From 889dbabfe9c06a61c0e3788eb3e294c97e5e28d4 Mon Sep 17 00:00:00 2001 From: Nir Gazit Date: Mon, 6 May 2024 21:27:40 +0200 Subject: [PATCH] fix(langchain): support model-specific packages --- .../langchain/custom_chat_wrapper.py | 1 + .../poetry.lock | 1026 ++++++++++------- .../pyproject.toml | 7 +- .../cassettes/test_lcel/test_anthropic.yaml | 29 +- .../tests/test_chains.py | 5 +- .../tests/test_lcel.py | 11 +- .../openai/shared/chat_wrappers.py | 289 +++-- packages/sample-app/poetry.lock | 24 +- packages/sample-app/pyproject.toml | 1 + .../sample-app/sample_app/langchain_lcel.py | 2 +- 10 files changed, 784 insertions(+), 611 deletions(-) diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/custom_chat_wrapper.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/custom_chat_wrapper.py index 3aedffe99..f83c25e3e 100644 --- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/custom_chat_wrapper.py +++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/custom_chat_wrapper.py @@ -73,6 +73,7 @@ def _handle_request(span, args, kwargs, instance): ) +@dont_throw def _handle_response(span, return_value): if should_send_prompts(): for idx, generation in enumerate(return_value.generations): diff --git a/packages/opentelemetry-instrumentation-langchain/poetry.lock b/packages/opentelemetry-instrumentation-langchain/poetry.lock index 0525d293d..8161e58ed 100644 --- a/packages/opentelemetry-instrumentation-langchain/poetry.lock +++ b/packages/opentelemetry-instrumentation-langchain/poetry.lock @@ -2,87 +2,87 @@ [[package]] name = "aiohttp" -version = "3.9.4" +version = "3.9.5" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.8" files = [ - {file = 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-content-hash = "8fdf40155156c65c84fc85ce2444e64f9e70cddded4e6874725d89a96a0c3d43" +content-hash = "57ec3ca92361a8717d0124b671a009996ed9bb667f409fb39e97e4d8fdc5d209" diff --git a/packages/opentelemetry-instrumentation-langchain/pyproject.toml b/packages/opentelemetry-instrumentation-langchain/pyproject.toml index a01c0ca51..3db896e74 100644 --- a/packages/opentelemetry-instrumentation-langchain/pyproject.toml +++ b/packages/opentelemetry-instrumentation-langchain/pyproject.toml @@ -39,7 +39,7 @@ pytest-sugar = "1.0.0" [tool.poetry.group.test.dependencies] langchain = "^0.1.6" langchain-community = ">=0.0.19,<0.0.30" -openai = "^1.12.0" +openai = "^1.26.0" pytest = "8.1.1" pytest-sugar = "1.0.0" vcrpy = "^6.0.1" @@ -48,8 +48,11 @@ pytest-asyncio = "^0.23.5" opentelemetry-sdk = "^1.23.0" opentelemetry-instrumentation-openai = {path="../opentelemetry-instrumentation-openai", develop=true} text-generation = "^0.7.0" -anthropic = "^0.21.3" +anthropic = "^0.23.0" boto3 = "1.34.88" +langchain-anthropic = "^0.1.11" +langchain-openai = "^0.1.6" +pydantic = "^2.7.1" [build-system] requires = ["poetry-core"] diff --git a/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_lcel/test_anthropic.yaml b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_lcel/test_anthropic.yaml index 48d58a5f9..8929e818c 100644 --- a/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_lcel/test_anthropic.yaml +++ b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_lcel/test_anthropic.yaml @@ -1,7 +1,7 @@ interactions: - request: - body: '{"max_tokens_to_sample": 256, "model": "claude-2", "prompt": "You are helpful - assistant\n\nHuman: tell me a short joke\n\nAssistant:"}' + body: '{"max_tokens": 1024, "messages": [{"role": "user", "content": "tell me + a short joke"}], "model": "claude-2.1", "system": "You are a helpful assistant"}' headers: accept: - application/json @@ -12,13 +12,13 @@ interactions: connection: - keep-alive content-length: - - '134' + - '151' content-type: - application/json host: - api.anthropic.com user-agent: - - Anthropic/Python 0.21.3 + - Anthropic/Python 0.23.1 x-stainless-arch: - arm64 x-stainless-async: @@ -28,25 +28,26 @@ interactions: x-stainless-os: - MacOS x-stainless-package-version: - - 0.21.3 + - 0.23.1 x-stainless-runtime: - CPython x-stainless-runtime-version: - 3.12.1 method: POST - uri: https://api.anthropic.com/v1/complete + uri: https://api.anthropic.com/v1/messages response: body: string: !!binary | - H4sIAAAAAAAAA4yPsQoCMRBEf2XdxiaKdwriNYJYWImFehbCEZM9DeSSaDbKIf67KAqWljPwHjN3 - 5DYQFqh8Eyyx8Q4FGv1tqkG2zid5s1oMl7Gc16PruOTtZrVD8YsUCOWpBSVdl0HCwahWWYLI0mlI - AQ4tGI5k6ynMSMkUCQx3I/DN99hcSHdQYGQfqgvJ+Ba+U6RzIqcIBTZek33NsjJp6uX97INggXu3 - d4vUSFegQOuP1T8HHk8AAAD//wMAyuHvxvwAAAA= + H4sIAAAAAAAAA0yOQUvDQBSE/8o6l162YnKR7kUoRQ+iBxU8iITN5rVd3L6NeW/REPLfJUXB08DH + MPNNiB0cTnJorqrr/cPd5vlpd/uyPYZdFVt9rPgeFjr2tLRIxB8IFkNOC/AiUdSzwuKUO0pwCMmX + jtb1ZQUL0dw3Qp+FOBAcl5QsynnETYjcF200fxALXLWxyEX/o7qeLUJmJVa4t+lPROl7uTyHw+tx + NMHzSo03bQxjSGQWq86U3rSjiSqU9jdmS8EXIRN1JUa/8lrjQN0F5vdf0YG8ZIYDcddoGRjzDwAA + AP//AwA2hEUeIAEAAA== headers: CF-Cache-Status: - DYNAMIC CF-RAY: - - 86ea44843f83a25f-FCO + - 87fa0a2f4b0aa262-FCO Connection: - keep-alive Content-Encoding: @@ -54,17 +55,17 @@ interactions: Content-Type: - application/json Date: - - Wed, 03 Apr 2024 15:59:46 GMT + - Mon, 06 May 2024 15:35:23 GMT Server: - cloudflare Transfer-Encoding: - chunked request-id: - - req_01DTh7TraXq8NmQxhiz1yaBU + - req_012wguUscCHQRvnAiUd8QZva via: - 1.1 google x-cloud-trace-context: - - 0d9db74e18924fe257bdf146f49bd918 + - 96a20b8ab03b5b4d4f4ab009279e6fe8 status: code: 200 message: OK diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_chains.py b/packages/opentelemetry-instrumentation-langchain/tests/test_chains.py index c9cc89ff7..ab1009d84 100644 --- a/packages/opentelemetry-instrumentation-langchain/tests/test_chains.py +++ b/packages/opentelemetry-instrumentation-langchain/tests/test_chains.py @@ -1,8 +1,7 @@ import pytest from langchain.prompts import PromptTemplate -from langchain_community.llms.openai import OpenAI -from langchain import LLMChain -from langchain.chains import SequentialChain +from langchain.chains import SequentialChain, LLMChain +from langchain_openai import OpenAI @pytest.mark.vcr diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_lcel.py b/packages/opentelemetry-instrumentation-langchain/tests/test_lcel.py index dd917abdd..559d18d82 100644 --- a/packages/opentelemetry-instrumentation-langchain/tests/test_lcel.py +++ b/packages/opentelemetry-instrumentation-langchain/tests/test_lcel.py @@ -11,7 +11,9 @@ from langchain_community.llms.huggingface_text_gen_inference import ( HuggingFaceTextGenInference, ) -from langchain_community.chat_models import BedrockChat, ChatOpenAI, ChatAnthropic +from langchain_community.chat_models import BedrockChat +from langchain_openai import ChatOpenAI +from langchain_anthropic import ChatAnthropic from langchain_core.pydantic_v1 import BaseModel, Field import boto3 @@ -232,7 +234,8 @@ def test_openai(exporter): assert openai_span.attributes["llm.request.type"] == "chat" assert openai_span.attributes["gen_ai.request.model"] == "gpt-3.5-turbo" assert ( - openai_span.attributes["gen_ai.prompt.0.content"] == "You are a helpful assistant" + openai_span.attributes["gen_ai.prompt.0.content"] + == "You are a helpful assistant" ) assert openai_span.attributes["gen_ai.prompt.0.role"] == "system" assert ( @@ -251,7 +254,7 @@ def test_anthropic(exporter): prompt = ChatPromptTemplate.from_messages( [("system", "You are a helpful assistant"), ("user", "{input}")] ) - model = ChatAnthropic(model="claude-2") + model = ChatAnthropic(model="claude-2.1") chain = prompt | model response = chain.invoke({"input": "tell me a short joke"}) @@ -269,7 +272,7 @@ def test_anthropic(exporter): ) assert anthropic_span.attributes["llm.request.type"] == "chat" - assert anthropic_span.attributes["gen_ai.request.model"] == "claude-2" + assert anthropic_span.attributes["gen_ai.request.model"] == "claude-2.1" assert ( anthropic_span.attributes["gen_ai.prompt.0.content"] == "You are a helpful assistant" diff --git a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/chat_wrappers.py b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/chat_wrappers.py index 5af26e009..de42d4511 100644 --- a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/chat_wrappers.py +++ b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/chat_wrappers.py @@ -1,6 +1,8 @@ import json import logging import time +from wrapt import ObjectProxy + from opentelemetry import context as context_api from opentelemetry.metrics import Counter, Histogram @@ -85,7 +87,7 @@ def chat_wrapper( if is_streaming_response(response): # span will be closed after the generator is done - return _build_from_streaming_response( + return ChatStream( span, response, instance, @@ -159,7 +161,7 @@ async def achat_wrapper( if is_streaming_response(response): # span will be closed after the generator is done - return _abuild_from_streaming_response( + return ChatStream( span, response, instance, @@ -395,161 +397,140 @@ def _set_streaming_token_metrics( token_counter.add(completion_usage, attributes=attributes_with_token_type) -@dont_throw -def _build_from_streaming_response( - span, - response, - instance=None, - token_counter=None, - choice_counter=None, - duration_histogram=None, - streaming_time_to_first_token=None, - streaming_time_to_generate=None, - start_time=None, - request_kwargs=None, -): - complete_response = {"choices": [], "model": ""} - - first_token = True - time_of_first_token = start_time # will be updated when first token is received - - for item in response: - span.add_event(name="llm.content.completion.chunk") - - item_to_yield = item - - if first_token and streaming_time_to_first_token: - time_of_first_token = time.time() - streaming_time_to_first_token.record(time_of_first_token - start_time) - first_token = False - - _accumulate_stream_items(item, complete_response) - - yield item_to_yield - - shared_attributes = { - "gen_ai.response.model": complete_response.get("model") or None, - "server.address": _get_openai_base_url(instance), - "stream": True, - } - - if not is_azure_openai(instance): - _set_streaming_token_metrics( - request_kwargs, complete_response, span, token_counter, shared_attributes - ) - - # choice metrics - if choice_counter and complete_response.get("choices"): - _set_choice_counter_metrics( - choice_counter, complete_response.get("choices"), shared_attributes - ) - - # duration metrics - if start_time and isinstance(start_time, (float, int)): - duration = time.time() - start_time - else: - duration = None - if duration and isinstance(duration, (float, int)) and duration_histogram: - duration_histogram.record(duration, attributes=shared_attributes) - if streaming_time_to_generate and time_of_first_token: - streaming_time_to_generate.record(time.time() - time_of_first_token) - - _set_response_attributes(span, complete_response) - - if should_send_prompts(): - _set_completions(span, complete_response.get("choices")) - - span.set_status(Status(StatusCode.OK)) - span.end() - - -@dont_throw -async def _abuild_from_streaming_response( - span, - response, - instance=None, - token_counter=None, - choice_counter=None, - duration_histogram=None, - streaming_time_to_first_token=None, - streaming_time_to_generate=None, - start_time=None, - request_kwargs=None, -): - complete_response = {"choices": [], "model": ""} - - first_token = True - time_of_first_token = start_time # will be updated when first token is received - - async for item in response: - span.add_event(name="llm.content.completion.chunk") - - item_to_yield = item - - if first_token and streaming_time_to_first_token: - time_of_first_token = time.time() - streaming_time_to_first_token.record(time_of_first_token - start_time) - first_token = False - - _accumulate_stream_items(item, complete_response) - - yield item_to_yield - - shared_attributes = { - "gen_ai.response.model": complete_response.get("model") or None, - "server.address": _get_openai_base_url(instance), - "stream": True, - } - - if not is_azure_openai(instance): - _set_streaming_token_metrics( - request_kwargs, complete_response, span, token_counter, shared_attributes - ) - - # choice metrics - if choice_counter and complete_response.get("choices"): - _set_choice_counter_metrics( - choice_counter, complete_response.get("choices"), shared_attributes - ) - - # duration metrics - if start_time and isinstance(start_time, (float, int)): - duration = time.time() - start_time - else: - duration = None - if duration and isinstance(duration, (float, int)) and duration_histogram: - duration_histogram.record(duration, attributes=shared_attributes) - if streaming_time_to_generate and time_of_first_token: - streaming_time_to_generate.record(time.time() - time_of_first_token) - - _set_response_attributes(span, complete_response) - - if should_send_prompts(): - _set_completions(span, complete_response.get("choices")) - - span.set_status(Status(StatusCode.OK)) - span.end() - +class ChatStream(ObjectProxy): + def __init__( + self, + span, + response, + instance=None, + token_counter=None, + choice_counter=None, + duration_histogram=None, + streaming_time_to_first_token=None, + streaming_time_to_generate=None, + start_time=None, + request_kwargs=None, + ): + super().__init__(response) + + self._span = span + self._instance = instance + self._token_counter = token_counter + self._choice_counter = choice_counter + self._duration_histogram = duration_histogram + self._streaming_time_to_first_token = streaming_time_to_first_token + self._streaming_time_to_generate = streaming_time_to_generate + self._start_time = start_time + self._request_kwargs = request_kwargs + + self._first_token = True + # will be updated when first token is received + self._time_of_first_token = self._start_time + self._complete_response = {"choices": [], "model": ""} + + def __enter__(self): + return self + + def __iter__(self): + return self + + def __aiter__(self): + return self + + def __next__(self): + try: + chunk = self.__wrapped__.__next__() + except Exception as e: + if isinstance(e, StopIteration): + self._close_span() + raise e + else: + self._process_item(chunk) + return chunk + + async def __anext__(self): + try: + chunk = await self.__wrapped__.__anext__() + except Exception as e: + if isinstance(e, StopAsyncIteration): + self._close_span() + raise e + else: + self._process_item(chunk) + return chunk + + def _process_item(self, item): + self._span.add_event(name="llm.content.completion.chunk") + + if self._first_token and self._streaming_time_to_first_token: + self._time_of_first_token = time.time() + self._streaming_time_to_first_token.record( + self._time_of_first_token - self._start_time + ) + self._first_token = False + + if is_openai_v1(): + item = model_as_dict(item) + + self._complete_response["model"] = item.get("model") + + for choice in item.get("choices"): + index = choice.get("index") + if len(self._complete_response.get("choices")) <= index: + self._complete_response["choices"].append( + {"index": index, "message": {"content": "", "role": ""}} + ) + complete_choice = self._complete_response.get("choices")[index] + if choice.get("finish_reason"): + complete_choice["finish_reason"] = choice.get("finish_reason") + + delta = choice.get("delta") + + if delta and delta.get("content"): + complete_choice["message"]["content"] += delta.get("content") + if delta and delta.get("role"): + complete_choice["message"]["role"] = delta.get("role") + + def _close_span(self): + shared_attributes = { + "gen_ai.response.model": self._complete_response.get("model") or None, + "server.address": _get_openai_base_url(self._instance), + "stream": True, + } -def _accumulate_stream_items(item, complete_response): - if is_openai_v1(): - item = model_as_dict(item) + if not is_azure_openai(self._instance): + _set_streaming_token_metrics( + self._request_kwargs, + self._complete_response, + self._span, + self._token_counter, + shared_attributes, + ) - complete_response["model"] = item.get("model") + # choice metrics + if self._choice_counter and self._complete_response.get("choices"): + _set_choice_counter_metrics( + self._choice_counter, + self._complete_response.get("choices"), + shared_attributes, + ) - for choice in item.get("choices"): - index = choice.get("index") - if len(complete_response.get("choices")) <= index: - complete_response["choices"].append( - {"index": index, "message": {"content": "", "role": ""}} + # duration metrics + if self._start_time and isinstance(self._start_time, (float, int)): + duration = time.time() - self._start_time + else: + duration = None + if duration and isinstance(duration, (float, int)) and self._duration_histogram: + self._duration_histogram.record(duration, attributes=shared_attributes) + if self._streaming_time_to_generate and self._time_of_first_token: + self._streaming_time_to_generate.record( + time.time() - self._time_of_first_token ) - complete_choice = complete_response.get("choices")[index] - if choice.get("finish_reason"): - complete_choice["finish_reason"] = choice.get("finish_reason") - delta = choice.get("delta") + _set_response_attributes(self._span, self._complete_response) + + if should_send_prompts(): + _set_completions(self._span, self._complete_response.get("choices")) - if delta and delta.get("content"): - complete_choice["message"]["content"] += delta.get("content") - if delta and delta.get("role"): - complete_choice["message"]["role"] = delta.get("role") + self._span.set_status(Status(StatusCode.OK)) + self._span.end() diff --git a/packages/sample-app/poetry.lock b/packages/sample-app/poetry.lock index e3f03d604..77611107d 100644 --- a/packages/sample-app/poetry.lock +++ b/packages/sample-app/poetry.lock @@ -2290,6 +2290,22 @@ tenacity = ">=8.1.0,<9.0.0" [package.extras] extended-testing = ["jinja2 (>=3,<4)"] +[[package]] +name = "langchain-openai" +version = "0.1.6" +description = "An integration package connecting OpenAI and LangChain" +optional = false +python-versions = "<4.0,>=3.8.1" +files = [ + {file = "langchain_openai-0.1.6-py3-none-any.whl", hash = "sha256:7f62ecb12d3cdd0d96679abea00e4e3ceb1f829f6d1f127a5f7b97c1315d157f"}, + {file = "langchain_openai-0.1.6.tar.gz", hash = "sha256:7d2e838e57ef231cb7689fd58ac5fa8a6e9e504174f8c5698c837739786e2030"}, +] + +[package.dependencies] +langchain-core = ">=0.1.46,<0.2.0" +openai = ">=1.24.0,<2.0.0" +tiktoken = ">=0.5.2,<1" + [[package]] name = "langchain-text-splitters" version = "0.0.1" @@ -3596,13 +3612,13 @@ sympy = "*" [[package]] name = "openai" -version = "1.23.6" +version = "1.25.2" description = "The official Python library for the openai API" optional = false python-versions = ">=3.7.1" files = [ - {file = "openai-1.23.6-py3-none-any.whl", hash = "sha256:f406c76ba279d16b9aca5a89cee0d968488e39f671f4dc6f0d690ac3c6f6fca1"}, - {file = "openai-1.23.6.tar.gz", hash = "sha256:612de2d54cf580920a1156273f84aada6b3dca26d048f62eb5364a4314d7f449"}, + {file = "openai-1.25.2-py3-none-any.whl", hash = "sha256:8df66384343e81ae49f5b9ee7d2d67df3b98d578d1e3a50994111e1c6062bf5e"}, + {file = "openai-1.25.2.tar.gz", hash = "sha256:a2b4a6ae9afb8b5578b5b69315ecc6c01564d4c8dbe18fe2375bb9547ff5038c"}, ] [package.dependencies] @@ -6948,4 +6964,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "6f1767278c988dfd84184ecc250ade3b4780122189b383fd54109d9320c1123d" +content-hash = "98dbdad4ad3370f5c5d004277d7d19566483e37d733c07ba6f5c9f2266524eb8" diff --git a/packages/sample-app/pyproject.toml b/packages/sample-app/pyproject.toml index 6cf046552..119abd354 100644 --- a/packages/sample-app/pyproject.toml +++ b/packages/sample-app/pyproject.toml @@ -50,6 +50,7 @@ llama-index-embeddings-huggingface = "^0.2.0" litellm = "^1.34.42" text-generation = "^0.7.0" llama-index-vector-stores-chroma = "^0.1.6" +langchain-openai = "^0.1.6" [tool.poetry.dependencies.opentelemetry-instrumentation-openai] path = "../opentelemetry-instrumentation-openai" diff --git a/packages/sample-app/sample_app/langchain_lcel.py b/packages/sample-app/sample_app/langchain_lcel.py index 91848a1b7..bd39f0353 100644 --- a/packages/sample-app/sample_app/langchain_lcel.py +++ b/packages/sample-app/sample_app/langchain_lcel.py @@ -4,7 +4,7 @@ from langchain_community.utils.openai_functions import ( convert_pydantic_to_openai_function, ) -from langchain_community.chat_models import ChatOpenAI +from langchain_openai import ChatOpenAI from langchain_core.pydantic_v1 import BaseModel, Field