diff --git a/.github/scripts/check_diff.py b/.github/scripts/check_diff.py
index 110fafca4e4..70c377f27cc 100644
--- a/.github/scripts/check_diff.py
+++ b/.github/scripts/check_diff.py
@@ -119,7 +119,9 @@ def _get_configs_for_single_dir(job: str, dir_: str) -> List[Dict[str, str]]:
if job == "test-pydantic":
return _get_pydantic_test_configs(dir_)
- if dir_ == "libs/core":
+ if job == "codspeed":
+ py_versions = ["3.12"] # 3.13 is not yet supported
+ elif dir_ == "libs/core":
py_versions = ["3.9", "3.10", "3.11", "3.12", "3.13"]
# custom logic for specific directories
elif dir_ == "libs/partners/milvus":
@@ -210,6 +212,8 @@ def _get_configs_for_multi_dirs(
)
elif job == "extended-tests":
dirs = list(dirs_to_run["extended-test"])
+ elif job == "codspeed":
+ dirs = list(dirs_to_run["codspeed"])
else:
raise ValueError(f"Unknown job: {job}")
@@ -225,6 +229,7 @@ if __name__ == "__main__":
"lint": set(),
"test": set(),
"extended-test": set(),
+ "codspeed": set(),
}
docs_edited = False
@@ -248,6 +253,8 @@ if __name__ == "__main__":
dirs_to_run["extended-test"].update(LANGCHAIN_DIRS)
dirs_to_run["lint"].add(".")
+ if file.startswith("libs/core"):
+ dirs_to_run["codspeed"].add(f"libs/core")
if any(file.startswith(dir_) for dir_ in LANGCHAIN_DIRS):
# add that dir and all dirs after in LANGCHAIN_DIRS
# for extended testing
@@ -286,6 +293,7 @@ if __name__ == "__main__":
if not filename.startswith(".")
] != ["README.md"]:
dirs_to_run["test"].add(f"libs/partners/{partner_dir}")
+ dirs_to_run["codspeed"].add(f"libs/partners/{partner_dir}")
# Skip if the directory was deleted or is just a tombstone readme
elif file == "libs/packages.yml":
continue
@@ -311,6 +319,7 @@ if __name__ == "__main__":
"compile-integration-tests",
"dependencies",
"test-pydantic",
+ "codspeed",
]
}
map_job_to_configs["test-doc-imports"] = (
diff --git a/.github/workflows/check_diffs.yml b/.github/workflows/check_diffs.yml
index 15e08816816..0cb3b9be883 100644
--- a/.github/workflows/check_diffs.yml
+++ b/.github/workflows/check_diffs.yml
@@ -152,6 +152,7 @@ jobs:
# grep will exit non-zero if the target message isn't found,
# and `set -e` above will cause the step to fail.
echo "$STATUS" | grep 'nothing to commit, working tree clean'
+
ci_success:
name: "CI Success"
needs: [build, lint, test, compile-integration-tests, extended-tests, test-doc-imports, test-pydantic]
diff --git a/.github/workflows/codspeed.yml b/.github/workflows/codspeed.yml
index 3da7e4e15a2..55cb0d8f753 100644
--- a/.github/workflows/codspeed.yml
+++ b/.github/workflows/codspeed.yml
@@ -7,38 +7,73 @@ on:
pull_request:
paths:
- 'libs/core/**'
- # `workflow_dispatch` allows CodSpeed to trigger backtest
- # performance analysis in order to generate initial data.
+ - 'libs/partners/**'
+
workflow_dispatch:
+env:
+ AZURE_OPENAI_API_VERSION: ${{ secrets.AZURE_OPENAI_API_VERSION }}
+ AZURE_OPENAI_API_BASE: ${{ secrets.AZURE_OPENAI_API_BASE }}
+ AZURE_OPENAI_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_CHAT_DEPLOYMENT_NAME }}
+ AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME }}
+ DEEPSEEK_API_KEY: foo
+ FIREWORKS_API_KEY: foo
+
jobs:
- codspeed:
- name: Run benchmarks
- if: (github.event_name == 'pull_request' && contains(github.event.pull_request.labels.*.name, 'run-codspeed-benchmarks')) || github.event_name == 'workflow_dispatch' || github.event_name == 'push'
+ prepare_matrix:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
-
- # We have to use 3.12, 3.13 is not yet supported
- name: Install uv
uses: astral-sh/setup-uv@v6
with:
python-version: "3.12"
+ - id: files
+ uses: Ana06/get-changed-files@v2.3.0
+ - id: set-matrix
+ run: |
+ uv venv
+ uv pip install packaging requests
+ uv run .github/scripts/check_diff.py ${{ steps.files.outputs.all }} >> $GITHUB_OUTPUT
+ outputs:
+ codspeed: ${{ steps.set-matrix.outputs.codspeed }}
+ codspeed:
+ name: Run benchmarks
+ needs: [ prepare_matrix ]
+ if: ${{ needs.prepare_matrix.outputs.codspeed != '[]' }}
+ runs-on: ubuntu-latest
+ strategy:
+ matrix:
+ job-configs: ${{ fromJson(needs.prepare_matrix.outputs.codspeed) }}
+ fail-fast: false
+
+ steps:
+ - uses: actions/checkout@v4
+
+ # We have to use 3.12 as 3.13 is not yet supported
+ - name: Install uv
+ uses: astral-sh/setup-uv@v6
+ with:
+ python-version: ${{ matrix.job-configs.python-version }}
- # Using this action is still necessary for CodSpeed to work
- uses: actions/setup-python@v5
with:
- python-version: "3.12"
+ python-version: ${{ matrix.job-configs.python-version }}
- - name: install deps
+ - name: Install dependencies
run: uv sync --group test
- working-directory: ./libs/core
+ working-directory: ${{ matrix.job-configs.working-directory }}
- - name: Run benchmarks
+ - name: Run benchmarks ${{ matrix.job-configs.working-directory }}
uses: CodSpeedHQ/action@v3
with:
token: ${{ secrets.CODSPEED_TOKEN }}
run: |
- cd libs/core
- uv run --no-sync pytest ./tests/benchmarks --codspeed
- mode: walltime
+ cd ${{ matrix.job-configs.working-directory }}
+ if [ "${{ matrix.job-configs.working-directory }}" = "libs/core" ]; then
+ uv run --no-sync pytest ./tests/benchmarks --codspeed
+ else
+ uv run --no-sync pytest ./tests/ --codspeed
+ fi
+ mode: ${{ matrix.job-configs.working-directory == 'libs/core' && 'walltime' || 'instrumentation' }}
+
diff --git a/libs/core/uv.lock b/libs/core/uv.lock
index 68860883e53..080f1f59d5d 100644
--- a/libs/core/uv.lock
+++ b/libs/core/uv.lock
@@ -1,10 +1,14 @@
version = 1
requires-python = ">=3.9"
resolution-markers = [
- "python_full_version >= '3.13'",
- "python_full_version >= '3.12.4' and python_full_version < '3.13'",
- "python_full_version >= '3.10' and python_full_version < '3.12.4'",
- "python_full_version < '3.10'",
+ "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation == 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation != 'PyPy'",
]
[[package]]
@@ -559,7 +563,8 @@ name = "ipython"
version = "8.18.1"
source = { registry = "https://pypi.org/simple" }
resolution-markers = [
- "python_full_version < '3.10'",
+ "python_full_version < '3.10' and platform_python_implementation == 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation != 'PyPy'",
]
dependencies = [
{ name = "colorama", marker = "python_full_version < '3.10' and sys_platform == 'win32'" },
@@ -584,9 +589,12 @@ name = "ipython"
version = "8.32.0"
source = { registry = "https://pypi.org/simple" }
resolution-markers = [
- "python_full_version >= '3.13'",
- "python_full_version >= '3.12.4' and python_full_version < '3.13'",
- "python_full_version >= '3.10' and python_full_version < '3.12.4'",
+ "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy'",
]
dependencies = [
{ name = "colorama", marker = "python_full_version >= '3.10' and sys_platform == 'win32'" },
@@ -978,7 +986,8 @@ typing = [
{ name = "langchain-text-splitters" },
{ name = "mypy" },
{ name = "types-pyyaml" },
- { name = "types-requests" },
+ { name = "types-requests", version = "2.31.0.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10' or platform_python_implementation == 'PyPy'" },
+ { name = "types-requests", version = "2.32.0.20241016", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10' and platform_python_implementation != 'PyPy'" },
]
[package.metadata]
@@ -1036,8 +1045,12 @@ dependencies = [
{ name = "numpy", version = "2.2.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
{ name = "pytest" },
{ name = "pytest-asyncio" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket" },
+ { name = "pytest-vcr" },
{ name = "syrupy" },
+ { name = "vcrpy" },
]
[package.metadata]
@@ -1048,8 +1061,12 @@ requires-dist = [
{ name = "numpy", marker = "python_full_version >= '3.13'", specifier = ">=2.1.0" },
{ name = "pytest", specifier = ">=7,<9" },
{ name = "pytest-asyncio", specifier = ">=0.20,<1" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket", specifier = ">=0.6.0,<1" },
+ { name = "pytest-vcr" },
{ name = "syrupy", specifier = ">=4,<5" },
+ { name = "vcrpy", specifier = ">=7.0" },
]
[package.metadata.requires-dev]
@@ -1236,6 +1253,120 @@ wheels = [
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]
+[[package]]
+name = "multidict"
+version = "6.4.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/91/2f/a3470242707058fe856fe59241eee5635d79087100b7042a867368863a27/multidict-6.4.4.tar.gz", hash = "sha256:69ee9e6ba214b5245031b76233dd95408a0fd57fdb019ddcc1ead4790932a8e8", size = 90183 }
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diff --git a/libs/langchain/uv.lock b/libs/langchain/uv.lock
index 51fd856659b..b74a53b111e 100644
--- a/libs/langchain/uv.lock
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@@ -6028,11 +6147,16 @@ name = "types-requests"
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source = { registry = "https://pypi.org/simple" }
resolution-markers = [
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diff --git a/libs/partners/anthropic/Makefile b/libs/partners/anthropic/Makefile
index 136c4debc85..ec152c28d4f 100644
--- a/libs/partners/anthropic/Makefile
+++ b/libs/partners/anthropic/Makefile
@@ -14,11 +14,14 @@ test tests:
uv run --group test pytest -vvv --disable-socket --allow-unix-socket $(TEST_FILE)
integration_test integration_tests:
- uv run --group test --group test_integration pytest -vvv --timeout 30 $(TEST_FILE)
+ uv run --group test --group test_integration pytest -vvv --timeout 30 $(TEST_FILE) --vcr-record=none
test_watch:
uv run --group test ptw --snapshot-update --now . -- -vv $(TEST_FILE)
+make benchmark:
+ uv run --group test pytest ./tests -m benchmark
+
######################
# LINTING AND FORMATTING
diff --git a/libs/partners/anthropic/pyproject.toml b/libs/partners/anthropic/pyproject.toml
index 888db0a5a3a..ae3a0d3fe95 100644
--- a/libs/partners/anthropic/pyproject.toml
+++ b/libs/partners/anthropic/pyproject.toml
@@ -33,6 +33,7 @@ test = [
"pytest-retry<1.8.0,>=1.7.0",
"pytest-timeout<3.0.0,>=2.3.1",
"pytest-socket<1.0.0,>=0.7.0",
+ "vcrpy>=7.0",
"langchain-core",
"langchain-tests",
]
@@ -42,7 +43,6 @@ dev = ["langchain-core"]
test_integration = ["requests<3.0.0,>=2.32.3", "langchain-core"]
typing = [
"mypy<2.0,>=1.10",
- "types-requests<3.0.0.0,>=2.32.0.20241016",
"langchain-core",
]
diff --git a/libs/partners/anthropic/tests/cassettes/TestAnthropicStandard_test_stream_time.yaml.gz b/libs/partners/anthropic/tests/cassettes/TestAnthropicStandard_test_stream_time.yaml.gz
new file mode 100644
index 00000000000..036536b2fc6
--- /dev/null
+++ b/libs/partners/anthropic/tests/cassettes/TestAnthropicStandard_test_stream_time.yaml.gz
@@ -0,0 +1 @@
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
\ No newline at end of file
diff --git a/libs/partners/anthropic/tests/conftest.py b/libs/partners/anthropic/tests/conftest.py
new file mode 100644
index 00000000000..c4da8f2e905
--- /dev/null
+++ b/libs/partners/anthropic/tests/conftest.py
@@ -0,0 +1,40 @@
+from typing import Any
+
+import pytest
+from langchain_tests.conftest import YamlGzipSerializer
+from langchain_tests.conftest import _base_vcr_config as _base_vcr_config
+from vcr import VCR # type: ignore[import-untyped]
+
+
+def remove_request_headers(request: Any) -> Any:
+ for k in request.headers:
+ request.headers[k] = "**REDACTED**"
+ return request
+
+
+def remove_response_headers(response: dict) -> dict:
+ for k in response["headers"]:
+ response["headers"][k] = "**REDACTED**"
+ return response
+
+
+@pytest.fixture(scope="session")
+def vcr_config(_base_vcr_config: dict) -> dict: # noqa: F811
+ """
+ Extend the default configuration coming from langchain_tests.
+ """
+ config = _base_vcr_config.copy()
+ config["before_record_request"] = remove_request_headers
+ config["before_record_response"] = remove_response_headers
+ config["serializer"] = "yaml.gz"
+ config["path_transformer"] = VCR.ensure_suffix(".yaml.gz")
+
+ return config
+
+
+@pytest.fixture
+def vcr(vcr_config: dict) -> VCR:
+ """Override the default vcr fixture to include custom serializers"""
+ my_vcr = VCR(**vcr_config)
+ my_vcr.register_serializer("yaml.gz", YamlGzipSerializer)
+ return my_vcr
diff --git a/libs/partners/anthropic/tests/integration_tests/test_chat_models.py b/libs/partners/anthropic/tests/integration_tests/test_chat_models.py
index 1fe50cf91d7..de3e453af0b 100644
--- a/libs/partners/anthropic/tests/integration_tests/test_chat_models.py
+++ b/libs/partners/anthropic/tests/integration_tests/test_chat_models.py
@@ -7,7 +7,7 @@ from typing import Optional
import httpx
import pytest
-import requests
+import requests # type: ignore[import-untyped]
from anthropic import BadRequestError
from langchain_core.callbacks import CallbackManager
from langchain_core.exceptions import OutputParserException
diff --git a/libs/partners/anthropic/tests/integration_tests/test_standard.py b/libs/partners/anthropic/tests/integration_tests/test_standard.py
index b216141d261..f8c6823bb2d 100644
--- a/libs/partners/anthropic/tests/integration_tests/test_standard.py
+++ b/libs/partners/anthropic/tests/integration_tests/test_standard.py
@@ -41,6 +41,10 @@ class TestAnthropicStandard(ChatModelIntegrationTests):
def supports_anthropic_inputs(self) -> bool:
return True
+ @property
+ def enable_vcr_tests(self) -> bool:
+ return True
+
@property
def supported_usage_metadata_details(
self,
diff --git a/libs/partners/anthropic/uv.lock b/libs/partners/anthropic/uv.lock
index 97b437f01ed..0dc81d27149 100644
--- a/libs/partners/anthropic/uv.lock
+++ b/libs/partners/anthropic/uv.lock
@@ -1,10 +1,14 @@
version = 1
requires-python = ">=3.9"
resolution-markers = [
- "python_full_version >= '3.13'",
- "python_full_version >= '3.12.4' and python_full_version < '3.13'",
- "python_full_version >= '3.10' and python_full_version < '3.12.4'",
- "python_full_version < '3.10'",
+ "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation == 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation != 'PyPy'",
]
[[package]]
@@ -304,6 +308,18 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442 },
]
+[[package]]
+name = "importlib-metadata"
+version = "8.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "zipp", marker = "python_full_version < '3.10'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/76/66/650a33bd90f786193e4de4b3ad86ea60b53c89b669a5c7be931fac31cdb0/importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000", size = 56641 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/20/b0/36bd937216ec521246249be3bf9855081de4c5e06a0c9b4219dbeda50373/importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd", size = 27656 },
+]
+
[[package]]
name = "iniconfig"
version = "2.0.0"
@@ -438,6 +454,7 @@ test = [
{ name = "pytest-timeout" },
{ name = "pytest-watcher" },
{ name = "syrupy" },
+ { name = "vcrpy" },
]
test-integration = [
{ name = "langchain-core" },
@@ -446,7 +463,6 @@ test-integration = [
typing = [
{ name = "langchain-core" },
{ name = "mypy" },
- { name = "types-requests" },
]
[package.metadata]
@@ -473,6 +489,7 @@ test = [
{ name = "pytest-timeout", specifier = ">=2.3.1,<3.0.0" },
{ name = "pytest-watcher", specifier = ">=0.3.4,<1.0.0" },
{ name = "syrupy", specifier = ">=4.0.2,<5.0.0" },
+ { name = "vcrpy", specifier = ">=7.0" },
]
test-integration = [
{ name = "langchain-core", editable = "../../core" },
@@ -481,12 +498,11 @@ test-integration = [
typing = [
{ name = "langchain-core", editable = "../../core" },
{ name = "mypy", specifier = ">=1.10,<2.0" },
- { name = "types-requests", specifier = ">=2.32.0.20241016,<3.0.0.0" },
]
[[package]]
name = "langchain-core"
-version = "0.3.61"
+version = "0.3.62"
source = { editable = "../../core" }
dependencies = [
{ name = "jsonpatch" },
@@ -553,8 +569,12 @@ dependencies = [
{ name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
{ name = "pytest" },
{ name = "pytest-asyncio" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket" },
+ { name = "pytest-vcr" },
{ name = "syrupy" },
+ { name = "vcrpy" },
]
[package.metadata]
@@ -565,8 +585,12 @@ requires-dist = [
{ name = "numpy", marker = "python_full_version >= '3.13'", specifier = ">=2.1.0" },
{ name = "pytest", specifier = ">=7,<9" },
{ name = "pytest-asyncio", specifier = ">=0.20,<1" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket", specifier = ">=0.6.0,<1" },
+ { name = "pytest-vcr" },
{ name = "syrupy", specifier = ">=4,<5" },
+ { name = "vcrpy", specifier = ">=7.0" },
]
[package.metadata.requires-dev]
@@ -597,6 +621,141 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/50/f2/5700dbeec7dca0aa57a6ed2f472fa3a323b46c85ab2bc446b2c7c8fb599e/langsmith-0.3.37-py3-none-any.whl", hash = "sha256:bdecca4eb48ba1799e821a33dbdca318ab202faa71a5bfa7d2358be6c3fd7eeb", size = 359308 },
]
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "mdurl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/38/71/3b932df36c1a044d397a1f92d1cf91ee0a503d91e470cbd670aa66b07ed0/markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb", size = 74596 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528 },
+]
+
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729 }
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+version = "6.4.4"
+source = { registry = "https://pypi.org/simple" }
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diff --git a/libs/partners/deepseek/uv.lock b/libs/partners/deepseek/uv.lock
index 1daed6db642..52ef5fea21f 100644
--- a/libs/partners/deepseek/uv.lock
+++ b/libs/partners/deepseek/uv.lock
@@ -1,11 +1,14 @@
version = 1
-revision = 1
requires-python = ">=3.9"
resolution-markers = [
- "python_full_version >= '3.13'",
- "python_full_version >= '3.12.4' and python_full_version < '3.13'",
- "python_full_version >= '3.10' and python_full_version < '3.12.4'",
- "python_full_version < '3.10'",
+ "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation == 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation != 'PyPy'",
]
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]
+[[package]]
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+version = "8.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "zipp", marker = "python_full_version < '3.10'" },
+]
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+wheels = [
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name = "iniconfig"
version = "2.0.0"
@@ -369,7 +384,7 @@ wheels = [
[[package]]
name = "langchain-core"
-version = "0.3.56"
+version = "0.3.60"
source = { editable = "../../core" }
dependencies = [
{ name = "jsonpatch" },
@@ -384,10 +399,9 @@ dependencies = [
[package.metadata]
requires-dist = [
{ name = "jsonpatch", specifier = ">=1.33,<2.0" },
- { name = "langsmith", specifier = ">=0.1.125,<0.4" },
+ { name = "langsmith", specifier = ">=0.1.126,<0.4" },
{ name = "packaging", specifier = ">=23.2,<25" },
- { name = "pydantic", marker = "python_full_version < '3.12.4'", specifier = ">=2.5.2,<3.0.0" },
- { name = "pydantic", marker = "python_full_version >= '3.12.4'", specifier = ">=2.7.4,<3.0.0" },
+ { name = "pydantic", specifier = ">=2.7.4" },
{ name = "pyyaml", specifier = ">=5.3" },
{ name = "tenacity", specifier = ">=8.1.0,!=8.4.0,<10.0.0" },
{ name = "typing-extensions", specifier = ">=4.7" },
@@ -479,7 +493,7 @@ typing = [{ name = "mypy", specifier = ">=1.10,<2.0" }]
[[package]]
name = "langchain-openai"
-version = "0.3.14"
+version = "0.3.17"
source = { editable = "../openai" }
dependencies = [
{ name = "langchain-core" },
@@ -513,6 +527,7 @@ test = [
{ name = "pytest-watcher", specifier = ">=0.3.4,<1.0.0" },
{ name = "pytest-xdist", specifier = ">=3.6.1,<4.0.0" },
{ name = "syrupy", specifier = ">=4.0.2,<5.0.0" },
+ { name = "vcrpy", specifier = ">=7.0" },
]
test-integration = [
{ name = "httpx", specifier = ">=0.27.0,<1.0.0" },
@@ -537,8 +552,12 @@ dependencies = [
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{ name = "pytest" },
{ name = "pytest-asyncio" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket" },
+ { name = "pytest-vcr" },
{ name = "syrupy" },
+ { name = "vcrpy" },
]
[package.metadata]
@@ -549,8 +568,12 @@ requires-dist = [
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{ name = "pytest", specifier = ">=7,<9" },
{ name = "pytest-asyncio", specifier = ">=0.20,<1" },
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{ name = "pytest-socket", specifier = ">=0.6.0,<1" },
+ { name = "pytest-vcr" },
{ name = "syrupy", specifier = ">=4,<5" },
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diff --git a/libs/partners/groq/uv.lock b/libs/partners/groq/uv.lock
index 5348f002e01..4b76080b57a 100644
--- a/libs/partners/groq/uv.lock
+++ b/libs/partners/groq/uv.lock
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- "python_full_version < '3.10'",
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name = "langchain-core"
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source = { editable = "../../core" }
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- { name = "langsmith", specifier = ">=0.1.125,<0.4" },
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{ name = "pytest" },
{ name = "pytest-asyncio" },
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+ { name = "pytest-codspeed" },
{ name = "pytest-socket" },
+ { name = "pytest-vcr" },
{ name = "syrupy" },
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{ name = "pytest", specifier = ">=7,<9" },
{ name = "pytest-asyncio", specifier = ">=0.20,<1" },
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{ name = "pytest-socket", specifier = ">=0.6.0,<1" },
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diff --git a/libs/partners/mistralai/uv.lock b/libs/partners/mistralai/uv.lock
index d20f10af7b3..356ac196b0f 100644
--- a/libs/partners/mistralai/uv.lock
+++ b/libs/partners/mistralai/uv.lock
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- "python_full_version < '3.10'",
+ "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'",
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+ "python_full_version < '3.10' and platform_python_implementation == 'PyPy'",
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version = "2.0.0"
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name = "langchain-core"
-version = "0.3.56"
+version = "0.3.60"
source = { editable = "../../core" }
dependencies = [
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requires-dist = [
{ name = "jsonpatch", specifier = ">=1.33,<2.0" },
- { name = "langsmith", specifier = ">=0.1.125,<0.4" },
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{ name = "packaging", specifier = ">=23.2,<25" },
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+ { name = "pydantic", specifier = ">=2.7.4" },
{ name = "pyyaml", specifier = ">=5.3" },
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{ name = "pytest" },
{ name = "pytest-asyncio" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket" },
+ { name = "pytest-vcr" },
{ name = "syrupy" },
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{ name = "pytest", specifier = ">=7,<9" },
{ name = "pytest-asyncio", specifier = ">=0.20,<1" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket", specifier = ">=0.6.0,<1" },
+ { name = "pytest-vcr" },
{ name = "syrupy", specifier = ">=4,<5" },
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name = "zstandard"
version = "0.23.0"
diff --git a/libs/partners/openai/Makefile b/libs/partners/openai/Makefile
index 7eca148a4a0..ffd1e1b98a3 100644
--- a/libs/partners/openai/Makefile
+++ b/libs/partners/openai/Makefile
@@ -24,12 +24,16 @@ test tests:
TIKTOKEN_CACHE_DIR=tiktoken_cache uv run --group test pytest --disable-socket --allow-unix-socket $(TEST_FILE)
integration_test integration_tests:
- uv run --group test --group test_integration pytest -n auto $(TEST_FILE)
+ uv run --group test --group test_integration pytest -n auto $(TEST_FILE) --vcr-record=none
test_watch:
uv run --group test ptw --snapshot-update --now . -- -vv $(TEST_FILE)
+make benchmark:
+ uv run --group test pytest ./tests -m benchmark
+
+
######################
# LINTING AND FORMATTING
######################
diff --git a/libs/partners/openai/pyproject.toml b/libs/partners/openai/pyproject.toml
index ff453482414..db44a90fa25 100644
--- a/libs/partners/openai/pyproject.toml
+++ b/libs/partners/openai/pyproject.toml
@@ -33,6 +33,7 @@ test = [
"pytest-retry<1.8.0,>=1.7.0",
"pytest-socket<1.0.0,>=0.6.0",
"pytest-xdist<4.0.0,>=3.6.1",
+ "vcrpy>=7.0",
"numpy>=1.26.4; python_version<'3.13'",
"numpy>=2.1.0; python_version>='3.13'",
"langchain-core",
diff --git a/libs/partners/openai/tests/cassettes/TestAzureOpenAIStandardLegacy_test_stream_time.yaml.gz b/libs/partners/openai/tests/cassettes/TestAzureOpenAIStandardLegacy_test_stream_time.yaml.gz
new file mode 100644
index 00000000000..80a95b648ac
--- /dev/null
+++ b/libs/partners/openai/tests/cassettes/TestAzureOpenAIStandardLegacy_test_stream_time.yaml.gz
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/libs/partners/openai/tests/cassettes/TestAzureOpenAIStandard_test_stream_time.yaml.gz b/libs/partners/openai/tests/cassettes/TestAzureOpenAIStandard_test_stream_time.yaml.gz
new file mode 100644
index 00000000000..c004875b315
--- /dev/null
+++ b/libs/partners/openai/tests/cassettes/TestAzureOpenAIStandard_test_stream_time.yaml.gz
@@ -0,0 +1 @@
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
\ No newline at end of file
diff --git a/libs/partners/openai/tests/cassettes/TestOpenAIResponses_test_stream_time.yaml.gz b/libs/partners/openai/tests/cassettes/TestOpenAIResponses_test_stream_time.yaml.gz
new file mode 100644
index 00000000000..9d5b79f0bbd
--- /dev/null
+++ b/libs/partners/openai/tests/cassettes/TestOpenAIResponses_test_stream_time.yaml.gz
@@ -0,0 +1 @@
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
\ No newline at end of file
diff --git a/libs/partners/openai/tests/cassettes/TestOpenAIStandard_test_stream_time.yaml.gz b/libs/partners/openai/tests/cassettes/TestOpenAIStandard_test_stream_time.yaml.gz
new file mode 100644
index 00000000000..a014705acd7
--- /dev/null
+++ b/libs/partners/openai/tests/cassettes/TestOpenAIStandard_test_stream_time.yaml.gz
@@ -0,0 +1 @@
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
\ No newline at end of file
diff --git a/libs/partners/openai/tests/conftest.py b/libs/partners/openai/tests/conftest.py
new file mode 100644
index 00000000000..563761518c7
--- /dev/null
+++ b/libs/partners/openai/tests/conftest.py
@@ -0,0 +1,48 @@
+from typing import Any
+
+import pytest
+from langchain_tests.conftest import YamlGzipSerializer
+from langchain_tests.conftest import _base_vcr_config as _base_vcr_config
+from vcr import VCR # type: ignore[import-untyped]
+
+_EXTRA_HEADERS = [
+ ("openai-organization", "PLACEHOLDER"),
+ ("user-agent", "PLACEHOLDER"),
+ ("x-openai-client-user-agent", "PLACEHOLDER"),
+]
+
+
+def remove_request_headers(request: Any) -> Any:
+ for k in request.headers:
+ request.headers[k] = "**REDACTED**"
+ request.uri = "**REDACTED**"
+ return request
+
+
+def remove_response_headers(response: dict) -> dict:
+ for k in response["headers"]:
+ response["headers"][k] = "**REDACTED**"
+ return response
+
+
+@pytest.fixture(scope="session")
+def vcr_config(_base_vcr_config: dict) -> dict: # noqa: F811
+ """
+ Extend the default configuration coming from langchain_tests.
+ """
+ config = _base_vcr_config.copy()
+ config.setdefault("filter_headers", []).extend(_EXTRA_HEADERS)
+ config["before_record_request"] = remove_request_headers
+ config["before_record_response"] = remove_response_headers
+ config["serializer"] = "yaml.gz"
+ config["path_transformer"] = VCR.ensure_suffix(".yaml.gz")
+
+ return config
+
+
+@pytest.fixture
+def vcr(vcr_config: dict) -> VCR:
+ """Override the default vcr fixture to include custom serializers"""
+ my_vcr = VCR(**vcr_config)
+ my_vcr.register_serializer("yaml.gz", YamlGzipSerializer)
+ return my_vcr
diff --git a/libs/partners/openai/tests/integration_tests/chat_models/test_azure_standard.py b/libs/partners/openai/tests/integration_tests/chat_models/test_azure_standard.py
index 41e6aec4bd5..6c7756f1a39 100644
--- a/libs/partners/openai/tests/integration_tests/chat_models/test_azure_standard.py
+++ b/libs/partners/openai/tests/integration_tests/chat_models/test_azure_standard.py
@@ -38,6 +38,10 @@ class TestAzureOpenAIStandard(ChatModelIntegrationTests):
def supports_json_mode(self) -> bool:
return True
+ @property
+ def enable_vcr_tests(self) -> bool:
+ return True
+
class TestAzureOpenAIStandardLegacy(ChatModelIntegrationTests):
"""Test a legacy model."""
@@ -58,3 +62,7 @@ class TestAzureOpenAIStandardLegacy(ChatModelIntegrationTests):
@property
def structured_output_kwargs(self) -> dict:
return {"method": "function_calling"}
+
+ @property
+ def enable_vcr_tests(self) -> bool:
+ return True
diff --git a/libs/partners/openai/tests/integration_tests/chat_models/test_base_standard.py b/libs/partners/openai/tests/integration_tests/chat_models/test_base_standard.py
index 31f2cc70a92..abc0a666a84 100644
--- a/libs/partners/openai/tests/integration_tests/chat_models/test_base_standard.py
+++ b/libs/partners/openai/tests/integration_tests/chat_models/test_base_standard.py
@@ -57,6 +57,10 @@ class TestOpenAIStandard(ChatModelIntegrationTests):
]:
return {"invoke": ["reasoning_output", "cache_read_input"], "stream": []}
+ @property
+ def enable_vcr_tests(self) -> bool:
+ return True
+
def invoke_with_cache_read_input(self, *, stream: bool = False) -> AIMessage:
with open(REPO_ROOT_DIR / "README.md") as f:
readme = f.read()
diff --git a/libs/partners/openai/uv.lock b/libs/partners/openai/uv.lock
index 0a082cfc9b7..41cc63a0588 100644
--- a/libs/partners/openai/uv.lock
+++ b/libs/partners/openai/uv.lock
@@ -1,9 +1,14 @@
version = 1
requires-python = ">=3.9"
resolution-markers = [
- "python_full_version >= '3.13'",
- "python_full_version >= '3.12.4' and python_full_version < '3.13'",
- "python_full_version < '3.12.4'",
+ "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation == 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation != 'PyPy'",
]
[[package]]
@@ -359,6 +364,18 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442 },
]
+[[package]]
+name = "importlib-metadata"
+version = "8.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "zipp", marker = "python_full_version < '3.10'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/76/66/650a33bd90f786193e4de4b3ad86ea60b53c89b669a5c7be931fac31cdb0/importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000", size = 56641 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/20/b0/36bd937216ec521246249be3bf9855081de4c5e06a0c9b4219dbeda50373/importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd", size = 27656 },
+]
+
[[package]]
name = "iniconfig"
version = "2.0.0"
@@ -462,7 +479,7 @@ wheels = [
[[package]]
name = "langchain-core"
-version = "0.3.61"
+version = "0.3.62"
source = { editable = "../../core" }
dependencies = [
{ name = "jsonpatch" },
@@ -553,6 +570,7 @@ test = [
{ name = "pytest-watcher" },
{ name = "pytest-xdist" },
{ name = "syrupy" },
+ { name = "vcrpy" },
]
test-integration = [
{ name = "httpx" },
@@ -592,6 +610,7 @@ test = [
{ name = "pytest-watcher", specifier = ">=0.3.4,<1.0.0" },
{ name = "pytest-xdist", specifier = ">=3.6.1,<4.0.0" },
{ name = "syrupy", specifier = ">=4.0.2,<5.0.0" },
+ { name = "vcrpy", specifier = ">=7.0" },
]
test-integration = [
{ name = "httpx", specifier = ">=0.27.0,<1.0.0" },
@@ -616,8 +635,12 @@ dependencies = [
{ name = "numpy", version = "2.2.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.13'" },
{ name = "pytest" },
{ name = "pytest-asyncio" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket" },
+ { name = "pytest-vcr" },
{ name = "syrupy" },
+ { name = "vcrpy" },
]
[package.metadata]
@@ -628,8 +651,12 @@ requires-dist = [
{ name = "numpy", marker = "python_full_version >= '3.13'", specifier = ">=2.1.0" },
{ name = "pytest", specifier = ">=7,<9" },
{ name = "pytest-asyncio", specifier = ">=0.20,<1" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket", specifier = ">=0.6.0,<1" },
+ { name = "pytest-vcr" },
{ name = "syrupy", specifier = ">=4,<5" },
+ { name = "vcrpy", specifier = ">=7.0" },
]
[package.metadata.requires-dev]
@@ -660,6 +687,141 @@ wheels = [
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+
[[package]]
name = "yarl"
version = "1.18.3"
@@ -2034,6 +2273,15 @@ wheels = [
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]
+[[package]]
+name = "zipp"
+version = "3.21.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3f/50/bad581df71744867e9468ebd0bcd6505de3b275e06f202c2cb016e3ff56f/zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4", size = 24545 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/b7/1a/7e4798e9339adc931158c9d69ecc34f5e6791489d469f5e50ec15e35f458/zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931", size = 9630 },
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+
[[package]]
name = "zstandard"
version = "0.23.0"
diff --git a/libs/standard-tests/langchain_tests/conftest.py b/libs/standard-tests/langchain_tests/conftest.py
new file mode 100644
index 00000000000..16ff1cf97bd
--- /dev/null
+++ b/libs/standard-tests/langchain_tests/conftest.py
@@ -0,0 +1,48 @@
+import base64
+import gzip
+
+import pytest
+from vcr import VCR # type: ignore[import-untyped]
+from vcr.serializers import yamlserializer # type: ignore[import-untyped]
+
+
+class YamlGzipSerializer:
+ @staticmethod
+ def serialize(cassette_dict: dict) -> str:
+ raw = yamlserializer.serialize(cassette_dict).encode("utf-8")
+ compressed = gzip.compress(raw)
+ return base64.b64encode(compressed).decode("ascii")
+
+ @staticmethod
+ def deserialize(data: str) -> dict:
+ compressed = base64.b64decode(data.encode("ascii"))
+ text = gzip.decompress(compressed).decode("utf-8")
+ return yamlserializer.deserialize(text)
+
+
+_BASE_FILTER_HEADERS = [
+ ("authorization", "PLACEHOLDER"),
+ ("x-api-key", "PLACEHOLDER"),
+ ("api-key", "PLACEHOLDER"),
+]
+
+
+@pytest.fixture(scope="session")
+def _base_vcr_config() -> dict:
+ """
+ Configuration that every cassette will receive.
+ (Anything permitted by vcr.VCR(**kwargs) can be put here.)
+ """
+ return {
+ "record_mode": "once",
+ "filter_headers": _BASE_FILTER_HEADERS.copy(),
+ "match_on": ["method", "scheme", "host", "port", "path", "query"],
+ "decode_compressed_response": True,
+ "cassette_library_dir": "tests/cassettes",
+ "path_transformer": VCR.ensure_suffix(".yaml"),
+ }
+
+
+@pytest.fixture(scope="session")
+def vcr_config(_base_vcr_config: dict) -> dict:
+ return _base_vcr_config
diff --git a/libs/standard-tests/langchain_tests/integration_tests/chat_models.py b/libs/standard-tests/langchain_tests/integration_tests/chat_models.py
index d27e2449ac9..69ca50bc6d2 100644
--- a/libs/standard-tests/langchain_tests/integration_tests/chat_models.py
+++ b/libs/standard-tests/langchain_tests/integration_tests/chat_models.py
@@ -6,6 +6,7 @@ from unittest.mock import MagicMock
import httpx
import pytest
+import vcr # type: ignore[import-untyped]
from langchain_core._api import warn_deprecated
from langchain_core.callbacks import BaseCallbackHandler
from langchain_core.language_models import BaseChatModel, GenericFakeChatModel
@@ -28,6 +29,7 @@ from langchain_core.utils.function_calling import (
from pydantic import BaseModel, Field
from pydantic.v1 import BaseModel as BaseModelV1
from pydantic.v1 import Field as FieldV1
+from pytest_benchmark.fixture import BenchmarkFixture # type: ignore[import-untyped]
from typing_extensions import Annotated, TypedDict
from langchain_tests.unit_tests.chat_models import (
@@ -519,7 +521,151 @@ class ChatModelIntegrationTests(ChatModelTests):
cached, audio, or reasoning.
Only needs to be overridden if these details are supplied.
- """
+
+ .. dropdown:: enable_vcr_tests
+
+ Property controlling whether to enable select tests that rely on
+ `VCR `_ caching of HTTP calls, such
+ as benchmarking tests.
+
+ To enable these tests, follow these steps:
+
+ 1. Override the ``enable_vcr_tests`` property to return ``True``:
+
+ .. code-block:: python
+
+ @property
+ def enable_vcr_tests(self) -> bool:
+ return True
+
+ 2. Configure VCR to exclude sensitive headers and other information from cassettes.
+
+ .. important::
+ VCR will by default record authentication headers and other sensitive
+ information in cassettes. Read below for how to configure what
+ information is recorded in cassettes.
+
+ To add configuration to VCR, add a ``conftest.py`` file to the ``tests/``
+ directory and implement the ``vcr_config`` fixture there.
+
+ ``langchain-tests`` excludes the headers ``"authorization"``,
+ ``"x-api-key"``, and ``"api-key"`` from VCR cassettes. To pick up this
+ configuration, you will need to add ``conftest.py`` as shown below. You can
+ also exclude additional headers, override the default exclusions, or apply
+ other customizations to the VCR configuration. See example below:
+
+ .. code-block:: python
+ :caption: tests/conftest.py
+
+ import pytest
+ from langchain_tests.conftest import _base_vcr_config as _base_vcr_config
+
+ _EXTRA_HEADERS = [
+ # Specify additional headers to redact
+ ("user-agent", "PLACEHOLDER"),
+ ]
+
+
+ def remove_response_headers(response: dict) -> dict:
+ # If desired, remove or modify headers in the response.
+ response["headers"] = {}
+ return response
+
+
+ @pytest.fixture(scope="session")
+ def vcr_config(_base_vcr_config: dict) -> dict: # noqa: F811
+ \"\"\"Extend the default configuration from langchain_tests.\"\"\"
+ config = _base_vcr_config.copy()
+ config.setdefault("filter_headers", []).extend(_EXTRA_HEADERS)
+ config["before_record_response"] = remove_response_headers
+
+ return config
+
+ .. dropdown:: Compressing cassettes
+
+ ``langchain-tests`` includes a custom VCR serializer that compresses
+ cassettes using gzip. To use it, register the ``"yaml.gz"`` serializer
+ to your VCR fixture and enable this serializer in the config. See
+ example below:
+
+ .. code-block:: python
+ :caption: tests/conftest.py
+
+ import pytest
+ from langchain_tests.conftest import YamlGzipSerializer
+ from langchain_tests.conftest import _base_vcr_config as _base_vcr_config
+ from vcr import VCR
+
+ _EXTRA_HEADERS = [
+ # Specify additional headers to redact
+ ("user-agent", "PLACEHOLDER"),
+ ]
+
+
+ def remove_response_headers(response: dict) -> dict:
+ # If desired, remove or modify headers in the response.
+ response["headers"] = {}
+ return response
+
+
+ @pytest.fixture(scope="session")
+ def vcr_config(_base_vcr_config: dict) -> dict: # noqa: F811
+ \"\"\"Extend the default configuration from langchain_tests.\"\"\"
+ config = _base_vcr_config.copy()
+ config.setdefault("filter_headers", []).extend(_EXTRA_HEADERS)
+ config["before_record_response"] = remove_response_headers
+ # New: enable serializer and set file extension
+ config["serializer"] = "yaml.gz"
+ config["path_transformer"] = VCR.ensure_suffix(".yaml.gz")
+
+ return config
+
+
+ @pytest.fixture
+ def vcr(vcr_config: dict) -> VCR:
+ \"\"\"Override the default vcr fixture to include custom serializers\"\"\"
+ my_vcr = VCR(**vcr_config)
+ my_vcr.register_serializer("yaml.gz", YamlGzipSerializer)
+ return my_vcr
+
+ You can inspect the contents of the compressed cassettes (e.g., to
+ ensure no sensitive information is recorded) using the serializer:
+
+ .. code-block:: python
+
+ from langchain_tests.conftest import YamlGzipSerializer
+
+ with open("/path/to/tests/cassettes/TestClass_test.yaml.gz", "r") as f:
+ data = f.read()
+
+ YamlGzipSerializer.deserialize(data)
+
+ 3. Run tests to generate VCR cassettes.
+
+ Example:
+
+ .. code-block:: bash
+
+ uv run python -m pytest tests/integration_tests/test_chat_models.py::TestMyModel::test_stream_time
+
+ This will generate a VCR cassette for the test in
+ ``tests/integration_tests/cassettes/``.
+
+ .. important::
+ You should inspect the generated cassette to ensure that it does not
+ contain sensitive information. If it does, you can modify the
+ ``vcr_config`` fixture to exclude headers or modify the response
+ before it is recorded.
+
+ You can then commit the cassette to your repository. Subsequent test runs
+ will use the cassette instead of making HTTP calls.
+
+ .. tip::
+ Adding ``--vcr-record=none`` to the pytest command will ensure that
+ no new cassettes are recorded, and only existing cassettes are used.
+ Consider adding this to your CI configuration (e.g., modify relevant
+ Makefile commands).
+ """ # noqa: E501
@property
def standard_chat_model_params(self) -> dict:
@@ -2679,6 +2825,45 @@ class ChatModelIntegrationTests(ChatModelTests):
)
assert isinstance(response, AIMessage)
+ @pytest.mark.benchmark
+ def test_stream_time(
+ self, model: BaseChatModel, benchmark: BenchmarkFixture, vcr: vcr.VCR
+ ) -> None:
+ """Test that streaming does not introduce undue overhead.
+
+ See ``enable_vcr_tests`` dropdown :class:`above `
+ for more information.
+
+ .. dropdown:: Configuration
+
+ This test can be enabled or disabled using the ``enable_vcr_tests``
+ property. For example, to disable the test, set this property to ``False``:
+
+ .. code-block:: python
+
+ @property
+ def enable_vcr_tests(self) -> bool:
+ return False
+
+ .. important::
+
+ VCR will by default record authentication headers and other sensitive
+ information in cassettes. See ``enable_vcr_tests`` dropdown
+ :class:`above ` for how to configure what
+ information is recorded in cassettes.
+
+ """
+ if not self.enable_vcr_tests:
+ pytest.skip("VCR not set up.")
+
+ def _run() -> None:
+ cassette_name = f"{self.__class__.__name__}_test_stream_time"
+ with vcr.use_cassette(cassette_name, record_mode="once"):
+ for _ in model.stream("Write a story about a cat."):
+ pass
+
+ benchmark(_run)
+
def invoke_with_audio_input(self, *, stream: bool = False) -> AIMessage:
""":private:"""
raise NotImplementedError()
diff --git a/libs/standard-tests/langchain_tests/unit_tests/chat_models.py b/libs/standard-tests/langchain_tests/unit_tests/chat_models.py
index 94764939226..f58cabcb613 100644
--- a/libs/standard-tests/langchain_tests/unit_tests/chat_models.py
+++ b/libs/standard-tests/langchain_tests/unit_tests/chat_models.py
@@ -23,6 +23,7 @@ from pydantic.v1 import (
from pydantic.v1 import (
ValidationError as ValidationErrorV1,
)
+from pytest_benchmark.fixture import BenchmarkFixture # type: ignore[import-untyped]
from syrupy import SnapshotAssertion
from langchain_tests.base import BaseStandardTests
@@ -200,6 +201,16 @@ class ChatModelTests(BaseStandardTests):
content."""
return False
+ @property
+ def enable_vcr_tests(self) -> bool:
+ """(bool) whether to enable VCR tests for the chat model.
+
+ .. important::
+ See ``enable_vcr_tests`` dropdown :class:`above ` for more
+ information.
+ """
+ return False
+
@property
def supported_usage_metadata_details(
self,
@@ -612,6 +623,151 @@ class ChatModelUnitTests(ChatModelTests):
Only needs to be overridden if these details are supplied.
+ .. dropdown:: enable_vcr_tests
+
+ Property controlling whether to enable select tests that rely on
+ `VCR `_ caching of HTTP calls, such
+ as benchmarking tests.
+
+ To enable these tests, follow these steps:
+
+ 1. Override the ``enable_vcr_tests`` property to return ``True``:
+
+ .. code-block:: python
+
+ @property
+ def enable_vcr_tests(self) -> bool:
+ return True
+
+ 2. Configure VCR to exclude sensitive headers and other information from cassettes.
+
+ .. important::
+ VCR will by default record authentication headers and other sensitive
+ information in cassettes. Read below for how to configure what
+ information is recorded in cassettes.
+
+ To add configuration to VCR, add a ``conftest.py`` file to the ``tests/``
+ directory and implement the ``vcr_config`` fixture there.
+
+ ``langchain-tests`` excludes the headers ``"authorization"``,
+ ``"x-api-key"``, and ``"api-key"`` from VCR cassettes. To pick up this
+ configuration, you will need to add ``conftest.py`` as shown below. You can
+ also exclude additional headers, override the default exclusions, or apply
+ other customizations to the VCR configuration. See example below:
+
+ .. code-block:: python
+ :caption: tests/conftest.py
+
+ import pytest
+ from langchain_tests.conftest import _base_vcr_config as _base_vcr_config
+
+ _EXTRA_HEADERS = [
+ # Specify additional headers to redact
+ ("user-agent", "PLACEHOLDER"),
+ ]
+
+
+ def remove_response_headers(response: dict) -> dict:
+ # If desired, remove or modify headers in the response.
+ response["headers"] = {}
+ return response
+
+
+ @pytest.fixture(scope="session")
+ def vcr_config(_base_vcr_config: dict) -> dict: # noqa: F811
+ \"\"\"Extend the default configuration from langchain_tests.\"\"\"
+ config = _base_vcr_config.copy()
+ config.setdefault("filter_headers", []).extend(_EXTRA_HEADERS)
+ config["before_record_response"] = remove_response_headers
+
+ return config
+
+ .. dropdown:: Compressing cassettes
+
+ ``langchain-tests`` includes a custom VCR serializer that compresses
+ cassettes using gzip. To use it, register the ``"yaml.gz"`` serializer
+ to your VCR fixture and enable this serializer in the config. See
+ example below:
+
+ .. code-block:: python
+ :caption: tests/conftest.py
+
+ import pytest
+ from langchain_tests.conftest import YamlGzipSerializer
+ from langchain_tests.conftest import _base_vcr_config as _base_vcr_config
+ from vcr import VCR
+
+ _EXTRA_HEADERS = [
+ # Specify additional headers to redact
+ ("user-agent", "PLACEHOLDER"),
+ ]
+
+
+ def remove_response_headers(response: dict) -> dict:
+ # If desired, remove or modify headers in the response.
+ response["headers"] = {}
+ return response
+
+
+ @pytest.fixture(scope="session")
+ def vcr_config(_base_vcr_config: dict) -> dict: # noqa: F811
+ \"\"\"Extend the default configuration from langchain_tests.\"\"\"
+ config = _base_vcr_config.copy()
+ config.setdefault("filter_headers", []).extend(_EXTRA_HEADERS)
+ config["before_record_response"] = remove_response_headers
+ # New: enable serializer and set file extension
+ config["serializer"] = "yaml.gz"
+ config["path_transformer"] = VCR.ensure_suffix(".yaml.gz")
+
+ return config
+
+
+ @pytest.fixture
+ def vcr(vcr_config: dict) -> VCR:
+ \"\"\"Override the default vcr fixture to include custom serializers\"\"\"
+ my_vcr = VCR(**vcr_config)
+ my_vcr.register_serializer("yaml.gz", YamlGzipSerializer)
+ return my_vcr
+
+ You can inspect the contents of the compressed cassettes (e.g., to
+ ensure no sensitive information is recorded) using the serializer:
+
+ .. code-block:: python
+
+ from langchain_tests.conftest import YamlGzipSerializer
+
+ with open("/path/to/tests/cassettes/TestClass_test.yaml.gz", "r") as f:
+ data = f.read()
+
+ YamlGzipSerializer.deserialize(data)
+
+ 3. Run tests to generate VCR cassettes.
+
+ Example:
+
+ .. code-block:: bash
+
+ uv run python -m pytest tests/integration_tests/test_chat_models.py::TestMyModel::test_stream_time
+
+ This will generate a VCR cassette for the test in
+ ``tests/integration_tests/cassettes/``.
+
+ .. important::
+ You should inspect the generated cassette to ensure that it does not
+ contain sensitive information. If it does, you can modify the
+ ``vcr_config`` fixture to exclude headers or modify the response
+ before it is recorded.
+
+ You can then commit the cassette to your repository. Subsequent test runs
+ will use the cassette instead of making HTTP calls.
+
+ .. tip::
+ Adding ``--vcr-record=none`` to the pytest command will ensure that
+ no new cassettes are recorded, and only existing cassettes are used.
+ Consider adding this to your CI configuration (e.g., modify relevant
+ Makefile commands).
+
+
Testing initialization from environment variables
Some unit tests may require testing initialization from environment variables.
These tests can be enabled by overriding the ``init_from_env_params``
@@ -850,3 +1006,10 @@ class ChatModelUnitTests(ChatModelTests):
dumpd(model), valid_namespaces=model.get_lc_namespace()[:1]
).dict()
)
+
+ @pytest.mark.benchmark
+ def test_init_time(self, benchmark: BenchmarkFixture) -> None:
+ """Test initialization time of the chat model. If this test fails, check that
+ we are not introducing undue overhead in the model's initialization.
+ """
+ _ = benchmark(self.chat_model_class, **self.chat_model_params)
diff --git a/libs/standard-tests/pyproject.toml b/libs/standard-tests/pyproject.toml
index 297c93481b1..8c6ff010b1c 100644
--- a/libs/standard-tests/pyproject.toml
+++ b/libs/standard-tests/pyproject.toml
@@ -13,6 +13,10 @@ dependencies = [
"httpx<1,>=0.25.0",
"syrupy<5,>=4",
"pytest-socket<1,>=0.6.0",
+ "pytest-benchmark",
+ "pytest-codspeed",
+ "pytest-vcr",
+ "vcrpy>=7.0",
"numpy>=1.26.2; python_version<'3.13'",
"numpy>=2.1.0; python_version>='3.13'",
]
diff --git a/libs/standard-tests/uv.lock b/libs/standard-tests/uv.lock
index c700b37ff25..bd6d9115cc0 100644
--- a/libs/standard-tests/uv.lock
+++ b/libs/standard-tests/uv.lock
@@ -1,11 +1,14 @@
version = 1
-revision = 1
requires-python = ">=3.9"
resolution-markers = [
- "python_full_version >= '3.13'",
- "python_full_version >= '3.12.4' and python_full_version < '3.13'",
- "python_full_version >= '3.10' and python_full_version < '3.12.4'",
- "python_full_version < '3.10'",
+ "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_python_implementation != 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy'",
+ "python_full_version >= '3.10' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation == 'PyPy'",
+ "python_full_version < '3.10' and platform_python_implementation != 'PyPy'",
]
[[package]]
@@ -257,6 +260,18 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442 },
]
+[[package]]
+name = "importlib-metadata"
+version = "8.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "zipp", marker = "python_full_version < '3.10'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/76/66/650a33bd90f786193e4de4b3ad86ea60b53c89b669a5c7be931fac31cdb0/importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000", size = 56641 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/20/b0/36bd937216ec521246249be3bf9855081de4c5e06a0c9b4219dbeda50373/importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd", size = 27656 },
+]
+
[[package]]
name = "iniconfig"
version = "2.0.0"
@@ -289,7 +304,7 @@ wheels = [
[[package]]
name = "langchain-core"
-version = "0.3.56"
+version = "0.3.60"
source = { editable = "../core" }
dependencies = [
{ name = "jsonpatch" },
@@ -304,10 +319,9 @@ dependencies = [
[package.metadata]
requires-dist = [
{ name = "jsonpatch", specifier = ">=1.33,<2.0" },
- { name = "langsmith", specifier = ">=0.1.125,<0.4" },
+ { name = "langsmith", specifier = ">=0.1.126,<0.4" },
{ name = "packaging", specifier = ">=23.2,<25" },
- { name = "pydantic", marker = "python_full_version < '3.12.4'", specifier = ">=2.5.2,<3.0.0" },
- { name = "pydantic", marker = "python_full_version >= '3.12.4'", specifier = ">=2.7.4,<3.0.0" },
+ { name = "pydantic", specifier = ">=2.7.4" },
{ name = "pyyaml", specifier = ">=5.3" },
{ name = "tenacity", specifier = ">=8.1.0,!=8.4.0,<10.0.0" },
{ name = "typing-extensions", specifier = ">=4.7" },
@@ -357,8 +371,12 @@ dependencies = [
{ name = "numpy", version = "2.2.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
{ name = "pytest" },
{ name = "pytest-asyncio" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket" },
+ { name = "pytest-vcr" },
{ name = "syrupy" },
+ { name = "vcrpy" },
]
[package.dev-dependencies]
@@ -384,8 +402,12 @@ requires-dist = [
{ name = "numpy", marker = "python_full_version >= '3.13'", specifier = ">=2.1.0" },
{ name = "pytest", specifier = ">=7,<9" },
{ name = "pytest-asyncio", specifier = ">=0.20,<1" },
+ { name = "pytest-benchmark" },
+ { name = "pytest-codspeed" },
{ name = "pytest-socket", specifier = ">=0.6.0,<1" },
+ { name = "pytest-vcr" },
{ name = "syrupy", specifier = ">=4,<5" },
+ { name = "vcrpy", specifier = ">=7.0" },
]
[package.metadata.requires-dev]
@@ -416,6 +438,141 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/50/f2/5700dbeec7dca0aa57a6ed2f472fa3a323b46c85ab2bc446b2c7c8fb599e/langsmith-0.3.37-py3-none-any.whl", hash = "sha256:bdecca4eb48ba1799e821a33dbdca318ab202faa71a5bfa7d2358be6c3fd7eeb", size = 359308 },
]
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "mdurl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/38/71/3b932df36c1a044d397a1f92d1cf91ee0a503d91e470cbd670aa66b07ed0/markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb", size = 74596 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528 },
+]
+
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979 },
+]
+
+[[package]]
+name = "multidict"
+version = "6.4.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+]
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