diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py index 3d39ba3077..096fc2bee9 100644 --- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py +++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py @@ -21,6 +21,10 @@ llm_wrapper, allm_wrapper, ) +from opentelemetry.instrumentation.langchain.custom_chat_wrapper import ( + chat_wrapper, + achat_wrapper, +) from opentelemetry.instrumentation.langchain.version import __version__ from opentelemetry.semconv.ai import TraceloopSpanKindValues @@ -101,14 +105,14 @@ { "package": "langchain.chat_models.base", "object": "BaseChatModel", - "method": "invoke", - "wrapper": task_wrapper, + "method": "generate", + "wrapper": chat_wrapper, }, { "package": "langchain.chat_models.base", "object": "BaseChatModel", - "method": "ainvoke", - "wrapper": atask_wrapper, + "method": "agenerate", + "wrapper": achat_wrapper, }, { "package": "langchain.schema", 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 new file mode 100644 index 0000000000..4d5feda149 --- /dev/null +++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/custom_chat_wrapper.py @@ -0,0 +1,66 @@ +import json +from opentelemetry import context as context_api +from opentelemetry.instrumentation.utils import _SUPPRESS_INSTRUMENTATION_KEY + +from opentelemetry.semconv.ai import SpanAttributes, LLMRequestTypeValues + +from opentelemetry.instrumentation.langchain.utils import _with_tracer_wrapper +from opentelemetry.instrumentation.langchain.utils import should_send_prompts + + +@_with_tracer_wrapper +def chat_wrapper(tracer, to_wrap, wrapped, instance, args, kwargs): + """Instruments and calls every function defined in TO_WRAP.""" + if context_api.get_value(_SUPPRESS_INSTRUMENTATION_KEY): + return wrapped(*args, **kwargs) + + name = f"langchain.task.{instance.__class__.__name__}" + with tracer.start_as_current_span(name) as span: + _handle_request(span, args, kwargs, instance) + return_value = wrapped(*args, **kwargs) + _handle_response(span, return_value) + + return return_value + + +@_with_tracer_wrapper +async def achat_wrapper(tracer, to_wrap, wrapped, instance, args, kwargs): + """Instruments and calls every function defined in TO_WRAP.""" + if context_api.get_value(_SUPPRESS_INSTRUMENTATION_KEY): + return wrapped(*args, **kwargs) + + name = f"langchain.task.{instance.__class__.__name__}" + with tracer.start_as_current_span(name) as span: + _handle_request(span, args, kwargs, instance) + return_value = await wrapped(*args, **kwargs) + _handle_response(span, return_value) + + return return_value + + +def _handle_request(span, args, kwargs, instance): + model = instance.model if hasattr(instance, "model") else instance.model_name + span.set_attribute(SpanAttributes.LLM_REQUEST_TYPE, LLMRequestTypeValues.CHAT.value) + span.set_attribute(SpanAttributes.LLM_REQUEST_MODEL, model) + span.set_attribute(SpanAttributes.LLM_RESPONSE_MODEL, model) + + if should_send_prompts(): + for idx, prompt in enumerate(args[0][0]): + if isinstance(prompt.content, list): + span.set_attribute( + f"{SpanAttributes.LLM_PROMPTS}.{idx}.user", + json.dumps(prompt.content), + ) + else: + span.set_attribute( + f"{SpanAttributes.LLM_PROMPTS}.{idx}.user", prompt.content + ) + + +def _handle_response(span, return_value): + if should_send_prompts(): + for idx, generation in enumerate(return_value.generations): + span.set_attribute( + f"{SpanAttributes.LLM_COMPLETIONS}.{idx}.content", + generation[0].text, + ) diff --git a/packages/opentelemetry-instrumentation-langchain/poetry.lock b/packages/opentelemetry-instrumentation-langchain/poetry.lock index 2c407058ac..4601747f03 100644 --- a/packages/opentelemetry-instrumentation-langchain/poetry.lock +++ b/packages/opentelemetry-instrumentation-langchain/poetry.lock @@ -121,6 +121,30 @@ files = [ {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, ] +[[package]] +name = "anthropic" +version = "0.21.3" +description = "The official Python library for the anthropic API" +optional = false +python-versions = ">=3.7" +files = [ + {file = "anthropic-0.21.3-py3-none-any.whl", hash = "sha256:5869115453b543a46ded6515c9f29b8d610b6e94bbba3230ad80ac947d2b0862"}, + {file = "anthropic-0.21.3.tar.gz", hash = "sha256:02f1ab5694c497e2b2d42d30d51a4f2edcaca92d2ec86bb64fe78a9c7434a869"}, +] + +[package.dependencies] +anyio = ">=3.5.0,<5" +distro = ">=1.7.0,<2" +httpx = ">=0.23.0,<1" +pydantic = ">=1.9.0,<3" +sniffio = "*" +tokenizers = ">=0.13.0" +typing-extensions = ">=4.7,<5" + +[package.extras] +bedrock = ["boto3 (>=1.28.57)", "botocore (>=1.31.57)"] +vertex = ["google-auth (>=2,<3)"] + [[package]] name = "anyio" version = "4.3.0" @@ -603,13 +627,13 @@ files = [ [[package]] name = "httpcore" -version = "1.0.4" +version = "1.0.5" description = "A minimal low-level HTTP client." optional = false python-versions = ">=3.8" files = [ - 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15e7af18f7..8f4811e2b8 100644 --- a/packages/opentelemetry-instrumentation-langchain/pyproject.toml +++ b/packages/opentelemetry-instrumentation-langchain/pyproject.toml @@ -48,6 +48,7 @@ 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" [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 new file mode 100644 index 0000000000..48d58a5f90 --- /dev/null +++ b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_lcel/test_anthropic.yaml @@ -0,0 +1,71 @@ +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:"}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate + anthropic-version: + - '2023-06-01' + connection: + - keep-alive + content-length: + - '134' + content-type: + - application/json + host: + - api.anthropic.com + user-agent: + - Anthropic/Python 0.21.3 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 0.21.3 + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.12.1 + method: POST + uri: https://api.anthropic.com/v1/complete + response: + body: + string: !!binary | + H4sIAAAAAAAAA4yPsQoCMRBEf2XdxiaKdwriNYJYWImFehbCEZM9DeSSaDbKIf67KAqWljPwHjN3 + 5DYQFqh8Eyyx8Q4FGv1tqkG2zid5s1oMl7Gc16PruOTtZrVD8YsUCOWpBSVdl0HCwahWWYLI0mlI + AQ4tGI5k6ynMSMkUCQx3I/DN99hcSHdQYGQfqgvJ+Ba+U6RzIqcIBTZek33NsjJp6uX97INggXu3 + d4vUSFegQOuP1T8HHk8AAAD//wMAyuHvxvwAAAA= + headers: + CF-Cache-Status: + - DYNAMIC + CF-RAY: + - 86ea44843f83a25f-FCO + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Wed, 03 Apr 2024 15:59:46 GMT + Server: + - cloudflare + Transfer-Encoding: + - chunked + request-id: + - req_01DTh7TraXq8NmQxhiz1yaBU + via: + - 1.1 google + x-cloud-trace-context: + - 0d9db74e18924fe257bdf146f49bd918 + status: + code: 200 + message: OK +version: 1 diff --git a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py index de2fd117e2..7f33eecd5f 100644 --- a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py +++ b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py @@ -35,8 +35,9 @@ def clear_exporter(exporter): @pytest.fixture(autouse=True) def environment(): os.environ["OPENAI_API_KEY"] = "test_api_key" + os.environ["ANTHROPIC_API_KEY"] = "test" @pytest.fixture(scope="module") def vcr_config(): - return {"filter_headers": ["authorization"]} + return {"filter_headers": ["authorization", "x-api-key"]} diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_lcel.py b/packages/opentelemetry-instrumentation-langchain/tests/test_lcel.py index 56aa844a7a..74b74cfae8 100644 --- a/packages/opentelemetry-instrumentation-langchain/tests/test_lcel.py +++ b/packages/opentelemetry-instrumentation-langchain/tests/test_lcel.py @@ -9,7 +9,7 @@ from langchain_community.llms.huggingface_text_gen_inference import ( HuggingFaceTextGenInference, ) -from langchain_community.chat_models import ChatOpenAI +from langchain_community.chat_models import ChatOpenAI, ChatAnthropic from langchain_core.pydantic_v1 import BaseModel, Field @@ -159,3 +159,33 @@ def test_custom_llm(exporter): == "System: You are helpful assistant\nHuman: tell me a short joke" ) assert hugging_face_span.attributes["llm.completions.0.content"] == response + + +@pytest.mark.vcr +def test_anthropic(exporter): + prompt = ChatPromptTemplate.from_messages( + [("system", "You are helpful assistant"), ("user", "{input}")] + ) + model = ChatAnthropic(model="claude-2") + + chain = prompt | model + response = chain.invoke({"input": "tell me a short joke"}) + + spans = exporter.get_finished_spans() + + assert [ + "langchain.task.ChatPromptTemplate", + "langchain.task.ChatAnthropic", + "langchain.workflow", + ] == [span.name for span in spans] + + anthropic_span = next( + span for span in spans if span.name == "langchain.task.ChatAnthropic" + ) + + assert anthropic_span.attributes["llm.request.type"] == "chat" + assert anthropic_span.attributes["llm.request.model"] == "claude-2" + assert ( + anthropic_span.attributes["llm.prompts.0.user"] == "You are helpful assistant" + ) + assert anthropic_span.attributes["llm.completions.0.content"] == response.content