flag (vllm-project#19369)

Signed-off-by: Anna Pendleton <pendleton@google.com>

* Automatically bind CPU OMP Threads of a rank to CPU ids of a NUMA node. (vllm-project#17930)

Signed-off-by: Tsai, Louie <louie.tsai@intel.com>
Co-authored-by: Li, Jiang <bigpyj64@gmail.com>

* Revert "[v1] Add fp32 support to v1 engine through flex attn" (vllm-project#19404)

* [BugFix][FlashInfer] Fix attention backend interface mismatch with unexpected keyword `use_irope` (vllm-project#19134)

Signed-off-by: Yunqiu Guo <guorachel@meta.com>

* [BugFix][CPU] Fix CPU CI by ignore collecting test_pixtral (vllm-project#19411)

Signed-off-by: jiang.li <jiang1.li@intel.com>

* Simplify ep kernels installation (vllm-project#19412)

Signed-off-by: youkaichao <youkaichao@gmail.com>

* [Misc] Slight improvement of the BNB  (vllm-project#19418)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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* [Docs] Note that alternative structured output backends are supported (vllm-project#19426)

Signed-off-by: Russell Bryant <rbryant@redhat.com>

* [ROCm][V1] Adding ROCm to the list of plaforms using V1 by default (vllm-project#19440)

Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>

* [Model] use AutoWeightsLoader for commandr (vllm-project#19399)

Signed-off-by: py-andy-c <pychen1017@gmail.com>

* Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B-FP8 (vllm-project#19401)

Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>

* [BugFix] Allow use_cudagraph to work with dynamic VLLM_USE_V1 (vllm-project#19390)

Signed-off-by: rzou <zou3519@gmail.com>

* [New Model]: Support Qwen3 Embedding & Reranker  (vllm-project#19260)

* [BugFix] Fix docker build cpu-dev image error (vllm-project#19394)

Signed-off-by: niu_he <carlton2tang@gmail.com>

* Fix test_max_model_len in tests/entrypoints/llm/test_generate.py (vllm-project#19451)

Signed-off-by: Lu Fang <lufang@fb.com>

* [CI] Disable failing GGUF model test (vllm-project#19454)

Signed-off-by: mgoin <mgoin64@gmail.com>

* [Misc] Remove unused `MultiModalHasher.hash_prompt_mm_data` (vllm-project#19422)

Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>

* Add fused MOE config for Qwen3 30B A3B on B200 (vllm-project#19455)

Signed-off-by: Junhao Li <junhao@ubicloud.com>

* Fix Typo in Documentation and Function Name (vllm-project#19442)

* [ROCm] Add rules to automatically label ROCm related PRs (vllm-project#19405)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Kernel] Support deep_gemm for linear methods (vllm-project#19085)

Signed-off-by: artetaout <lulala341@gmail.com>

* [Doc] Update V1 User Guide for Hardware and Models (vllm-project#19474)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Doc] Fix quantization link titles (vllm-project#19478)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Doc] Support "important" and "announcement" admonitions (vllm-project#19479)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Misc] Reduce warning message introduced in env_override (vllm-project#19476)

Signed-off-by: Lu Fang <lufang@fb.com>

* Support non-string values in JSON keys from CLI (vllm-project#19471)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* Add cache to cuda get_device_capability (vllm-project#19436)

Signed-off-by: mgoin <mgoin64@gmail.com>

* Fix some typo (vllm-project#19475)

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Co-authored-by: ximing.wxm <ximing.wxm@antgroup.com>

* Support no privileged mode on CPU for docker and kubernetes deployments (vllm-project#19241)

Signed-off-by: Tsai, Louie <louie.tsai@intel.com>

* [Bugfix] Update the example code, make it work with the latest lmcache (vllm-project#19453)

Signed-off-by: Runzhen Wang <wangrunzhen@gmail.com>

* [CI] Update FlashInfer to 0.2.6.post1 (vllm-project#19297)

Signed-off-by: mgoin <mgoin64@gmail.com>

* [doc] fix "Other AI accelerators" getting started page (vllm-project#19457)

Signed-off-by: David Xia <david@davidxia.com>

* [Misc] Fix  misleading ROCm warning (vllm-project#19486)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

* [Docs] Remove WIP features in V1 guide (vllm-project#19498)

Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

* [Kernels] Add activation chunking logic to FusedMoEModularKernel (vllm-project#19168)

Signed-off-by: Bill Nell <bnell@redhat.com>

* [AMD] [Quantization] Add override flag for attention dtype instead of using kv_cache_dtype trigger (vllm-project#17331)

Signed-off-by: Randall Smith <Randall.Smith@amd.com>

* [UX] Add Feedback During CUDAGraph Capture (vllm-project#19501)

Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>

* [CI/Build] Fix torch nightly CI dependencies (vllm-project#19505)

Signed-off-by: Richard Zou <zou3519@gmail.com>

* [CI] change spell checker from codespell to typos (vllm-project#18711)

Signed-off-by: Andy Xie <andy.xning@gmail.com>

* [BugFix] Force registration of w8a8_block_fp8_matmul_deepgemm via lazy import (vllm-project#19514)

Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>

* Add Triton Fused MoE kernel config for E=16 on B200 (vllm-project#19518)

Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca>

* [Frontend] Improve error message in tool_choice validation (vllm-project#19239)

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* [BugFix] Work-around incremental detokenization edge case error (vllm-project#19449)

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* [BugFix] Handle missing sep_token for Qwen3-Reranker in Score API (vllm-project#19522)

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* [AMD][Kernel][BugFix] fix test_rocm_compressed_tensors_w8a8 for rocm (vllm-project#19509)

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* Fix typo (vllm-project#19525)

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* [BugFix] : Fix Batched DeepGemm Experts (vllm-project#19515)

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* fix

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amogkam added a commit to character-tech/vllm that referenced this pull request Jun 16, 2025
* [Bugfix] disable processor cache  (vllm-project#19068)

Signed-off-by: raushan <raushan@huggingface.co>

* [Doc] Improve the Pull Request template with key components (vllm-project#19086)

Signed-off-by: Lu Fang <lufang@fb.com>

* [Misc] Add missing `_Backend` enums (vllm-project#19081)

Signed-off-by: nicklucche <nlucches@redhat.com>

* [Misc] fix: add miss best_of param validation (vllm-project#18555)

Signed-off-by: googs1025 <googs1025@gmail.com>

* [Misc] Add SPDX-FileCopyrightText  (vllm-project#19100)

Signed-off-by: simon-mo <simon.mo@hey.com>

* [Doc] Readme standardization (vllm-project#18695)

Co-authored-by: Soren Dreano <soren@numind.ai>

* [doc] update docker version (vllm-project#19074)

Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Kernel] DeepEP dispatch-combine kernel integration (vllm-project#18434)

Signed-off-by: Varun <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>

* [V1] Support cross-layer KV sharing (vllm-project#18212)

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* [Perf] Tune `scaled_fp8_quant` by increasing vectorization (vllm-project#18844)

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* Fix interaction between `Optional` and `Annotated` in CLI typing (vllm-project#19093)

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Co-authored-by: Yikun Jiang <yikun@apache.org>

* [v1] Re-init input batch for multiple kv cache groups (vllm-project#18654)

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* [V1][Spec Decode][Ngram] 1.35x gain -> 1.95x gain on InstructCoder with prompt fix (vllm-project#18971)

* [Bugfix] get_num_blocks_to_allocate with null_block (vllm-project#19031)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* [Bugfix]: Fix the incompatibility issue with tool_choice 'required' when Thinking is enabled (vllm-project#19075)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Bugfix][P/D] Fix Prefix Cache Bug (vllm-project#18411)

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Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>

* [Bugfix] Max concurrency estimation and check_enough_kv_cache_memory for models with sliding window layers (vllm-project#19029)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* feat: add data parallel rank to KVEventBatch (vllm-project#18925)

* [Misc] Fix path and python alias errors in disagg_prefill exmaples (vllm-project#18919)

* [Docs] Add developer doc about CI failures (vllm-project#18782)

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* [Core] Cast multimodal input in hf processor (vllm-project#18862)

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* [NVIDIA] Add Cutlass MLA backend (vllm-project#17625)

* [Bugfix] Fix FA3 full cuda graph correctness (vllm-project#19106)

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* Fix vllm-project#19130 (vllm-project#19132)

Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>

* [TPU] Skip hanging tests (vllm-project#19115)

Signed-off-by: Siyuan Liu <lsiyuan@google.com>

* Fix ValueError: Missing value for tag key(s): model_name,engine. (vllm-project#19113)

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* [Misc] Add packages for benchmark as extra dependency (vllm-project#19089)

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* Improve the output precision of embedding models (vllm-project#19092)

* [CI/Build][Bugfix] Ensure compatibility with transformers 4.52 (vllm-project#18678)

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* Add DeepSeek-R1-0528 function call chat template (vllm-project#18874)

Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com>

* Sm100 blockwise fp8 swap ab (vllm-project#18564)

* [Doc] Update V1 Guide for embedding models (vllm-project#19141)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* Allow AsyncLLMEngine.generate to target a specific DP rank (vllm-project#19102)

Signed-off-by: Jon Swenson <jmswen@gmail.com>

* [Bugfix][EP+DP] Fix internode check (vllm-project#19112)

Signed-off-by: Tyler Michael Smith <tysmith@redhat.com>

* [Perf] Tunings for SM100 FP8 CUTLASS kernel (vllm-project#18778)

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* [TPU] Update dynamo dump file name in compilation test (vllm-project#19108)

Signed-off-by: Siyuan Liu <lsiyuan@google.com>

* [Bugfix] fix v1 cpu worker fails on macOS (vllm-project#19121)

* [Kernel] Integrate batched/masked deepgemm kernel (vllm-project#19111)

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Co-authored-by: Varun <vsundarr@redhat.com>

* [Misc] refactor: simplify EngineCoreClient.make_async_mp_client in AsyncLLM (vllm-project#18817)

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* [P/D] Heterogeneous TP (vllm-project#18833)

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* [doc] small fix (vllm-project#19167)

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* [Bugfix][Nixl] Fix full prefix cache hit bug (vllm-project#18632)

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* [Bugfix] Fix port handling in make_zmq_path (vllm-project#19117)

* [Torch Nightly]add missing dependency (vllm-project#18770)

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* Handle non-serializable objects when dumping benchmark results (vllm-project#19114)

* [BugFix][Minor] Fix full cuda graph bug when max_num_seqs < 512 (vllm-project#19171)

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* [Bugfix]: Fix the incompatibility issue with stream when Thinking is disabled (vllm-project#19135)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Build] Annotate wheel and container path for release workflow (vllm-project#19162)

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* [Misc] Remove unnecessary fallback to prefill-decode attention (vllm-project#19138)

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* [Frontend] improve vllm run-batch --help display (vllm-project#19187)

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Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Bugfix] properly catch PIL-related errors for vision models when incorrect data urls are provided (vllm-project#19202)

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* [mistral_common] Add v11 tokenizer (vllm-project#19193)

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* Add H20-3e fused MoE kernel tuning configs for DeepSeek-R1/V3 (vllm-project#19205)

* [Hardware][NVIDIA] FP4 MoE kernel optimization (vllm-project#19110)

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Co-authored-by: Chiyue Wei <chiyuew@nvidia.com>

* [MISC][Bugfix] Use less CPU when message queue has been empty for some time (vllm-project#16226)

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* [P/D][NixlConnector] Enable FlashInfer backend (vllm-project#19090)

* [Quantization] Skip Fp4 Test for `compressed-tensors` (vllm-project#19217)

* [V1] Use FlashInfer by default on Blackwell GPUs (vllm-project#19118)

* [Model] NemotronH support (vllm-project#18863)

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Co-authored-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com>

* Fix AOPerModuleConfig name changes (vllm-project#18869)

Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>

* [Bugfix] Fix EAGLE vocab embedding construction for Llama 70B (vllm-project#19033)

Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai>

* [v1] Hybrid Memory Allocator (vllm-project#17996)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* [TPU] update torch_xla pin (vllm-project#19231)

Signed-off-by: Chengji Yao <chengjiyao@google.com>

* Support allowed_token_ids in ChatCompletionRequest (vllm-project#19143)

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* [Chore] update CODEOWNERS (vllm-project#19247)

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* [v1][P/D] Fix a edge case in kv cache schedule (vllm-project#19182)

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* [TPU] fix kv cache dtype in model runner (vllm-project#19244)

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* [Quantization] Bump compressed-tensors version; update NVFP4A16 test model (vllm-project#19224)

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* [Docs] Improve V1 KVConnector interface documentation (vllm-project#19172)

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* Fix CompilationConfig repr (vllm-project#19091)

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* Unit Test for run_dp_sharded_vision_model (vllm-project#19103)

Signed-off-by: Siqi Yan <siqi@meta.com>
Co-authored-by: Siqi Yan <siqi@meta.com>

* [Model] Optimize nemotron_h implementation (vllm-project#19249)

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* [Core] Raise when non-multi-instance DP clients target a DP rank (vllm-project#19227)

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* improve logits bias (vllm-project#19041)

* Fixed ppc build when it runs on non-RHEL based linux distros (vllm-project#18422)

Signed-off-by: Nishidha Panpaliya <nishidha.panpaliya@partner.ibm.com>
Signed-off-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com>
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* [BugFix] Fix MultiConnector test after HMA changes (vllm-project#19291)

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* [Bugfix][Core] Update cancellation logic in `generate()` to handle Generator exits (vllm-project#19225)

Co-authored-by: Adolfo Victoria <adovi@meta.com>

* [Core] Fix abrupt request abort (vllm-project#18485)

Signed-off-by: nicklucche <nlucches@redhat.com>
Signed-off-by: Nick Hill <nhill@redhat.com>

Co-authored-by: Nick Hill <nhill@redhat.com>

* [BugFix] Fix tpu_model_runner block_id concatenation (vllm-project#19228)

Signed-off-by: Nick Hill <nhill@redhat.com>

* [Misc][Tools][Benchmark] Fix and improve auto tune script (vllm-project#19163)

Signed-off-by: Chenyaaang <chenyangli@google.com>

* [Build][ROCm] Update Dockerfile.rocm (vllm-project#19296)

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* [Easy][Test] Simplify test_function_tool_use with multiple parametrizes (vllm-project#19269)

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* [Kernel] Integrate CUTLASS MoE kernel with PPLX (vllm-project#18762)

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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
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* [TPU][Test] Add script to run benchmark on TPU for buildkite (vllm-project#19039)

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* [CI/Build] Improve Llama GGUF test robustness (vllm-project#19287)

Signed-off-by: Isotr0py <2037008807@qq.com>

* [Nit][Benchmark]Fix example in benchmark_serving_structured_output.py (vllm-project#19311)

Signed-off-by: Lifan Shen <lifans@meta.com>

* [AMD] Update compatible packaging version (vllm-project#19309)

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* [BugFix][V1] Fix memory profiling bug (vllm-project#18974)

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* [Bugfix]: Fix TypeError: 'float' object cannot be interpreted as an integer (vllm-project#19283)

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* [Bugfix] Re-enable use_cudagraph in vLLM v1 (vllm-project#19299)

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* [Misc] Change tests/compile to use VLLM_V1 by default (vllm-project#19302)

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* Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B (vllm-project#19315)

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* [Hardware][POWER] Add IBM POWER11 Support to CPU Extension Detection (vllm-project#19082)

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* [Quantization] Add compressed-tensors NVFP4 support (vllm-project#18312)

* [Multi Modal] Add an env var for message queue max chunk bytes  (vllm-project#19242)

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* [Bugfix] model_max_length should consider max_model_len in tokenizer_config (vllm-project#19201)

* [Deprecation] Remove `inputs` arg fallback in Engine classes (vllm-project#18799)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Misc] Add documentation update reminder to PR template (vllm-project#19289)

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* [Frontend] Remove unreachable code from llm.py (vllm-project#19288)

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* [Misc] Cleanup compilation tests (vllm-project#19343)

Signed-off-by: rzou <zou3519@gmail.com>

* [doc] improve ci doc (vllm-project#19307)

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Co-authored-by: reidliu41 <reid201711@gmail.com>

* [Doc] Fix description in the Automatic Prefix Caching design doc (vllm-project#19333)

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* [CI/Build] Fix LoRA test (vllm-project#19350)

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* [Fix] Allow kernel compilation for CUDA capability 8.7 (vllm-project#19328)

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* [CI] Introduce rules for llama auto-label (vllm-project#19323)

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* [Docs] Fix a bullet list in usage/security.md (vllm-project#19358)

Signed-off-by: windsonsea <haifeng.yao@daocloud.io>

* [full_graph] Fix query_start_loc padding (vllm-project#19321)

Signed-off-by: Yinghai Lu <yinghai@thinkingmachines.ai>

* [v1] Add fp32 support to v1 engine through flex attn (vllm-project#19319)

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* [Misc] Fixes and Optimizations for DeepEP + DeepGEMM combination. (vllm-project#19298)

Signed-off-by: Varun <vsundarr@redhat.com>
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* [Bugfix][Core] Prevent token lengths exceeding `max_model_len` in V0 (vllm-project#19348)

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* [Quantization] Bump compressed-tensors version (vllm-project#19295)

Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>

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Signed-off-by: liusiqian <liusiqian@tal.com>

* [TPU]Fix KV cache sharing tests (vllm-project#19371)

* [HOT-FIX] Add `kv_sharing_target_layer_name` argument to cutlass_mla backend (vllm-project#19374)

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* [Misc] Fix a config typo in disable_hybrid_kv_cache_manager configuration (vllm-project#19383)

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* [V1] Reuse V0's memory_profiling util for gpu worker memory profiling (vllm-project#19312)

Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>

* [Bugfix] Fix benchmark_moe.py (vllm-project#19016)

Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn>

* Use xla flag to improve the quantized model performance (vllm-project#19303)

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* Fix docs/mkdocs/hooks/remove_announcement.py (vllm-project#19382)

* [Frontend] Add tqdm_leave_pbar to control progress bar visibility (vllm-project#19357)

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* [Core] Use tuple for kv cache group block ids (vllm-project#19175)

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* [Bugfix] Fix modelscope token passed in (vllm-project#19389)

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* [Core] Batch multi modal input using pinned memory (vllm-project#19169)

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* Add security warning to bug report template (vllm-project#19365)

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* [Misc] refactor neuron_multimodal and profiling (vllm-project#19397)

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* Add clear documentation around the impact of debugging flag (vllm-project#19369)

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* Automatically bind CPU OMP Threads of a rank to CPU ids of a NUMA node. (vllm-project#17930)

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* Revert "[v1] Add fp32 support to v1 engine through flex attn" (vllm-project#19404)

* [BugFix][FlashInfer] Fix attention backend interface mismatch with unexpected keyword `use_irope` (vllm-project#19134)

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* [BugFix][CPU] Fix CPU CI by ignore collecting test_pixtral (vllm-project#19411)

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* Simplify ep kernels installation (vllm-project#19412)

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* [Misc] Slight improvement of the BNB  (vllm-project#19418)

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* [Docs] Note that alternative structured output backends are supported (vllm-project#19426)

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* [ROCm][V1] Adding ROCm to the list of plaforms using V1 by default (vllm-project#19440)

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* [Model] use AutoWeightsLoader for commandr (vllm-project#19399)

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* Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B-FP8 (vllm-project#19401)

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* [BugFix] Allow use_cudagraph to work with dynamic VLLM_USE_V1 (vllm-project#19390)

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* [New Model]: Support Qwen3 Embedding & Reranker  (vllm-project#19260)

* [BugFix] Fix docker build cpu-dev image error (vllm-project#19394)

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* Fix test_max_model_len in tests/entrypoints/llm/test_generate.py (vllm-project#19451)

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* [CI] Disable failing GGUF model test (vllm-project#19454)

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* [Misc] Remove unused `MultiModalHasher.hash_prompt_mm_data` (vllm-project#19422)

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* Add fused MOE config for Qwen3 30B A3B on B200 (vllm-project#19455)

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* Fix Typo in Documentation and Function Name (vllm-project#19442)

* [ROCm] Add rules to automatically label ROCm related PRs (vllm-project#19405)

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* [Kernel] Support deep_gemm for linear methods (vllm-project#19085)

Signed-off-by: artetaout <lulala341@gmail.com>

* [Doc] Update V1 User Guide for Hardware and Models (vllm-project#19474)

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* [Doc] Fix quantization link titles (vllm-project#19478)

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* [Doc] Support "important" and "announcement" admonitions (vllm-project#19479)

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* [Misc] Reduce warning message introduced in env_override (vllm-project#19476)

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* Support non-string values in JSON keys from CLI (vllm-project#19471)

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* Add cache to cuda get_device_capability (vllm-project#19436)

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* Fix some typo (vllm-project#19475)

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* Support no privileged mode on CPU for docker and kubernetes deployments (vllm-project#19241)

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* [Bugfix] Update the example code, make it work with the latest lmcache (vllm-project#19453)

Signed-off-by: Runzhen Wang <wangrunzhen@gmail.com>

* [CI] Update FlashInfer to 0.2.6.post1 (vllm-project#19297)

Signed-off-by: mgoin <mgoin64@gmail.com>

* [doc] fix "Other AI accelerators" getting started page (vllm-project#19457)

Signed-off-by: David Xia <david@davidxia.com>

* [Misc] Fix  misleading ROCm warning (vllm-project#19486)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

* [Docs] Remove WIP features in V1 guide (vllm-project#19498)

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* [Kernels] Add activation chunking logic to FusedMoEModularKernel (vllm-project#19168)

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* [AMD] [Quantization] Add override flag for attention dtype instead of using kv_cache_dtype trigger (vllm-project#17331)

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* [UX] Add Feedback During CUDAGraph Capture (vllm-project#19501)

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* [CI/Build] Fix torch nightly CI dependencies (vllm-project#19505)

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* [CI] change spell checker from codespell to typos (vllm-project#18711)

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* [BugFix] Force registration of w8a8_block_fp8_matmul_deepgemm via lazy import (vllm-project#19514)

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* Add Triton Fused MoE kernel config for E=16 on B200 (vllm-project#19518)

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* [Frontend] Improve error message in tool_choice validation (vllm-project#19239)

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* [BugFix] Work-around incremental detokenization edge case error (vllm-project#19449)

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* [BugFix] Handle missing sep_token for Qwen3-Reranker in Score API (vllm-project#19522)

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* [AMD][Kernel][BugFix] fix test_rocm_compressed_tensors_w8a8 for rocm (vllm-project#19509)

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* Fix typo (vllm-project#19525)

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* [Security] Prevent new imports of (cloud)pickle (vllm-project#18018)

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* [Bugfix][V1] Allow manual FlashAttention for Blackwell (vllm-project#19492)

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* [Bugfix] Respect num-gpu-blocks-override in v1 (vllm-project#19503)

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* [Quantization] Improve AWQ logic (vllm-project#19431)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

* [Doc] Add V1 column to supported models list (vllm-project#19523)

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* [V1][NixlConnector] Drop `num_blocks` check  (vllm-project#19532)

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* [Perf] Vectorize static / dynamic INT8 quant kernels (vllm-project#19233)

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* Fix TorchAOConfig skip layers (vllm-project#19265)

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* [torch.compile][ROCm] Fuse quantization onto attention using a torch.compile pass (vllm-project#16756)

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* [doc] Make top navigation sticky (vllm-project#19540)

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* [Spec Decode][Benchmark] Generalize spec decode offline benchmark to more methods and datasets (vllm-project#18847)

* [Misc] Turn MOE_DP_CHUNK_SIZE into an env var (vllm-project#19506)

* [Bugfix] Enforce contiguous input for dynamic_per_token FP8/INT8 quant (vllm-project#19452)

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* [Doc] Unify structured outputs examples (vllm-project#18196)

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* [V1] Resolve failed concurrent structured output requests (vllm-project#19565)

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* Revert "[Build/CI] Add tracing deps to vllm container image (vllm-project#15224)" (vllm-project#19378)

* [BugFix] : Fix Batched DeepGemm Experts (vllm-project#19515)

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* [Bugfix] Fix EAGLE vocab embedding for multimodal target model (vllm-project#19570)

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* [Doc] uses absolute links for structured outputs (vllm-project#19582)

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* [doc] fix incorrect link (vllm-project#19586)

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* [Misc] Correct broken docs link (vllm-project#19553)

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* [CPU] Refine default config for the CPU backend (vllm-project#19539)

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* [Fix] bump mistral common to support magistral (vllm-project#19533)

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* [Fix] The zip function in Python 3.9 does not have the strict argument (vllm-project#19549)

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* use base version for version comparison (vllm-project#19587)

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* [torch.compile] reorganize the cache directory to support compiling multiple models (vllm-project#19064)

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* [BugFix] Honor `enable_caching` in connector-delayed kvcache load case (vllm-project#19435)

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* [Model] Fix minimax model cache & lm_head precision (vllm-project#19592)

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* [Refactor] Remove unused variables in `moe_permute_unpermute_kernel.inl` (vllm-project#19573)

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* [doc][mkdocs] fix the  duplicate Supported features sections in GPU docs (vllm-project#19606)

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* [CUDA] Enable full cudagraph for FlashMLA (vllm-project#18581)

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* [Doc] Add troubleshooting section to k8s deployment (vllm-project#19377)

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* [torch.compile] Use custom ops when use_inductor=False (vllm-project#19618)

* Adding "AMD: Multi-step Tests" to amdproduction. (vllm-project#19508)

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* [BugFix] Fix DP Coordinator incorrect debug log message (vllm-project#19624)

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* [V1][Metrics] Deprecate metrics with gpu_ prefix for non GPU specific metrics. (vllm-project#18354)

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* [Bugfix] Fix the speculative decoding test by setting the target dtype (vllm-project#19633)

* [Misc] Modularize CLI Argument Parsing in Benchmark Scripts (vllm-project#19593)

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* [Bugfix] Fix auto dtype casting for BatchFeature (vllm-project#19316)

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* Only build CUTLASS MoE kernels on Hopper (vllm-project#19648)

* [Bugfix] Don't attempt to use triton if no driver is active (vllm-project#19561)

* [Fix] Convert kv_transfer_config from dict to KVTransferConfig (vllm-project#19262)

* [Perf] Further tunings for SM100 FP8 CUTLASS kernel (vllm-project#19566)

* [Bugfix][2/n] Fix speculative decoding CI - Fix test_ngram_e2e_greedy_correctness (vllm-project#19644)

* [Kernel] Raise verbose error and consolidate `num_heads/num_kv_heads` divisibility check (vllm-project#19339)

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* Enable prefix caching with full cuda graphs (vllm-project#19617)

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* [CI/Build] Fix torch nightly CI dependencies part 2 (vllm-project#19589)

* [Misc] Remove duplicate multiproc method setting for CPU platform (vllm-project#19649)

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* [MISC] Remove unused variableds in C++ (vllm-project#19609)

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* [Bugfix][Core] Prefix caching causes incorrect outputs due to outdated ComputedBlocksTracker (vllm-project#18957)

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* [Misc][Frontend] passthrough `bad_words` (vllm-project#19564)

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* [Misc] Fix skipped max-model-len validation when deriving max model length from tokenizer config (vllm-project#19660)

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* [TPU] support attention head dim smaller than 128 (vllm-project#19620)

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* [MISC] typo fix (vllm-project#19672)

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* [CI] Add mteb testing for rerank models (vllm-project#19344)

* [Docs] Move multiproc doc to v1 dir (vllm-project#19651)

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* [Kernel] GGUF MMVQ kernel for multiple input vectors (vllm-project#18754)

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* [BugFix] Don't catch BaseException when dumping execute_model errors (vllm-project#19626)

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* [DOC] Add reasoning capability to vLLM streamlit code (vllm-project#19557)

* [Feature]:Allow for Granite MoE Hybrid models with _only_ shared experts. (vllm-project#19652)

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* [Bugfix] Fix TP inference for Flex attention backend (vllm-project#19657)

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* [MISC] bump huggingface_hub pkg to 0.33.0 (vllm-project#19547)

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* [Bugfix] fix missing 'finish_reason': null in streaming chat (vllm-project#19662)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Kernels] Use empty for modular MoE workspaces (vllm-project#19667)

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* [Model] Add support for MiniMaxM1ForCausalLM (shares architecture with MiniMaxText01ForCausalLM) (vllm-project#19677)

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* [V1] Change return type on get_multimodal_embeddings() (vllm-project#19446)

Signed-off-by: Russell Bryant <rbryant@redhat.com>

* fix

Signed-off-by: Amog Kamsetty <amogkamsetty@gmail.com>

---------

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minpeter pushed a commit to minpeter/vllm that referenced this pull request Jun 24, 2025
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