voyage reranking algorithm implemented
Browse files- .env.example +1 -1
- poetry.lock +596 -42
- pyproject.toml +3 -2
- src/know_lang_bot/chat_bot/__main__.py +1 -1
- src/know_lang_bot/chat_bot/chat_graph.py +117 -24
- src/know_lang_bot/config.py +45 -15
- src/know_lang_bot/core/types.py +1 -0
- src/know_lang_bot/models/embeddings.py +3 -3
.env.example
CHANGED
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@@ -3,6 +3,6 @@ LLM__MODEL_PROVIDER=ollama
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| 3 |
LLM__API_KEY=your_api_key
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| 4 |
DB__PERSIST_DIRECTORY=./my_chroma_db
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DB__CODEBASE_DIRECTORY=.
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| 6 |
-
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EMBEDDING__MODEL_NAME=text-embedding-ada-002
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| 8 |
EMBEDDING__API_KEY=your_api_key
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LLM__API_KEY=your_api_key
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| 4 |
DB__PERSIST_DIRECTORY=./my_chroma_db
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| 5 |
DB__CODEBASE_DIRECTORY=.
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| 6 |
+
EMBEDDING__MODEL_PROVIDER=openai
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| 7 |
EMBEDDING__MODEL_NAME=text-embedding-ada-002
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| 8 |
EMBEDDING__API_KEY=your_api_key
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poetry.lock
CHANGED
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@@ -13,6 +13,148 @@ files = [
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| 13 |
{file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"},
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| 14 |
]
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[[package]]
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name = "annotated-types"
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version = "0.7.0"
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@@ -96,49 +238,39 @@ typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
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tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
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[[package]]
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name = "
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version = "0.
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description = "
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optional = false
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python-versions = ">=3.
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groups = ["main"]
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markers = "python_version >= \"3.
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files = [
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{file = "
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{file = "
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-
{file = "audioop_lts-0.2.1-cp313-abi3-macosx_11_0_arm64.whl", hash = "sha256:4a8dd6a81770f6ecf019c4b6d659e000dc26571b273953cef7cd1d5ce2ff3ae6"},
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| 110 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d1cd3c0b6f2ca25c7d2b1c3adeecbe23e65689839ba73331ebc7d893fcda7ffe"},
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| 111 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ff3f97b3372c97782e9c6d3d7fdbe83bce8f70de719605bd7ee1839cd1ab360a"},
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| 112 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a351af79edefc2a1bd2234bfd8b339935f389209943043913a919df4b0f13300"},
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| 113 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2aeb6f96f7f6da80354330470b9134d81b4cf544cdd1c549f2f45fe964d28059"},
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| 114 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c589f06407e8340e81962575fcffbba1e92671879a221186c3d4662de9fe804e"},
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| 115 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:fbae5d6925d7c26e712f0beda5ed69ebb40e14212c185d129b8dfbfcc335eb48"},
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| 116 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_i686.whl", hash = "sha256:d2d5434717f33117f29b5691fbdf142d36573d751716249a288fbb96ba26a281"},
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| 117 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:f626a01c0a186b08f7ff61431c01c055961ee28769591efa8800beadd27a2959"},
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| 118 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_s390x.whl", hash = "sha256:05da64e73837f88ee5c6217d732d2584cf638003ac72df124740460531e95e47"},
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-
{file = "audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:56b7a0a4dba8e353436f31a932f3045d108a67b5943b30f85a5563f4d8488d77"},
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-
{file = "audioop_lts-0.2.1-cp313-abi3-win32.whl", hash = "sha256:6e899eb8874dc2413b11926b5fb3857ec0ab55222840e38016a6ba2ea9b7d5e3"},
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| 121 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-win_amd64.whl", hash = "sha256:64562c5c771fb0a8b6262829b9b4f37a7b886c01b4d3ecdbae1d629717db08b4"},
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| 122 |
-
{file = "audioop_lts-0.2.1-cp313-abi3-win_arm64.whl", hash = "sha256:c45317debeb64002e980077642afbd977773a25fa3dfd7ed0c84dccfc1fafcb0"},
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-
{file = "audioop_lts-0.2.1-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:3827e3fce6fee4d69d96a3d00cd2ab07f3c0d844cb1e44e26f719b34a5b15455"},
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-
{file = "audioop_lts-0.2.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:161249db9343b3c9780ca92c0be0d1ccbfecdbccac6844f3d0d44b9c4a00a17f"},
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-
{file = "audioop_lts-0.2.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5b7b4ff9de7a44e0ad2618afdc2ac920b91f4a6d3509520ee65339d4acde5abf"},
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| 126 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:72e37f416adb43b0ced93419de0122b42753ee74e87070777b53c5d2241e7fab"},
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| 127 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:534ce808e6bab6adb65548723c8cbe189a3379245db89b9d555c4210b4aaa9b6"},
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| 128 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d2de9b6fb8b1cf9f03990b299a9112bfdf8b86b6987003ca9e8a6c4f56d39543"},
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| 129 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f24865991b5ed4b038add5edbf424639d1358144f4e2a3e7a84bc6ba23e35074"},
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-
{file = "audioop_lts-0.2.1-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2bdb3b7912ccd57ea53197943f1bbc67262dcf29802c4a6df79ec1c715d45a78"},
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| 131 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:120678b208cca1158f0a12d667af592e067f7a50df9adc4dc8f6ad8d065a93fb"},
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-
{file = "audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:54cd4520fc830b23c7d223693ed3e1b4d464997dd3abc7c15dce9a1f9bd76ab2"},
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| 133 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:d6bd20c7a10abcb0fb3d8aaa7508c0bf3d40dfad7515c572014da4b979d3310a"},
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| 134 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:f0ed1ad9bd862539ea875fb339ecb18fcc4148f8d9908f4502df28f94d23491a"},
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| 135 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:e1af3ff32b8c38a7d900382646e91f2fc515fd19dea37e9392275a5cbfdbff63"},
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| 136 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-win32.whl", hash = "sha256:f51bb55122a89f7a0817d7ac2319744b4640b5b446c4c3efcea5764ea99ae509"},
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| 137 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-win_amd64.whl", hash = "sha256:f0f2f336aa2aee2bce0b0dcc32bbba9178995454c7b979cf6ce086a8801e14c7"},
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| 138 |
-
{file = "audioop_lts-0.2.1-cp313-cp313t-win_arm64.whl", hash = "sha256:78bfb3703388c780edf900be66e07de5a3d4105ca8e8720c5c4d67927e0b15d0"},
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| 139 |
-
{file = "audioop_lts-0.2.1.tar.gz", hash = "sha256:e81268da0baa880431b68b1308ab7257eb33f356e57a5f9b1f915dfb13dd1387"},
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]
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[[package]]
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name = "backoff"
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version = "2.2.1"
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@@ -713,6 +845,109 @@ files = [
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{file = "flatbuffers-25.1.24.tar.gz", hash = "sha256:e0f7b7d806c0abdf166275492663130af40c11f89445045fbef0aa3c9a8643ad"},
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[[package]]
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| 717 |
name = "fsspec"
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| 718 |
version = "2024.12.0"
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@@ -850,7 +1085,6 @@ files = [
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[package.dependencies]
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| 851 |
aiofiles = ">=22.0,<24.0"
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| 852 |
anyio = ">=3.0,<5.0"
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| 853 |
-
audioop-lts = {version = "<1.0", markers = "python_version >= \"3.13\""}
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| 854 |
fastapi = ">=0.115.2,<1.0"
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ffmpy = "*"
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gradio-client = "1.6.0"
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@@ -1738,6 +1972,112 @@ docs = ["sphinx"]
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gmpy = ["gmpy2 (>=2.1.0a4)"]
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tests = ["pytest (>=4.6)"]
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[[package]]
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| 1742 |
name = "mypy-extensions"
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| 1743 |
version = "1.0.0"
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@@ -2675,6 +3015,99 @@ langchain = ["langchain (>=0.2.0)"]
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| 2675 |
sentry = ["django", "sentry-sdk"]
|
| 2676 |
test = ["anthropic", "coverage", "django", "flake8", "freezegun (==0.3.15)", "langchain-anthropic (>=0.2.0)", "langchain-community (>=0.2.0)", "langchain-openai (>=0.2.0)", "langgraph", "mock (>=2.0.0)", "openai", "pylint", "pytest", "pytest-asyncio", "pytest-timeout"]
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| 2678 |
[[package]]
|
| 2679 |
name = "protobuf"
|
| 2680 |
version = "5.29.3"
|
|
@@ -4122,6 +4555,29 @@ dev = ["Cython (>=3.0,<4.0)", "setuptools (>=60)"]
|
|
| 4122 |
docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
|
| 4123 |
test = ["aiohttp (>=3.10.5)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
|
| 4124 |
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| 4125 |
[[package]]
|
| 4126 |
name = "watchfiles"
|
| 4127 |
version = "1.0.4"
|
|
@@ -4395,6 +4851,104 @@ files = [
|
|
| 4395 |
{file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
|
| 4396 |
]
|
| 4397 |
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|
| 4398 |
[[package]]
|
| 4399 |
name = "zipp"
|
| 4400 |
version = "3.21.0"
|
|
@@ -4418,5 +4972,5 @@ type = ["pytest-mypy"]
|
|
| 4418 |
|
| 4419 |
[metadata]
|
| 4420 |
lock-version = "2.1"
|
| 4421 |
-
python-versions = ">=3.10, <
|
| 4422 |
-
content-hash = "
|
|
|
|
| 13 |
{file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"},
|
| 14 |
]
|
| 15 |
|
| 16 |
+
[[package]]
|
| 17 |
+
name = "aiohappyeyeballs"
|
| 18 |
+
version = "2.4.4"
|
| 19 |
+
description = "Happy Eyeballs for asyncio"
|
| 20 |
+
optional = false
|
| 21 |
+
python-versions = ">=3.8"
|
| 22 |
+
groups = ["main"]
|
| 23 |
+
markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
|
| 24 |
+
files = [
|
| 25 |
+
{file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
|
| 26 |
+
{file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
|
| 27 |
+
]
|
| 28 |
+
|
| 29 |
+
[[package]]
|
| 30 |
+
name = "aiohttp"
|
| 31 |
+
version = "3.11.11"
|
| 32 |
+
description = "Async http client/server framework (asyncio)"
|
| 33 |
+
optional = false
|
| 34 |
+
python-versions = ">=3.9"
|
| 35 |
+
groups = ["main"]
|
| 36 |
+
markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
|
| 37 |
+
files = [
|
| 38 |
+
{file = "aiohttp-3.11.11-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a60804bff28662cbcf340a4d61598891f12eea3a66af48ecfdc975ceec21e3c8"},
|
| 39 |
+
{file = "aiohttp-3.11.11-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4b4fa1cb5f270fb3eab079536b764ad740bb749ce69a94d4ec30ceee1b5940d5"},
|
| 40 |
+
{file = "aiohttp-3.11.11-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:731468f555656767cda219ab42e033355fe48c85fbe3ba83a349631541715ba2"},
|
| 41 |
+
{file = "aiohttp-3.11.11-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb23d8bb86282b342481cad4370ea0853a39e4a32a0042bb52ca6bdde132df43"},
|
| 42 |
+
{file = "aiohttp-3.11.11-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f047569d655f81cb70ea5be942ee5d4421b6219c3f05d131f64088c73bb0917f"},
|
| 43 |
+
{file = "aiohttp-3.11.11-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dd7659baae9ccf94ae5fe8bfaa2c7bc2e94d24611528395ce88d009107e00c6d"},
|
| 44 |
+
{file = "aiohttp-3.11.11-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:af01e42ad87ae24932138f154105e88da13ce7d202a6de93fafdafb2883a00ef"},
|
| 45 |
+
{file = "aiohttp-3.11.11-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5854be2f3e5a729800bac57a8d76af464e160f19676ab6aea74bde18ad19d438"},
|
| 46 |
+
{file = "aiohttp-3.11.11-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:6526e5fb4e14f4bbf30411216780c9967c20c5a55f2f51d3abd6de68320cc2f3"},
|
| 47 |
+
{file = "aiohttp-3.11.11-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:85992ee30a31835fc482468637b3e5bd085fa8fe9392ba0bdcbdc1ef5e9e3c55"},
|
| 48 |
+
{file = "aiohttp-3.11.11-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:88a12ad8ccf325a8a5ed80e6d7c3bdc247d66175afedbe104ee2aaca72960d8e"},
|
| 49 |
+
{file = "aiohttp-3.11.11-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:0a6d3fbf2232e3a08c41eca81ae4f1dff3d8f1a30bae415ebe0af2d2458b8a33"},
|
| 50 |
+
{file = "aiohttp-3.11.11-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:84a585799c58b795573c7fa9b84c455adf3e1d72f19a2bf498b54a95ae0d194c"},
|
| 51 |
+
{file = "aiohttp-3.11.11-cp310-cp310-win32.whl", hash = "sha256:bfde76a8f430cf5c5584553adf9926534352251d379dcb266ad2b93c54a29745"},
|
| 52 |
+
{file = "aiohttp-3.11.11-cp310-cp310-win_amd64.whl", hash = "sha256:0fd82b8e9c383af11d2b26f27a478640b6b83d669440c0a71481f7c865a51da9"},
|
| 53 |
+
{file = "aiohttp-3.11.11-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:ba74ec819177af1ef7f59063c6d35a214a8fde6f987f7661f4f0eecc468a8f76"},
|
| 54 |
+
{file = "aiohttp-3.11.11-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4af57160800b7a815f3fe0eba9b46bf28aafc195555f1824555fa2cfab6c1538"},
|
| 55 |
+
{file = "aiohttp-3.11.11-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:ffa336210cf9cd8ed117011085817d00abe4c08f99968deef0013ea283547204"},
|
| 56 |
+
{file = "aiohttp-3.11.11-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:81b8fe282183e4a3c7a1b72f5ade1094ed1c6345a8f153506d114af5bf8accd9"},
|
| 57 |
+
{file = "aiohttp-3.11.11-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3af41686ccec6a0f2bdc66686dc0f403c41ac2089f80e2214a0f82d001052c03"},
|
| 58 |
+
{file = "aiohttp-3.11.11-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:70d1f9dde0e5dd9e292a6d4d00058737052b01f3532f69c0c65818dac26dc287"},
|
| 59 |
+
{file = "aiohttp-3.11.11-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:249cc6912405917344192b9f9ea5cd5b139d49e0d2f5c7f70bdfaf6b4dbf3a2e"},
|
| 60 |
+
{file = "aiohttp-3.11.11-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0eb98d90b6690827dcc84c246811feeb4e1eea683c0eac6caed7549be9c84665"},
|
| 61 |
+
{file = "aiohttp-3.11.11-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:ec82bf1fda6cecce7f7b915f9196601a1bd1a3079796b76d16ae4cce6d0ef89b"},
|
| 62 |
+
{file = "aiohttp-3.11.11-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:9fd46ce0845cfe28f108888b3ab17abff84ff695e01e73657eec3f96d72eef34"},
|
| 63 |
+
{file = "aiohttp-3.11.11-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:bd176afcf8f5d2aed50c3647d4925d0db0579d96f75a31e77cbaf67d8a87742d"},
|
| 64 |
+
{file = "aiohttp-3.11.11-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:ec2aa89305006fba9ffb98970db6c8221541be7bee4c1d027421d6f6df7d1ce2"},
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| 65 |
+
{file = "aiohttp-3.11.11-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:92cde43018a2e17d48bb09c79e4d4cb0e236de5063ce897a5e40ac7cb4878773"},
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| 66 |
+
{file = "aiohttp-3.11.11-cp311-cp311-win32.whl", hash = "sha256:aba807f9569455cba566882c8938f1a549f205ee43c27b126e5450dc9f83cc62"},
|
| 67 |
+
{file = "aiohttp-3.11.11-cp311-cp311-win_amd64.whl", hash = "sha256:ae545f31489548c87b0cced5755cfe5a5308d00407000e72c4fa30b19c3220ac"},
|
| 68 |
+
{file = "aiohttp-3.11.11-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:e595c591a48bbc295ebf47cb91aebf9bd32f3ff76749ecf282ea7f9f6bb73886"},
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| 69 |
+
{file = "aiohttp-3.11.11-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3ea1b59dc06396b0b424740a10a0a63974c725b1c64736ff788a3689d36c02d2"},
|
| 70 |
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{file = "aiohttp-3.11.11-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8811f3f098a78ffa16e0ea36dffd577eb031aea797cbdba81be039a4169e242c"},
|
| 71 |
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{file = "aiohttp-3.11.11-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bd7227b87a355ce1f4bf83bfae4399b1f5bb42e0259cb9405824bd03d2f4336a"},
|
| 72 |
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|
| 73 |
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{file = "aiohttp-3.11.11-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ffb3dc385f6bb1568aa974fe65da84723210e5d9707e360e9ecb51f59406cd2e"},
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| 74 |
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{file = "aiohttp-3.11.11-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a8f5f7515f3552d899c61202d99dcb17d6e3b0de777900405611cd747cecd1b8"},
|
| 75 |
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{file = "aiohttp-3.11.11-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3499c7ffbfd9c6a3d8d6a2b01c26639da7e43d47c7b4f788016226b1e711caa8"},
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| 76 |
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| 77 |
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| 78 |
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| 79 |
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| 80 |
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| 81 |
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{file = "aiohttp-3.11.11-cp312-cp312-win32.whl", hash = "sha256:9f5b3c1ed63c8fa937a920b6c1bec78b74ee09593b3f5b979ab2ae5ef60d7600"},
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| 82 |
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{file = "aiohttp-3.11.11-cp312-cp312-win_amd64.whl", hash = "sha256:1e69966ea6ef0c14ee53ef7a3d68b564cc408121ea56c0caa2dc918c1b2f553d"},
|
| 83 |
+
{file = "aiohttp-3.11.11-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:541d823548ab69d13d23730a06f97460f4238ad2e5ed966aaf850d7c369782d9"},
|
| 84 |
+
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|
| 85 |
+
{file = "aiohttp-3.11.11-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0882c2820fd0132240edbb4a51eb8ceb6eef8181db9ad5291ab3332e0d71df5f"},
|
| 86 |
+
{file = "aiohttp-3.11.11-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b63de12e44935d5aca7ed7ed98a255a11e5cb47f83a9fded7a5e41c40277d104"},
|
| 87 |
+
{file = "aiohttp-3.11.11-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:aa54f8ef31d23c506910c21163f22b124facb573bff73930735cf9fe38bf7dff"},
|
| 88 |
+
{file = "aiohttp-3.11.11-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a344d5dc18074e3872777b62f5f7d584ae4344cd6006c17ba12103759d407af3"},
|
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| 947 |
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| 948 |
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| 949 |
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]
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| 950 |
+
|
| 951 |
[[package]]
|
| 952 |
name = "fsspec"
|
| 953 |
version = "2024.12.0"
|
|
|
|
| 1085 |
[package.dependencies]
|
| 1086 |
aiofiles = ">=22.0,<24.0"
|
| 1087 |
anyio = ">=3.0,<5.0"
|
|
|
|
| 1088 |
fastapi = ">=0.115.2,<1.0"
|
| 1089 |
ffmpy = "*"
|
| 1090 |
gradio-client = "1.6.0"
|
|
|
|
| 1972 |
gmpy = ["gmpy2 (>=2.1.0a4)"]
|
| 1973 |
tests = ["pytest (>=4.6)"]
|
| 1974 |
|
| 1975 |
+
[[package]]
|
| 1976 |
+
name = "multidict"
|
| 1977 |
+
version = "6.1.0"
|
| 1978 |
+
description = "multidict implementation"
|
| 1979 |
+
optional = false
|
| 1980 |
+
python-versions = ">=3.8"
|
| 1981 |
+
groups = ["main"]
|
| 1982 |
+
markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
|
| 1983 |
+
files = [
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| 1984 |
+
{file = "multidict-6.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3380252550e372e8511d49481bd836264c009adb826b23fefcc5dd3c69692f60"},
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| 1985 |
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{file = "multidict-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:99f826cbf970077383d7de805c0681799491cb939c25450b9b5b3ced03ca99f1"},
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| 1986 |
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{file = "multidict-6.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a114d03b938376557927ab23f1e950827c3b893ccb94b62fd95d430fd0e5cf53"},
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| 1987 |
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{file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1c416351ee6271b2f49b56ad7f308072f6f44b37118d69c2cad94f3fa8a40d5"},
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| 1988 |
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{file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6b5d83030255983181005e6cfbac1617ce9746b219bc2aad52201ad121226581"},
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| 1989 |
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{file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3e97b5e938051226dc025ec80980c285b053ffb1e25a3db2a3aa3bc046bf7f56"},
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| 1990 |
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{file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d618649d4e70ac6efcbba75be98b26ef5078faad23592f9b51ca492953012429"},
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| 1991 |
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{file = "multidict-6.1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:10524ebd769727ac77ef2278390fb0068d83f3acb7773792a5080f2b0abf7748"},
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| 1992 |
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{file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:ff3827aef427c89a25cc96ded1759271a93603aba9fb977a6d264648ebf989db"},
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| 1993 |
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{file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:06809f4f0f7ab7ea2cabf9caca7d79c22c0758b58a71f9d32943ae13c7ace056"},
|
| 1994 |
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{file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:f179dee3b863ab1c59580ff60f9d99f632f34ccb38bf67a33ec6b3ecadd0fd76"},
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| 1995 |
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{file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:aaed8b0562be4a0876ee3b6946f6869b7bcdb571a5d1496683505944e268b160"},
|
| 1996 |
+
{file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:3c8b88a2ccf5493b6c8da9076fb151ba106960a2df90c2633f342f120751a9e7"},
|
| 1997 |
+
{file = "multidict-6.1.0-cp310-cp310-win32.whl", hash = "sha256:4a9cb68166a34117d6646c0023c7b759bf197bee5ad4272f420a0141d7eb03a0"},
|
| 1998 |
+
{file = "multidict-6.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:20b9b5fbe0b88d0bdef2012ef7dee867f874b72528cf1d08f1d59b0e3850129d"},
|
| 1999 |
+
{file = "multidict-6.1.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:3efe2c2cb5763f2f1b275ad2bf7a287d3f7ebbef35648a9726e3b69284a4f3d6"},
|
| 2000 |
+
{file = "multidict-6.1.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c7053d3b0353a8b9de430a4f4b4268ac9a4fb3481af37dfe49825bf45ca24156"},
|
| 2001 |
+
{file = "multidict-6.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:27e5fc84ccef8dfaabb09d82b7d179c7cf1a3fbc8a966f8274fcb4ab2eb4cadb"},
|
| 2002 |
+
{file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0e2b90b43e696f25c62656389d32236e049568b39320e2735d51f08fd362761b"},
|
| 2003 |
+
{file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d83a047959d38a7ff552ff94be767b7fd79b831ad1cd9920662db05fec24fe72"},
|
| 2004 |
+
{file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d1a9dd711d0877a1ece3d2e4fea11a8e75741ca21954c919406b44e7cf971304"},
|
| 2005 |
+
{file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ec2abea24d98246b94913b76a125e855eb5c434f7c46546046372fe60f666351"},
|
| 2006 |
+
{file = "multidict-6.1.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4867cafcbc6585e4b678876c489b9273b13e9fff9f6d6d66add5e15d11d926cb"},
|
| 2007 |
+
{file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:5b48204e8d955c47c55b72779802b219a39acc3ee3d0116d5080c388970b76e3"},
|
| 2008 |
+
{file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:d8fff389528cad1618fb4b26b95550327495462cd745d879a8c7c2115248e399"},
|
| 2009 |
+
{file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:a7a9541cd308eed5e30318430a9c74d2132e9a8cb46b901326272d780bf2d423"},
|
| 2010 |
+
{file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:da1758c76f50c39a2efd5e9859ce7d776317eb1dd34317c8152ac9251fc574a3"},
|
| 2011 |
+
{file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c943a53e9186688b45b323602298ab727d8865d8c9ee0b17f8d62d14b56f0753"},
|
| 2012 |
+
{file = "multidict-6.1.0-cp311-cp311-win32.whl", hash = "sha256:90f8717cb649eea3504091e640a1b8568faad18bd4b9fcd692853a04475a4b80"},
|
| 2013 |
+
{file = "multidict-6.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:82176036e65644a6cc5bd619f65f6f19781e8ec2e5330f51aa9ada7504cc1926"},
|
| 2014 |
+
{file = "multidict-6.1.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:b04772ed465fa3cc947db808fa306d79b43e896beb677a56fb2347ca1a49c1fa"},
|
| 2015 |
+
{file = "multidict-6.1.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:6180c0ae073bddeb5a97a38c03f30c233e0a4d39cd86166251617d1bbd0af436"},
|
| 2016 |
+
{file = "multidict-6.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:071120490b47aa997cca00666923a83f02c7fbb44f71cf7f136df753f7fa8761"},
|
| 2017 |
+
{file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:50b3a2710631848991d0bf7de077502e8994c804bb805aeb2925a981de58ec2e"},
|
| 2018 |
+
{file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b58c621844d55e71c1b7f7c498ce5aa6985d743a1a59034c57a905b3f153c1ef"},
|
| 2019 |
+
{file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:55b6d90641869892caa9ca42ff913f7ff1c5ece06474fbd32fb2cf6834726c95"},
|
| 2020 |
+
{file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b820514bfc0b98a30e3d85462084779900347e4d49267f747ff54060cc33925"},
|
| 2021 |
+
{file = "multidict-6.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:10a9b09aba0c5b48c53761b7c720aaaf7cf236d5fe394cd399c7ba662d5f9966"},
|
| 2022 |
+
{file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:1e16bf3e5fc9f44632affb159d30a437bfe286ce9e02754759be5536b169b305"},
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| 2023 |
+
{file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:76f364861c3bfc98cbbcbd402d83454ed9e01a5224bb3a28bf70002a230f73e2"},
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| 2024 |
+
{file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:820c661588bd01a0aa62a1283f20d2be4281b086f80dad9e955e690c75fb54a2"},
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| 2025 |
+
{file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:0e5f362e895bc5b9e67fe6e4ded2492d8124bdf817827f33c5b46c2fe3ffaca6"},
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| 2026 |
+
{file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3ec660d19bbc671e3a6443325f07263be452c453ac9e512f5eb935e7d4ac28b3"},
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| 2027 |
+
{file = "multidict-6.1.0-cp312-cp312-win32.whl", hash = "sha256:58130ecf8f7b8112cdb841486404f1282b9c86ccb30d3519faf301b2e5659133"},
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| 2028 |
+
{file = "multidict-6.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:188215fc0aafb8e03341995e7c4797860181562380f81ed0a87ff455b70bf1f1"},
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| 2029 |
+
{file = "multidict-6.1.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:d569388c381b24671589335a3be6e1d45546c2988c2ebe30fdcada8457a31008"},
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| 2030 |
+
{file = "multidict-6.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:052e10d2d37810b99cc170b785945421141bf7bb7d2f8799d431e7db229c385f"},
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| 2031 |
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{file = "multidict-6.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f90c822a402cb865e396a504f9fc8173ef34212a342d92e362ca498cad308e28"},
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| 2032 |
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{file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b225d95519a5bf73860323e633a664b0d85ad3d5bede6d30d95b35d4dfe8805b"},
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| 2033 |
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{file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:23bfd518810af7de1116313ebd9092cb9aa629beb12f6ed631ad53356ed6b86c"},
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| 2034 |
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| 2035 |
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{file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf6bea52ec97e95560af5ae576bdac3aa3aae0b6758c6efa115236d9e07dae44"},
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| 2036 |
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| 2037 |
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{file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:0c3f390dc53279cbc8ba976e5f8035eab997829066756d811616b652b00a23a3"},
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| 2038 |
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| 2039 |
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{file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:b2f59caeaf7632cc633b5cf6fc449372b83bbdf0da4ae04d5be36118e46cc0aa"},
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| 2040 |
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| 2041 |
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| 2042 |
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| 2043 |
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| 2044 |
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{file = "multidict-6.1.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:db7457bac39421addd0c8449933ac32d8042aae84a14911a757ae6ca3eef1392"},
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| 2045 |
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| 2046 |
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| 2047 |
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| 2048 |
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| 2049 |
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| 2050 |
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| 2051 |
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| 2052 |
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| 2053 |
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| 2054 |
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| 2055 |
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| 2056 |
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| 2057 |
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| 2058 |
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| 2059 |
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| 2060 |
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| 2061 |
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| 2062 |
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| 2063 |
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| 2064 |
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| 2065 |
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| 2066 |
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| 2067 |
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| 2068 |
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| 2069 |
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| 2070 |
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| 2071 |
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| 2072 |
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| 2073 |
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| 2074 |
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| 2075 |
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{file = "multidict-6.1.0.tar.gz", hash = "sha256:22ae2ebf9b0c69d206c003e2f6a914ea33f0a932d4aa16f236afc049d9958f4a"},
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| 2076 |
+
]
|
| 2077 |
+
|
| 2078 |
+
[package.dependencies]
|
| 2079 |
+
typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
|
| 2080 |
+
|
| 2081 |
[[package]]
|
| 2082 |
name = "mypy-extensions"
|
| 2083 |
version = "1.0.0"
|
|
|
|
| 3015 |
sentry = ["django", "sentry-sdk"]
|
| 3016 |
test = ["anthropic", "coverage", "django", "flake8", "freezegun (==0.3.15)", "langchain-anthropic (>=0.2.0)", "langchain-community (>=0.2.0)", "langchain-openai (>=0.2.0)", "langgraph", "mock (>=2.0.0)", "openai", "pylint", "pytest", "pytest-asyncio", "pytest-timeout"]
|
| 3017 |
|
| 3018 |
+
[[package]]
|
| 3019 |
+
name = "propcache"
|
| 3020 |
+
version = "0.2.1"
|
| 3021 |
+
description = "Accelerated property cache"
|
| 3022 |
+
optional = false
|
| 3023 |
+
python-versions = ">=3.9"
|
| 3024 |
+
groups = ["main"]
|
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| 4936 |
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{file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:4ac515b860c36becb81bb84b667466885096b5fc85596948548b667da3bf9f24"},
|
| 4937 |
+
{file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:045b8482ce9483ada4f3f23b3774f4e1bf4f23a2d5c912ed5170f68efb053318"},
|
| 4938 |
+
{file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:a4bb030cf46a434ec0225bddbebd4b89e6471814ca851abb8696170adb163985"},
|
| 4939 |
+
{file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:54d6921f07555713b9300bee9c50fb46e57e2e639027089b1d795ecd9f7fa910"},
|
| 4940 |
+
{file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:1d407181cfa6e70077df3377938c08012d18893f9f20e92f7d2f314a437c30b1"},
|
| 4941 |
+
{file = "yarl-1.18.3-cp39-cp39-win32.whl", hash = "sha256:ac36703a585e0929b032fbaab0707b75dc12703766d0b53486eabd5139ebadd5"},
|
| 4942 |
+
{file = "yarl-1.18.3-cp39-cp39-win_amd64.whl", hash = "sha256:ba87babd629f8af77f557b61e49e7c7cac36f22f871156b91e10a6e9d4f829e9"},
|
| 4943 |
+
{file = "yarl-1.18.3-py3-none-any.whl", hash = "sha256:b57f4f58099328dfb26c6a771d09fb20dbbae81d20cfb66141251ea063bd101b"},
|
| 4944 |
+
{file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
|
| 4945 |
+
]
|
| 4946 |
+
|
| 4947 |
+
[package.dependencies]
|
| 4948 |
+
idna = ">=2.0"
|
| 4949 |
+
multidict = ">=4.0"
|
| 4950 |
+
propcache = ">=0.2.0"
|
| 4951 |
+
|
| 4952 |
[[package]]
|
| 4953 |
name = "zipp"
|
| 4954 |
version = "3.21.0"
|
|
|
|
| 4972 |
|
| 4973 |
[metadata]
|
| 4974 |
lock-version = "2.1"
|
| 4975 |
+
python-versions = ">=3.10, <3.13"
|
| 4976 |
+
content-hash = "1fadad8dff111d7324b75ce2fe892dd2321c743d771a1d8754e6d8f1bb1b181a"
|
pyproject.toml
CHANGED
|
@@ -10,7 +10,7 @@ authors = [
|
|
| 10 |
{name = "gabhyun kim",email = "[email protected]"}
|
| 11 |
]
|
| 12 |
readme = "README.md"
|
| 13 |
-
requires-python = ">=3.10, <
|
| 14 |
dependencies = [
|
| 15 |
"pydantic-ai[logfire] (>=0.0.20,<0.0.21)",
|
| 16 |
"gitpython (>=3.1.44,<4.0.0)",
|
|
@@ -19,7 +19,8 @@ dependencies = [
|
|
| 19 |
"pydantic-settings (>=2.7.1,<3.0.0)",
|
| 20 |
"chromadb (>=0.6.3,<0.7.0)",
|
| 21 |
"ollama (>=0.4.7,<0.5.0)",
|
| 22 |
-
"gradio (>=5.13.1,<6.0.0)"
|
|
|
|
| 23 |
]
|
| 24 |
|
| 25 |
[tool.poetry]
|
|
|
|
| 10 |
{name = "gabhyun kim",email = "[email protected]"}
|
| 11 |
]
|
| 12 |
readme = "README.md"
|
| 13 |
+
requires-python = ">=3.10, <3.13"
|
| 14 |
dependencies = [
|
| 15 |
"pydantic-ai[logfire] (>=0.0.20,<0.0.21)",
|
| 16 |
"gitpython (>=3.1.44,<4.0.0)",
|
|
|
|
| 19 |
"pydantic-settings (>=2.7.1,<3.0.0)",
|
| 20 |
"chromadb (>=0.6.3,<0.7.0)",
|
| 21 |
"ollama (>=0.4.7,<0.5.0)",
|
| 22 |
+
"gradio (>=5.13.1,<6.0.0)",
|
| 23 |
+
"voyageai (>=0.3.2,<0.4.0)"
|
| 24 |
]
|
| 25 |
|
| 26 |
[tool.poetry]
|
src/know_lang_bot/chat_bot/__main__.py
CHANGED
|
@@ -13,7 +13,7 @@ async def test_chat_processing():
|
|
| 13 |
)
|
| 14 |
|
| 15 |
result = await process_chat(
|
| 16 |
-
"How
|
| 17 |
collection,
|
| 18 |
config
|
| 19 |
)
|
|
|
|
| 13 |
)
|
| 14 |
|
| 15 |
result = await process_chat(
|
| 16 |
+
"How are different quantization methods implemented in the transformers library, and what are the key components required to implement a new quantization method?",
|
| 17 |
collection,
|
| 18 |
config
|
| 19 |
)
|
src/know_lang_bot/chat_bot/chat_graph.py
CHANGED
|
@@ -5,7 +5,7 @@ from typing import AsyncGenerator, List, Dict, Any, Optional
|
|
| 5 |
import chromadb
|
| 6 |
from pydantic import BaseModel
|
| 7 |
from pydantic_graph import BaseNode, EndStep, Graph, GraphRunContext, End, HistoryStep
|
| 8 |
-
from know_lang_bot.config import AppConfig
|
| 9 |
from know_lang_bot.utils.fancy_log import FancyLogger
|
| 10 |
from pydantic_ai import Agent
|
| 11 |
import logfire
|
|
@@ -14,6 +14,8 @@ from enum import Enum
|
|
| 14 |
from rich.console import Console
|
| 15 |
from know_lang_bot.utils.model_provider import create_pydantic_model
|
| 16 |
from know_lang_bot.models.embeddings import generate_embedding
|
|
|
|
|
|
|
| 17 |
|
| 18 |
LOG = FancyLogger(__name__)
|
| 19 |
console = Console()
|
|
@@ -148,41 +150,132 @@ Focus on making the question more searchable while preserving its original inten
|
|
| 148 |
|
| 149 |
@dataclass
|
| 150 |
class RetrieveContextNode(BaseNode[ChatGraphState, ChatGraphDeps, ChatResult]):
|
| 151 |
-
"""Node that retrieves relevant code context"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 152 |
|
| 153 |
async def run(self, ctx: GraphRunContext[ChatGraphState, ChatGraphDeps]) -> AnswerQuestionNode:
|
| 154 |
try:
|
| 155 |
-
|
| 156 |
-
|
| 157 |
-
config=ctx.deps.config.embedding
|
| 158 |
-
)
|
| 159 |
-
|
| 160 |
-
results = ctx.deps.collection.query(
|
| 161 |
-
query_embeddings=question_embedding,
|
| 162 |
-
n_results=ctx.deps.config.chat.max_context_chunks,
|
| 163 |
-
include=['metadatas', 'documents', 'distances']
|
| 164 |
-
)
|
| 165 |
-
logfire.debug('query result: {result}', result=pformat(results))
|
| 166 |
|
| 167 |
-
|
| 168 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 169 |
|
| 170 |
-
|
| 171 |
-
|
| 172 |
-
|
| 173 |
-
|
| 174 |
-
):
|
| 175 |
-
if dist <= ctx.deps.config.chat.similarity_threshold:
|
| 176 |
-
relevant_chunks.append(doc)
|
| 177 |
-
relevant_metadatas.append(meta)
|
| 178 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 179 |
ctx.state.retrieved_context = RetrievedContext(
|
| 180 |
chunks=relevant_chunks,
|
| 181 |
metadatas=relevant_metadatas,
|
| 182 |
)
|
| 183 |
|
| 184 |
except Exception as e:
|
| 185 |
-
LOG.error(f"Error
|
|
|
|
|
|
|
| 186 |
finally:
|
| 187 |
return AnswerQuestionNode()
|
| 188 |
|
|
|
|
| 5 |
import chromadb
|
| 6 |
from pydantic import BaseModel
|
| 7 |
from pydantic_graph import BaseNode, EndStep, Graph, GraphRunContext, End, HistoryStep
|
| 8 |
+
from know_lang_bot.config import AppConfig, RerankerConfig, EmbeddingConfig
|
| 9 |
from know_lang_bot.utils.fancy_log import FancyLogger
|
| 10 |
from pydantic_ai import Agent
|
| 11 |
import logfire
|
|
|
|
| 14 |
from rich.console import Console
|
| 15 |
from know_lang_bot.utils.model_provider import create_pydantic_model
|
| 16 |
from know_lang_bot.models.embeddings import generate_embedding
|
| 17 |
+
import voyageai
|
| 18 |
+
from voyageai.object.reranking import RerankingObject
|
| 19 |
|
| 20 |
LOG = FancyLogger(__name__)
|
| 21 |
console = Console()
|
|
|
|
| 150 |
|
| 151 |
@dataclass
|
| 152 |
class RetrieveContextNode(BaseNode[ChatGraphState, ChatGraphDeps, ChatResult]):
|
| 153 |
+
"""Node that retrieves relevant code context using hybrid search: embeddings + reranking"""
|
| 154 |
+
async def _get_initial_chunks(
|
| 155 |
+
self,
|
| 156 |
+
query: str,
|
| 157 |
+
embedding_config: EmbeddingConfig,
|
| 158 |
+
collection: chromadb.Collection,
|
| 159 |
+
n_results: int
|
| 160 |
+
) -> tuple[List[str], List[Dict], List[float]]:
|
| 161 |
+
"""Get initial chunks using embedding search"""
|
| 162 |
+
question_embedding = generate_embedding(
|
| 163 |
+
input=query,
|
| 164 |
+
config=embedding_config
|
| 165 |
+
)
|
| 166 |
+
|
| 167 |
+
results = collection.query(
|
| 168 |
+
query_embeddings=question_embedding,
|
| 169 |
+
n_results=n_results,
|
| 170 |
+
include=['metadatas', 'documents', 'distances']
|
| 171 |
+
)
|
| 172 |
+
|
| 173 |
+
return (
|
| 174 |
+
results['documents'][0],
|
| 175 |
+
results['metadatas'][0],
|
| 176 |
+
results['distances'][0]
|
| 177 |
+
)
|
| 178 |
+
|
| 179 |
+
async def _rerank_chunks(
|
| 180 |
+
self,
|
| 181 |
+
query: str,
|
| 182 |
+
chunks: List[str],
|
| 183 |
+
reranker_config: RerankerConfig,
|
| 184 |
+
) -> RerankingObject:
|
| 185 |
+
"""Rerank chunks using Voyage AI"""
|
| 186 |
+
voyage_client = voyageai.Client()
|
| 187 |
+
return voyage_client.rerank(
|
| 188 |
+
query=query,
|
| 189 |
+
documents=chunks,
|
| 190 |
+
model=reranker_config.model_name,
|
| 191 |
+
top_k=reranker_config.top_k,
|
| 192 |
+
truncation=True
|
| 193 |
+
)
|
| 194 |
+
|
| 195 |
+
def _filter_by_distance(
|
| 196 |
+
self,
|
| 197 |
+
chunks: List[str],
|
| 198 |
+
metadatas: List[Dict],
|
| 199 |
+
distances: List[float],
|
| 200 |
+
threshold: float
|
| 201 |
+
) -> tuple[List[str], List[Dict]]:
|
| 202 |
+
"""Filter chunks by distance threshold"""
|
| 203 |
+
filtered_chunks = []
|
| 204 |
+
filtered_metadatas = []
|
| 205 |
+
|
| 206 |
+
for chunk, meta, dist in zip(chunks, metadatas, distances):
|
| 207 |
+
if dist <= threshold:
|
| 208 |
+
filtered_chunks.append(chunk)
|
| 209 |
+
filtered_metadatas.append(meta)
|
| 210 |
+
|
| 211 |
+
return filtered_chunks, filtered_metadatas
|
| 212 |
|
| 213 |
async def run(self, ctx: GraphRunContext[ChatGraphState, ChatGraphDeps]) -> AnswerQuestionNode:
|
| 214 |
try:
|
| 215 |
+
# Get query
|
| 216 |
+
query = ctx.state.polished_question or ctx.state.original_question
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 217 |
|
| 218 |
+
# First pass: Get more candidates using embedding search
|
| 219 |
+
initial_chunks, initial_metadatas, distances = await self._get_initial_chunks(
|
| 220 |
+
query=query,
|
| 221 |
+
embedding_config=ctx.deps.config.embedding,
|
| 222 |
+
collection=ctx.deps.collection,
|
| 223 |
+
n_results=min(ctx.deps.config.chat.max_context_chunks * 2, 20)
|
| 224 |
+
)
|
| 225 |
+
|
| 226 |
+
# Log top k initial results by distance
|
| 227 |
+
top_k_initial = sorted(
|
| 228 |
+
zip(initial_chunks, distances),
|
| 229 |
+
key=lambda x: x[1]
|
| 230 |
+
)[:ctx.deps.config.reranker.top_k]
|
| 231 |
+
logfire.info('top k initial results: {results}', results=top_k_initial)
|
| 232 |
|
| 233 |
+
# Only proceed to reranking if we have initial results
|
| 234 |
+
if not initial_chunks:
|
| 235 |
+
LOG.warning("No initial chunks found through embedding search")
|
| 236 |
+
raise Exception("No chunks found through embedding search")
|
|
|
|
|
|
|
|
|
|
|
|
|
| 237 |
|
| 238 |
+
# Second pass: Rerank the candidates
|
| 239 |
+
try:
|
| 240 |
+
# Second pass: Rerank candidates
|
| 241 |
+
reranking = await self._rerank_chunks(
|
| 242 |
+
query=query,
|
| 243 |
+
chunks=initial_chunks,
|
| 244 |
+
reranker_config=ctx.deps.config.reranker
|
| 245 |
+
)
|
| 246 |
+
logfire.info('reranked results: {results}', results=reranking.results)
|
| 247 |
+
|
| 248 |
+
# Build final context from reranked results
|
| 249 |
+
relevant_chunks = []
|
| 250 |
+
relevant_metadatas = []
|
| 251 |
+
|
| 252 |
+
for result in reranking.results:
|
| 253 |
+
# Only include if score is good enough
|
| 254 |
+
if result.relevance_score >= ctx.deps.config.chat.similarity_threshold:
|
| 255 |
+
relevant_chunks.append(result.document)
|
| 256 |
+
# Get corresponding metadata using original index
|
| 257 |
+
relevant_metadatas.append(initial_metadatas[result.index])
|
| 258 |
+
|
| 259 |
+
|
| 260 |
+
except Exception as e:
|
| 261 |
+
# Fallback to distance-based filtering if reranking fails
|
| 262 |
+
LOG.error(f"Reranking failed, falling back to distance-based filtering: {e}")
|
| 263 |
+
relevant_chunks, relevant_metadatas = self._filter_by_distance(
|
| 264 |
+
chunks=initial_chunks,
|
| 265 |
+
metadatas=initial_metadatas,
|
| 266 |
+
distances=distances,
|
| 267 |
+
threshold=ctx.deps.config.chat.similarity_threshold
|
| 268 |
+
)
|
| 269 |
+
|
| 270 |
ctx.state.retrieved_context = RetrievedContext(
|
| 271 |
chunks=relevant_chunks,
|
| 272 |
metadatas=relevant_metadatas,
|
| 273 |
)
|
| 274 |
|
| 275 |
except Exception as e:
|
| 276 |
+
LOG.error(f"Error in context retrieval: {e}")
|
| 277 |
+
ctx.state.retrieved_context = RetrievedContext(chunks=[], metadatas=[])
|
| 278 |
+
|
| 279 |
finally:
|
| 280 |
return AnswerQuestionNode()
|
| 281 |
|
src/know_lang_bot/config.py
CHANGED
|
@@ -6,6 +6,24 @@ import fnmatch
|
|
| 6 |
from know_lang_bot.core.types import ModelProvider
|
| 7 |
import os
|
| 8 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 9 |
class PathPatterns(BaseSettings):
|
| 10 |
include: List[str] = Field(
|
| 11 |
default=["**/*"],
|
|
@@ -66,7 +84,7 @@ class EmbeddingConfig(BaseSettings):
|
|
| 66 |
default="mxbai-embed-large",
|
| 67 |
description="Name of the embedding model"
|
| 68 |
)
|
| 69 |
-
|
| 70 |
default=ModelProvider.OLLAMA,
|
| 71 |
description="Provider for embeddings"
|
| 72 |
)
|
|
@@ -86,10 +104,7 @@ class EmbeddingConfig(BaseSettings):
|
|
| 86 |
@field_validator('api_key', mode='after')
|
| 87 |
@classmethod
|
| 88 |
def validate_api_key(cls, v: Optional[str], info: ValidationInfo) -> Optional[str]:
|
| 89 |
-
|
| 90 |
-
if info.data['provider'] in [ModelProvider.OPENAI] and not v:
|
| 91 |
-
raise ValueError(f"API key required for {info.data['provider']}")
|
| 92 |
-
return v
|
| 93 |
|
| 94 |
class LLMConfig(BaseSettings):
|
| 95 |
model_name: str = Field(
|
|
@@ -112,16 +127,7 @@ class LLMConfig(BaseSettings):
|
|
| 112 |
@field_validator('api_key', mode='after')
|
| 113 |
@classmethod
|
| 114 |
def validate_api_key(cls, v: Optional[str], info: ValidationInfo) -> Optional[str]:
|
| 115 |
-
|
| 116 |
-
if info.data['model_provider'] in [ModelProvider.OPENAI, ModelProvider.ANTHROPIC]:
|
| 117 |
-
if not v:
|
| 118 |
-
raise ValueError(f"API key required for {info.data['model_provider']}")
|
| 119 |
-
elif info.data['model_provider'] == ModelProvider.ANTHROPIC:
|
| 120 |
-
os.environ["ANTHROPIC_API_KEY"] = v
|
| 121 |
-
elif info.data['model_provider'] == ModelProvider.OPENAI:
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| 122 |
-
os.environ["OPENAI_API_KEY"] = v
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| 123 |
-
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| 124 |
-
return v
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| 125 |
|
| 126 |
class DBConfig(BaseSettings):
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| 127 |
persist_directory: Path = Field(
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@@ -137,6 +143,29 @@ class DBConfig(BaseSettings):
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| 137 |
description="Root directory of the codebase to analyze"
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| 138 |
)
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| 139 |
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| 140 |
class ChatConfig(BaseSettings):
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| 141 |
max_context_chunks: int = Field(
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| 142 |
default=5,
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@@ -164,6 +193,7 @@ class AppConfig(BaseSettings):
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| 164 |
|
| 165 |
llm: LLMConfig = Field(default_factory=LLMConfig)
|
| 166 |
evaluator: LLMConfig = Field(default_factory=LLMConfig)
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| 167 |
db: DBConfig = Field(default_factory=DBConfig)
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| 168 |
parser: ParserConfig = Field(default_factory=ParserConfig)
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| 169 |
chat: ChatConfig = Field(default_factory=ChatConfig)
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|
| 6 |
from know_lang_bot.core.types import ModelProvider
|
| 7 |
import os
|
| 8 |
|
| 9 |
+
def _validate_api_key(v: Optional[str], info: ValidationInfo) -> Optional[str]:
|
| 10 |
+
"""Validate API key is present when required"""
|
| 11 |
+
if info.data['model_provider'] in [
|
| 12 |
+
ModelProvider.OPENAI,
|
| 13 |
+
ModelProvider.ANTHROPIC,
|
| 14 |
+
ModelProvider.VOYAGE
|
| 15 |
+
]:
|
| 16 |
+
if not v:
|
| 17 |
+
raise ValueError(f"API key required for {info.data['model_provider']}")
|
| 18 |
+
elif info.data['model_provider'] == ModelProvider.ANTHROPIC:
|
| 19 |
+
os.environ["ANTHROPIC_API_KEY"] = v
|
| 20 |
+
elif info.data['model_provider'] == ModelProvider.OPENAI:
|
| 21 |
+
os.environ["OPENAI_API_KEY"] = v
|
| 22 |
+
elif info.data['model_provider'] == ModelProvider.VOYAGE:
|
| 23 |
+
os.environ["VOYAGE_API_KEY"] = v
|
| 24 |
+
|
| 25 |
+
return v
|
| 26 |
+
|
| 27 |
class PathPatterns(BaseSettings):
|
| 28 |
include: List[str] = Field(
|
| 29 |
default=["**/*"],
|
|
|
|
| 84 |
default="mxbai-embed-large",
|
| 85 |
description="Name of the embedding model"
|
| 86 |
)
|
| 87 |
+
model_provider: ModelProvider = Field(
|
| 88 |
default=ModelProvider.OLLAMA,
|
| 89 |
description="Provider for embeddings"
|
| 90 |
)
|
|
|
|
| 104 |
@field_validator('api_key', mode='after')
|
| 105 |
@classmethod
|
| 106 |
def validate_api_key(cls, v: Optional[str], info: ValidationInfo) -> Optional[str]:
|
| 107 |
+
return _validate_api_key(v, info)
|
|
|
|
|
|
|
|
|
|
| 108 |
|
| 109 |
class LLMConfig(BaseSettings):
|
| 110 |
model_name: str = Field(
|
|
|
|
| 127 |
@field_validator('api_key', mode='after')
|
| 128 |
@classmethod
|
| 129 |
def validate_api_key(cls, v: Optional[str], info: ValidationInfo) -> Optional[str]:
|
| 130 |
+
return _validate_api_key(v, info)
|
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|
| 131 |
|
| 132 |
class DBConfig(BaseSettings):
|
| 133 |
persist_directory: Path = Field(
|
|
|
|
| 143 |
description="Root directory of the codebase to analyze"
|
| 144 |
)
|
| 145 |
|
| 146 |
+
class RerankerConfig(BaseSettings):
|
| 147 |
+
model_name: str = Field(
|
| 148 |
+
default="reranker",
|
| 149 |
+
description="Name of the reranker model to use"
|
| 150 |
+
)
|
| 151 |
+
model_provider: str = Field(
|
| 152 |
+
default=ModelProvider.OLLAMA,
|
| 153 |
+
description="Model provider (anthropic, openai, ollama, etc)"
|
| 154 |
+
)
|
| 155 |
+
api_key: Optional[str] = Field(
|
| 156 |
+
default=None,
|
| 157 |
+
description="API key for the model provider"
|
| 158 |
+
)
|
| 159 |
+
top_k: int = Field(
|
| 160 |
+
default=4,
|
| 161 |
+
description="Number of most relevant documents to return from reranking"
|
| 162 |
+
)
|
| 163 |
+
|
| 164 |
+
@field_validator('api_key', mode='after')
|
| 165 |
+
@classmethod
|
| 166 |
+
def validate_api_key(cls, v: Optional[str], info: ValidationInfo) -> Optional[str]:
|
| 167 |
+
return _validate_api_key(v, info)
|
| 168 |
+
|
| 169 |
class ChatConfig(BaseSettings):
|
| 170 |
max_context_chunks: int = Field(
|
| 171 |
default=5,
|
|
|
|
| 193 |
|
| 194 |
llm: LLMConfig = Field(default_factory=LLMConfig)
|
| 195 |
evaluator: LLMConfig = Field(default_factory=LLMConfig)
|
| 196 |
+
reranker: RerankerConfig = Field(default_factory=RerankerConfig)
|
| 197 |
db: DBConfig = Field(default_factory=DBConfig)
|
| 198 |
parser: ParserConfig = Field(default_factory=ParserConfig)
|
| 199 |
chat: ChatConfig = Field(default_factory=ChatConfig)
|
src/know_lang_bot/core/types.py
CHANGED
|
@@ -24,4 +24,5 @@ class ModelProvider(str, Enum):
|
|
| 24 |
ANTHROPIC = "anthropic"
|
| 25 |
OLLAMA = "ollama"
|
| 26 |
HUGGINGFACE = "huggingface"
|
|
|
|
| 27 |
TESTING = "testing"
|
|
|
|
| 24 |
ANTHROPIC = "anthropic"
|
| 25 |
OLLAMA = "ollama"
|
| 26 |
HUGGINGFACE = "huggingface"
|
| 27 |
+
VOYAGE = "voyage"
|
| 28 |
TESTING = "testing"
|
src/know_lang_bot/models/embeddings.py
CHANGED
|
@@ -52,13 +52,13 @@ def generate_embedding(
|
|
| 52 |
inputs = [input] if is_single_input else input
|
| 53 |
|
| 54 |
try:
|
| 55 |
-
if config.
|
| 56 |
embeddings = _process_ollama_batch(inputs, config.model_name)
|
| 57 |
-
elif config.
|
| 58 |
openai.api_key = config.api_key
|
| 59 |
embeddings = _process_openai_batch(inputs, config.model_name)
|
| 60 |
else:
|
| 61 |
-
raise ValueError(f"Unsupported provider: {config.
|
| 62 |
|
| 63 |
# Return single embedding for single input
|
| 64 |
return embeddings[0] if is_single_input else embeddings
|
|
|
|
| 52 |
inputs = [input] if is_single_input else input
|
| 53 |
|
| 54 |
try:
|
| 55 |
+
if config.model_provider == ModelProvider.OLLAMA:
|
| 56 |
embeddings = _process_ollama_batch(inputs, config.model_name)
|
| 57 |
+
elif config.model_provider == ModelProvider.OPENAI:
|
| 58 |
openai.api_key = config.api_key
|
| 59 |
embeddings = _process_openai_batch(inputs, config.model_name)
|
| 60 |
else:
|
| 61 |
+
raise ValueError(f"Unsupported provider: {config.model_provider}")
|
| 62 |
|
| 63 |
# Return single embedding for single input
|
| 64 |
return embeddings[0] if is_single_input else embeddings
|