From 48d1f10350c5491d29289492f22ce0e65dc70460 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Thu, 3 Apr 2025 16:32:37 -0400
Subject: [PATCH 01/24] fix(langchain): retain parent ctx and ensure
 appropriate llm span is created

---
 .../langchain/callback_handler.py             | 21 ++++++++++++++-----
 .../openai/shared/chat_wrappers.py            |  4 ++--
 .../openai/v1/assistant_wrappers.py           |  4 ++--
 3 files changed, 20 insertions(+), 9 deletions(-)

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 670da06d67..5e65245300 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -80,7 +80,7 @@ def _set_request_params(span, kwargs, span_holder: SpanHolder):
 
     _set_span_attribute(span, SpanAttributes.LLM_REQUEST_MODEL, model)
     # response is not available for LLM requests (as opposed to chat)
-    _set_span_attribute(span, SpanAttributes.LLM_RESPONSE_MODEL, model)
+    _set_span_attribute(span, SpanAttributes.LLM_RESPONSE_MODEL, model or "unknown")
 
     if "invocation_params" in kwargs:
         params = (
@@ -440,9 +440,7 @@ def _create_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)
-        )
+        token = context_api.attach(set_span_in_context(span))
 
         self.spans[run_id] = SpanHolder(
             span, token, None, [], workflow_name, entity_name, entity_path
@@ -503,6 +501,19 @@ def _create_llm_span(
         _set_span_attribute(span, SpanAttributes.LLM_SYSTEM, "Langchain")
         _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
+        )
+
+        if parent_run_id is not None and parent_run_id in self.spans:
+            self.spans[parent_run_id].children.append(run_id)
+
         return span
 
     @dont_throw
@@ -661,7 +672,7 @@ 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(span, SpanAttributes.LLM_REQUEST_MODEL, model_name)
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 7e3e188183..17f6458a2d 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
@@ -761,7 +761,7 @@ def _build_from_streaming_response(
         yield item_to_yield
 
     shared_attributes = {
-        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model") or None,
+        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model")  or "unknown",
         "server.address": _get_openai_base_url(instance),
         "stream": True,
     }
@@ -831,7 +831,7 @@ async def _abuild_from_streaming_response(
         yield item_to_yield
 
     shared_attributes = {
-        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model") or None,
+        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model") or "unknown",
         "server.address": _get_openai_base_url(instance),
         "stream": True,
     }
diff --git a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
index 203147a85b..3a96c51ae8 100644
--- a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
+++ b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
@@ -155,7 +155,7 @@ def messages_list_wrapper(tracer, wrapped, instance, args, kwargs):
         )
         _set_span_attribute(
             span,
-            SpanAttributes.LLM_RESPONSE_MODEL,
+            SpanAttributes.LLM_RESPONSE_MODEL or "unknown",
             assistant["model"],
         )
         if should_emit_events():
@@ -271,7 +271,7 @@ def runs_create_and_stream_wrapper(tracer, wrapped, instance, args, kwargs):
         )
         _set_span_attribute(
             span,
-            SpanAttributes.LLM_RESPONSE_MODEL,
+            SpanAttributes.LLM_RESPONSE_MODEL or "unknown",
             assistants[assistant_id]["model"],
         )
         if should_emit_events():

From 41f9ae43f5ba6c45d1fb0603ddf5b59e07b593de Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Thu, 3 Apr 2025 16:56:54 -0400
Subject: [PATCH 02/24] Fix incorrectly coalesced attribute

---
 .../instrumentation/openai/v1/assistant_wrappers.py           | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
index 3a96c51ae8..ac0b498128 100644
--- a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
+++ b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
@@ -155,8 +155,8 @@ def messages_list_wrapper(tracer, wrapped, instance, args, kwargs):
         )
         _set_span_attribute(
             span,
-            SpanAttributes.LLM_RESPONSE_MODEL or "unknown",
-            assistant["model"],
+            SpanAttributes.LLM_RESPONSE_MODEL,
+            assistant["model"] or "unknown",
         )
         if should_emit_events():
             emit_event(MessageEvent(content=assistant["instructions"], role="system"))

From c6f73c1fbae4d2f6a308d7be7e24924972f33c81 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 7 Apr 2025 12:07:18 -0400
Subject: [PATCH 03/24] Fix linting issue

---
 .../instrumentation/openai/shared/chat_wrappers.py              | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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 17f6458a2d..e2279bf9a0 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
@@ -761,7 +761,7 @@ def _build_from_streaming_response(
         yield item_to_yield
 
     shared_attributes = {
-        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model")  or "unknown",
+        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model") or "unknown",
         "server.address": _get_openai_base_url(instance),
         "stream": True,
     }

From 3405ee5e4d4fc141ea09cecd57d61f7bf8eb93ad Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 7 Apr 2025 23:02:49 -0400
Subject: [PATCH 04/24] Remove extraneous context suppression

---
 .../instrumentation/langchain/callback_handler.py           | 6 ------
 1 file changed, 6 deletions(-)

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 5e65245300..a5cd3c04a2 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -601,12 +601,6 @@ def on_chain_end(
             )
 
         self._end_span(span, run_id)
-        if parent_run_id is None:
-            context_api.attach(
-                context_api.set_value(
-                    SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY, False
-                )
-            )
 
     @dont_throw
     def on_chat_model_start(

From 974261e2e65ac099214c9bef9dd38b14d791be6d Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Tue, 8 Apr 2025 12:06:03 -0400
Subject: [PATCH 05/24] Fix missing attributes

---
 .../instrumentation/langchain/callback_handler.py             | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

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 a5cd3c04a2..5cbdfef263 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -354,8 +354,8 @@ def _sanitize_metadata_value(value: Any) -> Any:
         return None
     if isinstance(value, (bool, str, bytes, int, float)):
         return value
-    if isinstance(value, (list, tuple)):
-        return [str(_sanitize_metadata_value(v)) for v in value]
+    if isinstance(value, (dict, list, tuple)):
+        return json.dumps(value)
     # Convert other types to strings
     return str(value)
 

From ffd5825a6117720a2e73c1bc82878d5f7847433c Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Fri, 9 May 2025 13:11:56 -0400
Subject: [PATCH 06/24] Fix incorrectly coalesced attribute value in openai
 instrumentation

---
 .../instrumentation/openai/v1/assistant_wrappers.py           | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
index ac0b498128..0585a2edd8 100644
--- a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
+++ b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
@@ -271,8 +271,8 @@ def runs_create_and_stream_wrapper(tracer, wrapped, instance, args, kwargs):
         )
         _set_span_attribute(
             span,
-            SpanAttributes.LLM_RESPONSE_MODEL or "unknown",
-            assistants[assistant_id]["model"],
+            SpanAttributes.LLM_RESPONSE_MODEL,
+            assistants[assistant_id]["model"] or "unknown",
         )
         if should_emit_events():
             emit_event(

From 7e39d7c881d266f16e14482d1794b77800f37875 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 12 May 2025 15:35:29 -0400
Subject: [PATCH 07/24] Add test

---
 .../poetry.lock                               | 457 ++++++++++++++++--
 .../pyproject.toml                            |   1 +
 .../test_langgraph_llm_request.yaml           |  90 ++++
 .../tests/test_langgraph.py                   |  44 ++
 4 files changed, 548 insertions(+), 44 deletions(-)
 create mode 100644 packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_llm_request.yaml
 create mode 100644 packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py

diff --git a/packages/opentelemetry-instrumentation-langchain/poetry.lock b/packages/opentelemetry-instrumentation-langchain/poetry.lock
index 3bb1a42914..c7e2e476c8 100644
--- a/packages/opentelemetry-instrumentation-langchain/poetry.lock
+++ b/packages/opentelemetry-instrumentation-langchain/poetry.lock
@@ -7,6 +7,7 @@ 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"},
@@ -19,6 +20,7 @@ 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"},
@@ -123,7 +125,7 @@ multidict = ">=4.5,<7.0"
 yarl = ">=1.12.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -132,6 +134,7 @@ 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"},
@@ -146,7 +149,8 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "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"},
@@ -159,6 +163,7 @@ 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"},
@@ -183,7 +188,8 @@ version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
-groups = ["test"]
+groups = ["main", "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"},
@@ -197,7 +203,7 @@ 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) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
+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)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -220,18 +226,19 @@ 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 ; 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]"]
+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]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-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\""]
+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"]
 
 [[package]]
 name = "autopep8"
@@ -240,6 +247,7 @@ 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"},
@@ -256,6 +264,7 @@ 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"},
@@ -276,6 +285,7 @@ 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"},
@@ -298,7 +308,8 @@ version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
-groups = ["test"]
+groups = ["main", "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"},
@@ -310,7 +321,8 @@ version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
-groups = ["test"]
+groups = ["main", "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"},
@@ -426,6 +438,7 @@ 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"},
@@ -457,7 +470,7 @@ 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\"", test = "sys_platform == \"win32\" or platform_system == \"Windows\""}
+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\")"}
 
 [[package]]
 name = "dataclasses-json"
@@ -466,6 +479,7 @@ 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"},
@@ -482,6 +496,7 @@ 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"},
@@ -500,6 +515,7 @@ 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"},
@@ -528,6 +544,7 @@ 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"},
@@ -575,6 +592,7 @@ 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"},
@@ -583,7 +601,7 @@ 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) ; python_version < \"3.11\""]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flake8"
@@ -592,6 +610,7 @@ 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"},
@@ -609,6 +628,7 @@ 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"},
@@ -711,6 +731,7 @@ 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"},
@@ -838,7 +859,8 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "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"},
@@ -850,7 +872,8 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "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"},
@@ -872,7 +895,8 @@ version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "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"},
@@ -886,7 +910,7 @@ idna = "*"
 sniffio = "*"
 
 [package.extras]
-brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -899,6 +923,7 @@ 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"},
@@ -911,6 +936,7 @@ 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"},
@@ -946,7 +972,8 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["test"]
+groups = ["main", "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"},
@@ -962,6 +989,7 @@ 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"},
@@ -973,7 +1001,7 @@ 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) ; 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\""]
+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)"]
 
 [[package]]
 name = "iniconfig"
@@ -982,6 +1010,7 @@ 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"},
@@ -994,6 +1023,7 @@ 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"},
@@ -1012,6 +1042,7 @@ 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"},
@@ -1095,6 +1126,7 @@ 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"},
@@ -1107,6 +1139,7 @@ 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"},
@@ -1118,7 +1151,8 @@ version = "1.33"
 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"]
+groups = ["main", "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"},
@@ -1133,7 +1167,8 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
-groups = ["test"]
+groups = ["main", "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"},
@@ -1146,6 +1181,7 @@ description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=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"},
@@ -1174,6 +1210,7 @@ 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"},
@@ -1191,6 +1228,7 @@ 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 = "sha256:8351f5ea49da16ad67fd54801629d67ff71a204d0c6d80bd056fa451bcb43824"},
     {file = "langchain_aws-0.2.11.tar.gz", hash = "sha256:1ceb58e44d01bc4e90e05e340ae7f90331c7dda012bcf8e4a89d35d864994835"},
@@ -1212,6 +1250,7 @@ description = "An integration package connecting Cohere 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_cohere-0.3.1-py3-none-any.whl", hash = "sha256:adf37542feb293562791b8dd1691580b0dcb2117fb987f2684f694912465f554"},
     {file = "langchain_cohere-0.3.1.tar.gz", hash = "sha256:990bd4db68e229371c90eee98a1a78b4f4d33a32c22c8da6c2cd30b5044de9eb"},
@@ -1235,6 +1274,7 @@ description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["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"},
@@ -1287,6 +1327,7 @@ description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_experimental-0.3.2-py3-none-any.whl", hash = "sha256:b6a26f2a05e056a27ad30535ed306a6b9d8cc2e3c0326d15030d11b6e7505dbb"},
     {file = "langchain_experimental-0.3.2.tar.gz", hash = "sha256:d41cc28c46f58616d18a1230595929f80a58d1982c4053dc3afe7f1c03f22426"},
@@ -1303,6 +1344,7 @@ description = "An integration package connecting Hugging Face 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_huggingface-0.1.2-py3-none-any.whl", hash = "sha256:7de5cfcae32bfb6a99c084fc16176f02583a4f8d94febb6bb45bed5b34699174"},
     {file = "langchain_huggingface-0.1.2.tar.gz", hash = "sha256:4a66d5c449298fd353bd84c9ed01f9bf4303bf2e4ffce14aab8c55c584eee57c"},
@@ -1322,6 +1364,7 @@ description = "An integration package connecting OpenAI 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_openai-0.3.1-py3-none-any.whl", hash = "sha256:5cf2a1e115b12570158d89c22832fa381803c3e1e11d1eb781195c8d9e454bd5"},
     {file = "langchain_openai-0.3.1.tar.gz", hash = "sha256:cce314f1437b2cad73e0ed2b55e74dc399bc1bbc43594c4448912fb51c5e4447"},
@@ -1339,6 +1382,7 @@ description = "LangChain text splitting utilities"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_text_splitters-0.3.5-py3-none-any.whl", hash = "sha256:8c9b059827438c5fa8f327b4df857e307828a5ec815163c9b5c9569a3e82c8ee"},
     {file = "langchain_text_splitters-0.3.5.tar.gz", hash = "sha256:11cb7ca3694e5bdd342bc16d3875b7f7381651d4a53cbb91d34f22412ae16443"},
@@ -1354,6 +1398,7 @@ description = "The LangChain Hub API client"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchainhub-0.1.21-py3-none-any.whl", hash = "sha256:1cc002dc31e0d132a776afd044361e2b698743df5202618cf2bad399246b895f"},
     {file = "langchainhub-0.1.21.tar.gz", hash = "sha256:723383b3964a47dbaea6ad5d0ef728accefbc9d2c07480e800bdec43510a8c10"},
@@ -1364,13 +1409,86 @@ packaging = ">=23.2,<25"
 requests = ">=2,<3"
 types-requests = ">=2.31.0.2,<3.0.0.0"
 
+[[package]]
+name = "langgraph"
+version = "0.4.3"
+description = "Building stateful, multi-actor applications with LLMs"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "langgraph-0.4.3-py3-none-any.whl", hash = "sha256:dec926e034f4d440b92a3c52139cb6e9763bc1791e79a6ea53a233309cec864f"},
+    {file = "langgraph-0.4.3.tar.gz", hash = "sha256:272d5d5903f2c2882dbeeba849846a0f2500bd83fb3734a3801ebe64c1a60bdd"},
+]
+
+[package.dependencies]
+langchain-core = {version = ">=0.1", markers = "python_version < \"4.0\""}
+langgraph-checkpoint = ">=2.0.10,<3.0.0"
+langgraph-prebuilt = {version = ">=0.1.8", markers = "python_version < \"4.0\""}
+langgraph-sdk = {version = ">=0.1.42", markers = "python_version < \"4.0\""}
+pydantic = ">=2.7.4"
+xxhash = ">=3.5.0,<4.0.0"
+
+[[package]]
+name = "langgraph-checkpoint"
+version = "2.0.25"
+description = "Library with base interfaces for LangGraph checkpoint savers."
+optional = false
+python-versions = "<4.0.0,>=3.9.0"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "langgraph_checkpoint-2.0.25-py3-none-any.whl", hash = "sha256:23416a0f5bc9dd712ac10918fc13e8c9c4530c419d2985a441df71a38fc81602"},
+    {file = "langgraph_checkpoint-2.0.25.tar.gz", hash = "sha256:77a63cab7b5f84dec1d49db561326ec28bdd48bcefb7fe4ac372069d2609287b"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.2.38,<0.4"
+ormsgpack = ">=1.8.0,<2.0.0"
+
+[[package]]
+name = "langgraph-prebuilt"
+version = "0.1.8"
+description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
+optional = false
+python-versions = "<4.0.0,>=3.9.0"
+groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
+files = [
+    {file = "langgraph_prebuilt-0.1.8-py3-none-any.whl", hash = "sha256:ae97b828ae00be2cefec503423aa782e1bff165e9b94592e224da132f2526968"},
+    {file = "langgraph_prebuilt-0.1.8.tar.gz", hash = "sha256:4de7659151829b2b955b6798df6800e580e617782c15c2c5b29b139697491831"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.2.43,<0.3.0 || >0.3.0,<0.3.1 || >0.3.1,<0.3.2 || >0.3.2,<0.3.3 || >0.3.3,<0.3.4 || >0.3.4,<0.3.5 || >0.3.5,<0.3.6 || >0.3.6,<0.3.7 || >0.3.7,<0.3.8 || >0.3.8,<0.3.9 || >0.3.9,<0.3.10 || >0.3.10,<0.3.11 || >0.3.11,<0.3.12 || >0.3.12,<0.3.13 || >0.3.13,<0.3.14 || >0.3.14,<0.3.15 || >0.3.15,<0.3.16 || >0.3.16,<0.3.17 || >0.3.17,<0.3.18 || >0.3.18,<0.3.19 || >0.3.19,<0.3.20 || >0.3.20,<0.3.21 || >0.3.21,<0.3.22 || >0.3.22,<0.4.0"
+langgraph-checkpoint = ">=2.0.10,<3.0.0"
+
+[[package]]
+name = "langgraph-sdk"
+version = "0.1.66"
+description = "SDK for interacting with LangGraph API"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
+files = [
+    {file = "langgraph_sdk-0.1.66-py3-none-any.whl", hash = "sha256:f781c63f3e913d3d6bedb02cb84d775cda64e3cdf3282fd387bdd8faaf53c603"},
+    {file = "langgraph_sdk-0.1.66.tar.gz", hash = "sha256:81474ad4555a06004cc7a2f4ab477135d5eaf7db11fbcf2a69257fb2d717582e"},
+]
+
+[package.dependencies]
+httpx = ">=0.25.2"
+orjson = ">=3.10.1"
+
 [[package]]
 name = "langsmith"
 version = "0.1.137"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
-groups = ["test"]
+groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langsmith-0.1.137-py3-none-any.whl", hash = "sha256:4256d5c61133749890f7b5c88321dbb133ce0f440c621ea28e76513285859b81"},
     {file = "langsmith-0.1.137.tar.gz", hash = "sha256:56cdfcc6c74cb20a3f437d5bd144feb5bf93f54c5a2918d1e568cbd084a372d4"},
@@ -1393,6 +1511,7 @@ description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -1464,6 +1583,7 @@ description = "A lightweight library for converting complex datatypes to and fro
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "marshmallow-3.23.0-py3-none-any.whl", hash = "sha256:82f20a2397834fe6d9611b241f2f7e7b680ed89c49f84728a1ad937be6b4bdf4"},
     {file = "marshmallow-3.23.0.tar.gz", hash = "sha256:98d8827a9f10c03d44ead298d2e99c6aea8197df18ccfad360dae7f89a50da2e"},
@@ -1484,6 +1604,7 @@ description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
@@ -1496,6 +1617,7 @@ description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -1504,7 +1626,7 @@ files = [
 [package.extras]
 develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
 docs = ["sphinx"]
-gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
 [[package]]
@@ -1514,6 +1636,7 @@ description = "multidict implementation"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3380252550e372e8511d49481bd836264c009adb826b23fefcc5dd3c69692f60"},
     {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:99f826cbf970077383d7de805c0681799491cb939c25450b9b5b3ced03ca99f1"},
@@ -1619,6 +1742,7 @@ description = "Type system extensions for programs checked with the mypy type ch
 optional = false
 python-versions = ">=3.5"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
@@ -1631,6 +1755,7 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
     {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
@@ -1650,6 +1775,7 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -1918,6 +2044,7 @@ description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "openai-1.59.9-py3-none-any.whl", hash = "sha256:61a0608a1313c08ddf92fe793b6dbd1630675a1fe3866b2f96447ce30050c448"},
     {file = "openai-1.59.9.tar.gz", hash = "sha256:ec1a20b0351b4c3e65c6292db71d8233515437c6065efd4fd50edeb55df5f5d2"},
@@ -1944,6 +2071,7 @@ description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_api-1.29.0-py3-none-any.whl", hash = "sha256:5fcd94c4141cc49c736271f3e1efb777bebe9cc535759c54c936cca4f1b312b8"},
     {file = "opentelemetry_api-1.29.0.tar.gz", hash = "sha256:d04a6cf78aad09614f52964ecb38021e248f5714dc32c2e0d8fd99517b4d69cf"},
@@ -1960,6 +2088,7 @@ description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Py
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_instrumentation-0.50b0-py3-none-any.whl", hash = "sha256:b8f9fc8812de36e1c6dffa5bfc6224df258841fb387b6dfe5df15099daa10630"},
     {file = "opentelemetry_instrumentation-0.50b0.tar.gz", hash = "sha256:7d98af72de8dec5323e5202e46122e5f908592b22c6d24733aad619f07d82979"},
@@ -1978,6 +2107,7 @@ description = "OpenTelemetry Bedrock instrumentation"
 optional = false
 python-versions = ">=3.9,<4"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -2000,6 +2130,7 @@ description = "OpenTelemetry OpenAI instrumentation"
 optional = false
 python-versions = ">=3.9,<4"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -2023,6 +2154,7 @@ description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_sdk-1.29.0-py3-none-any.whl", hash = "sha256:173be3b5d3f8f7d671f20ea37056710217959e774e2749d984355d1f9391a30a"},
     {file = "opentelemetry_sdk-1.29.0.tar.gz", hash = "sha256:b0787ce6aade6ab84315302e72bd7a7f2f014b0fb1b7c3295b88afe014ed0643"},
@@ -2040,6 +2172,7 @@ description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_semantic_conventions-0.50b0-py3-none-any.whl", hash = "sha256:e87efba8fdb67fb38113efea6a349531e75ed7ffc01562f65b802fcecb5e115e"},
     {file = "opentelemetry_semantic_conventions-0.50b0.tar.gz", hash = "sha256:02dc6dbcb62f082de9b877ff19a3f1ffaa3c306300fa53bfac761c4567c83d38"},
@@ -2056,6 +2189,7 @@ description = "OpenTelemetry Semantic Conventions Extension for Large Language M
 optional = false
 python-versions = "<4,>=3.9"
 groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_semantic_conventions_ai-0.4.9-py3-none-any.whl", hash = "sha256:71149e46a72554ae17de46bca6c11ba540c19c89904bd4cc3111aac6edf10315"},
     {file = "opentelemetry_semantic_conventions_ai-0.4.9.tar.gz", hash = "sha256:54a0b901959e2de5124384925846bac2ea0a6dab3de7e501ba6aecf5e293fe04"},
@@ -2067,7 +2201,8 @@ version = "3.10.10"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "orjson-3.10.10-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:b788a579b113acf1c57e0a68e558be71d5d09aa67f62ca1f68e01117e550a998"},
     {file = "orjson-3.10.10-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:804b18e2b88022c8905bb79bd2cbe59c0cd014b9328f43da8d3b28441995cda4"},
@@ -2129,6 +2264,58 @@ files = [
     {file = "orjson-3.10.10.tar.gz", hash = "sha256:37949383c4df7b4337ce82ee35b6d7471e55195efa7dcb45ab8226ceadb0fe3b"},
 ]
 
+[[package]]
+name = "ormsgpack"
+version = "1.9.1"
+description = "Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "ormsgpack-1.9.1-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:f1f804fd9c0fd84213a6022c34172f82323b34afa7052a4af18797582cf56365"},
+    {file = "ormsgpack-1.9.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:eab5cec99c46276b37071d570aab98603f3d0309b3818da3247eb64bb95e5cfc"},
+    {file = "ormsgpack-1.9.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:1c12c6bb30e6df6fc0213b77f0a5e143f371d618be2e8eb4d555340ce01c6900"},
+    {file = "ormsgpack-1.9.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:994d4bbb7ee333264a3e55e30ccee063df6635d785f21a08bf52f67821454a51"},
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+]
+
 [[package]]
 name = "packaging"
 version = "24.1"
@@ -2136,6 +2323,7 @@ description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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     {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
@@ -2148,6 +2336,7 @@ description = "Powerful data structures for data analysis, time series, and stat
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2235,6 +2424,7 @@ description = "Parameterized testing with any Python test framework"
 optional = false
 python-versions = ">=3.7"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2250,6 +2440,7 @@ description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2329,7 +2520,7 @@ docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions ; python_version < \"3.10\""]
+typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -2339,6 +2530,7 @@ description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2355,6 +2547,7 @@ description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2463,6 +2656,7 @@ description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pycodestyle-2.12.1-py2.py3-none-any.whl", hash = "sha256:46f0fb92069a7c28ab7bb558f05bfc0110dac69a0cd23c61ea0040283a9d78b3"},
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@@ -2474,7 +2668,8 @@ version = "2.10.5"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2487,7 +2682,7 @@ typing-extensions = ">=4.12.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+timezone = ["tzdata"]
 
 [[package]]
 name = "pydantic-core"
@@ -2495,7 +2690,8 @@ version = "2.27.2"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2609,6 +2805,7 @@ description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2630,6 +2827,7 @@ description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2642,6 +2840,7 @@ description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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     {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
@@ -2665,6 +2864,7 @@ description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2684,6 +2884,7 @@ description = "A pytest plugin that allows you recording of network interactions
 optional = false
 python-versions = ">=3.7"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2704,6 +2905,7 @@ description = "pytest-sugar is a plugin for pytest that changes the default look
 optional = false
 python-versions = "*"
 groups = ["dev", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2724,6 +2926,7 @@ description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2739,6 +2942,7 @@ description = "Read key-value pairs from a .env file and set them as environment
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
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@@ -2754,6 +2958,7 @@ description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2765,7 +2970,8 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -2829,6 +3035,7 @@ description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "regex-2024.9.11-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1494fa8725c285a81d01dc8c06b55287a1ee5e0e382d8413adc0a9197aac6408"},
     {file = "regex-2024.9.11-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0e12c481ad92d129c78f13a2a3662317e46ee7ef96c94fd332e1c29131875b7d"},
@@ -2932,7 +3139,8 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -2954,7 +3162,8 @@ version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["test"]
+groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
@@ -2970,6 +3179,7 @@ description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "s3transfer-0.11.1-py3-none-any.whl", hash = "sha256:8fa0aa48177be1f3425176dfe1ab85dcd3d962df603c3dbfc585e6bf857ef0ff"},
     {file = "s3transfer-0.11.1.tar.gz", hash = "sha256:3f25c900a367c8b7f7d8f9c34edc87e300bde424f779dc9f0a8ae4f9df9264f6"},
@@ -2988,6 +3198,7 @@ description = ""
 optional = false
 python-versions = ">=3.7"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "safetensors-0.5.2-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:45b6092997ceb8aa3801693781a71a99909ab9cc776fbc3fa9322d29b1d3bef2"},
     {file = "safetensors-0.5.2-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:6d0d6a8ee2215a440e1296b843edf44fd377b055ba350eaba74655a2fe2c4bae"},
@@ -3026,6 +3237,7 @@ description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d056391530ccd1e501056160e3c9673b4da4805eb67eb2bdf4e983e1f9c9204e"},
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:0c8d036eb937dbb568c6242fa598d551d88fb4399c0344d95c001980ec1c7d36"},
@@ -3081,6 +3293,7 @@ description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "scipy-1.13.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:20335853b85e9a49ff7572ab453794298bcf0354d8068c5f6775a0eabf350aca"},
     {file = "scipy-1.13.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d605e9c23906d1994f55ace80e0125c587f96c020037ea6aa98d01b4bd2e222f"},
@@ -3124,6 +3337,7 @@ description = "State-of-the-Art Text Embeddings"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "sentence_transformers-3.3.1-py3-none-any.whl", hash = "sha256:abffcc79dab37b7d18d21a26d5914223dd42239cfe18cb5e111c66c54b658ae7"},
     {file = "sentence_transformers-3.3.1.tar.gz", hash = "sha256:9635dbfb11c6b01d036b9cfcee29f7716ab64cf2407ad9f403a2e607da2ac48b"},
@@ -3152,20 +3366,20 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "setuptools-75.8.0-py3-none-any.whl", hash = "sha256:e3982f444617239225d675215d51f6ba05f845d4eec313da4418fdbb56fb27e3"},
     {file = "setuptools-75.8.0.tar.gz", hash = "sha256:c5afc8f407c626b8313a86e10311dd3f661c6cd9c09d4bf8c15c0e11f9f2b0e6"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
-core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "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)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
+core = ["importlib_metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "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) ; 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"]
+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"]
 
 [[package]]
 name = "six"
@@ -3174,6 +3388,7 @@ 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"},
@@ -3185,7 +3400,8 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["test"]
+groups = ["main", "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"},
@@ -3198,6 +3414,7 @@ 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"},
@@ -3294,6 +3511,7 @@ 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"},
@@ -3312,6 +3530,7 @@ 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"},
@@ -3326,7 +3545,8 @@ version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "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"},
@@ -3343,6 +3563,7 @@ 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"},
@@ -3358,6 +3579,7 @@ 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"},
@@ -3375,6 +3597,7 @@ 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"},
@@ -3387,6 +3610,7 @@ 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"},
@@ -3435,6 +3659,7 @@ 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"},
@@ -3481,6 +3706,7 @@ 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"},
@@ -3543,6 +3769,7 @@ 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"},
@@ -3564,6 +3791,7 @@ 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"},
@@ -3706,7 +3934,8 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "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"},
@@ -3719,6 +3948,7 @@ 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"},
@@ -3735,6 +3965,7 @@ 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"},
@@ -3754,8 +3985,8 @@ files = [
 ]
 
 [package.extras]
-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"]
+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"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
@@ -3772,7 +4003,7 @@ files = [
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -3784,6 +4015,7 @@ description = "Automatically mock your HTTP interactions to simplify and speed u
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "vcrpy-6.0.2-py2.py3-none-any.whl", hash = "sha256:40370223861181bc76a5e5d4b743a95058bb1ad516c3c08570316ab592f56cad"},
     {file = "vcrpy-6.0.2.tar.gz", hash = "sha256:88e13d9111846745898411dbc74a75ce85870af96dd320d75f1ee33158addc09"},
@@ -3808,6 +4040,7 @@ description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "test"]
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+    {file = "xxhash-3.5.0.tar.gz", hash = "sha256:84f2caddf951c9cbf8dc2e22a89d4ccf5d86391ac6418fe81e3c67d0cf60b45f"},
+]
+
 [[package]]
 name = "yarl"
 version = "1.16.0"
@@ -3888,6 +4255,7 @@ description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "yarl-1.16.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:32468f41242d72b87ab793a86d92f885355bcf35b3355aa650bfa846a5c60058"},
     {file = "yarl-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:234f3a3032b505b90e65b5bc6652c2329ea7ea8855d8de61e1642b74b4ee65d2"},
@@ -3985,17 +4353,18 @@ description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
     {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [extras]
diff --git a/packages/opentelemetry-instrumentation-langchain/pyproject.toml b/packages/opentelemetry-instrumentation-langchain/pyproject.toml
index 833a63fcd3..f22a1c40f1 100644
--- a/packages/opentelemetry-instrumentation-langchain/pyproject.toml
+++ b/packages/opentelemetry-instrumentation-langchain/pyproject.toml
@@ -28,6 +28,7 @@ opentelemetry-api = "^1.28.0"
 opentelemetry-instrumentation = ">=0.50b0"
 opentelemetry-semantic-conventions = ">=0.50b0"
 opentelemetry-semantic-conventions-ai = "0.4.9"
+langgraph = "^0.4.3"
 
 [tool.poetry.group.dev.dependencies]
 autopep8 = "^2.3.1"
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_llm_request.yaml b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_llm_request.yaml
new file mode 100644
index 0000000000..881421c9cf
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_llm_request.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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
+    headers:
+      CF-RAY:
+      - 93eb75e69c28abe5-YYZ
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Mon, 12 May 2025 16:58:24 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-processing-ms:
+      - '442'
+      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/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
new file mode 100644
index 0000000000..68b8b732f9
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -0,0 +1,44 @@
+import pytest
+from openai import OpenAI
+from typing import TypedDict
+from langgraph.graph import StateGraph
+
+
+@pytest.mark.vcr
+def test_langgraph_llm_request(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?"
+    langgraph.invoke(input={"request": user_request})
+    spans = exporter.get_finished_spans()
+    assert set(
+        [
+            "LangGraph.workflow",
+            "__start__.task",
+            "ChannelWrite<...>.task",
+            "ChannelWrite<start:calculate>.task",
+            "calculate.task",
+            "openai.chat",
+            "ChannelWrite<...,calculate>.task"
+        ]
+    ) == set([span.name for span in spans])

From 54372125b0c3aaff02d3be4066ad5ead8a765f1e Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 12 May 2025 18:29:58 -0400
Subject: [PATCH 08/24] Fix test flakiness from shared span context

---
 .../tests/conftest.py                                | 12 ++++++++++++
 .../tests/test_langgraph.py                          |  6 ++----
 2 files changed, 14 insertions(+), 4 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
index c5fde7ef92..8fc06d1f0f 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
@@ -13,6 +13,9 @@
 from opentelemetry.sdk.resources import Resource
 from opentelemetry.sdk.metrics import MeterProvider
 from opentelemetry.sdk.metrics.export import InMemoryMetricReader
+from opentelemetry.trace import format_trace_id, format_span_id
+from opentelemetry.trace import get_tracer
+from opentelemetry.trace.propagation import set_span_in_context
 
 pytest_plugins = []
 
@@ -82,3 +85,12 @@ def clear_metrics_test_context(metrics_test_context):
 
     reader.shutdown()
     provider.shutdown()
+
+
+@pytest.fixture(scope="function", autouse=True)
+def reset_span_context(request):
+    tracer = get_tracer(__name__)
+    # starts a new trace per test function
+    # this avoids mixing of trace contexts leading to flaky results
+    with tracer.start_as_current_span(request.node.name, context=set_span_in_context(None)) as span:
+        yield
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index 68b8b732f9..cc2bf9e02d 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -35,10 +35,8 @@ def calculate(state: State):
         [
             "LangGraph.workflow",
             "__start__.task",
-            "ChannelWrite<...>.task",
-            "ChannelWrite<start:calculate>.task",
             "calculate.task",
-            "openai.chat",
-            "ChannelWrite<...,calculate>.task"
+            "ChannelWrite<calculate,request,result>.task",
+            "openai.chat"
         ]
     ) == set([span.name for span in spans])

From 9483836bbaff5fef3f18b235a04b0ee970c65897 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 12 May 2025 18:32:10 -0400
Subject: [PATCH 09/24] Match langgraph version used by sample apps

---
 .../poetry.lock                               | 241 ++++--------------
 .../pyproject.toml                            |   1 +
 2 files changed, 47 insertions(+), 195 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/poetry.lock b/packages/opentelemetry-instrumentation-langchain/poetry.lock
index c7e2e476c8..41907636e7 100644
--- a/packages/opentelemetry-instrumentation-langchain/poetry.lock
+++ b/packages/opentelemetry-instrumentation-langchain/poetry.lock
@@ -149,7 +149,7 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+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"},
@@ -188,7 +188,7 @@ version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "test"]
+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"},
@@ -308,7 +308,7 @@ version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "test"]
+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"},
@@ -321,7 +321,7 @@ version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
-groups = ["main", "test"]
+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"},
@@ -859,7 +859,7 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+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"},
@@ -872,7 +872,7 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+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"},
@@ -895,7 +895,7 @@ version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+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"},
@@ -972,7 +972,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "test"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
@@ -1151,7 +1151,7 @@ version = "1.33"
 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 = ["main", "test"]
+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"},
@@ -1167,7 +1167,7 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "test"]
+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"},
@@ -1359,20 +1359,20 @@ transformers = ">=4.39.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.1"
+version = "0.3.14"
 description = "An integration package connecting OpenAI 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_openai-0.3.1-py3-none-any.whl", hash = "sha256:5cf2a1e115b12570158d89c22832fa381803c3e1e11d1eb781195c8d9e454bd5"},
-    {file = "langchain_openai-0.3.1.tar.gz", hash = "sha256:cce314f1437b2cad73e0ed2b55e74dc399bc1bbc43594c4448912fb51c5e4447"},
+    {file = "langchain_openai-0.3.14-py3-none-any.whl", hash = "sha256:b8e648d2d7678a5540818199d141ff727c6f1514294b3e1e999a95357c9d66a0"},
+    {file = "langchain_openai-0.3.14.tar.gz", hash = "sha256:0662db78620c2e5c3ccfc1c36dc959c0ddc80e6bdf7ef81632cbf4b2cc9b9461"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.30,<0.4.0"
-openai = ">=1.58.1,<2.0.0"
+langchain-core = ">=0.3.53,<1.0.0"
+openai = ">=1.68.2,<2.0.0"
 tiktoken = ">=0.7,<1"
 
 [[package]]
@@ -1411,24 +1411,21 @@ types-requests = ">=2.31.0.2,<3.0.0.0"
 
 [[package]]
 name = "langgraph"
-version = "0.4.3"
+version = "0.2.39"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
-python-versions = ">=3.9"
-groups = ["main"]
+python-versions = "<4.0,>=3.9.0"
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
-    {file = "langgraph-0.4.3-py3-none-any.whl", hash = "sha256:dec926e034f4d440b92a3c52139cb6e9763bc1791e79a6ea53a233309cec864f"},
-    {file = "langgraph-0.4.3.tar.gz", hash = "sha256:272d5d5903f2c2882dbeeba849846a0f2500bd83fb3734a3801ebe64c1a60bdd"},
+    {file = "langgraph-0.2.39-py3-none-any.whl", hash = "sha256:5dfbdeefbf599f16d245799609f2b43c1ec7a7e8ed6e1d7981b1a7979a4ad7fe"},
+    {file = "langgraph-0.2.39.tar.gz", hash = "sha256:32af60291f9260c3acb8a3d4bec99e32abd89ddb6b4a10a79aa3dbc90fa920ac"},
 ]
 
 [package.dependencies]
-langchain-core = {version = ">=0.1", markers = "python_version < \"4.0\""}
-langgraph-checkpoint = ">=2.0.10,<3.0.0"
-langgraph-prebuilt = {version = ">=0.1.8", markers = "python_version < \"4.0\""}
-langgraph-sdk = {version = ">=0.1.42", markers = "python_version < \"4.0\""}
-pydantic = ">=2.7.4"
-xxhash = ">=3.5.0,<4.0.0"
+langchain-core = ">=0.2.39,<0.4"
+langgraph-checkpoint = ">=2.0.0,<3.0.0"
+langgraph-sdk = ">=0.1.32,<0.2.0"
 
 [[package]]
 name = "langgraph-checkpoint"
@@ -1436,7 +1433,7 @@ version = "2.0.25"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
 python-versions = "<4.0.0,>=3.9.0"
-groups = ["main"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langgraph_checkpoint-2.0.25-py3-none-any.whl", hash = "sha256:23416a0f5bc9dd712ac10918fc13e8c9c4530c419d2985a441df71a38fc81602"},
@@ -1447,31 +1444,14 @@ files = [
 langchain-core = ">=0.2.38,<0.4"
 ormsgpack = ">=1.8.0,<2.0.0"
 
-[[package]]
-name = "langgraph-prebuilt"
-version = "0.1.8"
-description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
-optional = false
-python-versions = "<4.0.0,>=3.9.0"
-groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
-files = [
-    {file = "langgraph_prebuilt-0.1.8-py3-none-any.whl", hash = "sha256:ae97b828ae00be2cefec503423aa782e1bff165e9b94592e224da132f2526968"},
-    {file = "langgraph_prebuilt-0.1.8.tar.gz", hash = "sha256:4de7659151829b2b955b6798df6800e580e617782c15c2c5b29b139697491831"},
-]
-
-[package.dependencies]
-langchain-core = ">=0.2.43,<0.3.0 || >0.3.0,<0.3.1 || >0.3.1,<0.3.2 || >0.3.2,<0.3.3 || >0.3.3,<0.3.4 || >0.3.4,<0.3.5 || >0.3.5,<0.3.6 || >0.3.6,<0.3.7 || >0.3.7,<0.3.8 || >0.3.8,<0.3.9 || >0.3.9,<0.3.10 || >0.3.10,<0.3.11 || >0.3.11,<0.3.12 || >0.3.12,<0.3.13 || >0.3.13,<0.3.14 || >0.3.14,<0.3.15 || >0.3.15,<0.3.16 || >0.3.16,<0.3.17 || >0.3.17,<0.3.18 || >0.3.18,<0.3.19 || >0.3.19,<0.3.20 || >0.3.20,<0.3.21 || >0.3.21,<0.3.22 || >0.3.22,<0.4.0"
-langgraph-checkpoint = ">=2.0.10,<3.0.0"
-
 [[package]]
 name = "langgraph-sdk"
 version = "0.1.66"
 description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langgraph_sdk-0.1.66-py3-none-any.whl", hash = "sha256:f781c63f3e913d3d6bedb02cb84d775cda64e3cdf3282fd387bdd8faaf53c603"},
     {file = "langgraph_sdk-0.1.66.tar.gz", hash = "sha256:81474ad4555a06004cc7a2f4ab477135d5eaf7db11fbcf2a69257fb2d717582e"},
@@ -1487,7 +1467,7 @@ version = "0.1.137"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
-groups = ["main", "test"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langsmith-0.1.137-py3-none-any.whl", hash = "sha256:4256d5c61133749890f7b5c88321dbb133ce0f440c621ea28e76513285859b81"},
@@ -2039,15 +2019,15 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.59.9"
+version = "1.78.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
-    {file = "openai-1.59.9-py3-none-any.whl", hash = "sha256:61a0608a1313c08ddf92fe793b6dbd1630675a1fe3866b2f96447ce30050c448"},
-    {file = "openai-1.59.9.tar.gz", hash = "sha256:ec1a20b0351b4c3e65c6292db71d8233515437c6065efd4fd50edeb55df5f5d2"},
+    {file = "openai-1.78.1-py3-none-any.whl", hash = "sha256:7368bf147ca499804cc408fe68cdb6866a060f38dec961bbc97b04f9d917907e"},
+    {file = "openai-1.78.1.tar.gz", hash = "sha256:8b26b364531b100df1b961d03560042e5f5be11301d7d49a6cd1a2b9af824dca"},
 ]
 
 [package.dependencies]
@@ -2062,7 +2042,8 @@ typing-extensions = ">=4.11,<5"
 
 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
-realtime = ["websockets (>=13,<15)"]
+realtime = ["websockets (>=13,<16)"]
+voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
 [[package]]
 name = "opentelemetry-api"
@@ -2201,7 +2182,7 @@ version = "3.10.10"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "orjson-3.10.10-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:b788a579b113acf1c57e0a68e558be71d5d09aa67f62ca1f68e01117e550a998"},
@@ -2270,7 +2251,7 @@ version = "1.9.1"
 description = "Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ormsgpack-1.9.1-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:f1f804fd9c0fd84213a6022c34172f82323b34afa7052a4af18797582cf56365"},
@@ -2668,7 +2649,7 @@ version = "2.10.5"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic-2.10.5-py3-none-any.whl", hash = "sha256:4dd4e322dbe55472cb7ca7e73f4b63574eecccf2835ffa2af9021ce113c83c53"},
@@ -2690,7 +2671,7 @@ version = "2.27.2"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2d367ca20b2f14095a8f4fa1210f5a7b78b8a20009ecced6b12818f455b1e9fa"},
@@ -2970,7 +2951,7 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
@@ -3139,7 +3120,7 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
@@ -3162,7 +3143,7 @@ version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["main", "test"]
+groups = ["test"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
@@ -3400,7 +3381,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "test"]
+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"},
@@ -3545,7 +3526,7 @@ version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+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"},
@@ -3934,7 +3915,7 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
+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"},
@@ -3978,7 +3959,11 @@ 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"]
+<<<<<<< HEAD
 markers = "platform_python_implementation == \"PyPy\" or python_version == \"3.9\""
+=======
+markers = "(platform_python_implementation == \"PyPy\" or python_version < \"3.10\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+>>>>>>> 86a0836b (Match langgraph version used by sample apps)
 files = [
     {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
     {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
@@ -4114,140 +4099,6 @@ files = [
     {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
 ]
 
-[[package]]
-name = "xxhash"
-version = "3.5.0"
-description = "Python binding for xxHash"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
-files = [
-    {file = "xxhash-3.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ece616532c499ee9afbb83078b1b952beffef121d989841f7f4b3dc5ac0fd212"},
-    {file = "xxhash-3.5.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3171f693dbc2cef6477054a665dc255d996646b4023fe56cb4db80e26f4cc520"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7c5d3e570ef46adaf93fc81b44aca6002b5a4d8ca11bd0580c07eac537f36680"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7cb29a034301e2982df8b1fe6328a84f4b676106a13e9135a0d7e0c3e9f806da"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5d0d307d27099bb0cbeea7260eb39ed4fdb99c5542e21e94bb6fd29e49c57a23"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0342aafd421795d740e514bc9858ebddfc705a75a8c5046ac56d85fe97bf196"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3dbbd9892c5ebffeca1ed620cf0ade13eb55a0d8c84e0751a6653adc6ac40d0c"},
-    {file = "xxhash-3.5.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:4cc2d67fdb4d057730c75a64c5923abfa17775ae234a71b0200346bfb0a7f482"},
-    {file = "xxhash-3.5.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:ec28adb204b759306a3d64358a5e5c07d7b1dd0ccbce04aa76cb9377b7b70296"},
-    {file = "xxhash-3.5.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:1328f6d8cca2b86acb14104e381225a3d7b42c92c4b86ceae814e5c400dbb415"},
-    {file = "xxhash-3.5.0-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:8d47ebd9f5d9607fd039c1fbf4994e3b071ea23eff42f4ecef246ab2b7334198"},
-    {file = "xxhash-3.5.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:b96d559e0fcddd3343c510a0fe2b127fbff16bf346dd76280b82292567523442"},
-    {file = "xxhash-3.5.0-cp310-cp310-win32.whl", hash = "sha256:61c722ed8d49ac9bc26c7071eeaa1f6ff24053d553146d5df031802deffd03da"},
-    {file = "xxhash-3.5.0-cp310-cp310-win_amd64.whl", hash = "sha256:9bed5144c6923cc902cd14bb8963f2d5e034def4486ab0bbe1f58f03f042f9a9"},
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-    {file = "xxhash-3.5.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:297595fe6138d4da2c8ce9e72a04d73e58725bb60f3a19048bc96ab2ff31c692"},
-    {file = "xxhash-3.5.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cc1276d369452040cbb943300dc8abeedab14245ea44056a2943183822513a18"},
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-    {file = "xxhash-3.5.0.tar.gz", hash = "sha256:84f2caddf951c9cbf8dc2e22a89d4ccf5d86391ac6418fe81e3c67d0cf60b45f"},
-]
-
 [[package]]
 name = "yarl"
 version = "1.16.0"
diff --git a/packages/opentelemetry-instrumentation-langchain/pyproject.toml b/packages/opentelemetry-instrumentation-langchain/pyproject.toml
index f22a1c40f1..5a44afd071 100644
--- a/packages/opentelemetry-instrumentation-langchain/pyproject.toml
+++ b/packages/opentelemetry-instrumentation-langchain/pyproject.toml
@@ -59,6 +59,7 @@ langchain-cohere = "0.3.1"
 langchain-huggingface = "^0.1.2"
 pydantic = "^2.10.5"
 langchainhub = "^0.1.21"
+langgraph = "^0.2.39"
 
 [build-system]
 requires = ["poetry-core"]

From 585df141e1f1993332706d565b70545e354ee371 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 12 May 2025 18:33:11 -0400
Subject: [PATCH 10/24] unused imports

---
 .../opentelemetry-instrumentation-langchain/tests/conftest.py    | 1 -
 1 file changed, 1 deletion(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
index 8fc06d1f0f..c3c5139abc 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
@@ -13,7 +13,6 @@
 from opentelemetry.sdk.resources import Resource
 from opentelemetry.sdk.metrics import MeterProvider
 from opentelemetry.sdk.metrics.export import InMemoryMetricReader
-from opentelemetry.trace import format_trace_id, format_span_id
 from opentelemetry.trace import get_tracer
 from opentelemetry.trace.propagation import set_span_in_context
 

From 3dfffe784e1de02cc5015d732d686698c819c623 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Wed, 14 May 2025 12:06:38 -0400
Subject: [PATCH 11/24] Inject suppression token for legacy chains

---
 .../instrumentation/langchain/__init__.py           | 13 ++++++++++++-
 .../poetry.lock                                     |  5 +----
 .../tests/conftest.py                               |  2 +-
 3 files changed, 14 insertions(+), 6 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
index 628056d424..421444b2fb 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
@@ -5,6 +5,8 @@
 from opentelemetry.instrumentation.langchain.config import Config
 from wrapt import wrap_function_wrapper
 
+from opentelemetry import context as context_api
+
 from opentelemetry.trace import get_tracer
 
 from opentelemetry.instrumentation.instrumentor import BaseInstrumentor
@@ -24,7 +26,10 @@
 )
 
 from opentelemetry.metrics import get_meter
-from opentelemetry.semconv_ai import Meters
+from opentelemetry.semconv_ai import (
+    Meters,
+    SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY
+)
 
 logger = logging.getLogger(__name__)
 
@@ -227,4 +232,10 @@ 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/poetry.lock b/packages/opentelemetry-instrumentation-langchain/poetry.lock
index 41907636e7..ca2773239b 100644
--- a/packages/opentelemetry-instrumentation-langchain/poetry.lock
+++ b/packages/opentelemetry-instrumentation-langchain/poetry.lock
@@ -1303,6 +1303,7 @@ description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_core-0.3.59-py3-none-any.whl", hash = "sha256:9686baaff43f2c8175535da13faf40e6866769015e93130c3c1e4243e7244d70"},
     {file = "langchain_core-0.3.59.tar.gz", hash = "sha256:052a37cf298c505144f007e5aeede6ecff2dc92c827525d1ef59101eb3a4551c"},
@@ -3959,11 +3960,7 @@ 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"]
-<<<<<<< HEAD
 markers = "platform_python_implementation == \"PyPy\" or python_version == \"3.9\""
-=======
-markers = "(platform_python_implementation == \"PyPy\" or python_version < \"3.10\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
->>>>>>> 86a0836b (Match langgraph version used by sample apps)
 files = [
     {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
     {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
index c3c5139abc..02e232ffe9 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
@@ -91,5 +91,5 @@ def reset_span_context(request):
     tracer = get_tracer(__name__)
     # starts a new trace per test function
     # this avoids mixing of trace contexts leading to flaky results
-    with tracer.start_as_current_span(request.node.name, context=set_span_in_context(None)) as span:
+    with tracer.start_as_current_span(request.node.name, context=set_span_in_context(None)):
         yield

From c6a5e4875f0f6cb59f8e659ec5100e7e410ab94c Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Thu, 15 May 2025 11:29:57 -0400
Subject: [PATCH 12/24] Add test for langgraph ainvoke

---
 ...quest.yaml => test_langgraph_ainvoke.yaml} |  0
 .../test_langgraph/test_langgraph_invoke.yaml | 90 +++++++++++++++++++
 .../tests/test_langgraph.py                   | 41 ++++++++-
 3 files changed, 130 insertions(+), 1 deletion(-)
 rename packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/{test_langgraph_llm_request.yaml => test_langgraph_ainvoke.yaml} (100%)
 create mode 100644 packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_invoke.yaml

diff --git a/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_llm_request.yaml b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_ainvoke.yaml
similarity index 100%
rename from packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_llm_request.yaml
rename to packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_ainvoke.yaml
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_invoke.yaml b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_invoke.yaml
new file mode 100644
index 0000000000..881421c9cf
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_invoke.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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
+    headers:
+      CF-RAY:
+      - 93eb75e69c28abe5-YYZ
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Mon, 12 May 2025 16:58:24 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-processing-ms:
+      - '442'
+      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/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index cc2bf9e02d..8bb246f2ca 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -5,7 +5,7 @@
 
 
 @pytest.mark.vcr
-def test_langgraph_llm_request(exporter):
+def test_langgraph_invoke(exporter):
     client = OpenAI()
 
     class State(TypedDict):
@@ -40,3 +40,42 @@ def calculate(state: State):
             "openai.chat"
         ]
     ) == set([span.name for span in spans])
+
+
+@pytest.mark.vcr
+@pytest.mark.asyncio
+async def test_langgraph_ainvoke(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 = exporter.get_finished_spans()
+    assert set(
+        [
+            "LangGraph.workflow",
+            "__start__.task",
+            "calculate.task",
+            "_write.task",
+            "openai.chat"
+        ]
+    ) == set([span.name for span in spans])

From a33806c510ab484e72cc5cc7f4de05a7a6130b53 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Tue, 20 May 2025 11:28:53 -0400
Subject: [PATCH 13/24] Fix and add test for double langgraph invoke/ainvoke

---
 .../langchain/callback_handler.py             |  3 +
 .../tests/test_langgraph.py                   | 69 +++++++++++++++++++
 2 files changed, 72 insertions(+)

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 5cbdfef263..5b19b64924 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -726,6 +726,9 @@ def on_llm_end(
         _set_chat_response(span, response)
         self._end_span(span, run_id)
 
+        if self.spans[run_id].token:
+            context_api.detach(self.spans[run_id].token)
+
         # Record duration
         duration = time.time() - self.spans[run_id].start_time
         self.duration_histogram.record(
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index 8bb246f2ca..fb15833fd8 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -79,3 +79,72 @@ def calculate(state: State):
             "openai.chat"
         ]
     ) == set([span.name for span in spans])
+
+
+@pytest.mark.vcr
+def test_langgraph_double_invoke(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()
+
+    graph.invoke({"result": "init"})
+    graph.invoke({"result": "init"})
+
+    spans = exporter.get_finished_spans()
+
+    assert [
+        "__start__.task",
+        "ChannelWrite<mynode,result>.task",
+        "mynode.task",
+        "LangGraph.workflow",
+        "__start__.task",
+        "ChannelWrite<mynode,result>.task",
+        "mynode.task",
+        "LangGraph.workflow",
+    ] == [span.name for span in spans]
+
+
+@pytest.mark.vcr
+@pytest.mark.asyncio
+async def test_langgraph_double_ainvoke(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()
+
+    await graph.ainvoke({"result": "init"})
+    await graph.ainvoke({"result": "init"})
+
+    spans = exporter.get_finished_spans()
+
+    assert [
+        "__start__.task",
+        "_write.task",
+        "mynode.task",
+        "LangGraph.workflow",
+        "__start__.task",
+        "_write.task",
+        "mynode.task",
+        "LangGraph.workflow",
+    ] == [span.name for span in spans]

From 4d8a977c6471b0dacf52df4a99dd89a26bb69f62 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 2 Jun 2025 13:53:33 -0400
Subject: [PATCH 14/24] Remove set_span_in_context for now

---
 .../langchain/callback_handler.py             |  16 +-
 .../poetry.lock                               | 523 +++++++++++-------
 .../pyproject.toml                            |   3 +-
 .../tests/test_langgraph.py                   |  44 +-
 4 files changed, 357 insertions(+), 229 deletions(-)

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 5b19b64924..d63ef98f22 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -440,10 +440,8 @@ def _create_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(set_span_in_context(span))
-
         self.spans[run_id] = SpanHolder(
-            span, token, None, [], workflow_name, entity_name, entity_path
+            span, None, None, [], workflow_name, entity_name, entity_path
         )
 
         if parent_run_id is not None and parent_run_id in self.spans:
@@ -511,9 +509,6 @@ def _create_llm_span(
             span, token, None, [], workflow_name, None, entity_path
         )
 
-        if parent_run_id is not None and parent_run_id in self.spans:
-            self.spans[parent_run_id].children.append(run_id)
-
         return span
 
     @dont_throw
@@ -601,6 +596,12 @@ def on_chain_end(
             )
 
         self._end_span(span, run_id)
+        if parent_run_id is None:
+            context_api.attach(
+                context_api.set_value(
+                    SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY, False
+                )
+            )
 
     @dont_throw
     def on_chat_model_start(
@@ -726,9 +727,6 @@ def on_llm_end(
         _set_chat_response(span, response)
         self._end_span(span, run_id)
 
-        if self.spans[run_id].token:
-            context_api.detach(self.spans[run_id].token)
-
         # Record duration
         duration = time.time() - self.spans[run_id].start_time
         self.duration_histogram.record(
diff --git a/packages/opentelemetry-instrumentation-langchain/poetry.lock b/packages/opentelemetry-instrumentation-langchain/poetry.lock
index ca2773239b..22121efb11 100644
--- a/packages/opentelemetry-instrumentation-langchain/poetry.lock
+++ b/packages/opentelemetry-instrumentation-langchain/poetry.lock
@@ -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"},
@@ -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 <= \"3.12\""
+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 = "sha256:8351f5ea49da16ad67fd54801629d67ff71a204d0c6d80bd056fa451bcb43824"},
     {file = "langchain_aws-0.2.11.tar.gz", hash = "sha256:1ceb58e44d01bc4e90e05e340ae7f90331c7dda012bcf8e4a89d35d864994835"},
@@ -1250,7 +1225,6 @@ description = "An integration package connecting Cohere 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_cohere-0.3.1-py3-none-any.whl", hash = "sha256:adf37542feb293562791b8dd1691580b0dcb2117fb987f2684f694912465f554"},
     {file = "langchain_cohere-0.3.1.tar.gz", hash = "sha256:990bd4db68e229371c90eee98a1a78b4f4d33a32c22c8da6c2cd30b5044de9eb"},
@@ -1269,26 +1243,26 @@ langchain-community = ["langchain-community (>=0.3.0)"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.3"
+version = "0.3.24"
 description = "Community contributed LangChain integrations."
 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_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 < \"3.12\""},
-    {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.26.2", markers = "python_version < \"3.13\""},
+    {version = ">=2.1.0", markers = "python_version >= \"3.13\""},
 ]
 pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
@@ -1298,25 +1272,21 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.59"
+version = "0.3.63"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
-    {file = "langchain_core-0.3.59-py3-none-any.whl", hash = "sha256:9686baaff43f2c8175535da13faf40e6866769015e93130c3c1e4243e7244d70"},
-    {file = "langchain_core-0.3.59.tar.gz", hash = "sha256:052a37cf298c505144f007e5aeede6ecff2dc92c827525d1ef59101eb3a4551c"},
+    {file = "langchain_core-0.3.63-py3-none-any.whl", hash = "sha256:f91db8221b1bc6808f70b2e72fded1a94d50ee3f1dff1636fb5a5a514c64b7f5"},
+    {file = "langchain_core-0.3.63.tar.gz", hash = "sha256:e2e30cfbb7684a5a0319f6cbf065fc3c438bfd1060302f085a122527890fb01e"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.125,<0.4"
+langsmith = ">=0.1.126,<0.4"
 packaging = ">=23.2,<25"
-pydantic = [
-    {version = ">=2.5.2,<3.0.0", markers = "python_full_version < \"3.12.4\""},
-    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
-]
+pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
@@ -1328,7 +1298,6 @@ description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_experimental-0.3.2-py3-none-any.whl", hash = "sha256:b6a26f2a05e056a27ad30535ed306a6b9d8cc2e3c0326d15030d11b6e7505dbb"},
     {file = "langchain_experimental-0.3.2.tar.gz", hash = "sha256:d41cc28c46f58616d18a1230595929f80a58d1982c4053dc3afe7f1c03f22426"},
@@ -1345,7 +1314,6 @@ description = "An integration package connecting Hugging Face 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_huggingface-0.1.2-py3-none-any.whl", hash = "sha256:7de5cfcae32bfb6a99c084fc16176f02583a4f8d94febb6bb45bed5b34699174"},
     {file = "langchain_huggingface-0.1.2.tar.gz", hash = "sha256:4a66d5c449298fd353bd84c9ed01f9bf4303bf2e4ffce14aab8c55c584eee57c"},
@@ -1365,7 +1333,6 @@ description = "An integration package connecting OpenAI 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_openai-0.3.14-py3-none-any.whl", hash = "sha256:b8e648d2d7678a5540818199d141ff727c6f1514294b3e1e999a95357c9d66a0"},
     {file = "langchain_openai-0.3.14.tar.gz", hash = "sha256:0662db78620c2e5c3ccfc1c36dc959c0ddc80e6bdf7ef81632cbf4b2cc9b9461"},
@@ -1378,19 +1345,18 @@ tiktoken = ">=0.7,<1"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.5"
+version = "0.3.8"
 description = "LangChain text splitting utilities"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
-    {file = "langchain_text_splitters-0.3.5-py3-none-any.whl", hash = "sha256:8c9b059827438c5fa8f327b4df857e307828a5ec815163c9b5c9569a3e82c8ee"},
-    {file = "langchain_text_splitters-0.3.5.tar.gz", hash = "sha256:11cb7ca3694e5bdd342bc16d3875b7f7381651d4a53cbb91d34f22412ae16443"},
+    {file = "langchain_text_splitters-0.3.8-py3-none-any.whl", hash = "sha256:e75cc0f4ae58dcf07d9f18776400cf8ade27fadd4ff6d264df6278bb302f6f02"},
+    {file = "langchain_text_splitters-0.3.8.tar.gz", hash = "sha256:116d4b9f2a22dda357d0b79e30acf005c5518177971c66a9f1ab0edfdb0f912e"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.29,<0.4.0"
+langchain-core = ">=0.3.51,<1.0.0"
 
 [[package]]
 name = "langchainhub"
@@ -1399,7 +1365,6 @@ description = "The LangChain Hub API client"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchainhub-0.1.21-py3-none-any.whl", hash = "sha256:1cc002dc31e0d132a776afd044361e2b698743df5202618cf2bad399246b895f"},
     {file = "langchainhub-0.1.21.tar.gz", hash = "sha256:723383b3964a47dbaea6ad5d0ef728accefbc9d2c07480e800bdec43510a8c10"},
@@ -1412,39 +1377,56 @@ types-requests = ">=2.31.0.2,<3.0.0.0"
 
 [[package]]
 name = "langgraph"
-version = "0.2.39"
+version = "0.4.7"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
-python-versions = "<4.0,>=3.9.0"
+python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.39,<0.4"
-langgraph-checkpoint = ">=2.0.0,<3.0.0"
-langgraph-sdk = ">=0.1.32,<0.2.0"
+langchain-core = ">=0.1"
+langgraph-checkpoint = ">=2.0.26"
+langgraph-prebuilt = ">=0.2.0"
+langgraph-sdk = ">=0.1.42"
+pydantic = ">=2.7.4"
+xxhash = ">=3.5.0"
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.0.25"
+version = "2.0.26"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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+    {file = "langgraph_checkpoint-2.0.26.tar.gz", hash = "sha256:2b800195532d5efb079db9754f037281225ae175f7a395523f4bf41223cbc9d6"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.38,<0.4"
+langchain-core = {version = ">=0.2.38", markers = "python_version < \"4.0\""}
 ormsgpack = ">=1.8.0,<2.0.0"
 
+[[package]]
+name = "langgraph-prebuilt"
+version = "0.2.1"
+description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
+optional = false
+python-versions = ">=3.9"
+groups = ["test"]
+files = [
+    {file = "langgraph_prebuilt-0.2.1-py3-none-any.whl", hash = "sha256:55e1a4f8d54a4b1fdda9f8300af9891da23808a43aba72e381aebebf7e51326c"},
+    {file = "langgraph_prebuilt-0.2.1.tar.gz", hash = "sha256:3bdc2054cab54c2fd81f334974568316977ac96b678d5a3d95bf443aef6507d5"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.3.22"
+langgraph-checkpoint = ">=2.0.10"
+
 [[package]]
 name = "langgraph-sdk"
 version = "0.1.66"
@@ -1452,7 +1434,6 @@ description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1469,7 +1450,6 @@ description = "Client library to connect to the LangSmith LLM Tracing and Evalua
 optional = false
 python-versions = "<4.0,>=3.8.1"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1492,7 +1472,6 @@ description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1564,7 +1543,6 @@ description = "A lightweight library for converting complex datatypes to and fro
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1585,7 +1563,6 @@ description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1598,7 +1575,6 @@ description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1607,7 +1583,7 @@ files = [
 [package.extras]
 develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
 docs = ["sphinx"]
-gmpy = ["gmpy2 (>=2.1.0a4)"]
+gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
 tests = ["pytest (>=4.6)"]
 
 [[package]]
@@ -1617,7 +1593,6 @@ description = "multidict implementation"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1723,7 +1698,6 @@ description = "Type system extensions for programs checked with the mypy type ch
 optional = false
 python-versions = ">=3.5"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1736,7 +1710,6 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1756,7 +1729,7 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version < \"3.12\""
 files = [
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@@ -1796,6 +1769,72 @@ files = [
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 ]
 
+[[package]]
+name = "numpy"
+version = "2.2.6"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["test"]
+markers = "python_version >= \"3.12\""
+files = [
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+    {file = "numpy-2.2.6-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d"},
+    {file = "numpy-2.2.6-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db"},
+    {file = "numpy-2.2.6-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543"},
+    {file = "numpy-2.2.6-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00"},
+    {file = "numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd"},
+]
+
 [[package]]
 name = "nvidia-cublas-cu12"
 version = "12.6.4.1"
@@ -2025,7 +2064,6 @@ description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "openai-1.78.1-py3-none-any.whl", hash = "sha256:7368bf147ca499804cc408fe68cdb6866a060f38dec961bbc97b04f9d917907e"},
     {file = "openai-1.78.1.tar.gz", hash = "sha256:8b26b364531b100df1b961d03560042e5f5be11301d7d49a6cd1a2b9af824dca"},
@@ -2048,37 +2086,35 @@ voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.29.0"
+version = "1.33.1"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
-    {file = "opentelemetry_api-1.29.0-py3-none-any.whl", hash = "sha256:5fcd94c4141cc49c736271f3e1efb777bebe9cc535759c54c936cca4f1b312b8"},
-    {file = "opentelemetry_api-1.29.0.tar.gz", hash = "sha256:d04a6cf78aad09614f52964ecb38021e248f5714dc32c2e0d8fd99517b4d69cf"},
+    {file = "opentelemetry_api-1.33.1-py3-none-any.whl", hash = "sha256:4db83ebcf7ea93e64637ec6ee6fabee45c5cbe4abd9cf3da95c43828ddb50b83"},
+    {file = "opentelemetry_api-1.33.1.tar.gz", hash = "sha256:1c6055fc0a2d3f23a50c7e17e16ef75ad489345fd3df1f8b8af7c0bbf8a109e8"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=8.5.0"
+importlib-metadata = ">=6.0,<8.7.0"
 
 [[package]]
 name = "opentelemetry-instrumentation"
-version = "0.50b0"
+version = "0.54b1"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
-    {file = "opentelemetry_instrumentation-0.50b0-py3-none-any.whl", hash = "sha256:b8f9fc8812de36e1c6dffa5bfc6224df258841fb387b6dfe5df15099daa10630"},
-    {file = "opentelemetry_instrumentation-0.50b0.tar.gz", hash = "sha256:7d98af72de8dec5323e5202e46122e5f908592b22c6d24733aad619f07d82979"},
+    {file = "opentelemetry_instrumentation-0.54b1-py3-none-any.whl", hash = "sha256:a4ae45f4a90c78d7006c51524f57cd5aa1231aef031eae905ee34d5423f5b198"},
+    {file = "opentelemetry_instrumentation-0.54b1.tar.gz", hash = "sha256:7658bf2ff914b02f246ec14779b66671508125c0e4227361e56b5ebf6cef0aec"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.4,<2.0"
-opentelemetry-semantic-conventions = "0.50b0"
+opentelemetry-semantic-conventions = "0.54b1"
 packaging = ">=18.0"
 wrapt = ">=1.0.0,<2.0.0"
 
@@ -2089,7 +2125,6 @@ description = "OpenTelemetry Bedrock instrumentation"
 optional = false
 python-versions = ">=3.9,<4"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -2112,7 +2147,6 @@ description = "OpenTelemetry OpenAI instrumentation"
 optional = false
 python-versions = ">=3.9,<4"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -2120,6 +2154,7 @@ develop = true
 opentelemetry-api = "^1.28.0"
 opentelemetry-instrumentation = ">=0.50b0"
 opentelemetry-semantic-conventions = ">=0.50b0"
+opentelemetry-semantic-conventions-ai = "0.4.9"
 tiktoken = ">=0.6.0, <1"
 
 [package.extras]
@@ -2131,38 +2166,36 @@ url = "../opentelemetry-instrumentation-openai"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.29.0"
+version = "1.33.1"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
-    {file = "opentelemetry_sdk-1.29.0-py3-none-any.whl", hash = "sha256:173be3b5d3f8f7d671f20ea37056710217959e774e2749d984355d1f9391a30a"},
-    {file = "opentelemetry_sdk-1.29.0.tar.gz", hash = "sha256:b0787ce6aade6ab84315302e72bd7a7f2f014b0fb1b7c3295b88afe014ed0643"},
+    {file = "opentelemetry_sdk-1.33.1-py3-none-any.whl", hash = "sha256:19ea73d9a01be29cacaa5d6c8ce0adc0b7f7b4d58cc52f923e4413609f670112"},
+    {file = "opentelemetry_sdk-1.33.1.tar.gz", hash = "sha256:85b9fcf7c3d23506fbc9692fd210b8b025a1920535feec50bd54ce203d57a531"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.29.0"
-opentelemetry-semantic-conventions = "0.50b0"
+opentelemetry-api = "1.33.1"
+opentelemetry-semantic-conventions = "0.54b1"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.50b0"
+version = "0.54b1"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
-    {file = "opentelemetry_semantic_conventions-0.50b0-py3-none-any.whl", hash = "sha256:e87efba8fdb67fb38113efea6a349531e75ed7ffc01562f65b802fcecb5e115e"},
-    {file = "opentelemetry_semantic_conventions-0.50b0.tar.gz", hash = "sha256:02dc6dbcb62f082de9b877ff19a3f1ffaa3c306300fa53bfac761c4567c83d38"},
+    {file = "opentelemetry_semantic_conventions-0.54b1-py3-none-any.whl", hash = "sha256:29dab644a7e435b58d3a3918b58c333c92686236b30f7891d5e51f02933ca60d"},
+    {file = "opentelemetry_semantic_conventions-0.54b1.tar.gz", hash = "sha256:d1cecedae15d19bdaafca1e56b29a66aa286f50b5d08f036a145c7f3e9ef9cee"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-opentelemetry-api = "1.29.0"
+opentelemetry-api = "1.33.1"
 
 [[package]]
 name = "opentelemetry-semantic-conventions-ai"
@@ -2171,7 +2204,6 @@ description = "OpenTelemetry Semantic Conventions Extension for Large Language M
 optional = false
 python-versions = "<4,>=3.9"
 groups = ["main", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_semantic_conventions_ai-0.4.9-py3-none-any.whl", hash = "sha256:71149e46a72554ae17de46bca6c11ba540c19c89904bd4cc3111aac6edf10315"},
     {file = "opentelemetry_semantic_conventions_ai-0.4.9.tar.gz", hash = "sha256:54a0b901959e2de5124384925846bac2ea0a6dab3de7e501ba6aecf5e293fe04"},
@@ -2184,7 +2216,6 @@ description = "Fast, correct Python JSON library supporting dataclasses, datetim
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "orjson-3.10.10-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:b788a579b113acf1c57e0a68e558be71d5d09aa67f62ca1f68e01117e550a998"},
     {file = "orjson-3.10.10-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:804b18e2b88022c8905bb79bd2cbe59c0cd014b9328f43da8d3b28441995cda4"},
@@ -2253,7 +2284,6 @@ description = "Fast, correct Python msgpack library supporting dataclasses, date
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ormsgpack-1.9.1-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:f1f804fd9c0fd84213a6022c34172f82323b34afa7052a4af18797582cf56365"},
     {file = "ormsgpack-1.9.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:eab5cec99c46276b37071d570aab98603f3d0309b3818da3247eb64bb95e5cfc"},
@@ -2305,7 +2335,6 @@ description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
     {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
@@ -2318,7 +2347,6 @@ description = "Powerful data structures for data analysis, time series, and stat
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -2406,7 +2434,6 @@ description = "Parameterized testing with any Python test framework"
 optional = false
 python-versions = ">=3.7"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "parameterized-0.9.0-py2.py3-none-any.whl", hash = "sha256:4e0758e3d41bea3bbd05ec14fc2c24736723f243b28d702081aef438c9372b1b"},
     {file = "parameterized-0.9.0.tar.gz", hash = "sha256:7fc905272cefa4f364c1a3429cbbe9c0f98b793988efb5bf90aac80f08db09b1"},
@@ -2422,7 +2449,6 @@ description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pillow-11.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:e1abe69aca89514737465752b4bcaf8016de61b3be1397a8fc260ba33321b3a8"},
     {file = "pillow-11.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c640e5a06869c75994624551f45e5506e4256562ead981cce820d5ab39ae2192"},
@@ -2502,7 +2528,7 @@ docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -2512,7 +2538,6 @@ description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -2529,7 +2554,6 @@ description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "propcache-0.2.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:c5869b8fd70b81835a6f187c5fdbe67917a04d7e52b6e7cc4e5fe39d55c39d58"},
     {file = "propcache-0.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:952e0d9d07609d9c5be361f33b0d6d650cd2bae393aabb11d9b719364521984b"},
@@ -2638,7 +2662,6 @@ description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pycodestyle-2.12.1-py2.py3-none-any.whl", hash = "sha256:46f0fb92069a7c28ab7bb558f05bfc0110dac69a0cd23c61ea0040283a9d78b3"},
     {file = "pycodestyle-2.12.1.tar.gz", hash = "sha256:6838eae08bbce4f6accd5d5572075c63626a15ee3e6f842df996bf62f6d73521"},
@@ -2651,7 +2674,6 @@ description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic-2.10.5-py3-none-any.whl", hash = "sha256:4dd4e322dbe55472cb7ca7e73f4b63574eecccf2835ffa2af9021ce113c83c53"},
     {file = "pydantic-2.10.5.tar.gz", hash = "sha256:278b38dbbaec562011d659ee05f63346951b3a248a6f3642e1bc68894ea2b4ff"},
@@ -2664,7 +2686,7 @@ typing-extensions = ">=4.12.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
 [[package]]
 name = "pydantic-core"
@@ -2673,7 +2695,6 @@ description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2d367ca20b2f14095a8f4fa1210f5a7b78b8a20009ecced6b12818f455b1e9fa"},
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:491a2b73db93fab69731eaee494f320faa4e093dbed776be1a829c2eb222c34c"},
@@ -2787,7 +2808,6 @@ description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic_settings-2.6.0-py3-none-any.whl", hash = "sha256:4a819166f119b74d7f8c765196b165f95cc7487ce58ea27dec8a5a26be0970e0"},
     {file = "pydantic_settings-2.6.0.tar.gz", hash = "sha256:44a1804abffac9e6a30372bb45f6cafab945ef5af25e66b1c634c01dd39e0188"},
@@ -2809,7 +2829,6 @@ description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
     {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
@@ -2822,7 +2841,6 @@ description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
     {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
@@ -2846,7 +2864,6 @@ description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest_asyncio-0.24.0-py3-none-any.whl", hash = "sha256:a811296ed596b69bf0b6f3dc40f83bcaf341b155a269052d82efa2b25ac7037b"},
     {file = "pytest_asyncio-0.24.0.tar.gz", hash = "sha256:d081d828e576d85f875399194281e92bf8a68d60d72d1a2faf2feddb6c46b276"},
@@ -2866,7 +2883,6 @@ description = "A pytest plugin that allows you recording of network interactions
 optional = false
 python-versions = ">=3.7"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest_recording-0.13.2-py3-none-any.whl", hash = "sha256:3820fe5743d1ac46e807989e11d073cb776a60bdc544cf43ebca454051b22d13"},
     {file = "pytest_recording-0.13.2.tar.gz", hash = "sha256:000c3babbb466681457fd65b723427c1779a0c6c17d9e381c3142a701e124877"},
@@ -2887,7 +2903,6 @@ description = "pytest-sugar is a plugin for pytest that changes the default look
 optional = false
 python-versions = "*"
 groups = ["dev", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytest-sugar-1.0.0.tar.gz", hash = "sha256:6422e83258f5b0c04ce7c632176c7732cab5fdb909cb39cca5c9139f81276c0a"},
     {file = "pytest_sugar-1.0.0-py3-none-any.whl", hash = "sha256:70ebcd8fc5795dc457ff8b69d266a4e2e8a74ae0c3edc749381c64b5246c8dfd"},
@@ -2908,7 +2923,6 @@ description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -2924,7 +2938,6 @@ description = "Read key-value pairs from a .env file and set them as environment
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
     {file = "python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a"},
@@ -2940,7 +2953,6 @@ description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
     {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
@@ -2953,7 +2965,6 @@ description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -3017,7 +3028,6 @@ description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "regex-2024.9.11-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1494fa8725c285a81d01dc8c06b55287a1ee5e0e382d8413adc0a9197aac6408"},
     {file = "regex-2024.9.11-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0e12c481ad92d129c78f13a2a3662317e46ee7ef96c94fd332e1c29131875b7d"},
@@ -3122,7 +3132,6 @@ description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -3145,7 +3154,6 @@ description = "A utility belt for advanced users of python-requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
@@ -3161,7 +3169,6 @@ description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "s3transfer-0.11.1-py3-none-any.whl", hash = "sha256:8fa0aa48177be1f3425176dfe1ab85dcd3d962df603c3dbfc585e6bf857ef0ff"},
     {file = "s3transfer-0.11.1.tar.gz", hash = "sha256:3f25c900a367c8b7f7d8f9c34edc87e300bde424f779dc9f0a8ae4f9df9264f6"},
@@ -3180,7 +3187,6 @@ description = ""
 optional = false
 python-versions = ">=3.7"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "safetensors-0.5.2-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:45b6092997ceb8aa3801693781a71a99909ab9cc776fbc3fa9322d29b1d3bef2"},
     {file = "safetensors-0.5.2-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:6d0d6a8ee2215a440e1296b843edf44fd377b055ba350eaba74655a2fe2c4bae"},
@@ -3219,7 +3225,6 @@ description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d056391530ccd1e501056160e3c9673b4da4805eb67eb2bdf4e983e1f9c9204e"},
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:0c8d036eb937dbb568c6242fa598d551d88fb4399c0344d95c001980ec1c7d36"},
@@ -3275,7 +3280,6 @@ description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "scipy-1.13.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:20335853b85e9a49ff7572ab453794298bcf0354d8068c5f6775a0eabf350aca"},
     {file = "scipy-1.13.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d605e9c23906d1994f55ace80e0125c587f96c020037ea6aa98d01b4bd2e222f"},
@@ -3319,7 +3323,6 @@ description = "State-of-the-Art Text Embeddings"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "sentence_transformers-3.3.1-py3-none-any.whl", hash = "sha256:abffcc79dab37b7d18d21a26d5914223dd42239cfe18cb5e111c66c54b658ae7"},
     {file = "sentence_transformers-3.3.1.tar.gz", hash = "sha256:9635dbfb11c6b01d036b9cfcee29f7716ab64cf2407ad9f403a2e607da2ac48b"},
@@ -3348,20 +3351,20 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\""
 files = [
     {file = "setuptools-75.8.0-py3-none-any.whl", hash = "sha256:e3982f444617239225d675215d51f6ba05f845d4eec313da4418fdbb56fb27e3"},
     {file = "setuptools-75.8.0.tar.gz", hash = "sha256:c5afc8f407c626b8313a86e10311dd3f661c6cd9c09d4bf8c15c0e11f9f2b0e6"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
-core = ["importlib_metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
+core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "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"
@@ -3370,7 +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"},
@@ -3383,7 +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"},
@@ -3396,7 +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"},
@@ -3493,7 +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"},
@@ -3512,7 +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"},
@@ -3528,7 +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"},
@@ -3545,7 +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"},
@@ -3561,7 +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"},
@@ -3579,7 +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"},
@@ -3592,7 +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"},
@@ -3641,7 +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"},
@@ -3688,7 +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"},
@@ -3751,7 +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"},
@@ -3773,7 +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"},
@@ -3917,7 +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"},
@@ -3930,7 +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"},
@@ -3947,7 +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"},
@@ -3967,8 +3953,8 @@ files = [
 ]
 
 [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]]
@@ -3985,7 +3971,7 @@ files = [
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -3997,7 +3983,6 @@ description = "Automatically mock your HTTP interactions to simplify and speed u
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -4022,7 +4007,6 @@ description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -4096,6 +4080,139 @@ files = [
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 ]
 
+[[package]]
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+    {file = "xxhash-3.5.0.tar.gz", hash = "sha256:84f2caddf951c9cbf8dc2e22a89d4ccf5d86391ac6418fe81e3c67d0cf60b45f"},
+]
+
 [[package]]
 name = "yarl"
 version = "1.16.0"
@@ -4103,7 +4220,6 @@ description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "yarl-1.16.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:32468f41242d72b87ab793a86d92f885355bcf35b3355aa650bfa846a5c60058"},
     {file = "yarl-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:234f3a3032b505b90e65b5bc6652c2329ea7ea8855d8de61e1642b74b4ee65d2"},
@@ -4201,18 +4317,17 @@ description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "test"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
     {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [extras]
@@ -4221,4 +4336,4 @@ instruments = []
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<4"
-content-hash = "b740c96c768345149b656b70444840037d68895f3c0cbbe1e96c12ab527b1bed"
+content-hash = "2871a0c0dadd2590375bf9705957ddcbc640f67a4e53b295abb28ee158b7c985"
diff --git a/packages/opentelemetry-instrumentation-langchain/pyproject.toml b/packages/opentelemetry-instrumentation-langchain/pyproject.toml
index 5a44afd071..41a4a30533 100644
--- a/packages/opentelemetry-instrumentation-langchain/pyproject.toml
+++ b/packages/opentelemetry-instrumentation-langchain/pyproject.toml
@@ -28,7 +28,6 @@ opentelemetry-api = "^1.28.0"
 opentelemetry-instrumentation = ">=0.50b0"
 opentelemetry-semantic-conventions = ">=0.50b0"
 opentelemetry-semantic-conventions-ai = "0.4.9"
-langgraph = "^0.4.3"
 
 [tool.poetry.group.dev.dependencies]
 autopep8 = "^2.3.1"
@@ -59,7 +58,7 @@ langchain-cohere = "0.3.1"
 langchain-huggingface = "^0.1.2"
 pydantic = "^2.10.5"
 langchainhub = "^0.1.21"
-langgraph = "^0.2.39"
+langgraph = "^0.4"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index fb15833fd8..52c50fa25b 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -2,6 +2,10 @@
 from openai import OpenAI
 from typing import TypedDict
 from langgraph.graph import StateGraph
+from opentelemetry.trace import get_tracer, set_span_in_context
+from opentelemetry import context as context_api
+from opentelemetry.context import get_current
+from opentelemetry import trace
 
 
 @pytest.mark.vcr
@@ -34,9 +38,7 @@ def calculate(state: State):
     assert set(
         [
             "LangGraph.workflow",
-            "__start__.task",
             "calculate.task",
-            "ChannelWrite<calculate,request,result>.task",
             "openai.chat"
         ]
     ) == set([span.name for span in spans])
@@ -73,9 +75,7 @@ def calculate(state: State):
     assert set(
         [
             "LangGraph.workflow",
-            "__start__.task",
             "calculate.task",
-            "_write.task",
             "openai.chat"
         ]
     ) == set([span.name for span in spans])
@@ -98,21 +98,31 @@ def build_graph():
 
     graph = build_graph()
 
+    from opentelemetry import trace
+
+    assert "test_langgraph_double_invoke" == trace.get_current_span().name
+
     graph.invoke({"result": "init"})
-    graph.invoke({"result": "init"})
+    assert "test_langgraph_double_invoke" == trace.get_current_span().name
 
     spans = exporter.get_finished_spans()
+    assert [
+        "mynode.task",
+        "LangGraph.workflow",
+    ] == [span.name for span in spans]
 
+    graph.invoke({"result": "init"})
+    assert "test_langgraph_double_invoke" == trace.get_current_span().name
+
+    spans = exporter.get_finished_spans()
     assert [
-        "__start__.task",
-        "ChannelWrite<mynode,result>.task",
         "mynode.task",
         "LangGraph.workflow",
-        "__start__.task",
-        "ChannelWrite<mynode,result>.task",
         "mynode.task",
         "LangGraph.workflow",
     ] == [span.name for span in spans]
+    for span in spans:
+        print(span.to_json())
 
 
 @pytest.mark.vcr
@@ -133,18 +143,24 @@ def build_graph():
 
     graph = build_graph()
 
+    assert "test_langgraph_double_ainvoke" == trace.get_current_span().name
+
     await graph.ainvoke({"result": "init"})
-    await graph.ainvoke({"result": "init"})
+    assert "test_langgraph_double_ainvoke" == trace.get_current_span().name
 
     spans = exporter.get_finished_spans()
+    assert [
+        "mynode.task",
+        "LangGraph.workflow",
+    ] == [span.name for span in spans]
+
+    await graph.ainvoke({"result": "init"})
+    assert "test_langgraph_double_ainvoke" == trace.get_current_span().name
 
+    spans = exporter.get_finished_spans()
     assert [
-        "__start__.task",
-        "_write.task",
         "mynode.task",
         "LangGraph.workflow",
-        "__start__.task",
-        "_write.task",
         "mynode.task",
         "LangGraph.workflow",
     ] == [span.name for span in spans]

From 75567ca7f47307af9a098e34bae5dab96695bc2a Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 2 Jun 2025 13:55:42 -0400
Subject: [PATCH 15/24] Lint fix

---
 .../tests/test_langgraph.py                                    | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index 52c50fa25b..15bf2c7b84 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -2,9 +2,6 @@
 from openai import OpenAI
 from typing import TypedDict
 from langgraph.graph import StateGraph
-from opentelemetry.trace import get_tracer, set_span_in_context
-from opentelemetry import context as context_api
-from opentelemetry.context import get_current
 from opentelemetry import trace
 
 

From de74ec135462448f8906e2eaa7f75ab7604b66db Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Tue, 3 Jun 2025 18:15:46 -0400
Subject: [PATCH 16/24] Fix root cause of missing LLM attributes and metrics,
 revert equivalent fix on langchain and add tests

---
 .../langchain/callback_handler.py             |  4 +-
 .../test_langgraph_double_ainvoke.yaml        | 90 +++++++++++++++++++
 .../test_langgraph_double_invoke.yaml         | 90 +++++++++++++++++++
 .../test_langgraph_metrics.yaml               | 90 +++++++++++++++++++
 .../tests/metrics/test_langgraph_metrics.py   | 73 +++++++++++++++
 .../tests/test_langgraph.py                   | 29 +++++-
 .../traceloop/sdk/tracing/tracing.py          |  7 +-
 7 files changed, 375 insertions(+), 8 deletions(-)
 create mode 100644 packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_double_ainvoke.yaml
 create mode 100644 packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_double_invoke.yaml
 create mode 100644 packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langgraph_metrics/test_langgraph_metrics.yaml
 create mode 100644 packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langgraph_metrics.py

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 d63ef98f22..b3189d8fd4 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -354,8 +354,8 @@ def _sanitize_metadata_value(value: Any) -> Any:
         return None
     if isinstance(value, (bool, str, bytes, int, float)):
         return value
-    if isinstance(value, (dict, list, tuple)):
-        return json.dumps(value)
+    if isinstance(value, (list, tuple)):
+        return [str(_sanitize_metadata_value(v)) for v in value]
     # Convert other types to strings
     return str(value)
 
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_double_ainvoke.yaml b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_double_ainvoke.yaml
new file mode 100644
index 0000000000..881421c9cf
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_double_ainvoke.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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+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999986'
+      x-ratelimit-reset-requests:
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diff --git a/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_double_invoke.yaml b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_double_invoke.yaml
new file mode 100644
index 0000000000..881421c9cf
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_langgraph/test_langgraph_double_invoke.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'
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+      - python
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+      - 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:
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+      - DYNAMIC
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+      - '2020-10-01'
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+      - max-age=31536000; includeSubDomains; preload
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+      - '447'
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+      - '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/cassettes/test_langgraph_metrics/test_langgraph_metrics.yaml b/packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langgraph_metrics/test_langgraph_metrics.yaml
new file mode 100644
index 0000000000..881421c9cf
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langgraph_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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+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
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+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
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+      - h3=":443"; ma=86400
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+      - DYNAMIC
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+      - '442'
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+      - '2020-10-01'
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+      - max-age=31536000; includeSubDomains; preload
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+      - '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_langgraph_metrics.py b/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langgraph_metrics.py
new file mode 100644
index 0000000000..ac0c3325ba
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langgraph_metrics.py
@@ -0,0 +1,73 @@
+import pytest
+from openai import OpenAI
+from typing import TypedDict
+from langgraph.graph import StateGraph
+from opentelemetry.semconv_ai import SpanAttributes, Meters
+
+
+@pytest.mark.vcr
+def test_langgraph_metrics(metrics_test_context):
+    _, reader = metrics_test_context
+    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})
+
+    metrics_data = reader.get_metrics_data()
+    resource_metrics = metrics_data.resource_metrics
+    assert len(resource_metrics) > 0
+
+    found_token_metric = False
+    found_duration_metric = False
+
+    for rm in resource_metrics:
+        for sm in rm.scope_metrics:
+            for metric in sm.metrics:
+                if metric.name == Meters.LLM_TOKEN_USAGE:
+                    found_token_metric = True
+                    for data_point in metric.data.data_points:
+                        assert data_point.attributes[SpanAttributes.LLM_TOKEN_TYPE] in [
+                            "output",
+                            "input",
+                        ]
+                        assert data_point.sum > 0
+                        assert (
+                            data_point.attributes[SpanAttributes.LLM_SYSTEM]
+                            == "openai"
+                        )
+
+                if metric.name == Meters.LLM_OPERATION_DURATION:
+                    found_duration_metric = True
+                    assert any(
+                        data_point.count > 0 for data_point in metric.data.data_points
+                    )
+                    assert any(
+                        data_point.sum > 0 for data_point in metric.data.data_points
+                    )
+                    for data_point in metric.data.data_points:
+                        assert (
+                            data_point.attributes[SpanAttributes.LLM_SYSTEM]
+                            == "openai"
+                        )
+    assert found_token_metric is True
+    assert found_duration_metric is True
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index 15bf2c7b84..c13bf4fc5f 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -3,6 +3,7 @@
 from typing import TypedDict
 from langgraph.graph import StateGraph
 from opentelemetry import trace
+from opentelemetry.semconv_ai import SpanAttributes
 
 
 @pytest.mark.vcr
@@ -30,7 +31,7 @@ def calculate(state: State):
     langgraph = workflow.compile()
 
     user_request = "What's 5 + 5?"
-    langgraph.invoke(input={"request": user_request})
+    response = langgraph.invoke(input={"request": user_request})["result"]
     spans = exporter.get_finished_spans()
     assert set(
         [
@@ -40,6 +41,30 @@ def calculate(state: State):
         ]
     ) == set([span.name for span in spans])
 
+    openai_span = next(span for span in spans if span.name == "openai.chat")
+    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
@@ -118,8 +143,6 @@ def build_graph():
         "mynode.task",
         "LangGraph.workflow",
     ] == [span.name for span in spans]
-    for span in spans:
-        print(span.to_json())
 
 
 @pytest.mark.vcr
diff --git a/packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py b/packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py
index 93e53c1df2..71df9c3650 100644
--- a/packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py
+++ b/packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py
@@ -1064,8 +1064,9 @@ def metrics_common_attributes():
     association_properties = get_value("association_properties")
     if association_properties is not None:
         for key, value in association_properties.items():
-            common_attributes[
-                f"{SpanAttributes.TRACELOOP_ASSOCIATION_PROPERTIES}.{key}"
-            ] = value
+            if value is not None:
+                common_attributes[
+                    f"{SpanAttributes.TRACELOOP_ASSOCIATION_PROPERTIES}.{key}"
+                ] = value if isinstance(value, (bool, str, bytes, int, float)) else str(value)
 
     return common_attributes

From 4267ef1d16d237e63a0a546a477aa85ab45d852c Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Tue, 3 Jun 2025 18:16:20 -0400
Subject: [PATCH 17/24] Add sample app

---
 .../sample-app/sample_app/langgraph_openai.py | 36 +++++++++++++++++++
 1 file changed, 36 insertions(+)
 create mode 100644 packages/sample-app/sample_app/langgraph_openai.py

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})

From 5d9a48e245cf70480a0ce0aad634d504d524c61c Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Fri, 6 Jun 2025 14:47:01 -0400
Subject: [PATCH 18/24] Propagate ctx for sync callbacks, refactor langgraph
 metric test

---
 .../instrumentation/langchain/__init__.py     | 24 +++++
 .../langchain/callback_handler.py             |  3 +
 .../test_langgraph_metrics.yaml               |  0
 .../tests/metrics/test_langchain_metrics.py   | 89 +++++++++++++++++++
 .../tests/metrics/test_langgraph_metrics.py   | 73 ---------------
 .../tests/test_langgraph.py                   |  3 +
 6 files changed, 119 insertions(+), 73 deletions(-)
 rename packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/{test_langgraph_metrics => test_langchain_metrics}/test_langgraph_metrics.yaml (100%)
 delete mode 100644 packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langgraph_metrics.py

diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
index 421444b2fb..f4eab10e16 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
@@ -30,6 +30,14 @@
     Meters,
     SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY
 )
+from langchain_core.callbacks import (
+    CallbackManager,
+    CallbackManagerForChainGroup,
+    CallbackManagerForChainRun,
+    CallbackManagerForLLMRun,
+    CallbackManagerForRetrieverRun,
+    CallbackManagerForToolRun,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -191,12 +199,28 @@ def __call__(
         args,
         kwargs,
     ) -> None:
+        parent_run_id = kwargs.get("parent_run_id")
+        span = None
+        if parent_run_id is not None:
+            span = self._callback_manager.spans[parent_run_id].span
         wrapped(*args, **kwargs)
         for handler in instance.inheritable_handlers:
             if isinstance(handler, type(self._callback_manager)):
                 break
         else:
             instance.add_handler(self._callback_manager, True)
+            if isinstance(instance, (
+                    CallbackManager,
+                    CallbackManagerForChainGroup,
+                    CallbackManagerForChainRun,
+                    CallbackManagerForLLMRun,
+                    CallbackManagerForRetrieverRun,
+                    CallbackManagerForToolRun,
+                )
+            ):
+                if span and not self._callback_manager.spans[parent_run_id].token:
+                    token = context_api.attach(set_span_in_context(span))
+                    self._callback_manager.spans[parent_run_id].token = token
 
 
 # This class wraps a function call to inject tracing information (trace headers) into
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 b3189d8fd4..4146653f18 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -399,6 +399,9 @@ 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,
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langgraph_metrics/test_langgraph_metrics.yaml b/packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langchain_metrics/test_langgraph_metrics.yaml
similarity index 100%
rename from packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langgraph_metrics/test_langgraph_metrics.yaml
rename to packages/opentelemetry-instrumentation-langchain/tests/metrics/cassettes/test_langchain_metrics/test_langgraph_metrics.yaml
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 628d25e804..26c2f67200 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langchain_metrics.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langchain_metrics.py
@@ -3,6 +3,14 @@
 from langchain.prompts import PromptTemplate
 from langchain_openai import ChatOpenAI
 from opentelemetry.semconv_ai import SpanAttributes, Meters
+from typing import TypedDict
+from langgraph.graph import StateGraph
+from openai import OpenAI
+
+
+@pytest.fixture
+def openai_client():
+    return OpenAI()
 
 
 @pytest.fixture
@@ -118,3 +126,84 @@ def test_llm_chain_streaming_metrics(metrics_test_context, llm):
 
     assert found_token_metric is True
     assert found_duration_metric is True
+
+
+@pytest.mark.vcr
+def test_langgraph_metrics(metrics_test_context, openai_client):
+    _, reader = metrics_test_context
+
+    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/metrics/test_langgraph_metrics.py b/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langgraph_metrics.py
deleted file mode 100644
index ac0c3325ba..0000000000
--- a/packages/opentelemetry-instrumentation-langchain/tests/metrics/test_langgraph_metrics.py
+++ /dev/null
@@ -1,73 +0,0 @@
-import pytest
-from openai import OpenAI
-from typing import TypedDict
-from langgraph.graph import StateGraph
-from opentelemetry.semconv_ai import SpanAttributes, Meters
-
-
-@pytest.mark.vcr
-def test_langgraph_metrics(metrics_test_context):
-    _, reader = metrics_test_context
-    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})
-
-    metrics_data = reader.get_metrics_data()
-    resource_metrics = metrics_data.resource_metrics
-    assert len(resource_metrics) > 0
-
-    found_token_metric = False
-    found_duration_metric = False
-
-    for rm in resource_metrics:
-        for sm in rm.scope_metrics:
-            for metric in sm.metrics:
-                if metric.name == Meters.LLM_TOKEN_USAGE:
-                    found_token_metric = True
-                    for data_point in metric.data.data_points:
-                        assert data_point.attributes[SpanAttributes.LLM_TOKEN_TYPE] in [
-                            "output",
-                            "input",
-                        ]
-                        assert data_point.sum > 0
-                        assert (
-                            data_point.attributes[SpanAttributes.LLM_SYSTEM]
-                            == "openai"
-                        )
-
-                if metric.name == Meters.LLM_OPERATION_DURATION:
-                    found_duration_metric = True
-                    assert any(
-                        data_point.count > 0 for data_point in metric.data.data_points
-                    )
-                    assert any(
-                        data_point.sum > 0 for data_point in metric.data.data_points
-                    )
-                    for data_point in metric.data.data_points:
-                        assert (
-                            data_point.attributes[SpanAttributes.LLM_SYSTEM]
-                            == "openai"
-                        )
-    assert found_token_metric is True
-    assert found_duration_metric is True
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index c13bf4fc5f..ba7f2e91fa 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -42,6 +42,9 @@ def calculate(state: State):
     ) == 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 (

From 3637178a132abb47c0e75bf407c7146374edf04f Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Mon, 9 Jun 2025 11:28:12 -0400
Subject: [PATCH 19/24] Improve async handling of propagation and test

---
 .../instrumentation/langchain/__init__.py      | 18 +-----------------
 .../tests/test_langgraph.py                    |  4 ++++
 2 files changed, 5 insertions(+), 17 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
index f4eab10e16..fe96de9edf 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
@@ -30,14 +30,6 @@
     Meters,
     SUPPRESS_LANGUAGE_MODEL_INSTRUMENTATION_KEY
 )
-from langchain_core.callbacks import (
-    CallbackManager,
-    CallbackManagerForChainGroup,
-    CallbackManagerForChainRun,
-    CallbackManagerForLLMRun,
-    CallbackManagerForRetrieverRun,
-    CallbackManagerForToolRun,
-)
 
 logger = logging.getLogger(__name__)
 
@@ -209,15 +201,7 @@ def __call__(
                 break
         else:
             instance.add_handler(self._callback_manager, True)
-            if isinstance(instance, (
-                    CallbackManager,
-                    CallbackManagerForChainGroup,
-                    CallbackManagerForChainRun,
-                    CallbackManagerForLLMRun,
-                    CallbackManagerForRetrieverRun,
-                    CallbackManagerForToolRun,
-                )
-            ):
+            if not instance.is_async:
                 if span and not self._callback_manager.spans[parent_run_id].token:
                     token = context_api.attach(set_span_in_context(span))
                     self._callback_manager.spans[parent_run_id].token = token
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index ba7f2e91fa..e83533a137 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -71,6 +71,7 @@ def calculate(state: State):
 
 @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(exporter):
     client = OpenAI()
 
@@ -104,6 +105,9 @@ def calculate(state: State):
             "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

From 1ca4d9c18a1926ce26f5882dcb3e7105ac781003 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Thu, 12 Jun 2025 11:34:17 -0400
Subject: [PATCH 20/24] Improve handling of sync context propagation

---
 .../opentelemetry/instrumentation/langchain/__init__.py  | 9 +--------
 .../instrumentation/langchain/callback_handler.py        | 9 ++++++++-
 2 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
index fe96de9edf..a2349a0ae3 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
@@ -191,20 +191,13 @@ def __call__(
         args,
         kwargs,
     ) -> None:
-        parent_run_id = kwargs.get("parent_run_id")
-        span = None
-        if parent_run_id is not None:
-            span = self._callback_manager.spans[parent_run_id].span
         wrapped(*args, **kwargs)
         for handler in instance.inheritable_handlers:
             if isinstance(handler, type(self._callback_manager)):
                 break
         else:
+            self._callback_manager._instance = instance
             instance.add_handler(self._callback_manager, True)
-            if not instance.is_async:
-                if span and not self._callback_manager.spans[parent_run_id].token:
-                    token = context_api.attach(set_span_in_context(span))
-                    self._callback_manager.spans[parent_run_id].token = token
 
 
 # This class wraps a function call to inject tracing information (trace headers) into
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 4146653f18..103173a5ac 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -6,6 +6,8 @@
 
 from langchain_core.callbacks import (
     BaseCallbackHandler,
+    CallbackManager,
+    AsyncCallbackManager,
 )
 from langchain_core.messages import BaseMessage
 from langchain_core.outputs import LLMResult
@@ -370,6 +372,7 @@ def __init__(
         self.token_histogram = token_histogram
         self.spans: dict[UUID, SpanHolder] = {}
         self.run_inline = True
+        self._instance: CallbackManager | AsyncCallbackManager = None
 
     @staticmethod
     def _get_name_from_callback(
@@ -440,11 +443,15 @@ def _create_span(
         else:
             span = self.tracer.start_span(span_name, kind=kind)
 
+        token = None
+        if self._instance and not self._instance.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)
 
         self.spans[run_id] = SpanHolder(
-            span, None, None, [], workflow_name, entity_name, entity_path
+            span, token, None, [], workflow_name, entity_name, entity_path
         )
 
         if parent_run_id is not None and parent_run_id in self.spans:

From 5ce09b593a71e08e9070daa2556d41c48487a028 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Tue, 17 Jun 2025 09:47:38 -0400
Subject: [PATCH 21/24] Renaming vars and adding comment for async case

---
 .../instrumentation/langchain/__init__.py              | 10 +++++-----
 .../instrumentation/langchain/callback_handler.py      |  5 +++--
 2 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
index a2349a0ae3..51fff05cf3 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
@@ -181,8 +181,8 @@ 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,
@@ -193,11 +193,11 @@ 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:
-            self._callback_manager._instance = instance
-            instance.add_handler(self._callback_manager, True)
+            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
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 103173a5ac..3a85cc918d 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -372,7 +372,7 @@ def __init__(
         self.token_histogram = token_histogram
         self.spans: dict[UUID, SpanHolder] = {}
         self.run_inline = True
-        self._instance: CallbackManager | AsyncCallbackManager = None
+        self._callback_manager: CallbackManager | AsyncCallbackManager = None
 
     @staticmethod
     def _get_name_from_callback(
@@ -444,7 +444,8 @@ def _create_span(
             span = self.tracer.start_span(span_name, kind=kind)
 
         token = None
-        if self._instance and not self._instance.is_async:
+        # TODO: update this once attach/detach works properly with async callbacks
+        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)

From 257c044b2d6712014460448a65bee6b985272133 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Tue, 17 Jun 2025 14:50:51 -0400
Subject: [PATCH 22/24] Remove unnecessary fixture from conftest

---
 .../tests/conftest.py                               |  9 ---------
 .../tests/test_langgraph.py                         | 13 +++++++------
 2 files changed, 7 insertions(+), 15 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
index 02e232ffe9..8dc6dd79a4 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
@@ -84,12 +84,3 @@ def clear_metrics_test_context(metrics_test_context):
 
     reader.shutdown()
     provider.shutdown()
-
-
-@pytest.fixture(scope="function", autouse=True)
-def reset_span_context(request):
-    tracer = get_tracer(__name__)
-    # starts a new trace per test function
-    # this avoids mixing of trace contexts leading to flaky results
-    with tracer.start_as_current_span(request.node.name, context=set_span_in_context(None)):
-        yield
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index e83533a137..6572e254fa 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -4,6 +4,7 @@
 from langgraph.graph import StateGraph
 from opentelemetry import trace
 from opentelemetry.semconv_ai import SpanAttributes
+from opentelemetry.trace import NonRecordingSpan
 
 
 @pytest.mark.vcr
@@ -129,10 +130,10 @@ def build_graph():
 
     from opentelemetry import trace
 
-    assert "test_langgraph_double_invoke" == trace.get_current_span().name
+    assert isinstance(trace.get_current_span(), NonRecordingSpan)
 
     graph.invoke({"result": "init"})
-    assert "test_langgraph_double_invoke" == trace.get_current_span().name
+    assert isinstance(trace.get_current_span(), NonRecordingSpan)
 
     spans = exporter.get_finished_spans()
     assert [
@@ -141,7 +142,7 @@ def build_graph():
     ] == [span.name for span in spans]
 
     graph.invoke({"result": "init"})
-    assert "test_langgraph_double_invoke" == trace.get_current_span().name
+    assert isinstance(trace.get_current_span(), NonRecordingSpan)
 
     spans = exporter.get_finished_spans()
     assert [
@@ -170,10 +171,10 @@ def build_graph():
 
     graph = build_graph()
 
-    assert "test_langgraph_double_ainvoke" == trace.get_current_span().name
+    assert isinstance(trace.get_current_span(), NonRecordingSpan)
 
     await graph.ainvoke({"result": "init"})
-    assert "test_langgraph_double_ainvoke" == trace.get_current_span().name
+    assert isinstance(trace.get_current_span(), NonRecordingSpan)
 
     spans = exporter.get_finished_spans()
     assert [
@@ -182,7 +183,7 @@ def build_graph():
     ] == [span.name for span in spans]
 
     await graph.ainvoke({"result": "init"})
-    assert "test_langgraph_double_ainvoke" == trace.get_current_span().name
+    assert isinstance(trace.get_current_span(), NonRecordingSpan)
 
     spans = exporter.get_finished_spans()
     assert [

From f149273563b352acfa6fac4803380967bd7966a3 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Tue, 17 Jun 2025 16:02:14 -0400
Subject: [PATCH 23/24] Assert against INVALID_SPAN instead of NonRecordingSpan

---
 .../tests/test_langgraph.py                        | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
index 6572e254fa..90b18ac08d 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/test_langgraph.py
@@ -4,7 +4,7 @@
 from langgraph.graph import StateGraph
 from opentelemetry import trace
 from opentelemetry.semconv_ai import SpanAttributes
-from opentelemetry.trace import NonRecordingSpan
+from opentelemetry.trace import INVALID_SPAN
 
 
 @pytest.mark.vcr
@@ -130,10 +130,10 @@ def build_graph():
 
     from opentelemetry import trace
 
-    assert isinstance(trace.get_current_span(), NonRecordingSpan)
+    assert trace.get_current_span() == INVALID_SPAN
 
     graph.invoke({"result": "init"})
-    assert isinstance(trace.get_current_span(), NonRecordingSpan)
+    assert trace.get_current_span() == INVALID_SPAN
 
     spans = exporter.get_finished_spans()
     assert [
@@ -142,7 +142,7 @@ def build_graph():
     ] == [span.name for span in spans]
 
     graph.invoke({"result": "init"})
-    assert isinstance(trace.get_current_span(), NonRecordingSpan)
+    assert trace.get_current_span() == INVALID_SPAN
 
     spans = exporter.get_finished_spans()
     assert [
@@ -171,10 +171,10 @@ def build_graph():
 
     graph = build_graph()
 
-    assert isinstance(trace.get_current_span(), NonRecordingSpan)
+    assert trace.get_current_span() == INVALID_SPAN
 
     await graph.ainvoke({"result": "init"})
-    assert isinstance(trace.get_current_span(), NonRecordingSpan)
+    assert trace.get_current_span() == INVALID_SPAN
 
     spans = exporter.get_finished_spans()
     assert [
@@ -183,7 +183,7 @@ def build_graph():
     ] == [span.name for span in spans]
 
     await graph.ainvoke({"result": "init"})
-    assert isinstance(trace.get_current_span(), NonRecordingSpan)
+    assert trace.get_current_span() == INVALID_SPAN
 
     spans = exporter.get_finished_spans()
     assert [

From d4f54031b44eed230be859e7ca3a971a6e5972f7 Mon Sep 17 00:00:00 2001
From: Abhishek Rao <abhishek.rao@observeinc.com>
Date: Tue, 24 Jun 2025 12:28:47 -0400
Subject: [PATCH 24/24] Revert unnecessary changes, add clarifying comments

---
 .../opentelemetry/instrumentation/langchain/__init__.py    | 3 +++
 .../instrumentation/langchain/callback_handler.py          | 5 ++++-
 .../tests/conftest.py                                      | 2 --
 .../instrumentation/openai/shared/chat_wrappers.py         | 4 ++--
 .../instrumentation/openai/v1/assistant_wrappers.py        | 4 ++--
 packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py    | 7 +++----
 6 files changed, 14 insertions(+), 11 deletions(-)

diff --git a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
index 51fff05cf3..cb8d356a07 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/__init__.py
@@ -196,6 +196,9 @@ def __call__(
             if isinstance(handler, type(self._callback_handler)):
                 break
         else:
+            # 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)
 
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 3a85cc918d..9ce9cd40c5 100644
--- a/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
+++ b/packages/opentelemetry-instrumentation-langchain/opentelemetry/instrumentation/langchain/callback_handler.py
@@ -444,7 +444,10 @@ def _create_span(
             span = self.tracer.start_span(span_name, kind=kind)
 
         token = None
-        # TODO: update this once attach/detach works properly with async callbacks
+        # 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))
 
diff --git a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
index 8dc6dd79a4..c5fde7ef92 100644
--- a/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
+++ b/packages/opentelemetry-instrumentation-langchain/tests/conftest.py
@@ -13,8 +13,6 @@
 from opentelemetry.sdk.resources import Resource
 from opentelemetry.sdk.metrics import MeterProvider
 from opentelemetry.sdk.metrics.export import InMemoryMetricReader
-from opentelemetry.trace import get_tracer
-from opentelemetry.trace.propagation import set_span_in_context
 
 pytest_plugins = []
 
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 e2279bf9a0..7e3e188183 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
@@ -761,7 +761,7 @@ def _build_from_streaming_response(
         yield item_to_yield
 
     shared_attributes = {
-        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model") or "unknown",
+        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model") or None,
         "server.address": _get_openai_base_url(instance),
         "stream": True,
     }
@@ -831,7 +831,7 @@ async def _abuild_from_streaming_response(
         yield item_to_yield
 
     shared_attributes = {
-        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model") or "unknown",
+        SpanAttributes.LLM_RESPONSE_MODEL: complete_response.get("model") or None,
         "server.address": _get_openai_base_url(instance),
         "stream": True,
     }
diff --git a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
index 0585a2edd8..203147a85b 100644
--- a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
+++ b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/v1/assistant_wrappers.py
@@ -156,7 +156,7 @@ def messages_list_wrapper(tracer, wrapped, instance, args, kwargs):
         _set_span_attribute(
             span,
             SpanAttributes.LLM_RESPONSE_MODEL,
-            assistant["model"] or "unknown",
+            assistant["model"],
         )
         if should_emit_events():
             emit_event(MessageEvent(content=assistant["instructions"], role="system"))
@@ -272,7 +272,7 @@ def runs_create_and_stream_wrapper(tracer, wrapped, instance, args, kwargs):
         _set_span_attribute(
             span,
             SpanAttributes.LLM_RESPONSE_MODEL,
-            assistants[assistant_id]["model"] or "unknown",
+            assistants[assistant_id]["model"],
         )
         if should_emit_events():
             emit_event(
diff --git a/packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py b/packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py
index 71df9c3650..93e53c1df2 100644
--- a/packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py
+++ b/packages/traceloop-sdk/traceloop/sdk/tracing/tracing.py
@@ -1064,9 +1064,8 @@ def metrics_common_attributes():
     association_properties = get_value("association_properties")
     if association_properties is not None:
         for key, value in association_properties.items():
-            if value is not None:
-                common_attributes[
-                    f"{SpanAttributes.TRACELOOP_ASSOCIATION_PROPERTIES}.{key}"
-                ] = value if isinstance(value, (bool, str, bytes, int, float)) else str(value)
+            common_attributes[
+                f"{SpanAttributes.TRACELOOP_ASSOCIATION_PROPERTIES}.{key}"
+            ] = value
 
     return common_attributes