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Merge with main (#1002)

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## Description
<!-- Provide a clear description of the changes in this PR -->

## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
This commit is contained in:
Boris 2025-06-18 22:20:34 +02:00 • committed by GitHub
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GPG key ID: B5690EEEBB952194
5 changed files with 3936 additions and 3915 deletions
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7
cognee/shared/logging_utils.py
View file

@ -245,6 +245,11 @@ def setup_logging(log_level=None, name=None):
# Hand back to the original hook → prints traceback and exits
sys.__excepthook__(exc_type, exc_value, traceback)
logger.info("Want to learn more? Visit the Cognee documentation: https://docs.cognee.ai")
logger.info(
"Need help? Reach out to us on our Discord server: https://discord.gg/NQPKmU5CCg"
)
# Install exception handlers
sys.excepthook = handle_exception
@ -332,6 +337,8 @@ def setup_logging(log_level=None, name=None):
os_info=OS_INFO,
)
logger.info("Want to learn more? Visit the Cognee documentation: https://docs.cognee.ai")
# Return the configured logger
return logger

21
examples/python/relational_database_migration_example.py
View file

@ -1,4 +1,5 @@
import asyncio
import cognee
import os
@ -56,12 +57,8 @@ async def main():
home_dir = os.path.expanduser("~")
destination_file_path = os.path.join(home_dir, "graph_visualization.html")
# test.html is a file with visualized data migration
print("Adding html visualization of graph database after migration.")
await visualize_graph(destination_file_path)
print(f"Visualization can be found at: {destination_file_path}")
# Make sure to set top_k at a high value for a broader search, the default value is only 10!
# top_k represent the number of graph tripplets to supply to the LLM to answer your question
search_results = await cognee.search(
query_type=SearchType.GRAPH_COMPLETION,
query_text="What kind of data do you contain?",
@ -69,6 +66,20 @@ async def main():
)
print(f"Search results: {search_results}")
# Having a top_k value set to too high might overwhelm the LLM context when specific questions need to be answered.
# For this kind of question we've set the top_k to 30
search_results = await cognee.search(
query_type=SearchType.GRAPH_COMPLETION_COT,
query_text="What invoices are related to Leonie Köhler?",
top_k=30,
)
print(f"Search results: {search_results}")
# test.html is a file with visualized data migration
print("Adding html visualization of graph database after migration.")
await visualize_graph(destination_file_path)
print(f"Visualization can be found at: {destination_file_path}")
if __name__ == "__main__":
loop = asyncio.new_event_loop()

50
poetry.lock generated
View file

@ -1,4 +1,4 @@
# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
[[package]]
name = "aiobotocore"
@ -443,7 +443,7 @@ description = "Timeout context manager for asyncio programs"
optional = false
python-versions = ">=3.7"
groups = ["main"]
markers = "(extra == \"postgres\" or extra == \"postgres-binary\" or extra == \"deepeval\") and python_version < \"3.11.0\" or python_version < \"3.11\""
markers = "python_version == \"3.10\""
files = [
{file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
{file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
@ -601,7 +601,7 @@ description = "Backport of CPython tarfile module"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "extra == \"deepeval\" and python_version <= \"3.11\""
markers = "extra == \"deepeval\" and python_version < \"3.12\""
files = [
{file = "backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34"},
{file = "backports_tarfile-1.2.0.tar.gz", hash = "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991"},
@ -1236,7 +1236,7 @@ description = "Cross-platform colored terminal text."
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
groups = ["main"]
markers = "(sys_platform == \"win32\" or platform_system == \"Windows\" or extra == \"notebook\" or extra == \"dev\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"chromadb\") and (platform_system == \"Windows\" or extra == \"notebook\" or extra == \"dev\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"chromadb\" or extra == \"codegraph\") and (sys_platform == \"win32\" or platform_system == \"Windows\" or extra == \"notebook\" or extra == \"dev\" or extra == \"llama-index\" or extra == \"deepeval\") and (sys_platform == \"win32\" or platform_system == \"Windows\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"dev\" or extra == \"chromadb\") and (sys_platform == \"win32\" or platform_system == \"Windows\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"dev\" or extra == \"chromadb\" or extra == \"codegraph\") and (sys_platform == \"win32\" or platform_system == \"Windows\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"dev\") and (python_version < \"3.13\" or platform_system == \"Windows\" or extra == \"notebook\" or extra == \"dev\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"chromadb\")"
markers = "(platform_system == \"Windows\" or sys_platform == \"win32\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"dev\") and (python_version <= \"3.12\" or platform_system == \"Windows\" or extra == \"notebook\" or extra == \"dev\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"chromadb\") and (platform_system == \"Windows\" or extra == \"notebook\" or extra == \"dev\" or extra == \"llama-index\" or extra == \"deepeval\" or extra == \"chromadb\" or extra == \"codegraph\")"
files = [
{file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
{file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@ -2015,7 +2015,7 @@ description = "Backport of PEP 654 (exception groups)"
optional = false
python-versions = ">=3.7"
groups = ["main"]
markers = "python_version < \"3.11\""
markers = "python_version == \"3.10\""
files = [
{file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
{file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
@ -2145,7 +2145,7 @@ description = "Fast, light, accurate library built for retrieval embedding gener
optional = true
python-versions = ">=3.9.0"
groups = ["main"]
markers = "python_version < \"3.13\" and extra == \"codegraph\""
markers = "extra == \"codegraph\" and python_version <= \"3.12\""
files = [
{file = "fastembed-0.6.0-py3-none-any.whl", hash = "sha256:a08385e9388adea0529a586004f2d588c9787880a510e4e5d167127a11e75328"},
{file = "fastembed-0.6.0.tar.gz", hash = "sha256:5c9ead25f23449535b07243bbe1f370b820dcc77ec2931e61674e3fe7ff24733"},
@ -2885,7 +2885,7 @@ description = "HTTP/2-based RPC framework"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "extra == \"gemini\" or extra == \"deepeval\" or extra == \"weaviate\" or extra == \"qdrant\" or extra == \"milvus\" or python_version < \"3.11\" and (extra == \"deepeval\" or extra == \"weaviate\" or extra == \"qdrant\" or extra == \"gemini\" or extra == \"milvus\")"
markers = "extra == \"gemini\" or extra == \"weaviate\" or extra == \"qdrant\" or extra == \"deepeval\" or extra == \"milvus\" or python_version == \"3.10\" and (extra == \"deepeval\" or extra == \"weaviate\" or extra == \"qdrant\" or extra == \"gemini\" or extra == \"milvus\")"
files = [
{file = "grpcio-1.67.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:8b0341d66a57f8a3119b77ab32207072be60c9bf79760fa609c5609f2deb1f3f"},
{file = "grpcio-1.67.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:f5a27dddefe0e2357d3e617b9079b4bfdc91341a91565111a21ed6ebbc51b22d"},
@ -3567,7 +3567,7 @@ description = "IPython: Productive Interactive Computing"
optional = true
python-versions = ">=3.10"
groups = ["main"]
markers = "python_version < \"3.11\" and (extra == \"notebook\" or extra == \"dev\")"
markers = "python_version == \"3.10\" and (extra == \"notebook\" or extra == \"dev\")"
files = [
{file = "ipython-8.37.0-py3-none-any.whl", hash = "sha256:ed87326596b878932dbcb171e3e698845434d8c61b8d8cd474bf663041a9dcf2"},
{file = "ipython-8.37.0.tar.gz", hash = "sha256:ca815841e1a41a1e6b73a0b08f3038af9b2252564d01fc405356d34033012216"},
@ -3657,7 +3657,7 @@ description = "An ISO 8601 date/time/duration parser and formatter"
optional = false
python-versions = ">=3.7"
groups = ["main"]
markers = "python_version < \"3.11\""
markers = "python_version == \"3.10\""
files = [
{file = "isodate-0.7.2-py3-none-any.whl", hash = "sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15"},
{file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"},
@ -3980,8 +3980,6 @@ python-versions = "*"
groups = ["main"]
files = [
{file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"},
{file = "jsonpath_ng-1.7.0-py2-none-any.whl", hash = "sha256:898c93fc173f0c336784a3fa63d7434297544b7198124a68f9a3ef9597b0ae6e"},
{file = "jsonpath_ng-1.7.0-py3-none-any.whl", hash = "sha256:f3d7f9e848cba1b6da28c55b1c26ff915dc9e0b1ba7e752a53d6da8d5cbd00b6"},
]
[package.dependencies]
@ -5026,7 +5024,7 @@ description = "Python logging made (stupidly) simple"
optional = true
python-versions = "<4.0,>=3.5"
groups = ["main"]
markers = "python_version < \"3.13\" and extra == \"codegraph\""
markers = "extra == \"codegraph\" and python_version <= \"3.12\""
files = [
{file = "loguru-0.7.3-py3-none-any.whl", hash = "sha256:31a33c10c8e1e10422bfd431aeb5d351c7cf7fa671e3c4df004162264b28220c"},
{file = "loguru-0.7.3.tar.gz", hash = "sha256:19480589e77d47b8d85b2c827ad95d49bf31b0dcde16593892eb51dd18706eb6"},
@ -5126,11 +5124,8 @@ files = [
{file = "lxml-5.4.0-cp36-cp36m-win_amd64.whl", hash = "sha256:7ce1a171ec325192c6a636b64c94418e71a1964f56d002cc28122fceff0b6121"},
{file = "lxml-5.4.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:795f61bcaf8770e1b37eec24edf9771b307df3af74d1d6f27d812e15a9ff3872"},
{file = "lxml-5.4.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:29f451a4b614a7b5b6c2e043d7b64a15bd8304d7e767055e8ab68387a8cacf4e"},
{file = "lxml-5.4.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:891f7f991a68d20c75cb13c5c9142b2a3f9eb161f1f12a9489c82172d1f133c0"},
{file = "lxml-5.4.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4aa412a82e460571fad592d0f93ce9935a20090029ba08eca05c614f99b0cc92"},
{file = "lxml-5.4.0-cp37-cp37m-manylinux_2_28_aarch64.whl", hash = "sha256:ac7ba71f9561cd7d7b55e1ea5511543c0282e2b6450f122672a2694621d63b7e"},
{file = "lxml-5.4.0-cp37-cp37m-manylinux_2_28_x86_64.whl", hash = "sha256:c5d32f5284012deaccd37da1e2cd42f081feaa76981f0eaa474351b68df813c5"},
{file = "lxml-5.4.0-cp37-cp37m-musllinux_1_2_aarch64.whl", hash = "sha256:ce31158630a6ac85bddd6b830cffd46085ff90498b397bd0a259f59d27a12188"},
{file = "lxml-5.4.0-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:31e63621e073e04697c1b2d23fcb89991790eef370ec37ce4d5d469f40924ed6"},
{file = "lxml-5.4.0-cp37-cp37m-win32.whl", hash = "sha256:be2ba4c3c5b7900246a8f866580700ef0d538f2ca32535e991027bdaba944063"},
{file = "lxml-5.4.0-cp37-cp37m-win_amd64.whl", hash = "sha256:09846782b1ef650b321484ad429217f5154da4d6e786636c38e434fa32e94e49"},
@ -5770,7 +5765,7 @@ description = "Python extension for MurmurHash (MurmurHash3), a set of fast and
optional = true
python-versions = ">=3.9"
groups = ["main"]
markers = "python_version < \"3.13\" and extra == \"codegraph\""
markers = "extra == \"codegraph\" and python_version <= \"3.12\""
files = [
{file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:eaf4ac5c6ee18ca9232238364d7f2a213278ae5ca97897cafaa123fcc7bb8bec"},
{file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:48f9aa8ccb9ad1d577a16104834ac44ff640d8de8c0caed09a2300df7ce8460a"},
@ -6245,7 +6240,7 @@ description = "Python package for creating and manipulating graphs and networks"
optional = false
python-versions = ">=3.10"
groups = ["main"]
markers = "python_version < \"3.11\""
markers = "python_version == \"3.10\""
files = [
{file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
{file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@ -6266,7 +6261,7 @@ description = "Python package for creating and manipulating graphs and networks"
optional = false
python-versions = ">=3.11"
groups = ["main"]
markers = "python_version >= \"3.11\""
markers = "python_version >= \"3.11\" and python_version < \"3.13\" or python_full_version == \"3.13.0\""
files = [
{file = "networkx-3.5-py3-none-any.whl", hash = "sha256:0030d386a9a06dee3565298b4a734b68589749a544acbb6c412dc9e2489ec6ec"},
{file = "networkx-3.5.tar.gz", hash = "sha256:d4c6f9cf81f52d69230866796b82afbccdec3db7ae4fbd1b65ea750feed50037"},
@ -6405,7 +6400,7 @@ description = "Fundamental package for array computing in Python"
optional = false
python-versions = ">=3.9"
groups = ["main"]
markers = "python_version <= \"3.11\""
markers = "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"},
@ -6452,7 +6447,7 @@ description = "Fundamental package for array computing in Python"
optional = false
python-versions = ">=3.10"
groups = ["main"]
markers = "python_version >= \"3.12\""
markers = "python_version == \"3.12\" or python_full_version == \"3.13.0\""
files = [
{file = "numpy-2.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6326ab99b52fafdcdeccf602d6286191a79fe2fda0ae90573c5814cd2b0bc1b8"},
{file = "numpy-2.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0937e54c09f7a9a68da6889362ddd2ff584c02d015ec92672c099b61555f8911"},
@ -6938,8 +6933,8 @@ files = [
[package.dependencies]
numpy = [
{version = ">=1.22.4", markers = "python_version < \"3.11\""},
{version = ">=1.26.0", markers = "python_version >= \"3.12\""},
{version = ">=1.23.2", markers = "python_version == \"3.11\""},
{version = ">=1.26.0", markers = "python_version >= \"3.12\""},
]
python-dateutil = ">=2.8.2"
pytz = ">=2020.1"
@ -7674,7 +7669,6 @@ files = [
{file = "psycopg2_binary-2.9.10-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:bb89f0a835bcfc1d42ccd5f41f04870c1b936d8507c6df12b7737febc40f0909"},
{file = "psycopg2_binary-2.9.10-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:f0c2d907a1e102526dd2986df638343388b94c33860ff3bbe1384130828714b1"},
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{file = "psycopg2_binary-2.9.10-cp313-cp313-win_amd64.whl", hash = "sha256:27422aa5f11fbcd9b18da48373eb67081243662f9b46e6fd07c3eb46e4535142"},
{file = "psycopg2_binary-2.9.10-cp38-cp38-macosx_12_0_x86_64.whl", hash = "sha256:eb09aa7f9cecb45027683bb55aebaaf45a0df8bf6de68801a6afdc7947bb09d4"},
{file = "psycopg2_binary-2.9.10-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b73d6d7f0ccdad7bc43e6d34273f70d587ef62f824d7261c4ae9b8b1b6af90e8"},
{file = "psycopg2_binary-2.9.10-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ce5ab4bf46a211a8e924d307c1b1fcda82368586a19d0a24f8ae166f5c784864"},
@ -7802,7 +7796,7 @@ description = "Fast and parallel snowball stemmer"
optional = true
python-versions = "*"
groups = ["main"]
markers = "python_version < \"3.13\" and extra == \"codegraph\""
markers = "extra == \"codegraph\" and python_version <= \"3.12\""
files = [
{file = "py_rust_stemmers-0.1.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:bfbd9034ae00419ff2154e33b8f5b4c4d99d1f9271f31ed059e5c7e9fa005844"},
{file = "py_rust_stemmers-0.1.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c7162ae66df2bb0fc39b350c24a049f5f5151c03c046092ba095c2141ec223a2"},
@ -8219,8 +8213,8 @@ astroid = ">=3.3.8,<=3.4.0.dev0"
colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
dill = [
{version = ">=0.2", markers = "python_version < \"3.11\""},
{version = ">=0.3.6", markers = "python_version >= \"3.11\""},
{version = ">=0.3.7", markers = "python_version >= \"3.12\""},
{version = ">=0.3.6", markers = "python_version == \"3.11\""},
]
isort = ">=4.2.5,<5.13 || >5.13,<7"
mccabe = ">=0.6,<0.8"
@ -8711,7 +8705,7 @@ description = "Python for Window Extensions"
optional = false
python-versions = "*"
groups = ["main"]
markers = "(extra == \"qdrant\" or extra == \"deepeval\") and (extra == \"qdrant\" or extra == \"deepeval\" or extra == \"notebook\" or extra == \"dev\") and platform_system == \"Windows\" or sys_platform == \"win32\""
markers = "(sys_platform == \"win32\" or extra == \"qdrant\" or extra == \"deepeval\") and (sys_platform == \"win32\" or platform_system == \"Windows\")"
files = [
{file = "pywin32-310-cp310-cp310-win32.whl", hash = "sha256:6dd97011efc8bf51d6793a82292419eba2c71cf8e7250cfac03bba284454abc1"},
{file = "pywin32-310-cp310-cp310-win_amd64.whl", hash = "sha256:c3e78706e4229b915a0821941a84e7ef420bf2b77e08c9dae3c76fd03fd2ae3d"},
@ -10578,7 +10572,7 @@ description = "A lil' TOML parser"
optional = false
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version < \"3.11\""
markers = "python_version == \"3.10\""
files = [
{file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
{file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@ -11643,7 +11637,7 @@ description = "A small Python utility to set file creation time on Windows"
optional = true
python-versions = ">=3.5"
groups = ["main"]
markers = "extra == \"codegraph\" and sys_platform == \"win32\" and python_version < \"3.13\""
markers = "sys_platform == \"win32\" and extra == \"codegraph\" and python_version <= \"3.12\""
files = [
{file = "win32_setctime-1.2.0-py3-none-any.whl", hash = "sha256:95d644c4e708aba81dc3704a116d8cbc974d70b3bdb8be1d150e36be6e9d1390"},
{file = "win32_setctime-1.2.0.tar.gz", hash = "sha256:ae1fdf948f5640aae05c511ade119313fb6a30d7eabe25fef9764dca5873c4c0"},
@ -12059,4 +12053,4 @@ weaviate = ["weaviate-client"]
[metadata]
lock-version = "2.1"
python-versions = ">=3.10,<=3.13"
content-hash = "caff6dd76472193be899359bd8f74842050b0bd296239349035f2f77a656a809"
content-hash = "977af4c11057a12a7c10c91136efe08121094b7d58448f697dc6057a597dca67"

2
pyproject.toml
View file

@ -31,7 +31,7 @@ dependencies = [
"aiosqlite>=0.20.0,<0.21",
"tiktoken<=0.9.0",
"litellm>=1.57.4",
"instructor==1.7.2",
"instructor>=1.7.2",
"langfuse>=2.32.0,<3",
"filetype>=1.2.0",
"aiohttp>=3.11.14",

7771
uv.lock generated
View file

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