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Posted to commits@hugegraph.apache.org by zh...@apache.org on 2025/02/25 12:30:44 UTC
(incubator-hugegraph-ai) branch support_litellm created (now 12c0b23)
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zhaocong pushed a change to branch support_litellm
in repository https://gitbox.apache.org/repos/asf/incubator-hugegraph-ai.git
at 12c0b23 support litellm
This branch includes the following new commits:
new 12c0b23 support litellm
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repository and will be described in separate emails. The revisions
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(incubator-hugegraph-ai) 01/01: support litellm
Posted by zh...@apache.org.
This is an automated email from the ASF dual-hosted git repository.
zhaocong pushed a commit to branch support_litellm
in repository https://gitbox.apache.org/repos/asf/incubator-hugegraph-ai.git
commit 12c0b23c792fa482900842e16b8c7df296f33d52
Author: coderzc <zh...@apache.org>
AuthorDate: Tue Feb 25 20:30:29 2025 +0800
support litellm
---
hugegraph-llm/poetry.lock | 250 +--
hugegraph-llm/pyproject.toml | 5 +-
hugegraph-llm/requirements.txt | 3 +-
.../src/hugegraph_llm/config/llm_config.py | 25 +-
.../models/embeddings/init_embedding.py | 7 +
.../src/hugegraph_llm/models/embeddings/litellm.py | 108 ++
.../src/hugegraph_llm/models/llms/init_llm.py | 22 +
.../src/hugegraph_llm/models/llms/litellm.py | 158 ++
hugegraph-llm/uv.lock | 1926 ++++++++++++++++++++
9 files changed, 2374 insertions(+), 130 deletions(-)
diff --git a/hugegraph-llm/poetry.lock b/hugegraph-llm/poetry.lock
index 29825aa..b3d4e06 100644
--- a/hugegraph-llm/poetry.lock
+++ b/hugegraph-llm/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
[[package]]
name = "aiofiles"
@@ -7,7 +7,6 @@ description = "File support for asyncio."
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107"},
{file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"},
@@ -20,7 +19,6 @@ description = "Happy Eyeballs for asyncio"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
{file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
@@ -33,7 +31,6 @@ description = "Async http client/server framework (asyncio)"
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "aiohttp-3.11.11-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a60804bff28662cbcf340a4d61598891f12eea3a66af48ecfdc975ceec21e3c8"},
{file = "aiohttp-3.11.11-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4b4fa1cb5f270fb3eab079536b764ad740bb749ce69a94d4ec30ceee1b5940d5"},
@@ -124,7 +121,7 @@ propcache = ">=0.2.0"
yarl = ">=1.17.0,<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 = "aiolimiter"
@@ -133,7 +130,6 @@ description = "asyncio rate limiter, a leaky bucket implementation"
optional = false
python-versions = "<4.0,>=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "aiolimiter-1.2.1-py3-none-any.whl", hash = "sha256:d3f249e9059a20badcb56b61601a83556133655c11d1eb3dd3e04ff069e5f3c7"},
{file = "aiolimiter-1.2.1.tar.gz", hash = "sha256:e02a37ea1a855d9e832252a105420ad4d15011505512a1a1d814647451b5cca9"},
@@ -146,7 +142,6 @@ description = "aiosignal: a list of registered asynchronous callbacks"
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
{file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
@@ -162,7 +157,6 @@ description = "Reusable constraint types to use with typing.Annotated"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
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"},
@@ -175,7 +169,6 @@ description = "High level compatibility layer for multiple asynchronous event lo
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
{file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
@@ -189,7 +182,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
[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)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
trio = ["trio (>=0.26.1)"]
[[package]]
@@ -199,7 +192,6 @@ description = "In-process task scheduler with Cron-like capabilities"
optional = false
python-versions = ">=3.6"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "APScheduler-3.10.4-py3-none-any.whl", hash = "sha256:fb91e8a768632a4756a585f79ec834e0e27aad5860bac7eaa523d9ccefd87661"},
{file = "APScheduler-3.10.4.tar.gz", hash = "sha256:e6df071b27d9be898e486bc7940a7be50b4af2e9da7c08f0744a96d4bd4cef4a"},
@@ -242,19 +234,18 @@ description = "Classes Without Boilerplate"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
{file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
]
[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-uv", "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 >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "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 >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "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 >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
[[package]]
name = "bce-python-sdk"
@@ -263,7 +254,6 @@ description = "BCE SDK for python"
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,<4,>=2.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "bce_python_sdk-0.9.25-py3-none-any.whl", hash = "sha256:cd1ab4c887e163adba6bfb3cd40465a365e5f4255705a015b0cdbe768e649877"},
{file = "bce_python_sdk-0.9.25.tar.gz", hash = "sha256:93a0623fbb1bf3a58b4f2d7bdbd799a3b342a538f0c72950c77168e431470e86"},
@@ -281,7 +271,6 @@ description = "Python package for providing Mozilla's CA Bundle."
optional = false
python-versions = ">=3.6"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
{file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
@@ -294,7 +283,6 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
{file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -397,7 +385,6 @@ description = "Composable command line interface toolkit"
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
{file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -413,7 +400,7 @@ 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 = "python_version <= \"3.11\" and platform_system == \"Windows\""
+markers = "platform_system == \"Windows\""
files = [
{file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
{file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -426,7 +413,6 @@ description = "Decorators for Humans"
optional = false
python-versions = ">=3.5"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
{file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
@@ -439,7 +425,6 @@ description = "serialize all of Python"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "dill-0.3.9-py3-none-any.whl", hash = "sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a"},
{file = "dill-0.3.9.tar.gz", hash = "sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c"},
@@ -456,7 +441,6 @@ description = "Disk Cache -- Disk and file backed persistent cache."
optional = false
python-versions = ">=3"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "diskcache-5.6.3-py3-none-any.whl", hash = "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19"},
{file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
@@ -469,7 +453,6 @@ description = "Distro - an OS platform information API"
optional = false
python-versions = ">=3.6"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
{file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -482,7 +465,6 @@ description = "An implementation of lxml.xmlfile for the standard library"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa"},
{file = "et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54"},
@@ -511,7 +493,6 @@ description = "A library for efficient similarity search and clustering of dense
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "faiss_cpu-1.8.0.post1-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:fd84721eb599aa1da19b1b36345bb8705a60bb1d2887bbbc395a29e3d36a1a62"},
{file = "faiss_cpu-1.8.0.post1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b78ff9079d15fd0f156bf5dd8a2975a8abffac1854a86ece263eec1500a2e836"},
@@ -552,7 +533,6 @@ description = "FastAPI framework, high performance, easy to learn, fast to code,
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "fastapi-0.115.6-py3-none-any.whl", hash = "sha256:e9240b29e36fa8f4bb7290316988e90c381e5092e0cbe84e7818cc3713bcf305"},
{file = "fastapi-0.115.6.tar.gz", hash = "sha256:9ec46f7addc14ea472958a96aae5b5de65f39721a46aaf5705c480d9a8b76654"},
@@ -574,7 +554,6 @@ description = "A simple Python wrapper for FFmpeg"
optional = false
python-versions = "<4.0,>=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "ffmpy-0.5.0-py3-none-any.whl", hash = "sha256:df3799cf5816daa56d4959a023630ee53c6768b66009dae6d131519ba4b80233"},
{file = "ffmpy-0.5.0.tar.gz", hash = "sha256:277e131f246d18e9dcfee9bb514c50749031c43582ce5ef82c57b51e3d3955c3"},
@@ -587,7 +566,6 @@ description = "A platform independent file lock."
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
{file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
@@ -596,7 +574,7 @@ 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 = "frozenlist"
@@ -605,7 +583,6 @@ description = "A list-like structure which implements collections.abc.MutableSeq
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
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"},
@@ -708,7 +685,6 @@ description = "File-system specification"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "fsspec-2024.12.0-py3-none-any.whl", hash = "sha256:b520aed47ad9804237ff878b504267a3b0b441e97508bd6d2d8774e3db85cee2"},
{file = "fsspec-2024.12.0.tar.gz", hash = "sha256:670700c977ed2fb51e0d9f9253177ed20cbde4a3e5c0283cc5385b5870c8533f"},
@@ -749,7 +725,6 @@ description = "Clean single-source support for Python 3 and 2"
optional = false
python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "future-1.0.0-py3-none-any.whl", hash = "sha256:929292d34f5872e70396626ef385ec22355a1fae8ad29e1a734c3e43f9fbc216"},
{file = "future-1.0.0.tar.gz", hash = "sha256:bd2968309307861edae1458a4f8a4f3598c03be43b97521076aebf5d94c07b05"},
@@ -762,7 +737,6 @@ description = "Python library for easily interacting with trained machine learni
optional = false
python-versions = ">=3.10"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "gradio-5.12.0-py3-none-any.whl", hash = "sha256:b4b79a2c537131a8a5e23046565e64da40156ac24f9082e563e734e89641e160"},
]
@@ -806,7 +780,6 @@ description = "Python library for easily interacting with trained machine learni
optional = false
python-versions = ">=3.10"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "gradio_client-1.5.4-py3-none-any.whl", hash = "sha256:ad38c9a6f7fc590e822627f5bf5685321a7822b8f1a88b76d00a0621a43162d6"},
{file = "gradio_client-1.5.4.tar.gz", hash = "sha256:281a1b6c4e45210c70b60888bb6f329c27f30645d7aa376e1f20966de82273dc"},
@@ -827,7 +800,6 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
{file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -840,7 +812,6 @@ description = "A minimal low-level HTTP client."
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
{file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -863,7 +834,6 @@ description = "The next generation HTTP client."
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
{file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
@@ -877,7 +847,7 @@ 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.*)"]
@@ -890,7 +860,6 @@ description = "A Python SDK for Apache HugeGraph"
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = []
develop = true
@@ -912,7 +881,6 @@ description = "Client library to download and publish models, datasets and other
optional = false
python-versions = ">=3.8.0"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "huggingface_hub-0.27.1-py3-none-any.whl", hash = "sha256:1c5155ca7d60b60c2e2fc38cbb3ffb7f7c3adf48f824015b219af9061771daec"},
{file = "huggingface_hub-0.27.1.tar.gz", hash = "sha256:c004463ca870283909d715d20f066ebd6968c2207dae9393fdffb3c1d4d8f98b"},
@@ -948,7 +916,6 @@ description = "Internationalized Domain Names in Applications (IDNA)"
optional = false
python-versions = ">=3.6"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
{file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -957,6 +924,30 @@ files = [
[package.extras]
all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+[[package]]
+name = "importlib-metadata"
+version = "8.6.1"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+ {file = "importlib_metadata-8.6.1-py3-none-any.whl", hash = "sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e"},
+ {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"},
+]
+
+[package.dependencies]
+zipp = ">=3.20"
+
+[package.extras]
+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)"]
+perf = ["ipython"]
+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
+
[[package]]
name = "jieba"
version = "0.42.1"
@@ -964,7 +955,6 @@ description = "Chinese Words Segmentation Utilities"
optional = false
python-versions = "*"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "jieba-0.42.1.tar.gz", hash = "sha256:055ca12f62674fafed09427f176506079bc135638a14e23e25be909131928db2"},
]
@@ -976,7 +966,6 @@ description = "A very fast and expressive template engine."
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
{file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
@@ -995,7 +984,6 @@ description = "Fast iterable JSON parser."
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "jiter-0.8.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ca8577f6a413abe29b079bc30f907894d7eb07a865c4df69475e868d73e71c7b"},
{file = "jiter-0.8.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b25bd626bde7fb51534190c7e3cb97cee89ee76b76d7585580e22f34f5e3f393"},
@@ -1082,7 +1070,6 @@ description = "Lightweight pipelining with Python functions"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
{file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -1095,7 +1082,6 @@ 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 = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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{file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -1111,7 +1097,6 @@ description = "Identify specific nodes in a JSON document (RFC 6901)"
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
{file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -1124,7 +1109,6 @@ description = "Building applications with LLMs through composability"
optional = false
python-versions = "<4.0,>=3.8.1"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "langchain_core-0.2.43-py3-none-any.whl", hash = "sha256:619601235113298ebf8252a349754b7c28d3cf7166c7c922da24944b78a9363a"},
{file = "langchain_core-0.2.43.tar.gz", hash = "sha256:42c2ef6adedb911f4254068b6adc9eb4c4075f6c8cb3d83590d3539a815695f5"},
@@ -1146,7 +1130,6 @@ description = "LangChain text splitting utilities"
optional = false
python-versions = "<4.0,>=3.8.1"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "langchain_text_splitters-0.2.4-py3-none-any.whl", hash = "sha256:2702dee5b7cbdd595ccbe43b8d38d01a34aa8583f4d6a5a68ad2305ae3e7b645"},
{file = "langchain_text_splitters-0.2.4.tar.gz", hash = "sha256:f7daa7a3b0aa8309ce248e2e2b6fc8115be01118d336c7f7f7dfacda0e89bf29"},
@@ -1162,7 +1145,6 @@ description = "Client library to connect to the LangSmith LLM Tracing and Evalua
optional = false
python-versions = "<4.0,>=3.8.1"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "langsmith-0.1.147-py3-none-any.whl", hash = "sha256:7166fc23b965ccf839d64945a78e9f1157757add228b086141eb03a60d699a15"},
{file = "langsmith-0.1.147.tar.gz", hash = "sha256:2e933220318a4e73034657103b3b1a3a6109cc5db3566a7e8e03be8d6d7def7a"},
@@ -1178,6 +1160,33 @@ requests-toolbelt = ">=1.0.0,<2.0.0"
[package.extras]
langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+[[package]]
+name = "litellm"
+version = "1.30.7"
+description = "Library to easily interface with LLM API providers"
+optional = false
+python-versions = ">=3.8, !=2.7.*, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*, !=3.7.*"
+groups = ["main"]
+files = [
+ {file = "litellm-1.30.7-py3-none-any.whl", hash = "sha256:52948f229984cc62b8c27f000f852822e84bc154360970b00a7f33306914fe20"},
+ {file = "litellm-1.30.7.tar.gz", hash = "sha256:2ea7e6e363da96e56ebe5ff102f6945925465c9aa3729158c0c707cefe7197e8"},
+]
+
+[package.dependencies]
+aiohttp = "*"
+click = "*"
+importlib-metadata = ">=6.8.0"
+jinja2 = ">=3.1.2,<4.0.0"
+openai = ">=1.0.0"
+python-dotenv = ">=0.2.0"
+requests = ">=2.31.0,<3.0.0"
+tiktoken = ">=0.4.0"
+tokenizers = "*"
+
+[package.extras]
+extra-proxy = ["streamlit (>=1.29.0,<2.0.0)"]
+proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "fastapi (>=0.104.1,<0.105.0)", "fastapi-sso (>=0.10.0,<0.11.0)", "gunicorn (>=21.2.0,<22.0.0)", "orjson (>=3.9.7,<4.0.0)", "python-multipart (>=0.0.6,<0.0.7)", "pyyaml (>=6.0.1,<7.0.0)", "rq", "uvicorn (>=0.22.0,<0.23.0)"]
+
[[package]]
name = "lxml"
version = "5.3.0"
@@ -1185,7 +1194,6 @@ description = "Powerful and Pythonic XML processing library combining libxml2/li
optional = false
python-versions = ">=3.6"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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{file = "lxml-5.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ae5fe5c4b525aa82b8076c1a59d642c17b6e8739ecf852522c6321852178119d"},
@@ -1341,7 +1349,6 @@ description = "Python port of markdown-it. Markdown parsing, done right!"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
{file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -1367,7 +1374,6 @@ description = "Safely add untrusted strings to HTML/XML markup."
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc"},
{file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5"},
@@ -1438,7 +1444,6 @@ description = "Markdown URL utilities"
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
{file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -1451,7 +1456,6 @@ description = "multidict implementation"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
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"},
@@ -1557,7 +1561,6 @@ description = "better multiprocessing and multithreading in Python"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "multiprocess-0.70.17-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:7ddb24e5bcdb64e90ec5543a1f05a39463068b6d3b804aa3f2a4e16ec28562d6"},
{file = "multiprocess-0.70.17-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:d729f55198a3579f6879766a6d9b72b42d4b320c0dcb7844afb774d75b573c62"},
@@ -1587,7 +1590,6 @@ description = "Natural Language Toolkit"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "nltk-3.9.1-py3-none-any.whl", hash = "sha256:4fa26829c5b00715afe3061398a8989dc643b92ce7dd93fb4585a70930d168a1"},
{file = "nltk-3.9.1.tar.gz", hash = "sha256:87d127bd3de4bd89a4f81265e5fa59cb1b199b27440175370f7417d2bc7ae868"},
@@ -1614,7 +1616,6 @@ description = "Fundamental package for array computing in Python"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "numpy-1.24.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c0bfb52d2169d58c1cdb8cc1f16989101639b34c7d3ce60ed70b19c63eba0b64"},
{file = "numpy-1.24.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ed094d4f0c177b1b8e7aa9cba7d6ceed51c0e569a5318ac0ca9a090680a6a1b1"},
@@ -1653,7 +1654,6 @@ description = "The official Python client for Ollama."
optional = false
python-versions = "<4.0,>=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "ollama-0.2.1-py3-none-any.whl", hash = "sha256:b6e2414921c94f573a903d1069d682ba2fb2607070ea9e19ca4a7872f2a460ec"},
{file = "ollama-0.2.1.tar.gz", hash = "sha256:fa316baa9a81eac3beb4affb0a17deb3008fdd6ed05b123c26306cfbe4c349b6"},
@@ -1669,7 +1669,6 @@ description = "The official Python library for the openai API"
optional = false
python-versions = ">=3.7.1"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "openai-1.47.1-py3-none-any.whl", hash = "sha256:34277583bf268bb2494bc03f48ac123788c5e2a914db1d5a23d5edc29d35c825"},
{file = "openai-1.47.1.tar.gz", hash = "sha256:62c8f5f478f82ffafc93b33040f8bb16a45948306198bd0cba2da2ecd9cf7323"},
@@ -1695,7 +1694,6 @@ description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -1711,7 +1709,6 @@ description = "Fast, correct Python JSON library supporting dataclasses, datetim
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -1797,7 +1794,6 @@ description = "Core utilities for Python packages"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -1810,7 +1806,6 @@ description = "Powerful data structures for data analysis, time series, and stat
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -1884,7 +1879,6 @@ description = "Python Imaging Library (Fork)"
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -1964,7 +1958,7 @@ 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]]
@@ -1974,7 +1968,6 @@ description = "Library for building powerful interactive command lines in Python
optional = false
python-versions = ">=3.7.0"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -1990,7 +1983,6 @@ description = "Accelerated property cache"
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2083,7 +2075,6 @@ description = "library with cross-python path, ini-parsing, io, code, log facili
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2096,7 +2087,6 @@ description = "Python library for Apache Arrow"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2149,7 +2139,6 @@ description = "Cryptographic library for Python"
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2192,7 +2181,6 @@ description = "Data validation using Python type hints"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2205,7 +2193,7 @@ 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"
@@ -2214,7 +2202,6 @@ description = "Core functionality for Pydantic validation and serialization"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2328,7 +2315,6 @@ description = "Settings management using Pydantic"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2350,7 +2336,6 @@ description = "Manipulate audio with an simple and easy high level interface"
optional = false
python-versions = "*"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2363,7 +2348,6 @@ description = "Pygments is a syntax highlighting package written in Python."
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2379,7 +2363,6 @@ description = "Extensions to the standard Python datetime module"
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2395,7 +2378,6 @@ description = "Create, read, and update Microsoft Word .docx files."
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "python_docx-1.1.2-py3-none-any.whl", hash = "sha256:08c20d6058916fb19853fcf080f7f42b6270d89eac9fa5f8c15f691c0017fabe"},
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@@ -2412,7 +2394,6 @@ description = "Read key-value pairs from a .env file and set them as environment
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2428,7 +2409,6 @@ description = "A streaming multipart parser for Python"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2441,7 +2421,6 @@ description = "World timezone definitions, modern and historical"
optional = false
python-versions = "*"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2454,7 +2433,6 @@ description = "YAML parser and emitter for Python"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2518,7 +2496,6 @@ description = "文心千帆大模型平台 Python SDK"
optional = false
python-versions = "<4,>=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2541,10 +2518,10 @@ typer = ">=0.9.0"
typing-extensions = {version = ">=4.0.0", markers = "python_full_version <= \"3.10.0\""}
[package.extras]
-all = ["emoji", "fastapi", "filelock", "ijson", "langchain (>=0.1.10)", "langchain-community", "locust", "ltp", "numpy (<1.22.0)", "numpy (>=1.22.0)", "pyarrow (<=12.0.1)", "pyarrow (>=14.0.1)", "python-dateutil (>=2.8.2,<3.0.0)", "sentencepiece", "tabulate", "torch", "torch (<=1.13.1)", "uvicorn"]
-dataset-base = ["filelock", "ijson", "locust", "numpy (<1.22.0)", "numpy (>=1.22.0)", "pyarrow (<=12.0.1)", "pyarrow (>=14.0.1)", "python-dateutil (>=2.8.2,<3.0.0)", "tabulate"]
-langchain = ["langchain (>=0.1.10)", "langchain-community"]
-local-data-clean = ["emoji", "filelock", "ijson", "locust", "ltp", "numpy (<1.22.0)", "numpy (>=1.22.0)", "pyarrow (<=12.0.1)", "pyarrow (>=14.0.1)", "python-dateutil (>=2.8.2,<3.0.0)", "sentencepiece", "tabulate", "torch", "torch (<=1.13.1)"]
+all = ["emoji", "fastapi", "filelock", "ijson", "langchain (>=0.1.10) ; python_full_version >= \"3.8.1\"", "langchain-community ; python_full_version >= \"3.8.1\"", "locust", "ltp", "numpy (<1.22.0) ; python_version == \"3.7\"", "numpy (>=1.22.0) ; python_version >= \"3.8\"", "pyarrow (<=12.0.1) ; python_version == \"3.7\"", "pyarrow (>=14.0.1) ; python_version >= \"3.8\"", "python-dateutil (>=2.8.2,<3.0.0)", "sentencepiece", "tabulate", "torch (<=1.13.1) ; python_version < \"3.8\"", "to [...]
+dataset-base = ["filelock", "ijson", "locust", "numpy (<1.22.0) ; python_version == \"3.7\"", "numpy (>=1.22.0) ; python_version >= \"3.8\"", "pyarrow (<=12.0.1) ; python_version == \"3.7\"", "pyarrow (>=14.0.1) ; python_version >= \"3.8\"", "python-dateutil (>=2.8.2,<3.0.0)", "tabulate"]
+langchain = ["langchain (>=0.1.10) ; python_full_version >= \"3.8.1\"", "langchain-community ; python_full_version >= \"3.8.1\""]
+local-data-clean = ["emoji", "filelock", "ijson", "locust", "ltp", "numpy (<1.22.0) ; python_version == \"3.7\"", "numpy (>=1.22.0) ; python_version >= \"3.8\"", "pyarrow (<=12.0.1) ; python_version == \"3.7\"", "pyarrow (>=14.0.1) ; python_version >= \"3.8\"", "python-dateutil (>=2.8.2,<3.0.0)", "sentencepiece", "tabulate", "torch (<=1.13.1) ; python_version < \"3.8\"", "torch ; python_version >= \"3.8\""]
openai = ["fastapi", "uvicorn"]
[[package]]
@@ -2554,7 +2531,6 @@ description = "Alternative regular expression module, to replace re."
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2659,7 +2635,6 @@ description = "Python HTTP for Humans."
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2682,7 +2657,6 @@ 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 = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2698,7 +2672,6 @@ description = "Easy to use retry decorator."
optional = false
python-versions = "*"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2715,7 +2688,6 @@ description = "Render rich text, tables, progress bars, syntax highlighting, mar
optional = false
python-versions = ">=3.8.0"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2736,7 +2708,7 @@ description = "An extremely fast Python linter and code formatter, written in Ru
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\" and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
files = [
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@@ -2765,7 +2737,6 @@ description = "A small Python library created to help developers protect their a
optional = false
python-versions = ">3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2784,14 +2755,13 @@ description = "A library implementing the 'SemVer' scheme."
optional = false
python-versions = ">=2.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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[package.extras]
-dev = ["Django (>=1.11)", "check-manifest", "colorama (<=0.4.1)", "coverage", "flake8", "nose2", "readme-renderer (<25.0)", "tox", "wheel", "zest.releaser[recommended]"]
+dev = ["Django (>=1.11)", "check-manifest", "colorama (<=0.4.1) ; python_version == \"3.4\"", "coverage", "flake8", "nose2", "readme-renderer (<25.0) ; python_version == \"3.4\"", "tox", "wheel", "zest.releaser[recommended]"]
doc = ["Sphinx", "sphinx-rtd-theme"]
[[package]]
@@ -2801,7 +2771,6 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
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@@ -2809,7 +2778,7 @@ files = [
[package.extras]
docs = ["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"]
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+testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov ; platform_python_implementation != \"PyPy\"", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pyt [...]
[[package]]
name = "shellingham"
@@ -2818,7 +2787,6 @@ description = "Tool to Detect Surrounding Shell"
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
{file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
@@ -2831,7 +2799,6 @@ description = "Python 2 and 3 compatibility utilities"
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
{file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -2844,7 +2811,6 @@ description = "Sniff out which async library your code is running under"
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
{file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -2857,7 +2823,6 @@ description = "The little ASGI library that shines."
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "starlette-0.41.3-py3-none-any.whl", hash = "sha256:44cedb2b7c77a9de33a8b74b2b90e9f50d11fcf25d8270ea525ad71a25374ff7"},
{file = "starlette-0.41.3.tar.gz", hash = "sha256:0e4ab3d16522a255be6b28260b938eae2482f98ce5cc934cb08dce8dc3ba5835"},
@@ -2876,7 +2841,6 @@ description = "Retry code until it succeeds"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"},
{file = "tenacity-8.5.0.tar.gz", hash = "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78"},
@@ -2893,7 +2857,6 @@ description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
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"},
@@ -2935,6 +2898,39 @@ requests = ">=2.26.0"
[package.extras]
blobfile = ["blobfile (>=2)"]
+[[package]]
+name = "tokenizers"
+version = "0.21.0"
+description = ""
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+ {file = "tokenizers-0.21.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:3c4c93eae637e7d2aaae3d376f06085164e1660f89304c0ab2b1d08a406636b2"},
+ {file = "tokenizers-0.21.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:f53ea537c925422a2e0e92a24cce96f6bc5046bbef24a1652a5edc8ba975f62e"},
+ {file = "tokenizers-0.21.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6b177fb54c4702ef611de0c069d9169f0004233890e0c4c5bd5508ae05abf193"},
+ {file = "tokenizers-0.21.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6b43779a269f4629bebb114e19c3fca0223296ae9fea8bb9a7a6c6fb0657ff8e"},
+ {file = "tokenizers-0.21.0-cp39-abi3-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9aeb255802be90acfd363626753fda0064a8df06031012fe7d52fd9a905eb00e"},
+ {file = "tokenizers-0.21.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d8b09dbeb7a8d73ee204a70f94fc06ea0f17dcf0844f16102b9f414f0b7463ba"},
+ {file = "tokenizers-0.21.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:400832c0904f77ce87c40f1a8a27493071282f785724ae62144324f171377273"},
+ {file = "tokenizers-0.21.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e84ca973b3a96894d1707e189c14a774b701596d579ffc7e69debfc036a61a04"},
+ {file = "tokenizers-0.21.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:eb7202d231b273c34ec67767378cd04c767e967fda12d4a9e36208a34e2f137e"},
+ {file = "tokenizers-0.21.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:089d56db6782a73a27fd8abf3ba21779f5b85d4a9f35e3b493c7bbcbbf0d539b"},
+ {file = "tokenizers-0.21.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:c87ca3dc48b9b1222d984b6b7490355a6fdb411a2d810f6f05977258400ddb74"},
+ {file = "tokenizers-0.21.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:4145505a973116f91bc3ac45988a92e618a6f83eb458f49ea0790df94ee243ff"},
+ {file = "tokenizers-0.21.0-cp39-abi3-win32.whl", hash = "sha256:eb1702c2f27d25d9dd5b389cc1f2f51813e99f8ca30d9e25348db6585a97e24a"},
+ {file = "tokenizers-0.21.0-cp39-abi3-win_amd64.whl", hash = "sha256:87841da5a25a3a5f70c102de371db120f41873b854ba65e52bccd57df5a3780c"},
+ {file = "tokenizers-0.21.0.tar.gz", hash = "sha256:ee0894bf311b75b0c03079f33859ae4b2334d675d4e93f5a4132e1eae2834fe4"},
+]
+
+[package.dependencies]
+huggingface-hub = ">=0.16.4,<1.0"
+
+[package.extras]
+dev = ["tokenizers[testing]"]
+docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
+
[[package]]
name = "tomlkit"
version = "0.13.2"
@@ -2942,7 +2938,6 @@ description = "Style preserving TOML library"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde"},
{file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
@@ -2955,7 +2950,6 @@ description = "Fast, Extensible Progress Meter"
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
{file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -2978,7 +2972,6 @@ description = "Typer, build great CLIs. Easy to code. Based on Python type hints
optional = false
python-versions = ">=3.7"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "typer-0.15.1-py3-none-any.whl", hash = "sha256:7994fb7b8155b64d3402518560648446072864beefd44aa2dc36972a5972e847"},
{file = "typer-0.15.1.tar.gz", hash = "sha256:a0588c0a7fa68a1978a069818657778f86abe6ff5ea6abf472f940a08bfe4f0a"},
@@ -2997,7 +2990,6 @@ description = "Backported and Experimental Type Hints for Python 3.8+"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
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"},
@@ -3010,7 +3002,6 @@ description = "Provider of IANA time zone data"
optional = false
python-versions = ">=2"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
{file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
@@ -3023,7 +3014,6 @@ description = "tzinfo object for the local timezone"
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "tzlocal-5.2-py3-none-any.whl", hash = "sha256:49816ef2fe65ea8ac19d19aa7a1ae0551c834303d5014c6d5a62e4cbda8047b8"},
{file = "tzlocal-5.2.tar.gz", hash = "sha256:8d399205578f1a9342816409cc1e46a93ebd5755e39ea2d85334bea911bf0e6e"},
@@ -3042,14 +3032,13 @@ description = "HTTP library with thread-safe connection pooling, file post, and
optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
{file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
]
[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)"]
@@ -3061,7 +3050,7 @@ description = "The lightning-fast ASGI server."
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\" and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
files = [
{file = "uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4"},
{file = "uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9"},
@@ -3073,7 +3062,7 @@ h11 = ">=0.8"
typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
[package.extras]
-standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
[[package]]
name = "wcwidth"
@@ -3082,7 +3071,6 @@ description = "Measures the displayed width of unicode strings in a terminal"
optional = false
python-versions = "*"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
{file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -3095,7 +3083,6 @@ description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "websockets-14.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a0adf84bc2e7c86e8a202537b4fd50e6f7f0e4a6b6bf64d7ccb96c4cd3330b29"},
{file = "websockets-14.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:90b5d9dfbb6d07a84ed3e696012610b6da074d97453bd01e0e30744b472c8179"},
@@ -3175,7 +3162,6 @@ description = "Yet another URL library"
optional = false
python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version <= \"3.11\""
files = [
{file = "yarl-1.18.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7df647e8edd71f000a5208fe6ff8c382a1de8edfbccdbbfe649d263de07d8c34"},
{file = "yarl-1.18.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c69697d3adff5aa4f874b19c0e4ed65180ceed6318ec856ebc423aa5850d84f7"},
@@ -3266,7 +3252,27 @@ idna = ">=2.0"
multidict = ">=4.0"
propcache = ">=0.2.0"
+[[package]]
+name = "zipp"
+version = "3.21.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+ {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+ {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
+]
+
+[package.extras]
+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 ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
[metadata]
lock-version = "2.1"
python-versions = "^3.10,<3.12"
-content-hash = "d6c44c529a73d5ddeb8429b23e06bb944c13e3c4de5d1cc76b65f9fedd919108"
+content-hash = "72044ec29f8a4e7980604e9dc7c5bb3c69cde8c8bb399acf233e083495b6406d"
diff --git a/hugegraph-llm/pyproject.toml b/hugegraph-llm/pyproject.toml
index 4829648..d12054f 100644
--- a/hugegraph-llm/pyproject.toml
+++ b/hugegraph-llm/pyproject.toml
@@ -24,7 +24,7 @@ authors = [
]
readme = "README.md"
license = "Apache-2.0"
-requires-python = "^3.10"
+requires-python = ">=3.10,<3.12"
maintainers = [
{ name = "Apache HugeGraph Contributors", email = "dev@hugegraph.apache.org" },
]
@@ -38,7 +38,7 @@ documentation = "https://hugegraph.apache.org/docs/quickstart/hugegraph-ai/"
[tool.poetry.dependencies]
python = "^3.10,<3.12"
-openai = "~1.47.1"
+openai = "~1.61.0"
ollama = "~0.2.1"
qianfan = "~0.3.18"
retry = "~0.9.2"
@@ -61,6 +61,7 @@ setuptools = "~70.0.0"
urllib3 = "~2.2.2"
rich = "~13.9.4"
apscheduler= "~3.10.4"
+litellm = "~1.61.13"
hugegraph-python = { path = "../hugegraph-python-client/", develop = true }
[build-system]
diff --git a/hugegraph-llm/requirements.txt b/hugegraph-llm/requirements.txt
index 5f369f8..64dd382 100644
--- a/hugegraph-llm/requirements.txt
+++ b/hugegraph-llm/requirements.txt
@@ -1,4 +1,4 @@
-openai~=1.47.1
+openai~=1.61.0
ollama~=0.2.1
qianfan~=0.3.18
retry~=0.9.2
@@ -16,3 +16,4 @@ pandas~=2.2.2
openpyxl~=3.1.5
pydantic-settings~=2.6.1
apscheduler~=3.10.4
+litellm~=1.61.13
diff --git a/hugegraph-llm/src/hugegraph_llm/config/llm_config.py b/hugegraph-llm/src/hugegraph_llm/config/llm_config.py
index 45cf4a6..3a02d36 100644
--- a/hugegraph-llm/src/hugegraph_llm/config/llm_config.py
+++ b/hugegraph-llm/src/hugegraph_llm/config/llm_config.py
@@ -25,10 +25,10 @@ from .models import BaseConfig
class LLMConfig(BaseConfig):
"""LLM settings"""
- chat_llm_type: Literal["openai", "ollama/local", "qianfan_wenxin", "zhipu"] = "openai"
- extract_llm_type: Literal["openai", "ollama/local", "qianfan_wenxin", "zhipu"] = "openai"
- text2gql_llm_type: Literal["openai", "ollama/local", "qianfan_wenxin", "zhipu"] = "openai"
- embedding_type: Optional[Literal["openai", "ollama/local", "qianfan_wenxin", "zhipu"]] = "openai"
+ chat_llm_type: Literal["openai", "ollama/local", "qianfan_wenxin", "zhipu", "litellm"] = "openai"
+ extract_llm_type: Literal["openai", "ollama/local", "qianfan_wenxin", "zhipu", "litellm"] = "openai"
+ text2gql_llm_type: Literal["openai", "ollama/local", "qianfan_wenxin", "zhipu", "litellm"] = "openai"
+ embedding_type: Optional[Literal["openai", "ollama/local", "qianfan_wenxin", "zhipu", "litellm"]] = "openai"
reranker_type: Optional[Literal["cohere", "siliconflow"]] = None
# 1. OpenAI settings
openai_chat_api_base: Optional[str] = os.environ.get("OPENAI_BASE_URL", "https://api.openai.com/v1")
@@ -84,7 +84,6 @@ class LLMConfig(BaseConfig):
qianfan_embed_url: Optional[str] = qianfan_url_prefix + "/embeddings/"
# refer https://cloud.baidu.com/doc/WENXINWORKSHOP/s/alj562vvu to get more details
qianfan_embedding_model: Optional[str] = "embedding-v1"
- # TODO: To be confirmed, whether to configure
# 5. ZhiPu(GLM) settings
zhipu_chat_api_key: Optional[str] = None
zhipu_chat_language_model: Optional[str] = "glm-4"
@@ -95,3 +94,19 @@ class LLMConfig(BaseConfig):
zhipu_text2gql_api_key: Optional[str] = None
zhipu_text2gql_language_model: Optional[str] = "glm-4"
zhipu_text2gql_embedding_model: Optional[str] = "embedding-2"
+ # 6. LiteLLM settings
+ litellm_chat_api_key: Optional[str] = None
+ litellm_chat_api_base: Optional[str] = None
+ litellm_chat_language_model: Optional[str] = "openai/gpt-4"
+ litellm_chat_tokens: int = 8192
+ litellm_extract_api_key: Optional[str] = None
+ litellm_extract_api_base: Optional[str] = None
+ litellm_extract_language_model: Optional[str] = "openai/gpt-4"
+ litellm_extract_tokens: int = 256
+ litellm_text2gql_api_key: Optional[str] = None
+ litellm_text2gql_api_base: Optional[str] = None
+ litellm_text2gql_language_model: Optional[str] = "openai/gpt-4"
+ litellm_text2gql_tokens: int = 4096
+ litellm_embedding_api_key: Optional[str] = None
+ litellm_embedding_api_base: Optional[str] = None
+ litellm_embedding_model: Optional[str] = "openai/text-embedding-3-small"
diff --git a/hugegraph-llm/src/hugegraph_llm/models/embeddings/init_embedding.py b/hugegraph-llm/src/hugegraph_llm/models/embeddings/init_embedding.py
index 48b302b..4d9a14f 100644
--- a/hugegraph-llm/src/hugegraph_llm/models/embeddings/init_embedding.py
+++ b/hugegraph-llm/src/hugegraph_llm/models/embeddings/init_embedding.py
@@ -19,6 +19,7 @@
from hugegraph_llm.models.embeddings.openai import OpenAIEmbedding
from hugegraph_llm.models.embeddings.ollama import OllamaEmbedding
from hugegraph_llm.models.embeddings.qianfan import QianFanEmbedding
+from hugegraph_llm.models.embeddings.litellm import LiteLLMEmbedding
from hugegraph_llm.config import llm_settings
@@ -45,5 +46,11 @@ class Embeddings:
api_key=llm_settings.qianfan_embedding_api_key,
secret_key=llm_settings.qianfan_embedding_secret_key
)
+ if self.embedding_type == "litellm":
+ return LiteLLMEmbedding(
+ model_name=llm_settings.litellm_embedding_model,
+ api_key=llm_settings.litellm_embedding_api_key,
+ api_base=llm_settings.litellm_embedding_api_base
+ )
raise Exception("embedding type is not supported !")
diff --git a/hugegraph-llm/src/hugegraph_llm/models/embeddings/litellm.py b/hugegraph-llm/src/hugegraph_llm/models/embeddings/litellm.py
new file mode 100644
index 0000000..4440136
--- /dev/null
+++ b/hugegraph-llm/src/hugegraph_llm/models/embeddings/litellm.py
@@ -0,0 +1,108 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied. See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from typing import List, Optional
+import numpy as np
+
+from litellm import embedding, RateLimitError, APIError, APIConnectionError, aembedding
+from tenacity import (
+ retry,
+ stop_after_attempt,
+ wait_exponential,
+ retry_if_exception_type,
+)
+
+from hugegraph_llm.models.embeddings.base import BaseEmbedding
+from hugegraph_llm.utils.log import log
+
+
+class LiteLLMEmbedding(BaseEmbedding):
+ """Wrapper for LiteLLM Embedding that supports multiple LLM providers."""
+
+ def __init__(
+ self,
+ api_key: Optional[str] = None,
+ api_base: Optional[str] = None,
+ model_name: str = "text-embedding-3-small", # Can be any embedding model supported by LiteLLM
+ ) -> None:
+ self.api_key = api_key
+ self.api_base = api_base
+ self.model = model_name
+
+ @retry(
+ stop=stop_after_attempt(3),
+ wait=wait_exponential(multiplier=1, min=4, max=10),
+ retry=retry_if_exception_type((RateLimitError, APIConnectionError, APIError)),
+ )
+ def get_text_embedding(self, text: str) -> List[float]:
+ """Get embedding for a single text."""
+ try:
+ response = embedding(
+ model=self.model,
+ input=text,
+ api_key=self.api_key,
+ api_base=self.api_base,
+ )
+ log.info("Token usage: %s", response.usage)
+ return response.data[0].embedding
+ except Exception as e:
+ log.error("Error in LiteLLM embedding call: %s", e)
+ # Return zero vector as fallback
+ return [0.0] * 1536 # Most common embedding dimension
+
+ def get_texts_embeddings(self, texts: List[str]) -> List[List[float]]:
+ """Get embeddings for multiple texts."""
+ try:
+ response = embedding(
+ model=self.model,
+ input=texts,
+ api_key=self.api_key,
+ api_base=self.api_base,
+ )
+ log.info("Token usage: %s", response.usage)
+ return [data.embedding for data in response.data]
+ except Exception as e:
+ log.error("Error in LiteLLM batch embedding call: %s", e)
+ # Return zero vectors as fallback
+ return [[0.0] * 1536 for _ in texts] # Most common embedding dimension
+
+ async def async_get_text_embedding(self, text: str) -> List[float]:
+ """Get embedding for a single text asynchronously."""
+ try:
+ response = await aembedding(
+ model=self.model,
+ input=text,
+ api_key=self.api_key,
+ api_base=self.api_base,
+ )
+ log.info("Token usage: %s", response.usage)
+ return response.data[0].embedding
+ except Exception as e:
+ log.error("Error in async LiteLLM embedding call: %s", e)
+ # Return zero vector as fallback
+ return [0.0] * 1536 # Most common embedding dimension
+
+ def similarity(self, embedding1: List[float], embedding2: List[float]) -> float:
+ """Calculate cosine similarity between two embeddings."""
+ # Convert to numpy arrays
+ emb1 = np.array(embedding1)
+ emb2 = np.array(embedding2)
+ # Handle zero vectors
+ if np.all(emb1 == 0) or np.all(emb2 == 0):
+ return 0.0
+ # Calculate cosine similarity
+ return float(np.dot(emb1, emb2) / (np.linalg.norm(emb1) * np.linalg.norm(emb2)))
\ No newline at end of file
diff --git a/hugegraph-llm/src/hugegraph_llm/models/llms/init_llm.py b/hugegraph-llm/src/hugegraph_llm/models/llms/init_llm.py
index c0aeb6c..58eb479 100644
--- a/hugegraph-llm/src/hugegraph_llm/models/llms/init_llm.py
+++ b/hugegraph-llm/src/hugegraph_llm/models/llms/init_llm.py
@@ -19,6 +19,7 @@
from hugegraph_llm.models.llms.ollama import OllamaClient
from hugegraph_llm.models.llms.openai import OpenAIClient
from hugegraph_llm.models.llms.qianfan import QianfanClient
+from hugegraph_llm.models.llms.litellm import LiteLLMClient
from hugegraph_llm.config import llm_settings
@@ -48,6 +49,13 @@ class LLMs:
host=llm_settings.ollama_chat_host,
port=llm_settings.ollama_chat_port,
)
+ if self.chat_llm_type == "litellm":
+ return LiteLLMClient(
+ api_key=llm_settings.litellm_chat_api_key,
+ api_base=llm_settings.litellm_chat_api_base,
+ model_name=llm_settings.litellm_chat_language_model,
+ max_tokens=llm_settings.litellm_chat_tokens,
+ )
raise Exception("chat llm type is not supported !")
def get_extract_llm(self):
@@ -70,6 +78,13 @@ class LLMs:
host=llm_settings.ollama_extract_host,
port=llm_settings.ollama_extract_port,
)
+ if self.extract_llm_type == "litellm":
+ return LiteLLMClient(
+ api_key=llm_settings.litellm_extract_api_key,
+ api_base=llm_settings.litellm_extract_api_base,
+ model_name=llm_settings.litellm_extract_language_model,
+ max_tokens=llm_settings.litellm_extract_tokens,
+ )
raise Exception("extract llm type is not supported !")
def get_text2gql_llm(self):
@@ -92,6 +107,13 @@ class LLMs:
host=llm_settings.ollama_text2gql_host,
port=llm_settings.ollama_text2gql_port,
)
+ if self.text2gql_llm_type == "litellm":
+ return LiteLLMClient(
+ api_key=llm_settings.litellm_text2gql_api_key,
+ api_base=llm_settings.litellm_text2gql_api_base,
+ model_name=llm_settings.litellm_text2gql_language_model,
+ max_tokens=llm_settings.litellm_text2gql_tokens,
+ )
raise Exception("text2gql llm type is not supported !")
diff --git a/hugegraph-llm/src/hugegraph_llm/models/llms/litellm.py b/hugegraph-llm/src/hugegraph_llm/models/llms/litellm.py
new file mode 100644
index 0000000..1de154f
--- /dev/null
+++ b/hugegraph-llm/src/hugegraph_llm/models/llms/litellm.py
@@ -0,0 +1,158 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied. See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+from typing import Callable, List, Optional, Dict, Any
+
+import tiktoken
+from litellm import completion, acompletion
+from litellm.exceptions import RateLimitError, BudgetExceededError, APIError
+
+from tenacity import (
+ retry,
+ stop_after_attempt,
+ wait_exponential,
+ retry_if_exception_type,
+)
+
+from hugegraph_llm.models.llms.base import BaseLLM
+from hugegraph_llm.utils.log import log
+
+
+class LiteLLMClient(BaseLLM):
+ """Wrapper for LiteLLM Client that supports multiple LLM providers."""
+
+ def __init__(
+ self,
+ api_key: Optional[str] = None,
+ api_base: Optional[str] = None,
+ model_name: str = "gpt-4", # Can be any model supported by LiteLLM
+ max_tokens: int = 4096,
+ temperature: float = 0.0,
+ ) -> None:
+ self.api_key = api_key
+ self.api_base = api_base
+ self.model = model_name
+ self.max_tokens = max_tokens
+ self.temperature = temperature
+
+ @retry(
+ stop=stop_after_attempt(3),
+ wait=wait_exponential(multiplier=1, min=4, max=10),
+ retry=retry_if_exception_type((RateLimitError, BudgetExceededError, APIError))
+ )
+ def generate(
+ self,
+ messages: Optional[List[Dict[str, Any]]] = None,
+ prompt: Optional[str] = None,
+ ) -> str:
+ """Generate a response to the query messages/prompt."""
+ if messages is None:
+ assert prompt is not None, "Messages or prompt must be provided."
+ messages = [{"role": "user", "content": prompt}]
+ try:
+ print("base_url:" + self.api_base)
+ response = completion(
+ model=self.model,
+ messages=messages,
+ temperature=self.temperature,
+ max_tokens=self.max_tokens,
+ api_key=self.api_key,
+ base_url=self.api_base,
+ )
+ log.info("Token usage: %s", response.usage)
+ return response.choices[0].message.content
+ except Exception as e:
+ log.error("Error in LiteLLM call: %s", e)
+ return f"Error: {str(e)}"
+
+ @retry(
+ stop=stop_after_attempt(3),
+ wait=wait_exponential(multiplier=1, min=4, max=10),
+ retry=retry_if_exception_type((RateLimitError, BudgetExceededError, APIError))
+ )
+ async def agenerate(
+ self,
+ messages: Optional[List[Dict[str, Any]]] = None,
+ prompt: Optional[str] = None,
+ ) -> str:
+ """Generate a response to the query messages/prompt asynchronously."""
+ if messages is None:
+ assert prompt is not None, "Messages or prompt must be provided."
+ messages = [{"role": "user", "content": prompt}]
+ try:
+ response = await acompletion(
+ model=self.model,
+ messages=messages,
+ temperature=self.temperature,
+ max_tokens=self.max_tokens,
+ api_key=self.api_key,
+ base_url=self.api_base,
+ )
+ log.info("Token usage: %s", response.usage)
+ return response.choices[0].message.content
+ except Exception as e:
+ log.error("Error in async LiteLLM call: %s", e)
+ return f"Error: {str(e)}"
+
+ def generate_streaming(
+ self,
+ messages: Optional[List[Dict[str, Any]]] = None,
+ prompt: Optional[str] = None,
+ on_token_callback: Callable = None,
+ ) -> str:
+ """Generate a response to the query messages/prompt in streaming mode."""
+ if messages is None:
+ assert prompt is not None, "Messages or prompt must be provided."
+ messages = [{"role": "user", "content": prompt}]
+ try:
+ response = completion(
+ model=self.model,
+ messages=messages,
+ temperature=self.temperature,
+ max_tokens=self.max_tokens,
+ api_key=self.api_key,
+ base_url=self.api_base,
+ stream=True,
+ )
+ result = ""
+ for chunk in response:
+ if chunk.choices[0].delta.content:
+ result += chunk.choices[0].delta.content
+ if on_token_callback:
+ on_token_callback(chunk)
+ return result
+ except Exception as e:
+ log.error("Error in streaming LiteLLM call: %s", e)
+ return f"Error: {str(e)}"
+
+ def num_tokens_from_string(self, string: str) -> int:
+ """Get token count from string."""
+ try:
+ encoding = tiktoken.encoding_for_model(self.model)
+ num_tokens = len(encoding.encode(string))
+ return num_tokens
+ except Exception:
+ # Fallback for models not supported by tiktoken
+ # Rough estimate: 1 token ≈ 4 characters
+ return len(string) // 4
+
+ def max_allowed_token_length(self) -> int:
+ """Get max-allowed token length based on the model."""
+ return 4096 # Default to 4096 if model not found
+
+ def get_llm_type(self) -> str:
+ return "litellm"
\ No newline at end of file
diff --git a/hugegraph-llm/uv.lock b/hugegraph-llm/uv.lock
new file mode 100644
index 0000000..1905e23
--- /dev/null
+++ b/hugegraph-llm/uv.lock
@@ -0,0 +1,1926 @@
+version = 1
+revision = 1
+requires-python = ">=3.10, <3.12"
+resolution-markers = [
+ "python_full_version >= '3.11'",
+ "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "aiofiles"
+version = "23.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/41/cfed10bc64d774f497a86e5ede9248e1d062db675504b41c320954d99641/aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a", size = 32072 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/c5/19/5af6804c4cc0fed83f47bff6e413a98a36618e7d40185cd36e69737f3b0e/aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107", size = 15727 },
+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.6"
+source = { registry = "https://pypi.org/simple" }
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+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.13"
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+dependencies = [
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+ { name = "aiosignal" },
+ { name = "async-timeout", marker = "python_full_version < '3.11'" },
+ { name = "attrs" },
+ { name = "frozenlist" },
+ { name = "multidict" },
+ { name = "propcache" },
+ { name = "yarl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b3/3f/c4a667d184c69667b8f16e0704127efc5f1e60577df429382b4d95fd381e/aiohttp-3.11.13.tar.gz", hash = "sha256:8ce789231404ca8fff7f693cdce398abf6d90fd5dae2b1847477196c243b1fbb", size = 7674284 }
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