From 6a971c1d8ce1757986b40a0fc7a6ab601710ecb4 Mon Sep 17 00:00:00 2001 From: Jacob Silva Date: Wed, 30 Aug 2023 00:06:34 +0800 Subject: [PATCH] Observability --- langcontroller/processors/__init__.py | 6 +- langcontroller/processors/marvin.py | 92 ++- .../append_asset-no-source_class.py.j2 | 4 +- .../append_asset-with-source_class.py.j2 | 4 +- .../features/create_features_file.py.j2 | 4 +- .../append_asset-no-source_function.py.j2 | 3 +- .../append_asset-with-source_function.py.j2 | 5 +- .../pipeline/create_pipeline_file.py.j2 | 1 - .../top_level/create_pyproject_file.toml.j2 | 13 +- poetry.lock | 550 ++++++++++++++++-- pyproject.toml | 10 +- tox.ini | 2 +- 12 files changed, 610 insertions(+), 84 deletions(-) diff --git a/langcontroller/processors/__init__.py b/langcontroller/processors/__init__.py index 657ec0a..e43e6e7 100644 --- a/langcontroller/processors/__init__.py +++ b/langcontroller/processors/__init__.py @@ -1,4 +1,4 @@ """LangController Controllers.""" -from langcontroller.processors.base import * -from langcontroller.processors.llama import * -from langcontroller.processors.marvin import * +from langcontroller.processors.base import StructuredLLMOutputBase +from langcontroller.processors.llama import LlamaStructuredLLMOutput +from langcontroller.processors.marvin import MarvinStructuredLLMOutput diff --git a/langcontroller/processors/marvin.py b/langcontroller/processors/marvin.py index 7a1638b..33d3e64 100644 --- a/langcontroller/processors/marvin.py +++ b/langcontroller/processors/marvin.py @@ -1,17 +1,46 @@ +# -*- coding: utf-8 -*- """Marvin Controller Module. -This module contains the MarvinController class, which is a subclass of -the LangController class. +This module contains the MarvinStructuredLLMOutput class, which is a +subclass of the StructuredLLMOutputBase class. """ from dataclasses import dataclass +from typing import Callable import pydantic +from opentelemetry import metrics +from opentelemetry.sdk.metrics import MeterProvider +from opentelemetry.sdk.metrics.export import InMemoryMetricReader +from loguru import logger from langcontroller.processors.base import ( StructuredLLMOutputBase, OutputModel, ) +metric_reader = InMemoryMetricReader() +provider = MeterProvider(metric_readers=[metric_reader]) +metrics.set_meter_provider(provider) +meter = metrics.get_meter(__name__) + +prompt_render_counter = meter.create_counter( + "prompt.render.counter", + unit="1", + description="Counts the number of times a prompt is rendered", +) + +structured_llm_output_counter = meter.create_counter( + "structured.llm.output.counter", + unit="1", + description="Counts the number of times a structured llm output completes successfully", +) + +structured_llm_model_counter = meter.create_counter( + "structured.llm.model.counter", + unit="1", + description="Counts the number of times a structured llm model is executed", +) + @dataclass class MarvinStructuredLLMOutput(StructuredLLMOutputBase): @@ -26,8 +55,65 @@ def apply(self, **kwargs) -> OutputModel: Returns: `pydantic.main.ModelMetaclass`: The output model """ + + def processor_filter() -> Callable[[], bool]: + """Processor Filter. + + Returns: + Callable[[], bool]: The filter function + """ + + def is_processor(record) -> bool: + """Is Processor. + + Args: + record (dict): The loguru record + + Returns: + bool: True if the record is a processor, False otherwise + """ + if all( + [ + record.get("extra", False), + record["extra"].get("model", False), + record["extra"].get("prompt_template", False), + ] + ): + return True + + return is_processor + + logger.add( + f"logs/processors/{self.__class__.__name__}.log", + rotation="10 MB", + filter=processor_filter(), + format="{time} | {level} | app.models.{extra[model]} | {extra[prompt_template]}.j2 | {message}", + ) + context_logger = logger.bind( + model=self.output_model.__name__, prompt_template=self.prompt_template + ) + context_logger.debug("Applying MarvinStructuredLLMOutput...") + + context_logger.debug("Redering prompt_template...") prompt = self.get_rendered_prompt( prompt_template=self.prompt_template, **kwargs ) + context_logger.debug("Prompt rendered") + prompt_render_counter.add(1, {"prompt.template": self.prompt_template}) + + context_logger.debug("Submitting prompt to model for LLM processing...") + output: OutputModel = self.output_model(prompt) + context_logger.debug("Processing complete") + for attribute in output.__fields__: + context_logger.debug( + f"{output.__class__.__name__}.{attribute}: {getattr(output, attribute)}" + ) - return self.output_model(prompt) + structured_llm_model_counter.add( + 1, {"structured.llm.model": self.output_model.__name__} + ) + + structured_llm_output_counter.add( + 1, {"structured.llm.output": self.__class__.__name__} + ) + return output diff --git a/langcontroller/templates/features/append_asset-no-source_class.py.j2 b/langcontroller/templates/features/append_asset-no-source_class.py.j2 index e7d42ca..b5563d2 100644 --- a/langcontroller/templates/features/append_asset-no-source_class.py.j2 +++ b/langcontroller/templates/features/append_asset-no-source_class.py.j2 @@ -14,14 +14,14 @@ def create_{{ target_action_underscore_name }}() -> {{ target_action_python_name Returns: `app.models.{{ target_action_python_name }}`: The {{ target_action_human_name }} """ - print("Creating {{ target_action_human_name }}...") + logger.info("Creating {{ target_action_human_name }}...") model: {{ target_action_python_name }} = {{ controller_type }}StructuredLLMOutput( prompt_template="{{ prompt_name }}", output_model={{ target_action_python_name }}, ).apply() - print(model.json(indent=2)) + logger.info("Created {{ target_action_human_name }}.") return model diff --git a/langcontroller/templates/features/append_asset-with-source_class.py.j2 b/langcontroller/templates/features/append_asset-with-source_class.py.j2 index 3b8408c..e2b06ba 100644 --- a/langcontroller/templates/features/append_asset-with-source_class.py.j2 +++ b/langcontroller/templates/features/append_asset-with-source_class.py.j2 @@ -20,14 +20,14 @@ def create_{{ target_action_underscore_name }}( Returns: `app.models.{{ target_action_python_name }}`: The {{ target_action_human_name }} """ - print("Creating {{ target_action_human_name }}...") + logger.info("Creating {{ target_action_human_name }}...") model: {{ target_action_python_name }} = {{ controller_type }}StructuredLLMOutput( prompt_template="{{ prompt_name }}", output_model={{ target_action_python_name }}, ).apply({{ source_action_underscore_name }}={{ source_action_underscore_name }}) - print(model.json(indent=2)) + logger.info("Created {{ target_action_human_name }}.") return model diff --git a/langcontroller/templates/features/create_features_file.py.j2 b/langcontroller/templates/features/create_features_file.py.j2 index da4a4c1..afabd7d 100644 --- a/langcontroller/templates/features/create_features_file.py.j2 +++ b/langcontroller/templates/features/create_features_file.py.j2 @@ -27,10 +27,12 @@ Patterns: """ import typer from fastapi import FastAPI -from rich import print +from loguru import logger from langcontroller.processors import * from app.models import * +logger.add("logs/app/features.log", rotation="10 MB") + api_app = FastAPI() cli_app = typer.Typer(rich_markup_mode="rich") diff --git a/langcontroller/templates/pipeline/append_asset-no-source_function.py.j2 b/langcontroller/templates/pipeline/append_asset-no-source_function.py.j2 index bc4760b..d0b7b8b 100644 --- a/langcontroller/templates/pipeline/append_asset-no-source_function.py.j2 +++ b/langcontroller/templates/pipeline/append_asset-no-source_function.py.j2 @@ -1,8 +1,7 @@ @asset def {{ target_action_underscore_name }}(context: AssetExecutionContext) -> str: """Creates a {{ target_action_human_name }}.""" - logger = get_dagster_logger() - logger.info(f"Materializing {{ target_action_human_name }}...") + context.log.info("Materializing {{ target_action_human_name }}...") my_{{ target_action_underscore_name }} = create_{{ target_action_underscore_name }}() diff --git a/langcontroller/templates/pipeline/append_asset-with-source_function.py.j2 b/langcontroller/templates/pipeline/append_asset-with-source_function.py.j2 index 92e368a..48b0c4c 100644 --- a/langcontroller/templates/pipeline/append_asset-with-source_function.py.j2 +++ b/langcontroller/templates/pipeline/append_asset-with-source_function.py.j2 @@ -3,9 +3,8 @@ def {{ target_action_underscore_name }}( context: AssetExecutionContext, {{ source_action_underscore_name }}: str ) -> str: """Creates a {{ target_action_human_name }}.""" - logger = get_dagster_logger() - logger.info(f"Materializing {{ target_action_human_name }}...") - logger.info(f"Sourcing {{ source_action_human_name }}: {% raw %}{{% endraw %}{{ source_action_underscore_name }}{% raw %}}{% endraw %}") + context.log.info("Materializing {{ target_action_human_name }}...") + context.log.info(f"Sourcing {{ source_action_human_name }}: {% raw %}{{% endraw %}{{ source_action_underscore_name }}{% raw %}}{% endraw %}") my_{{ target_action_underscore_name }} = create_{{ target_action_underscore_name }}( {{ source_action_underscore_name }}={{ source_action_underscore_name }} diff --git a/langcontroller/templates/pipeline/create_pipeline_file.py.j2 b/langcontroller/templates/pipeline/create_pipeline_file.py.j2 index 5b26dcf..c3c74b4 100644 --- a/langcontroller/templates/pipeline/create_pipeline_file.py.j2 +++ b/langcontroller/templates/pipeline/create_pipeline_file.py.j2 @@ -6,7 +6,6 @@ This module defines the following Dagster items: """ from dagster import ( asset, - get_dagster_logger, AssetExecutionContext, ) from app.features import * diff --git a/langcontroller/templates/top_level/create_pyproject_file.toml.j2 b/langcontroller/templates/top_level/create_pyproject_file.toml.j2 index 156bd81..88dffff 100644 --- a/langcontroller/templates/top_level/create_pyproject_file.toml.j2 +++ b/langcontroller/templates/top_level/create_pyproject_file.toml.j2 @@ -8,12 +8,21 @@ readme = "README.md" [tool.poetry.dependencies] python = "^3.10" jinja2 = "^3.1.2" -typer = { extras = ["all"], version = "^0.9.0" } +loguru = "^0.7.0" +opentelemetry-api = "^1.19.0" +opentelemetry-distro = "^0.40b0" +opentelemetry-exporter-otlp = "^1.19.0" +opentelemetry-instrumentation-fastapi = "^0.40b0" +opentelemetry-sdk = "^1.19.0" python-slugify = "^8.0.1" +typer = { extras = ["all"], version = "^0.9.0" } [tool.poetry.group.marvin.dependencies] marvin = "^1.3.0" +[tool.poetry.group.llama.dependencies] +llama-index = "^0.8.12" + [tool.poetry.group.dev.dependencies] pytest = "^7.4.0" bandit = { extras = ["toml"], version = "^1.7.5" } @@ -21,6 +30,8 @@ black = "^23.7.0" docformatter = "^1.7.5" hypothesis = "^6.82.6" loguru = "^0.7.0" +opentelemetry-distro = "^0.40b0" +opentelemetry-exporter-otlp = "^1.19.0" pdoc = "^14.0.0" pydocstyle = { extras = ["toml"], version = "^6.3.0" } diff --git a/poetry.lock b/poetry.lock index 5999c7e..f74a193 100644 --- a/poetry.lock +++ b/poetry.lock @@ -176,6 +176,23 @@ doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd- test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"] trio = ["trio (<0.22)"] +[[package]] +name = "asgiref" +version = "3.7.2" +description = "ASGI specs, helper code, and adapters" +optional = false +python-versions = ">=3.7" +files = [ + {file = "asgiref-3.7.2-py3-none-any.whl", hash = "sha256:89b2ef2247e3b562a16eef663bc0e2e703ec6468e2fa8a5cd61cd449786d4f6e"}, + {file = "asgiref-3.7.2.tar.gz", hash = "sha256:9e0ce3aa93a819ba5b45120216b23878cf6e8525eb3848653452b4192b92afed"}, +] + +[package.dependencies] +typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""} + +[package.extras] +tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"] + [[package]] name = "async-timeout" version = "4.0.3" @@ -456,13 +473,13 @@ python-dateutil = "*" [[package]] name = "dagster" -version = "1.4.7" +version = "1.4.10" description = "Dagster is an orchestration platform for the development, production, and observation of data assets." optional = false python-versions = "*" files = [ - {file = "dagster-1.4.7-py3-none-any.whl", hash = "sha256:e7b1dcedaf880d9751a10631fbaee5ef3d7b448f41daeee8bad5bf24ebfbb8ed"}, - {file = "dagster-1.4.7.tar.gz", hash = "sha256:ae850f428abcb3e9f8c0b6c0c6bbad2c2cc50a518338c0f0fa6a78a43c5e1b67"}, + {file = "dagster-1.4.10-py3-none-any.whl", hash = "sha256:342a0e15fd2b23357957a1cca2f56c66f18f9a2211bd843d8c47ac0415a54a83"}, + {file = "dagster-1.4.10.tar.gz", hash = "sha256:026705e7d235ca4a8774d3e5f2da09b112bb6827e09a002efd299d9009cc940f"}, ] [package.dependencies] @@ -505,17 +522,17 @@ test = ["buildkite-test-collector", "docker", "grpcio-tools (>=1.44.0)", "mock ( [[package]] name = "dagster-graphql" -version = "1.4.7" +version = "1.4.10" description = "The GraphQL frontend to python dagster." optional = false python-versions = "*" files = [ - {file = "dagster-graphql-1.4.7.tar.gz", hash = "sha256:9415e9de668de67a34b050bcb7a613dc98f16671ffeaf58c68452724c0a3027f"}, - {file = "dagster_graphql-1.4.7-py3-none-any.whl", hash = "sha256:8955ceff82e25e32174db5ba4fb3a48e969955a4b349f621f368e5e2d0a0058e"}, + {file = "dagster-graphql-1.4.10.tar.gz", hash = "sha256:ea216e2e5bf1d1e5934b3bd5fde4b731dab9963fbd3dc0f89a0063347efa7426"}, + {file = "dagster_graphql-1.4.10-py3-none-any.whl", hash = "sha256:ed4478d0cf626c52262776b9a6b5f4188d5eba746a2d90caea00f3492ead3781"}, ] [package.dependencies] -dagster = "1.4.7" +dagster = "1.4.10" gql = {version = ">=3.0.0", extras = ["requests"]} graphene = ">=3" requests = "*" @@ -524,19 +541,19 @@ urllib3 = "<2.0.0" [[package]] name = "dagster-webserver" -version = "1.4.7" +version = "1.4.10" description = "Web UI for dagster." optional = false python-versions = "*" files = [ - {file = "dagster_webserver-1.4.7-py3-none-any.whl", hash = "sha256:d17f5f54c68d2282645074121001efeb8f2dec3c43e4fb810f3786c0bf5e6455"}, - {file = "dagster_webserver-1.4.7.tar.gz", hash = "sha256:cc5f2f9508aabdda2ba0906d116f093db90fd9a84242195de334d402d0bae102"}, + {file = "dagster_webserver-1.4.10-py3-none-any.whl", hash = "sha256:be30e464c86bc2dec4e525291c253c917c89b1eba46be54fd988a7b1b0ba2422"}, + {file = "dagster_webserver-1.4.10.tar.gz", hash = "sha256:0eaf2f954199b1480a92b99f6829f6dd50fc8df8454ca4d881289a430984d994"}, ] [package.dependencies] click = ">=7.0,<9.0" -dagster = "1.4.7" -dagster-graphql = "1.4.7" +dagster = "1.4.10" +dagster-graphql = "1.4.10" starlette = "*" uvicorn = {version = "*", extras = ["standard"]} @@ -563,6 +580,23 @@ typing-inspect = ">=0.4.0" [package.extras] dev = ["flake8", "hypothesis", "ipython", "mypy (>=0.710)", "portray", "pytest (>=7.2.0)", "setuptools", "simplejson", "twine", "types-dataclasses", "wheel"] +[[package]] +name = "deprecated" +version = "1.2.14" +description = "Python @deprecated decorator to deprecate old python classes, functions or methods." +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +files = [ + {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"}, + {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"}, +] + +[package.dependencies] +wrapt = ">=1.10,<2" + +[package.extras] +dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"] + [[package]] name = "docformatter" version = "1.7.5" @@ -608,13 +642,13 @@ test = ["pytest (>=6)"] [[package]] name = "fastapi" -version = "0.101.1" +version = "0.103.0" description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production" optional = false python-versions = ">=3.7" files = [ - {file = "fastapi-0.101.1-py3-none-any.whl", hash = "sha256:aef5f8676eb1b8389952e1fe734abe20f04b71f6936afcc53b320ba79b686a4b"}, - {file = "fastapi-0.101.1.tar.gz", hash = "sha256:7b32000d14ca9992f7461117b81e4ef9ff0c07936af641b4fe40e67d5f9d63cb"}, + {file = "fastapi-0.103.0-py3-none-any.whl", hash = "sha256:61ab72c6c281205dd0cbaccf503e829a37e0be108d965ac223779a8479243665"}, + {file = "fastapi-0.103.0.tar.gz", hash = "sha256:4166732f5ddf61c33e9fa4664f73780872511e0598d4d5434b1816dc1e6d9421"}, ] [package.dependencies] @@ -758,6 +792,23 @@ files = [ [package.dependencies] gitdb = ">=4.0.1,<5" +[[package]] +name = "googleapis-common-protos" +version = "1.60.0" +description = "Common protobufs used in Google APIs" +optional = false +python-versions = ">=3.7" +files = [ + {file = "googleapis-common-protos-1.60.0.tar.gz", hash = "sha256:e73ebb404098db405ba95d1e1ae0aa91c3e15a71da031a2eeb6b2e23e7bc3708"}, + {file = "googleapis_common_protos-1.60.0-py2.py3-none-any.whl", hash = "sha256:69f9bbcc6acde92cab2db95ce30a70bd2b81d20b12eff3f1aabaffcbe8a93918"}, +] + +[package.dependencies] +protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0" + +[package.extras] +grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"] + [[package]] name = "gql" version = "3.4.1" @@ -1095,13 +1146,13 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve [[package]] name = "hypothesis" -version = "6.82.6" +version = "6.82.7" description = "A library for property-based testing" optional = false python-versions = ">=3.8" files = [ - {file = "hypothesis-6.82.6-py3-none-any.whl", hash = "sha256:e99c445140e43f1cceda07b569f2f2d920d95435c6b0e6b507b35b01bb025e9d"}, - {file = "hypothesis-6.82.6.tar.gz", hash = "sha256:f52ac4180a16208224e3d648fbf0fef8b9ca24863ba4b41bfef30a78c42646bd"}, + {file = "hypothesis-6.82.7-py3-none-any.whl", hash = "sha256:7950944b4a8b7610ab32d077a05e48bec30ecee7385e4d75eedd8120974b199e"}, + {file = "hypothesis-6.82.7.tar.gz", hash = "sha256:06069ff2f18b530a253c0b853b9fae299369cf8f025b3ad3b86ee7131ecd3207"}, ] [package.dependencies] @@ -1136,6 +1187,25 @@ files = [ {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"}, ] +[[package]] +name = "importlib-metadata" +version = "6.8.0" +description = "Read metadata from Python packages" +optional = false +python-versions = ">=3.8" +files = [ + {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"}, + {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"}, +] + +[package.dependencies] +zipp = ">=0.5" + +[package.extras] +docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +perf = ["ipython"] +testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"] + [[package]] name = "iniconfig" version = "2.0.0" @@ -1269,6 +1339,24 @@ typing-extensions = ">=4.5.0" typing-inspect = ">=0.8.0" urllib3 = "<2" +[[package]] +name = "loguru" +version = "0.7.0" +description = "Python logging made (stupidly) simple" +optional = false +python-versions = ">=3.5" +files = [ + {file = "loguru-0.7.0-py3-none-any.whl", hash = "sha256:b93aa30099fa6860d4727f1b81f8718e965bb96253fa190fab2077aaad6d15d3"}, + {file = "loguru-0.7.0.tar.gz", hash = "sha256:1612053ced6ae84d7959dd7d5e431a0532642237ec21f7fd83ac73fe539e03e1"}, +] + +[package.dependencies] +colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""} +win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""} + +[package.extras] +dev = ["Sphinx (==5.3.0)", "colorama (==0.4.5)", "colorama (==0.4.6)", "freezegun (==1.1.0)", "freezegun (==1.2.2)", "mypy (==v0.910)", "mypy (==v0.971)", "mypy (==v0.990)", "pre-commit (==3.2.1)", "pytest (==6.1.2)", "pytest (==7.2.1)", "pytest-cov (==2.12.1)", "pytest-cov (==4.0.0)", "pytest-mypy-plugins (==1.10.1)", "pytest-mypy-plugins (==1.9.3)", "sphinx-autobuild (==2021.3.14)", "sphinx-rtd-theme (==1.2.0)", "tox (==3.27.1)", "tox (==4.4.6)"] + [[package]] name = "mako" version = "1.2.4" @@ -1701,6 +1789,229 @@ dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-moc embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"] wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", 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