diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py index cddce56c5f..f8cf435f3c 100644 --- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py +++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py @@ -3,6 +3,9 @@ import logging from typing import Collection +from opentelemetry import context as context_api + + from opentelemetry._events import get_event_logger from opentelemetry.instrumentation.instrumentor import BaseInstrumentor from opentelemetry.instrumentation.langchain.callback_handler import ( @@ -13,7 +16,7 @@ from opentelemetry.instrumentation.langchain.version import __version__ from opentelemetry.instrumentation.utils import unwrap from opentelemetry.metrics import get_meter -from opentelemetry.semconv_ai import Meters +from opentelemetry.semconv_ai import Meters, SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY from opentelemetry.trace import get_tracer from opentelemetry.trace.propagation import set_span_in_context from opentelemetry.trace.propagation.tracecontext import ( @@ -183,8 +186,8 @@ def _uninstrument(self, **kwargs): class _BaseCallbackManagerInitWrapper: - def __init__(self, callback_manager: "TraceloopCallbackHandler"): - self._callback_manager = callback_manager + def __init__(self, callback_handler: "TraceloopCallbackHandler"): + self._callback_handler = callback_handler def __call__( self, @@ -195,10 +198,14 @@ def __call__( ) -> None: wrapped(*args, **kwargs) for handler in instance.inheritable_handlers: - if isinstance(handler, type(self._callback_manager)): + if isinstance(handler, type(self._callback_handler)): break else: - instance.add_handler(self._callback_manager, True) + # Add a property to the handler which indicates the CallbackManager instance. + # Since the CallbackHandler only propagates context for sync callbacks, + # we need a way to determine the type of CallbackManager being wrapped. + self._callback_handler._callback_manager = instance + instance.add_handler(self._callback_handler, True) # This class wraps a function call to inject tracing information (trace headers) into @@ -233,4 +240,10 @@ def __call__( # Update kwargs to include the modified headers kwargs["extra_headers"] = extra_headers + # In legacy chains like LLMChain, suppressing model instrumentations + # within create_llm_span doesn't work, so this should helps as a fallback + context_api.attach( + context_api.set_value(SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY, True) + ) + return wrapped(*args, **kwargs) diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py index eadc92862f..68fb2b460c 100644 --- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py +++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py @@ -5,6 +5,8 @@ from langchain_core.callbacks import ( BaseCallbackHandler, + CallbackManager, + AsyncCallbackManager, ) from langchain_core.messages import ( AIMessage, @@ -85,19 +87,6 @@ def _extract_class_name_from_serialized(serialized: Optional[dict[str, Any]]) -> return "" -def _message_type_to_role(message_type: str) -> str: - if message_type == "human": - return "user" - elif message_type == "system": - return "system" - elif message_type == "ai": - return "assistant" - elif message_type == "tool": - return "tool" - else: - return "unknown" - - def _sanitize_metadata_value(value: Any) -> Any: """Convert metadata values to OpenTelemetry-compatible types.""" if value is None: @@ -163,6 +152,7 @@ def __init__( self.token_histogram = token_histogram self.spans: dict[UUID, SpanHolder] = {} self.run_inline = True + self._callback_manager: CallbackManager | AsyncCallbackManager = None @staticmethod def _get_name_from_callback( @@ -192,6 +182,9 @@ def _end_span(self, span: Span, run_id: UUID) -> None: if child_span.end_time is None: # avoid warning on ended spans child_span.end() span.end() + token = self.spans[run_id].token + if token: + context_api.detach(token) def _create_span( self, @@ -230,13 +223,17 @@ def _create_span( else: span = self.tracer.start_span(span_name, kind=kind) + token = None + # TODO: make this unconditional once attach/detach works properly with async callbacks. + # Currently, it doesn't work due to this - https://github.com/langchain-ai/langchain/issues/31398 + # As a sidenote, OTel Python users also report similar issues - + # https://github.com/open-telemetry/opentelemetry-python/issues/2606 + if self._callback_manager and not self._callback_manager.is_async: + token = context_api.attach(set_span_in_context(span)) + _set_span_attribute(span, SpanAttributes.TRACELOOP_WORKFLOW_NAME, workflow_name) _set_span_attribute(span, SpanAttributes.TRACELOOP_ENTITY_PATH, entity_path) - token = context_api.attach( - context_api.set_value(SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY, True) - ) - self.spans[run_id] = SpanHolder( span, token, None, [], workflow_name, entity_name, entity_path ) @@ -300,6 +297,16 @@ def _create_llm_span( _set_span_attribute(span, SpanAttributes.LLM_SYSTEM, vendor) _set_span_attribute(span, SpanAttributes.LLM_REQUEST_TYPE, request_type.value) + # we already have an LLM span by this point, + # so skip any downstream instrumentation from here + token = context_api.attach( + context_api.set_value(SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY, True) + ) + + self.spans[run_id] = SpanHolder( + span, token, None, [], workflow_name, None, entity_path + ) + return span @dont_throw @@ -464,7 +471,7 @@ def on_llm_end( "model_name" ) or response.llm_output.get("model_id") if model_name is not None: - _set_span_attribute(span, SpanAttributes.LLM_RESPONSE_MODEL, model_name) + _set_span_attribute(span, SpanAttributes.LLM_RESPONSE_MODEL, model_name or "unknown") if self.spans[run_id].request_model is None: _set_span_attribute( diff --git a/packages/opentelemetry-instrumentation-langchain/poetry.lock b/packages/opentelemetry-instrumentation-langchain/poetry.lock index 55400ed891..d9084b8480 100644 --- a/packages/opentelemetry-instrumentation-langchain/poetry.lock +++ b/packages/opentelemetry-instrumentation-langchain/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" @@ -7,7 +7,6 @@ description = "Happy Eyeballs for asyncio" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"}, {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"}, @@ -20,7 +19,6 @@ description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "aiohttp-3.10.10-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:be7443669ae9c016b71f402e43208e13ddf00912f47f623ee5994e12fc7d4b3f"}, {file = "aiohttp-3.10.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7b06b7843929e41a94ea09eb1ce3927865387e3e23ebe108e0d0d09b08d25be9"}, @@ -125,7 +123,7 @@ multidict = ">=4.5,<7.0" yarl = ">=1.12.0,<2.0" [package.extras] -speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"] +speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""] [[package]] name = "aiosignal" @@ -134,7 +132,6 @@ description = "aiosignal: a list of registered asynchronous callbacks" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"}, {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"}, @@ -150,7 +147,6 @@ description = "Reusable constraint types to use with typing.Annotated" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"}, {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"}, @@ -163,7 +159,6 @@ description = "The official Python library for the anthropic API" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "anthropic-0.51.0-py3-none-any.whl", hash = "sha256:b8b47d482c9aa1f81b923555cebb687c2730309a20d01be554730c8302e0f62a"}, {file = "anthropic-0.51.0.tar.gz", hash = "sha256:6f824451277992af079554430d5b2c8ff5bc059cc2c968cdc3f06824437da201"}, @@ -189,7 +184,6 @@ description = "High level compatibility layer for multiple asynchronous event lo optional = false python-versions = ">=3.9" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d"}, {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"}, @@ -203,7 +197,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""} [package.extras] doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"] -test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"] +test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""] trio = ["trio (>=0.26.1)"] [[package]] @@ -226,19 +220,18 @@ description = "Classes Without Boilerplate" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"}, {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"}, ] [package.extras] -benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"] +cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"] +dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"] docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"] -tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"] +tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"] +tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\""] [[package]] name = "autopep8" @@ -247,7 +240,6 @@ description = "A tool that automatically formats Python code to conform to the P optional = false python-versions = ">=3.8" groups = ["dev"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "autopep8-2.3.1-py2.py3-none-any.whl", hash = "sha256:a203fe0fcad7939987422140ab17a930f684763bf7335bdb6709991dd7ef6c2d"}, {file = "autopep8-2.3.1.tar.gz", hash = "sha256:8d6c87eba648fdcfc83e29b788910b8643171c395d9c4bcf115ece035b9c9dda"}, @@ -264,7 +256,6 @@ description = "The AWS SDK for Python" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "boto3-1.36.3-py3-none-any.whl", hash = "sha256:f9843a5d06f501d66ada06f5a5417f671823af2cf319e36ceefa1bafaaaaa953"}, {file = "boto3-1.36.3.tar.gz", hash = "sha256:53a5307f6a3526ee2f8590e3c45efa504a3ea4532c1bfe4926c0c19bf188d141"}, @@ -285,7 +276,6 @@ description = "Low-level, data-driven core of boto 3." optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "botocore-1.36.3-py3-none-any.whl", hash = "sha256:536ab828e6f90dbb000e3702ac45fd76642113ae2db1b7b1373ad24104e89255"}, {file = "botocore-1.36.3.tar.gz", hash = "sha256:775b835e979da5c96548ed1a0b798101a145aec3cd46541d62e27dda5a94d7f8"}, @@ -295,8 +285,8 @@ files = [ jmespath = ">=0.7.1,<2.0.0" python-dateutil = ">=2.1,<3.0.0" urllib3 = [ - {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}, {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""}, + {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}, ] [package.extras] @@ -309,7 +299,6 @@ description = "Python package for providing Mozilla's CA Bundle." optional = false python-versions = ">=3.6" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"}, {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"}, @@ -322,7 +311,6 @@ description = "The Real First Universal Charset Detector. Open, modern and activ optional = false python-versions = ">=3.7.0" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:4f9fc98dad6c2eaa32fc3af1417d95b5e3d08aff968df0cd320066def971f9a6"}, {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0de7b687289d3c1b3e8660d0741874abe7888100efe14bd0f9fd7141bcbda92b"}, @@ -438,7 +426,6 @@ description = "" optional = false python-versions = "<4.0,>=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "cohere-5.11.2-py3-none-any.whl", hash = "sha256:310adb975817068488ba60d2d39e65b8fd28756df9a4905d5b16a69f79d78db7"}, {file = "cohere-5.11.2.tar.gz", hash = "sha256:99498e20343947ef1e1e01165312dd2fbf40be4f9eac336f9b71efba55e7ba6e"}, @@ -470,7 +457,7 @@ files = [ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"}, {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"}, ] -markers = {dev = "sys_platform == \"win32\" and (python_version <= \"3.11\" or python_version >= \"3.12\")", test = "(sys_platform == \"win32\" or platform_system == \"Windows\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"} +markers = {dev = "sys_platform == \"win32\"", test = "sys_platform == \"win32\" or platform_system == \"Windows\""} [[package]] name = "dataclasses-json" @@ -479,7 +466,6 @@ description = "Easily serialize dataclasses to and from JSON." optional = false python-versions = "<4.0,>=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"}, {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"}, @@ -496,7 +482,6 @@ description = "Python @deprecated decorator to deprecate old python classes, fun optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" groups = ["main", "test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"}, {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"}, @@ -515,7 +500,6 @@ description = "Distro - an OS platform information API" optional = false python-versions = ">=3.6" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"}, {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"}, @@ -544,7 +528,6 @@ description = "Fast read/write of AVRO files" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "fastavro-1.9.7-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cc811fb4f7b5ae95f969cda910241ceacf82e53014c7c7224df6f6e0ca97f52f"}, {file = "fastavro-1.9.7-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fb8749e419a85f251bf1ac87d463311874972554d25d4a0b19f6bdc56036d7cf"}, @@ -592,7 +575,6 @@ description = "A platform independent file lock." optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"}, {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"}, @@ -601,7 +583,7 @@ files = [ [package.extras] docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"] testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"] -typing = ["typing-extensions (>=4.12.2)"] +typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""] [[package]] name = "flake8" @@ -610,7 +592,6 @@ description = "the modular source code checker: pep8 pyflakes and co" optional = false python-versions = ">=3.8.1" groups = ["dev"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "flake8-7.1.1-py2.py3-none-any.whl", hash = "sha256:597477df7860daa5aa0fdd84bf5208a043ab96b8e96ab708770ae0364dd03213"}, {file = "flake8-7.1.1.tar.gz", hash = "sha256:049d058491e228e03e67b390f311bbf88fce2dbaa8fa673e7aea87b7198b8d38"}, @@ -628,7 +609,6 @@ description = "A list-like structure which implements collections.abc.MutableSeq optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5b6a66c18b5b9dd261ca98dffcb826a525334b2f29e7caa54e182255c5f6a65a"}, {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d1b3eb7b05ea246510b43a7e53ed1653e55c2121019a97e60cad7efb881a97bb"}, @@ -731,7 +711,6 @@ description = "File-system specification" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "fsspec-2024.10.0-py3-none-any.whl", hash = "sha256:03b9a6785766a4de40368b88906366755e2819e758b83705c88cd7cb5fe81871"}, {file = "fsspec-2024.10.0.tar.gz", hash = "sha256:eda2d8a4116d4f2429db8550f2457da57279247dd930bb12f821b58391359493"}, @@ -772,7 +751,7 @@ description = "Lightweight in-process concurrent programming" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "(platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\") and python_version < \"3.13\" and (python_version <= \"3.11\" or python_version >= \"3.12\")" +markers = "(platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\") and python_version < \"3.13\"" files = [ {file = "greenlet-3.1.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:0bbae94a29c9e5c7e4a2b7f0aae5c17e8e90acbfd3bf6270eeba60c39fce3563"}, {file = "greenlet-3.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fde093fb93f35ca72a556cf72c92ea3ebfda3d79fc35bb19fbe685853869a83"}, @@ -860,7 +839,6 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"}, {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"}, @@ -873,7 +851,6 @@ description = "A minimal low-level HTTP client." optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"}, {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"}, @@ -896,7 +873,6 @@ description = "The next generation HTTP client." optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"}, {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"}, @@ -910,7 +886,7 @@ idna = "*" sniffio = "*" [package.extras] -brotli = ["brotli", "brotlicffi"] +brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""] cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"] http2 = ["h2 (>=3,<5)"] socks = ["socksio (==1.*)"] @@ -923,7 +899,6 @@ description = "Consume Server-Sent Event (SSE) messages with HTTPX." optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"}, {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"}, @@ -936,7 +911,6 @@ description = "Client library to download and publish models, datasets and other optional = false python-versions = ">=3.8.0" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "huggingface_hub-0.30.2-py3-none-any.whl", hash = "sha256:68ff05969927058cfa41df4f2155d4bb48f5f54f719dd0390103eefa9b191e28"}, {file = "huggingface_hub-0.30.2.tar.gz", hash = "sha256:9a7897c5b6fd9dad3168a794a8998d6378210f5b9688d0dfc180b1a228dc2466"}, @@ -973,7 +947,6 @@ description = "Internationalized Domain Names in Applications (IDNA)" optional = false python-versions = ">=3.6" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"}, {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"}, @@ -989,7 +962,6 @@ description = "Read metadata from Python packages" optional = false python-versions = ">=3.8" groups = ["main", "test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"}, {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"}, @@ -1001,7 +973,7 @@ zipp = ">=0.5" [package.extras] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] perf = ["ipython"] -test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"] +test = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""] [[package]] name = "iniconfig" @@ -1010,7 +982,6 @@ description = "brain-dead simple config-ini parsing" optional = false python-versions = ">=3.7" groups = ["dev", "test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"}, {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"}, @@ -1023,7 +994,6 @@ description = "A very fast and expressive template engine." optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"}, {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"}, @@ -1042,7 +1012,6 @@ description = "Fast iterable JSON parser." optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "jiter-0.6.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:d08510593cb57296851080018006dfc394070178d238b767b1879dc1013b106c"}, {file = "jiter-0.6.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:adef59d5e2394ebbad13b7ed5e0306cceb1df92e2de688824232a91588e77aa7"}, @@ -1126,7 +1095,6 @@ description = "JSON Matching Expressions" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"}, {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"}, @@ -1139,7 +1107,6 @@ description = "Lightweight pipelining with Python functions" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"}, {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"}, @@ -1152,7 +1119,6 @@ description = "Apply JSON-Patches (RFC 6902)" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"}, {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"}, @@ -1168,7 +1134,6 @@ description = "Identify specific nodes in a JSON document (RFC 6901)" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"}, {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"}, @@ -1176,32 +1141,44 @@ files = [ [[package]] name = "langchain" -version = "0.3.15" +version = "0.3.25" description = "Building applications with LLMs through composability" optional = false -python-versions = "<4.0,>=3.9" +python-versions = ">=3.9" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ - {file = "langchain-0.3.15-py3-none-any.whl", hash = "sha256:2657735184054cae8181ac43fce6cbc9ee64ca81a2ad2aed3ccd6e5d6fe1f19f"}, - {file = "langchain-0.3.15.tar.gz", hash = "sha256:1204d67f8469cd8da5621d2b39501650a824d4c0d5a74264dfe3df9a7528897e"}, + {file = "langchain-0.3.25-py3-none-any.whl", hash = "sha256:931f7d2d1eaf182f9f41c5e3272859cfe7f94fc1f7cef6b3e5a46024b4884c21"}, + {file = "langchain-0.3.25.tar.gz", hash = "sha256:a1d72aa39546a23db08492d7228464af35c9ee83379945535ceef877340d2a3a"}, ] [package.dependencies] -aiohttp = ">=3.8.3,<4.0.0" async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""} -langchain-core = ">=0.3.31,<0.4.0" -langchain-text-splitters = ">=0.3.3,<0.4.0" +langchain-core = ">=0.3.58,<1.0.0" +langchain-text-splitters = ">=0.3.8,<1.0.0" langsmith = ">=0.1.17,<0.4" -numpy = [ - {version = ">=1.22.4,<2", markers = "python_version < \"3.12\""}, - {version = ">=1.26.2,<3", markers = "python_version >= \"3.12\""}, -] pydantic = ">=2.7.4,<3.0.0" PyYAML = ">=5.3" requests = ">=2,<3" SQLAlchemy = ">=1.4,<3" -tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10" + +[package.extras] +anthropic = ["langchain-anthropic"] +aws = ["langchain-aws"] +azure-ai = ["langchain-azure-ai"] +cohere = ["langchain-cohere"] +community = ["langchain-community"] +deepseek = ["langchain-deepseek"] +fireworks = ["langchain-fireworks"] +google-genai = ["langchain-google-genai"] +google-vertexai = ["langchain-google-vertexai"] +groq = ["langchain-groq"] +huggingface = ["langchain-huggingface"] +mistralai = ["langchain-mistralai"] +ollama = ["langchain-ollama"] +openai = ["langchain-openai"] +perplexity = ["langchain-perplexity"] +together = ["langchain-together"] +xai = ["langchain-xai"] [[package]] name = "langchain-anthropic" @@ -1210,7 +1187,6 @@ description = "An integration package connecting AnthropicMessages and LangChain optional = false python-versions = ">=3.9" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "langchain_anthropic-0.3.13-py3-none-any.whl", hash = "sha256:2a3041ed530c7e3d3f486ce48d926c5e8173376e2b6a00da03ef83a3f8e7ba7f"}, {file = "langchain_anthropic-0.3.13.tar.gz", hash = "sha256:12f10fc23fe324fa05bfd608ae96b80e6df3525e79f9f24da93863356a88a5a2"}, @@ -1228,7 +1204,6 @@ description = "An integration package connecting AWS and LangChain" optional = false python-versions = "<4.0,>=3.9" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "langchain_aws-0.2.11-py3-none-any.whl", hash = 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= ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ - {file = "langchain_community-0.3.3-py3-none-any.whl", hash = "sha256:319cfc2f923a066c91fbb8e02decd7814018af952b6b98298b8ac9d30ea1da56"}, - {file = "langchain_community-0.3.3.tar.gz", hash = "sha256:bfb3f2b219aed21087e0ecb7d2ebd1c81401c02b92239e11645c822d5be63f80"}, + {file = "langchain_community-0.3.24-py3-none-any.whl", hash = "sha256:b6cdb376bf1c2f4d2503aca20f8f35f2d5b3d879c52848277f20ce1950e7afaf"}, + {file = "langchain_community-0.3.24.tar.gz", hash = "sha256:62d9e8cf9aadf35182ec3925f9ec1c8e5e84fb4f199f67a01aee496d289dc264"}, ] [package.dependencies] aiohttp = ">=3.8.3,<4.0.0" dataclasses-json = ">=0.5.7,<0.7" -langchain = ">=0.3.4,<0.4.0" -langchain-core = ">=0.3.12,<0.4.0" -langsmith = ">=0.1.125,<0.2.0" +httpx-sse = ">=0.4.0,<1.0.0" +langchain = ">=0.3.25,<1.0.0" +langchain-core = ">=0.3.59,<1.0.0" +langsmith = ">=0.1.125,<0.4" numpy = [ - {version = ">=1,<2", markers = "python_version < 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"more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"] cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"] enabler = ["pytest-enabler (>=2.2)"] -test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"] -type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"] +test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"] +type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"] [[package]] name = "six" @@ -3266,7 +3373,6 @@ description = "Python 2 and 3 compatibility utilities" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"}, {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"}, @@ -3279,7 +3385,6 @@ description = "Sniff out which async library your code is running under" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"}, {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"}, @@ -3292,7 +3397,6 @@ description = "Database Abstraction Library" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "SQLAlchemy-2.0.36-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:59b8f3adb3971929a3e660337f5dacc5942c2cdb760afcabb2614ffbda9f9f72"}, {file = "SQLAlchemy-2.0.36-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:37350015056a553e442ff672c2d20e6f4b6d0b2495691fa239d8aa18bb3bc908"}, @@ -3389,7 +3493,6 @@ description = "Computer algebra system (CAS) in Python" optional = false python-versions = ">=3.9" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5"}, {file = "sympy-1.14.0.tar.gz", hash = "sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517"}, @@ -3408,7 +3511,6 @@ description = "Pretty-print tabular data" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"}, {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"}, @@ -3424,7 +3526,6 @@ description = "Retry code until it succeeds" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"}, {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"}, @@ -3441,7 +3542,6 @@ description = "ANSI color formatting for output in terminal" optional = false python-versions = ">=3.9" groups = ["dev", "test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "termcolor-2.5.0-py3-none-any.whl", hash = "sha256:37b17b5fc1e604945c2642c872a3764b5d547a48009871aea3edd3afa180afb8"}, {file = "termcolor-2.5.0.tar.gz", hash = "sha256:998d8d27da6d48442e8e1f016119076b690d962507531df4890fcd2db2ef8a6f"}, @@ -3457,7 +3557,6 @@ description = "Hugging Face Text Generation Python Client" optional = false python-versions = "<4.0,>=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "text_generation-0.7.0-py3-none-any.whl", hash = "sha256:02ab337a0ee0e7c70e04a607b311c261caae74bde46a7d837c6fdd150108f4d8"}, {file = "text_generation-0.7.0.tar.gz", hash = "sha256:689200cd1f0d4141562af2515393c2c21cdbd9fac21c8398bf3043cdcc14184e"}, @@ -3475,7 +3574,6 @@ description = "threadpoolctl" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"}, {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"}, @@ -3488,7 +3586,6 @@ description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models" optional = false python-versions = ">=3.9" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "tiktoken-0.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b07e33283463089c81ef1467180e3e00ab00d46c2c4bbcef0acab5f771d6695e"}, {file = "tiktoken-0.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9269348cb650726f44dd3bbb3f9110ac19a8dcc8f54949ad3ef652ca22a38e21"}, @@ -3537,7 +3634,6 @@ description = "" optional = false python-versions = ">=3.9" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "tokenizers-0.21.1-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:e78e413e9e668ad790a29456e677d9d3aa50a9ad311a40905d6861ba7692cf41"}, {file = "tokenizers-0.21.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:cd51cd0a91ecc801633829fcd1fda9cf8682ed3477c6243b9a095539de4aecf3"}, @@ -3584,7 +3680,6 @@ description = "Tensors and Dynamic neural networks in Python with strong GPU acc optional = false python-versions = ">=3.9.0" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "torch-2.7.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:c9afea41b11e1a1ab1b258a5c31afbd646d6319042bfe4f231b408034b51128b"}, {file = "torch-2.7.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:0b9960183b6e5b71239a3e6c883d8852c304e691c0b2955f7045e8a6d05b9183"}, @@ -3647,7 +3742,6 @@ description = "Fast, Extensible Progress Meter" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "tqdm-4.66.6-py3-none-any.whl", hash = "sha256:223e8b5359c2efc4b30555531f09e9f2f3589bcd7fdd389271191031b49b7a63"}, {file = "tqdm-4.66.6.tar.gz", hash = "sha256:4bdd694238bef1485ce839d67967ab50af8f9272aab687c0d7702a01da0be090"}, @@ -3669,7 +3763,6 @@ description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow optional = false python-versions = ">=3.9.0" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "transformers-4.51.3-py3-none-any.whl", hash = "sha256:fd3279633ceb2b777013234bbf0b4f5c2d23c4626b05497691f00cfda55e8a83"}, {file = "transformers-4.51.3.tar.gz", hash = "sha256:e292fcab3990c6defe6328f0f7d2004283ca81a7a07b2de9a46d67fd81ea1409"}, @@ -3743,7 +3836,7 @@ description = "A language and compiler for custom Deep Learning operations" optional = false python-versions = "*" groups = ["test"] -markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and (python_version <= \"3.11\" or python_version >= \"3.12\")" +markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" files = [ {file = "triton-3.3.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fad99beafc860501d7fcc1fb7045d9496cbe2c882b1674640304949165a916e7"}, {file = "triton-3.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3161a2bf073d6b22c4e2f33f951f3e5e3001462b2570e6df9cd57565bdec2984"}, @@ -3768,7 +3861,7 @@ description = "Typing stubs for requests" optional = false python-versions = ">=3.7" groups = ["test"] -markers = "(platform_python_implementation == \"PyPy\" or python_version < \"3.10\") and (python_version <= \"3.11\" or python_version >= \"3.12\")" +markers = "platform_python_implementation == \"PyPy\" or python_version == \"3.9\"" files = [ {file = "types-requests-2.31.0.6.tar.gz", hash = "sha256:cd74ce3b53c461f1228a9b783929ac73a666658f223e28ed29753771477b3bd0"}, {file = "types_requests-2.31.0.6-py3-none-any.whl", hash = "sha256:a2db9cb228a81da8348b49ad6db3f5519452dd20a9c1e1a868c83c5fe88fd1a9"}, @@ -3784,7 +3877,7 @@ description = "Typing stubs for requests" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "platform_python_implementation != \"PyPy\" and python_version >= \"3.10\" and (python_version <= \"3.11\" or python_version >= \"3.12\")" +markers = "python_version >= \"3.10\" and platform_python_implementation != \"PyPy\"" files = [ {file = "types-requests-2.32.0.20241016.tar.gz", hash = "sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95"}, {file = "types_requests-2.32.0.20241016-py3-none-any.whl", hash = "sha256:4195d62d6d3e043a4eaaf08ff8a62184584d2e8684e9d2aa178c7915a7da3747"}, @@ -3800,7 +3893,7 @@ description = "Typing stubs for urllib3" optional = false python-versions = "*" groups = ["test"] -markers = "(platform_python_implementation == \"PyPy\" or python_version < \"3.10\") and (python_version <= \"3.11\" or python_version >= \"3.12\")" +markers = "platform_python_implementation == \"PyPy\" or python_version == \"3.9\"" files = [ {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"}, {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"}, @@ -3813,7 +3906,6 @@ description = "Backported and Experimental Type Hints for Python 3.8+" optional = false python-versions = ">=3.8" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"}, {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"}, @@ -3826,7 +3918,6 @@ description = "Runtime inspection utilities for typing module." optional = false python-versions = "*" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"}, {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"}, @@ -3843,7 +3934,6 @@ description = "Provider of IANA time zone data" optional = false python-versions = ">=2" groups = ["test"] -markers = "python_version <= \"3.11\" or python_version >= \"3.12\"" files = [ {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"}, {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"}, @@ -3856,15 +3946,15 @@ description = "HTTP library with thread-safe connection pooling, file post, and optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" groups = ["test"] -markers = "(platform_python_implementation == \"PyPy\" or python_version < \"3.10\") and (python_version <= \"3.11\" or python_version >= \"3.12\")" +markers = "platform_python_implementation == \"PyPy\" or python_version == \"3.9\"" files = [ {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"}, {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"}, ] [package.extras] -brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"] -secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"] +brotli = ["brotli (==1.0.9) ; os_name != \"nt\" and python_version < \"3\" and platform_python_implementation == \"CPython\"", "brotli (>=1.0.9) ; python_version >= \"3\" and platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; (os_name != \"nt\" or python_version >= \"3\") and platform_python_implementation != \"CPython\"", "brotlipy (>=0.6.0) ; os_name == \"nt\" and python_version < \"3\""] +secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress ; python_version == \"2.7\"", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"] socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"] [[package]] @@ -3874,14 +3964,14 @@ description = "HTTP library with thread-safe connection pooling, file post, and optional = false python-versions = ">=3.8" groups = ["test"] -markers = "platform_python_implementation != \"PyPy\" and python_version >= \"3.10\" and (python_version <= \"3.11\" or python_version >= \"3.12\")" +markers = "python_version >= \"3.10\" and platform_python_implementation != \"PyPy\"" files = [ {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"}, {file = "urllib3-2.2.3.tar.gz", hash = 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openai-version: + - '2020-10-01' + strict-transport-security: + - max-age=31536000; includeSubDomains; preload + x-envoy-upstream-service-time: + - '447' + x-ratelimit-limit-requests: + - '10000' + x-ratelimit-limit-tokens: + - '30000000' + x-ratelimit-remaining-requests: + - '9999' + x-ratelimit-remaining-tokens: + - '29999986' + x-ratelimit-reset-requests: + - 6ms + x-ratelimit-reset-tokens: + - 0s + 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 6dc0a453a1..0738e5c9f1 100644 --- a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py +++ b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py @@ -76,7 +76,7 @@ def fixture_meter_provider(reader): @pytest.fixture(scope="session") def instrument_legacy(reader, tracer_provider, meter_provider): openai_instrumentor = OpenAIInstrumentor() - openai_instrumentor.instrument(tracer_provider=tracer_provider) + openai_instrumentor.instrument(tracer_provider=tracer_provider, meter_provider=meter_provider) langchain_instrumentor = LangchainInstrumentor() langchain_instrumentor.instrument( diff --git a/packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langchain_metrics/test_langgraph_metrics.yaml b/packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langchain_metrics/test_langgraph_metrics.yaml new file mode 100644 index 0000000000..881421c9cf --- /dev/null +++ b/packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langchain_metrics/test_langgraph_metrics.yaml @@ -0,0 +1,90 @@ +interactions: +- request: + body: '{"messages": [{"role": "system", "content": "You are a mathematician."}, + {"role": "user", "content": "What''s 5 + 5?"}], "model": "gpt-4o"}' + headers: + accept: + - application/json + accept-encoding: + - gzip, deflate + connection: + - keep-alive + content-length: + - '138' + content-type: + - application/json + host: + - api.openai.com + user-agent: + - OpenAI/Python 1.75.0 + x-stainless-arch: + - arm64 + x-stainless-async: + - 'false' + x-stainless-lang: + - python + x-stainless-os: + - MacOS + x-stainless-package-version: + - 1.75.0 + x-stainless-read-timeout: + - '600' + x-stainless-retry-count: + - '0' + x-stainless-runtime: + - CPython + x-stainless-runtime-version: + - 3.12.9 + method: POST + uri: https://api.openai.com/v1/chat/completions + response: + body: + string: !!binary | + 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openai-version: + - '2020-10-01' + strict-transport-security: + - max-age=31536000; includeSubDomains; preload + x-envoy-upstream-service-time: + - '447' + x-ratelimit-limit-requests: + - '10000' + x-ratelimit-limit-tokens: + - '30000000' + x-ratelimit-remaining-requests: + - '9999' + x-ratelimit-remaining-tokens: + - '29999986' + x-ratelimit-reset-requests: + - 6ms + x-ratelimit-reset-tokens: + - 0s + status: + code: 200 + message: OK +version: 1 diff --git a/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langchain_metrics.py b/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langchain_metrics.py index 37fc9f7909..22963ce9a3 100644 --- a/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langchain_metrics.py +++ b/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langchain_metrics.py @@ -1,9 +1,17 @@ from unittest.mock import patch +from typing import TypedDict import pytest from langchain.chains import LLMChain from langchain.prompts import PromptTemplate from langchain_openai import ChatOpenAI from opentelemetry.semconv_ai import Meters, SpanAttributes +from langgraph.graph import StateGraph +from openai import OpenAI + + +@pytest.fixture +def openai_client(): + return OpenAI() @pytest.fixture @@ -178,3 +186,82 @@ def patched_generate(*args, **kwargs): assert found_token_metric is True, "Token usage metrics not found" assert found_duration_metric is True, "Operation duration metrics not found" + + +@pytest.mark.vcr +def test_langgraph_metrics(instrument_legacy, reader, openai_client): + class State(TypedDict): + request: str + result: str + + def calculate(state: State): + request = state["request"] + completion = openai_client.chat.completions.create( + model="gpt-4o", + messages=[ + {"role": "system", "content": "You are a mathematician."}, + {"role": "user", "content": request} + ] + ) + return {"result": completion.choices[0].message.content} + workflow = StateGraph(State) + workflow.add_node("calculate", calculate) + workflow.set_entry_point("calculate") + + langgraph = workflow.compile() + + user_request = "What's 5 + 5?" + langgraph.invoke(input={"request": user_request}) + + metrics_data = reader.get_metrics_data() + resource_metrics = metrics_data.resource_metrics + assert len(resource_metrics) == 1 + + metric_data = resource_metrics[0].scope_metrics[-1].metrics + assert len(metric_data) == 3 + + token_usage_metric = next( + ( + m + for m in metric_data + if m.name == Meters.LLM_TOKEN_USAGE + ), + None, + ) + assert token_usage_metric is not None + token_usage_data_point = token_usage_metric.data.data_points[0] + assert token_usage_data_point.sum > 0 + assert ( + token_usage_data_point.attributes[SpanAttributes.LLM_SYSTEM] == "openai" + and token_usage_data_point.attributes[SpanAttributes.LLM_TOKEN_TYPE] in ["input", "output"] + ) + + duration_metric = next( + ( + m + for m in metric_data + if m.name == Meters.LLM_OPERATION_DURATION + ), + None, + ) + assert duration_metric is not None + duration_data_point = duration_metric.data.data_points[0] + assert duration_data_point.sum > 0 + assert duration_data_point.attributes[SpanAttributes.LLM_SYSTEM] == "openai" + + generation_choices_metric = next( + ( + m + for m in metric_data + if m.name == Meters.LLM_GENERATION_CHOICES + ), + None + ) + assert generation_choices_metric is not None + generation_choices_data_points = generation_choices_metric.data.data_points + for data_point in generation_choices_data_points: + assert ( + data_point.attributes[SpanAttributes.LLM_SYSTEM] + == "openai" + ) + assert data_point.value > 0 diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py new file mode 100644 index 0000000000..ae8ce523c2 --- /dev/null +++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py @@ -0,0 +1,194 @@ +import pytest +from openai import OpenAI +from typing import TypedDict +from langgraph.graph import StateGraph +from opentelemetry import trace +from opentelemetry.semconv_ai import SpanAttributes +from opentelemetry.trace import INVALID_SPAN + + +@pytest.mark.vcr +def test_langgraph_invoke(instrument_legacy, span_exporter): + client = OpenAI() + + class State(TypedDict): + request: str + result: str + + def calculate(state: State): + request = state["request"] + completion = client.chat.completions.create( + model="gpt-4o", + messages=[ + {"role": "system", "content": "You are a mathematician."}, + {"role": "user", "content": request} + ] + ) + return {"result": completion.choices[0].message.content} + workflow = StateGraph(State) + workflow.add_node("calculate", calculate) + workflow.set_entry_point("calculate") + + langgraph = workflow.compile() + + user_request = "What's 5 + 5?" + response = langgraph.invoke(input={"request": user_request})["result"] + spans = span_exporter.get_finished_spans() + assert set( + [ + "LangGraph.workflow", + "calculate.task", + "openai.chat" + ] + ) == set([span.name for span in spans]) + + openai_span = next(span for span in spans if span.name == "openai.chat") + calculate_task_span = next(span for span in spans if span.name == "calculate.task") + + assert openai_span.parent.span_id == calculate_task_span.context.span_id + assert openai_span.attributes[SpanAttributes.LLM_REQUEST_TYPE] == "chat" + assert openai_span.attributes[SpanAttributes.LLM_REQUEST_MODEL] == "gpt-4o" + assert ( + openai_span.attributes[f"{SpanAttributes.LLM_PROMPTS}.0.content"] + ) == "You are a mathematician." + assert (openai_span.attributes[f"{SpanAttributes.LLM_PROMPTS}.0.role"]) == "system" + assert ( + openai_span.attributes[f"{SpanAttributes.LLM_PROMPTS}.1.content"] + ) == user_request + assert (openai_span.attributes[f"{SpanAttributes.LLM_PROMPTS}.1.role"]) == "user" + assert ( + openai_span.attributes[f"{SpanAttributes.LLM_COMPLETIONS}.0.content"] + == response + ) + assert ( + openai_span.attributes[f"{SpanAttributes.LLM_COMPLETIONS}.0.role"] + ) == "assistant" + + assert openai_span.attributes[SpanAttributes.LLM_USAGE_PROMPT_TOKENS] == 24 + assert openai_span.attributes[SpanAttributes.LLM_USAGE_COMPLETION_TOKENS] == 11 + assert openai_span.attributes[SpanAttributes.LLM_USAGE_TOTAL_TOKENS] == 35 + assert openai_span.attributes[SpanAttributes.LLM_USAGE_CACHE_READ_INPUT_TOKENS] == 0 + + +@pytest.mark.vcr +@pytest.mark.asyncio +@pytest.mark.xfail(reason="Context propagation is not yet supported for async LangChain callbacks", strict=True) +async def test_langgraph_ainvoke(instrument_legacy, span_exporter): + client = OpenAI() + + class State(TypedDict): + request: str + result: str + + def calculate(state: State): + request = state["request"] + completion = client.chat.completions.create( + model="gpt-4o", + messages=[ + {"role": "system", "content": "You are a mathematician."}, + {"role": "user", "content": request} + ] + ) + return {"result": completion.choices[0].message.content} + workflow = StateGraph(State) + workflow.add_node("calculate", calculate) + workflow.set_entry_point("calculate") + + langgraph = workflow.compile() + + user_request = "What's 5 + 5?" + await langgraph.ainvoke(input={"request": user_request}) + spans = span_exporter.get_finished_spans() + assert set( + [ + "LangGraph.workflow", + "calculate.task", + "openai.chat" + ] + ) == set([span.name for span in spans]) + openai_span = next(span for span in spans if span.name == "openai.chat") + calculate_task_span = next(span for span in spans if span.name == "calculate.task") + assert openai_span.parent.span_id == calculate_task_span.context.span_id + + +@pytest.mark.vcr +def test_langgraph_double_invoke(instrument_legacy, span_exporter): + class DummyGraphState(TypedDict): + result: str + + def mynode_func(state: DummyGraphState) -> DummyGraphState: + return state + + def build_graph(): + workflow = StateGraph(DummyGraphState) + workflow.add_node("mynode", mynode_func) + workflow.set_entry_point("mynode") + langgraph = workflow.compile() + return langgraph + + graph = build_graph() + + from opentelemetry import trace + + assert trace.get_current_span() == INVALID_SPAN + + graph.invoke({"result": "init"}) + assert trace.get_current_span() == INVALID_SPAN + + spans = span_exporter.get_finished_spans() + assert [ + "mynode.task", + "LangGraph.workflow", + ] == [span.name for span in spans] + + graph.invoke({"result": "init"}) + assert trace.get_current_span() == INVALID_SPAN + + spans = span_exporter.get_finished_spans() + assert [ + "mynode.task", + "LangGraph.workflow", + "mynode.task", + "LangGraph.workflow", + ] == [span.name for span in spans] + + +@pytest.mark.vcr +@pytest.mark.asyncio +async def test_langgraph_double_ainvoke(instrument_legacy, span_exporter): + class DummyGraphState(TypedDict): + result: str + + def mynode_func(state: DummyGraphState) -> DummyGraphState: + return state + + def build_graph(): + workflow = StateGraph(DummyGraphState) + workflow.add_node("mynode", mynode_func) + workflow.set_entry_point("mynode") + langgraph = workflow.compile() + return langgraph + + graph = build_graph() + + assert trace.get_current_span() == INVALID_SPAN + + await graph.ainvoke({"result": "init"}) + assert trace.get_current_span() == INVALID_SPAN + + spans = span_exporter.get_finished_spans() + assert [ + "mynode.task", + "LangGraph.workflow", + ] == [span.name for span in spans] + + await graph.ainvoke({"result": "init"}) + assert trace.get_current_span() == INVALID_SPAN + + spans = span_exporter.get_finished_spans() + assert [ + "mynode.task", + "LangGraph.workflow", + "mynode.task", + "LangGraph.workflow", + ] == [span.name for span in spans] diff --git a/packages/sample-app/sample_app/langgraph_openai.py b/packages/sample-app/sample_app/langgraph_openai.py new file mode 100644 index 0000000000..fe54e7fe9e --- /dev/null +++ b/packages/sample-app/sample_app/langgraph_openai.py @@ -0,0 +1,36 @@ +from openai import OpenAI +from typing import TypedDict +from langgraph.graph import StateGraph +from traceloop.sdk import Traceloop + +Traceloop.init(app_name="langgraph_example") + +# Define the tools for the agent to use +client = OpenAI() + + +class State(TypedDict): + request: str + result: str + + +def calculate(state: State): + request = state["request"] + completion = client.chat.completions.create( + model="gpt-4o", + messages=[ + {"role": "system", "content": "You are a mathematician."}, + {"role": "user", "content": request} + ] + ) + return {"result": completion.choices[0].message.content} + + +workflow = StateGraph(State) +workflow.add_node("calculate", calculate) +workflow.set_entry_point("calculate") + +langgraph = workflow.compile() + +user_request = "What's 5 + 5?" +langgraph.invoke(input={"request": user_request})