github/langchain
1
0
Fork 0
mirror of https://github.com/hwchase17/langchain.git synced 2025-06-19 21:33:51 +00:00
Code Issues Packages Projects Releases Wiki Activity

docs: fix milvus import and update template (#22306)

Browse Source 
docs: fix milvus import problem
update milvus-rag template with milvus-lite

Signed-off-by: ChengZi <chen.zhang@zilliz.com>
This commit is contained in:
ChengZi 2024-05-30 23:28:55 +08:00 committed by GitHub
parent 86698b02a9
commit 2443e85533
No known key found for this signature in database
GPG Key ID: B5690EEEBB952194
6 changed files with 41 additions and 375 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

17
docs/docs/integrations/retrievers/self_query/milvus_self_query.ipynb
View File

@ -20,7 +20,7 @@
"\n",
"I have used the cloud version of Milvus, thus I need `uri` and `token` as well.\n",
"\n",
"NOTE: The self-query retriever requires you to have `lark` installed (`pip install lark`). We also need the `pymilvus` package."
"NOTE: The self-query retriever requires you to have `lark` installed (`pip install lark`). We also need the `langchain_milvus` package."
]
},
{
@ -29,16 +29,7 @@
"metadata": {},
"outputs": [],
"source": [
"%pip install --upgrade --quiet lark"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%pip install --upgrade --quiet pymilvus"
"%pip install --upgrade --quiet lark langchain_milvus"
]
},
{
@ -67,8 +58,8 @@
"metadata": {},
"outputs": [],
"source": [
"from langchain_community.vectorstores import Milvus\n",
"from langchain_core.documents import Document\n",
"from langchain_milvus.vectorstores import Milvus\n",
"from langchain_openai import OpenAIEmbeddings\n",
"\n",
"embeddings = OpenAIEmbeddings()"
@ -388,4 +379,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
}
}

4
docs/docs/integrations/vectorstores/milvus.ipynb
View File

@ -23,7 +23,7 @@
},
"outputs": [],
"source": [
"%pip install --upgrade --quiet pymilvus"
"%pip install --upgrade --quiet langchain_milvus"
]
},
{
@ -67,7 +67,7 @@
"outputs": [],
"source": [
"from langchain_community.document_loaders import TextLoader\n",
"from langchain_community.vectorstores import Milvus\n",
"from langchain_milvus.vectorstores import Milvus\n",
"from langchain_openai import OpenAIEmbeddings\n",
"from langchain_text_splitters import CharacterTextSplitter"
]

8
libs/partners/milvus/README.md
View File

@ -10,7 +10,7 @@ pip install -U langchain-milvus
## Milvus vector database
See a [usage example](https://python.langchain.com/docs/integrations/vectorstores/milvus/)
See a [usage example](https://python.langchain.com/v0.2/docs/integrations/vectorstores/milvus/)
```python
from langchain_milvus import Milvus
@ -18,7 +18,7 @@ from langchain_milvus import Milvus
## Milvus hybrid search
See a [usage example](https://python.langchain.com/docs/integrations/retrievers/milvus_hybrid_search/).
See a [usage example](https://python.langchain.com/v0.2/docs/integrations/retrievers/milvus_hybrid_search/).
```python
from langchain_milvus import MilvusCollectionHybridSearchRetriever
@ -27,7 +27,7 @@ from langchain_milvus import MilvusCollectionHybridSearchRetriever
## Zilliz Cloud vector database
See a [usage example](https://python.langchain.com/docs/integrations/vectorstores/zilliz/).
See a [usage example](https://python.langchain.com/v0.2/docs/integrations/vectorstores/zilliz/).
```python
from langchain_milvus import Zilliz
@ -35,7 +35,7 @@ from langchain_milvus import Zilliz
## Zilliz Cloud Pipeline Retriever
See a [usage example](https://python.langchain.com/docs/integrations/retrievers/zilliz_cloud_pipeline).
See a [usage example](https://python.langchain.com/v0.2/docs/integrations/retrievers/zilliz_cloud_pipeline/).
```python
from langchain_milvus import ZillizCloudPipelineRetriever

365
templates/rag-milvus/poetry.lock generated
View File

@ -145,63 +145,6 @@ doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-
test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
trio = ["trio (<0.22)"]
[[package]]
name = "argon2-cffi"
version = "23.1.0"
description = "Argon2 for Python"
optional = false
python-versions = ">=3.7"
files = [
{file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
{file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
]
[package.dependencies]
argon2-cffi-bindings = "*"
[package.extras]
dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
tests = ["hypothesis", "pytest"]
typing = ["mypy"]
[[package]]
name = "argon2-cffi-bindings"
version = "21.2.0"
description = "Low-level CFFI bindings for Argon2"
optional = false
python-versions = ">=3.6"
files = [
{file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
{file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
{file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
{file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
{file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
{file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5"},
{file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"},
{file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
{file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583"},
{file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
{file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
{file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
{file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
]
[package.dependencies]
cffi = ">=1.0.1"
[package.extras]
dev = ["cogapp", "pre-commit", "pytest", "wheel"]
tests = ["pytest"]
[[package]]
name = "async-timeout"
version = "4.0.3"
@ -232,45 +175,6 @@ tests = ["attrs[tests-no-zope]", "zope-interface"]
tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
[[package]]
name = "azure-core"
version = "1.30.1"
description = "Microsoft Azure Core Library for Python"
optional = false
python-versions = ">=3.7"
files = [
{file = "azure-core-1.30.1.tar.gz", hash = "sha256:26273a254131f84269e8ea4464f3560c731f29c0c1f69ac99010845f239c1a8f"},
{file = "azure_core-1.30.1-py3-none-any.whl", hash = "sha256:7c5ee397e48f281ec4dd773d67a0a47a0962ed6fa833036057f9ea067f688e74"},
]
[package.dependencies]
requests = ">=2.21.0"
six = ">=1.11.0"
typing-extensions = ">=4.6.0"
[package.extras]
aio = ["aiohttp (>=3.0)"]
[[package]]
name = "azure-storage-blob"
version = "12.19.1"
description = "Microsoft Azure Blob Storage Client Library for Python"
optional = false
python-versions = ">=3.7"
files = [
{file = "azure-storage-blob-12.19.1.tar.gz", hash = "sha256:13e16ba42fc54ac2c7e8f976062173a5c82b9ec0594728e134aac372965a11b0"},
{file = "azure_storage_blob-12.19.1-py3-none-any.whl", hash = "sha256:c5530dc51c21c9564e4eb706cd499befca8819b10dd89716d3fc90d747556243"},
]
[package.dependencies]
azure-core = ">=1.28.0,<2.0.0"
cryptography = ">=2.1.4"
isodate = ">=0.6.1"
typing-extensions = ">=4.3.0"
[package.extras]
aio = ["azure-core[aio] (>=1.28.0,<2.0.0)"]
[[package]]
name = "certifi"
version = "2024.2.2"
@ -282,70 +186,6 @@ files = [
{file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
]
[[package]]
name = "cffi"
version = "1.16.0"
description = "Foreign Function Interface for Python calling C code."
optional = false
python-versions = ">=3.8"
files = [
{file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"},
{file = "cffi-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ac0f5edd2360eea2f1daa9e26a41db02dd4b0451b48f7c318e217ee092a213e9"},
{file = "cffi-1.16.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e61e3e4fa664a8588aa25c883eab612a188c725755afff6289454d6362b9673"},
{file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a72e8961a86d19bdb45851d8f1f08b041ea37d2bd8d4fd19903bc3083d80c896"},
{file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5b50bf3f55561dac5438f8e70bfcdfd74543fd60df5fa5f62d94e5867deca684"},
{file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7651c50c8c5ef7bdb41108b7b8c5a83013bfaa8a935590c5d74627c047a583c7"},
{file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e4108df7fe9b707191e55f33efbcb2d81928e10cea45527879a4749cbe472614"},
{file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:32c68ef735dbe5857c810328cb2481e24722a59a2003018885514d4c09af9743"},
{file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:673739cb539f8cdaa07d92d02efa93c9ccf87e345b9a0b556e3ecc666718468d"},
{file = "cffi-1.16.0-cp310-cp310-win32.whl", hash = "sha256:9f90389693731ff1f659e55c7d1640e2ec43ff725cc61b04b2f9c6d8d017df6a"},
{file = "cffi-1.16.0-cp310-cp310-win_amd64.whl", hash = "sha256:e6024675e67af929088fda399b2094574609396b1decb609c55fa58b028a32a1"},
{file = "cffi-1.16.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b84834d0cf97e7d27dd5b7f3aca7b6e9263c56308ab9dc8aae9784abb774d404"},
{file = "cffi-1.16.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1b8ebc27c014c59692bb2664c7d13ce7a6e9a629be20e54e7271fa696ff2b417"},
{file = "cffi-1.16.0-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ee07e47c12890ef248766a6e55bd38ebfb2bb8edd4142d56db91b21ea68b7627"},
{file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d8a9d3ebe49f084ad71f9269834ceccbf398253c9fac910c4fd7053ff1386936"},
{file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e70f54f1796669ef691ca07d046cd81a29cb4deb1e5f942003f401c0c4a2695d"},
{file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5bf44d66cdf9e893637896c7faa22298baebcd18d1ddb6d2626a6e39793a1d56"},
{file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b78010e7b97fef4bee1e896df8a4bbb6712b7f05b7ef630f9d1da00f6444d2e"},
{file = "cffi-1.16.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:c6a164aa47843fb1b01e941d385aab7215563bb8816d80ff3a363a9f8448a8dc"},
{file = "cffi-1.16.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e09f3ff613345df5e8c3667da1d918f9149bd623cd9070c983c013792a9a62eb"},
{file = "cffi-1.16.0-cp311-cp311-win32.whl", hash = "sha256:2c56b361916f390cd758a57f2e16233eb4f64bcbeee88a4881ea90fca14dc6ab"},
{file = "cffi-1.16.0-cp311-cp311-win_amd64.whl", hash = "sha256:db8e577c19c0fda0beb7e0d4e09e0ba74b1e4c092e0e40bfa12fe05b6f6d75ba"},
{file = "cffi-1.16.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:fa3a0128b152627161ce47201262d3140edb5a5c3da88d73a1b790a959126956"},
{file = "cffi-1.16.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:68e7c44931cc171c54ccb702482e9fc723192e88d25a0e133edd7aff8fcd1f6e"},
{file = "cffi-1.16.0-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:abd808f9c129ba2beda4cfc53bde801e5bcf9d6e0f22f095e45327c038bfe68e"},
{file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:88e2b3c14bdb32e440be531ade29d3c50a1a59cd4e51b1dd8b0865c54ea5d2e2"},
{file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fcc8eb6d5902bb1cf6dc4f187ee3ea80a1eba0a89aba40a5cb20a5087d961357"},
{file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b7be2d771cdba2942e13215c4e340bfd76398e9227ad10402a8767ab1865d2e6"},
{file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e715596e683d2ce000574bae5d07bd522c781a822866c20495e52520564f0969"},
{file = "cffi-1.16.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:2d92b25dbf6cae33f65005baf472d2c245c050b1ce709cc4588cdcdd5495b520"},
{file = "cffi-1.16.0-cp312-cp312-win32.whl", hash = "sha256:b2ca4e77f9f47c55c194982e10f058db063937845bb2b7a86c84a6cfe0aefa8b"},
{file = "cffi-1.16.0-cp312-cp312-win_amd64.whl", hash = "sha256:68678abf380b42ce21a5f2abde8efee05c114c2fdb2e9eef2efdb0257fba1235"},
{file = "cffi-1.16.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc"},
{file = "cffi-1.16.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a09582f178759ee8128d9270cd1344154fd473bb77d94ce0aeb2a93ebf0feaf0"},
{file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e760191dd42581e023a68b758769e2da259b5d52e3103c6060ddc02c9edb8d7b"},
{file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:80876338e19c951fdfed6198e70bc88f1c9758b94578d5a7c4c91a87af3cf31c"},
{file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a6a14b17d7e17fa0d207ac08642c8820f84f25ce17a442fd15e27ea18d67c59b"},
{file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6602bc8dc6f3a9e02b6c22c4fc1e47aa50f8f8e6d3f78a5e16ac33ef5fefa324"},
{file = "cffi-1.16.0-cp38-cp38-win32.whl", hash = "sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a"},
{file = "cffi-1.16.0-cp38-cp38-win_amd64.whl", hash = "sha256:31d13b0f99e0836b7ff893d37af07366ebc90b678b6664c955b54561fc36ef36"},
{file = "cffi-1.16.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:582215a0e9adbe0e379761260553ba11c58943e4bbe9c36430c4ca6ac74b15ed"},
{file = "cffi-1.16.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b29ebffcf550f9da55bec9e02ad430c992a87e5f512cd63388abb76f1036d8d2"},
{file = "cffi-1.16.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dc9b18bf40cc75f66f40a7379f6a9513244fe33c0e8aa72e2d56b0196a7ef872"},
{file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9cb4a35b3642fc5c005a6755a5d17c6c8b6bcb6981baf81cea8bfbc8903e8ba8"},
{file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b86851a328eedc692acf81fb05444bdf1891747c25af7529e39ddafaf68a4f3f"},
{file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c0f31130ebc2d37cdd8e44605fb5fa7ad59049298b3f745c74fa74c62fbfcfc4"},
{file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f8e709127c6c77446a8c0a8c8bf3c8ee706a06cd44b1e827c3e6a2ee6b8c098"},
{file = "cffi-1.16.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:748dcd1e3d3d7cd5443ef03ce8685043294ad6bd7c02a38d1bd367cfd968e000"},
{file = "cffi-1.16.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8895613bcc094d4a1b2dbe179d88d7fb4a15cee43c052e8885783fac397d91fe"},
{file = "cffi-1.16.0-cp39-cp39-win32.whl", hash = "sha256:ed86a35631f7bfbb28e108dd96773b9d5a6ce4811cf6ea468bb6a359b256b1e4"},
{file = "cffi-1.16.0-cp39-cp39-win_amd64.whl", hash = "sha256:3686dffb02459559c74dd3d81748269ffb0eb027c39a6fc99502de37d501faa8"},
{file = "cffi-1.16.0.tar.gz", hash = "sha256:bcb3ef43e58665bbda2fb198698fcae6776483e0c4a631aa5647806c25e02cc0"},
]
[package.dependencies]
pycparser = "*"
[[package]]
name = "charset-normalizer"
version = "3.3.2"
@ -470,60 +310,6 @@ files = [
{file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
]
[[package]]
name = "cryptography"
version = "42.0.5"
description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
optional = false
python-versions = ">=3.7"
files = [
{file = "cryptography-42.0.5-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:a30596bae9403a342c978fb47d9b0ee277699fa53bbafad14706af51fe543d16"},
{file = "cryptography-42.0.5-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:b7ffe927ee6531c78f81aa17e684e2ff617daeba7f189f911065b2ea2d526dec"},
{file = "cryptography-42.0.5-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2424ff4c4ac7f6b8177b53c17ed5d8fa74ae5955656867f5a8affaca36a27abb"},
{file = "cryptography-42.0.5-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:329906dcc7b20ff3cad13c069a78124ed8247adcac44b10bea1130e36caae0b4"},
{file = "cryptography-42.0.5-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:b03c2ae5d2f0fc05f9a2c0c997e1bc18c8229f392234e8a0194f202169ccd278"},
{file = "cryptography-42.0.5-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:f8837fe1d6ac4a8052a9a8ddab256bc006242696f03368a4009be7ee3075cdb7"},
{file = "cryptography-42.0.5-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:0270572b8bd2c833c3981724b8ee9747b3ec96f699a9665470018594301439ee"},
{file = "cryptography-42.0.5-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:b8cac287fafc4ad485b8a9b67d0ee80c66bf3574f655d3b97ef2e1082360faf1"},
{file = "cryptography-42.0.5-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:16a48c23a62a2f4a285699dba2e4ff2d1cff3115b9df052cdd976a18856d8e3d"},
{file = "cryptography-42.0.5-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:2bce03af1ce5a5567ab89bd90d11e7bbdff56b8af3acbbec1faded8f44cb06da"},
{file = "cryptography-42.0.5-cp37-abi3-win32.whl", hash = "sha256:b6cd2203306b63e41acdf39aa93b86fb566049aeb6dc489b70e34bcd07adca74"},
{file = "cryptography-42.0.5-cp37-abi3-win_amd64.whl", hash = "sha256:98d8dc6d012b82287f2c3d26ce1d2dd130ec200c8679b6213b3c73c08b2b7940"},
{file = "cryptography-42.0.5-cp39-abi3-macosx_10_12_universal2.whl", hash = "sha256:5e6275c09d2badf57aea3afa80d975444f4be8d3bc58f7f80d2a484c6f9485c8"},
{file = "cryptography-42.0.5-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e4985a790f921508f36f81831817cbc03b102d643b5fcb81cd33df3fa291a1a1"},
{file = "cryptography-42.0.5-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7cde5f38e614f55e28d831754e8a3bacf9ace5d1566235e39d91b35502d6936e"},
{file = "cryptography-42.0.5-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:7367d7b2eca6513681127ebad53b2582911d1736dc2ffc19f2c3ae49997496bc"},
{file = "cryptography-42.0.5-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:cd2030f6650c089aeb304cf093f3244d34745ce0cfcc39f20c6fbfe030102e2a"},
{file = "cryptography-42.0.5-cp39-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:a2913c5375154b6ef2e91c10b5720ea6e21007412f6437504ffea2109b5a33d7"},
{file = "cryptography-42.0.5-cp39-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:c41fb5e6a5fe9ebcd58ca3abfeb51dffb5d83d6775405305bfa8715b76521922"},
{file = "cryptography-42.0.5-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:3eaafe47ec0d0ffcc9349e1708be2aaea4c6dd4978d76bf6eb0cb2c13636c6fc"},
{file = "cryptography-42.0.5-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:1b95b98b0d2af784078fa69f637135e3c317091b615cd0905f8b8a087e86fa30"},
{file = "cryptography-42.0.5-cp39-abi3-win32.whl", hash = "sha256:1f71c10d1e88467126f0efd484bd44bca5e14c664ec2ede64c32f20875c0d413"},
{file = "cryptography-42.0.5-cp39-abi3-win_amd64.whl", hash = "sha256:a011a644f6d7d03736214d38832e030d8268bcff4a41f728e6030325fea3e400"},
{file = "cryptography-42.0.5-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:9481ffe3cf013b71b2428b905c4f7a9a4f76ec03065b05ff499bb5682a8d9ad8"},
{file = "cryptography-42.0.5-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:ba334e6e4b1d92442b75ddacc615c5476d4ad55cc29b15d590cc6b86efa487e2"},
{file = "cryptography-42.0.5-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:ba3e4a42397c25b7ff88cdec6e2a16c2be18720f317506ee25210f6d31925f9c"},
{file = "cryptography-42.0.5-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:111a0d8553afcf8eb02a4fea6ca4f59d48ddb34497aa8706a6cf536f1a5ec576"},
{file = "cryptography-42.0.5-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:cd65d75953847815962c84a4654a84850b2bb4aed3f26fadcc1c13892e1e29f6"},
{file = "cryptography-42.0.5-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:e807b3188f9eb0eaa7bbb579b462c5ace579f1cedb28107ce8b48a9f7ad3679e"},
{file = "cryptography-42.0.5-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:f12764b8fffc7a123f641d7d049d382b73f96a34117e0b637b80643169cec8ac"},
{file = "cryptography-42.0.5-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:37dd623507659e08be98eec89323469e8c7b4c1407c85112634ae3dbdb926fdd"},
{file = "cryptography-42.0.5.tar.gz", hash = "sha256:6fe07eec95dfd477eb9530aef5bead34fec819b3aaf6c5bd6d20565da607bfe1"},
]
[package.dependencies]
cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
[package.extras]
docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
nox = ["nox"]
pep8test = ["check-sdist", "click", "mypy", "ruff"]
sdist = ["build"]
ssh = ["bcrypt (>=3.1.5)"]
test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
test-randomorder = ["pytest-randomly"]
[[package]]
name = "dataclasses-json"
version = "0.6.4"
@ -927,20 +713,6 @@ files = [
{file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
]
[[package]]
name = "isodate"
version = "0.6.1"
description = "An ISO 8601 date/time/duration parser and formatter"
optional = false
python-versions = "*"
files = [
{file = "isodate-0.6.1-py2.py3-none-any.whl", hash = "sha256:0751eece944162659049d35f4f549ed815792b38793f07cf73381c1c87cbed96"},
{file = "isodate-0.6.1.tar.gz", hash = "sha256:48c5881de7e8b0a0d648cb024c8062dc84e7b840ed81e864c7614fd3c127bde9"},
]
[package.dependencies]
six = "*"
[[package]]
name = "jsonpatch"
version = "1.33"
@ -1200,23 +972,17 @@ files = [
]
[[package]]
name = "minio"
version = "7.2.6"
description = "MinIO Python SDK for Amazon S3 Compatible Cloud Storage"
name = "milvus-lite"
version = "2.4.6"
description = "A lightweight version of Milvus wrapped with Python."
optional = false
python-versions = "*"
python-versions = ">=3.7"
files = [
{file = "minio-7.2.6-py3-none-any.whl", hash = "sha256:4972273a924f274e2d71f38f6d2afdf841a034801e60ba758e5c5aff4234b768"},
{file = "minio-7.2.6.tar.gz", hash = "sha256:c545d0dda1ff26cefcfc754242be3d27a4e620e37ef3e51ecbe7212cf7ecc274"},
{file = "milvus_lite-2.4.6-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:43ac9f36903b31455e50a8f1d9cb033e18971643029c89eb5c9610f01c1f2e26"},
{file = "milvus_lite-2.4.6-py3-none-macosx_11_0_arm64.whl", hash = "sha256:95afe2ee019c569713926747bbe18ab5944927797374fed796f00fbe564cccd6"},
{file = "milvus_lite-2.4.6-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2f9116bfc6a0d95636d3aa144582486b622c492689f3c93c519101bd7158b7db"},
]
[package.dependencies]
argon2-cffi = "*"
certifi = "*"
pycryptodome = "*"
typing-extensions = "*"
urllib3 = "*"
[[package]]
name = "multidict"
version = "6.0.5"
@ -1545,106 +1311,6 @@ files = [
{file = "protobuf-5.26.1.tar.gz", hash = "sha256:8ca2a1d97c290ec7b16e4e5dff2e5ae150cc1582f55b5ab300d45cb0dfa90e51"},
]
[[package]]
name = "pyarrow"
version = "16.0.0"
description = "Python library for Apache Arrow"
optional = false
python-versions = ">=3.8"
files = [
{file = "pyarrow-16.0.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:22a1fdb1254e5095d629e29cd1ea98ed04b4bbfd8e42cc670a6b639ccc208b60"},
{file = "pyarrow-16.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:574a00260a4ed9d118a14770edbd440b848fcae5a3024128be9d0274dbcaf858"},
{file = "pyarrow-16.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c0815d0ddb733b8c1b53a05827a91f1b8bde6240f3b20bf9ba5d650eb9b89cdf"},
{file = "pyarrow-16.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:df0080339387b5d30de31e0a149c0c11a827a10c82f0c67d9afae3981d1aabb7"},
{file = "pyarrow-16.0.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:edf38cce0bf0dcf726e074159c60516447e4474904c0033f018c1f33d7dac6c5"},
{file = "pyarrow-16.0.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:91d28f9a40f1264eab2af7905a4d95320ac2f287891e9c8b0035f264fe3c3a4b"},
{file = "pyarrow-16.0.0-cp310-cp310-win_amd64.whl", hash = "sha256:99af421ee451a78884d7faea23816c429e263bd3618b22d38e7992c9ce2a7ad9"},
{file = "pyarrow-16.0.0-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:d22d0941e6c7bafddf5f4c0662e46f2075850f1c044bf1a03150dd9e189427ce"},
{file = "pyarrow-16.0.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:266ddb7e823f03733c15adc8b5078db2df6980f9aa93d6bb57ece615df4e0ba7"},
{file = "pyarrow-16.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5cc23090224b6594f5a92d26ad47465af47c1d9c079dd4a0061ae39551889efe"},
{file = "pyarrow-16.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:56850a0afe9ef37249d5387355449c0f94d12ff7994af88f16803a26d38f2016"},
{file = "pyarrow-16.0.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:705db70d3e2293c2f6f8e84874b5b775f690465798f66e94bb2c07bab0a6bb55"},
{file = "pyarrow-16.0.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:5448564754c154997bc09e95a44b81b9e31ae918a86c0fcb35c4aa4922756f55"},
{file = "pyarrow-16.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:729f7b262aa620c9df8b9967db96c1575e4cfc8c25d078a06968e527b8d6ec05"},
{file = "pyarrow-16.0.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:fb8065dbc0d051bf2ae2453af0484d99a43135cadabacf0af588a3be81fbbb9b"},
{file = "pyarrow-16.0.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:20ce707d9aa390593ea93218b19d0eadab56390311cb87aad32c9a869b0e958c"},
{file = "pyarrow-16.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5823275c8addbbb50cd4e6a6839952682a33255b447277e37a6f518d6972f4e1"},
{file = "pyarrow-16.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1ab8b9050752b16a8b53fcd9853bf07d8daf19093533e990085168f40c64d978"},
{file = "pyarrow-16.0.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:42e56557bc7c5c10d3e42c3b32f6cff649a29d637e8f4e8b311d334cc4326730"},
{file = "pyarrow-16.0.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:2a7abdee4a4a7cfa239e2e8d721224c4b34ffe69a0ca7981354fe03c1328789b"},
{file = "pyarrow-16.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:ef2f309b68396bcc5a354106741d333494d6a0d3e1951271849787109f0229a6"},
{file = "pyarrow-16.0.0-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:ed66e5217b4526fa3585b5e39b0b82f501b88a10d36bd0d2a4d8aa7b5a48e2df"},
{file = "pyarrow-16.0.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:cc8814310486f2a73c661ba8354540f17eef51e1b6dd090b93e3419d3a097b3a"},
{file = "pyarrow-16.0.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3c2f5e239db7ed43e0ad2baf46a6465f89c824cc703f38ef0fde927d8e0955f7"},
{file = "pyarrow-16.0.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f293e92d1db251447cb028ae12f7bc47526e4649c3a9924c8376cab4ad6b98bd"},
{file = "pyarrow-16.0.0-cp38-cp38-manylinux_2_28_aarch64.whl", hash = "sha256:dd9334a07b6dc21afe0857aa31842365a62eca664e415a3f9536e3a8bb832c07"},
{file = "pyarrow-16.0.0-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:d91073d1e2fef2c121154680e2ba7e35ecf8d4969cc0af1fa6f14a8675858159"},
{file = "pyarrow-16.0.0-cp38-cp38-win_amd64.whl", hash = "sha256:71d52561cd7aefd22cf52538f262850b0cc9e4ec50af2aaa601da3a16ef48877"},
{file = "pyarrow-16.0.0-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:b93c9a50b965ee0bf4fef65e53b758a7e8dcc0c2d86cebcc037aaaf1b306ecc0"},
{file = "pyarrow-16.0.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d831690844706e374c455fba2fb8cfcb7b797bfe53ceda4b54334316e1ac4fa4"},
{file = "pyarrow-16.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:35692ce8ad0b8c666aa60f83950957096d92f2a9d8d7deda93fb835e6053307e"},
{file = "pyarrow-16.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9dd3151d098e56f16a8389c1247137f9e4c22720b01c6f3aa6dec29a99b74d80"},
{file = "pyarrow-16.0.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:bd40467bdb3cbaf2044ed7a6f7f251c8f941c8b31275aaaf88e746c4f3ca4a7a"},
{file = "pyarrow-16.0.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:00a1dcb22ad4ceb8af87f7bd30cc3354788776c417f493089e0a0af981bc8d80"},
{file = "pyarrow-16.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:fda9a7cebd1b1d46c97b511f60f73a5b766a6de4c5236f144f41a5d5afec1f35"},
{file = "pyarrow-16.0.0.tar.gz", hash = "sha256:59bb1f1edbbf4114c72415f039f1359f1a57d166a331c3229788ccbfbb31689a"},
]
[package.dependencies]
numpy = ">=1.16.6"
[[package]]
name = "pycparser"
version = "2.22"
description = "C parser in Python"
optional = false
python-versions = ">=3.8"
files = [
{file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
{file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
]
[[package]]
name = "pycryptodome"
version = "3.20.0"
description = "Cryptographic library for Python"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
files = [
{file = "pycryptodome-3.20.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:f0e6d631bae3f231d3634f91ae4da7a960f7ff87f2865b2d2b831af1dfb04e9a"},
{file = "pycryptodome-3.20.0-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:baee115a9ba6c5d2709a1e88ffe62b73ecc044852a925dcb67713a288c4ec70f"},
{file = "pycryptodome-3.20.0-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:417a276aaa9cb3be91f9014e9d18d10e840a7a9b9a9be64a42f553c5b50b4d1d"},
{file = "pycryptodome-3.20.0-cp27-cp27m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2a1250b7ea809f752b68e3e6f3fd946b5939a52eaeea18c73bdab53e9ba3c2dd"},
{file = "pycryptodome-3.20.0-cp27-cp27m-musllinux_1_1_aarch64.whl", hash = "sha256:d5954acfe9e00bc83ed9f5cb082ed22c592fbbef86dc48b907238be64ead5c33"},
{file = "pycryptodome-3.20.0-cp27-cp27m-win32.whl", hash = "sha256:06d6de87c19f967f03b4cf9b34e538ef46e99a337e9a61a77dbe44b2cbcf0690"},
{file = "pycryptodome-3.20.0-cp27-cp27m-win_amd64.whl", hash = "sha256:ec0bb1188c1d13426039af8ffcb4dbe3aad1d7680c35a62d8eaf2a529b5d3d4f"},
{file = "pycryptodome-3.20.0-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:5601c934c498cd267640b57569e73793cb9a83506f7c73a8ec57a516f5b0b091"},
{file = "pycryptodome-3.20.0-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:d29daa681517f4bc318cd8a23af87e1f2a7bad2fe361e8aa29c77d652a065de4"},
{file = "pycryptodome-3.20.0-cp27-cp27mu-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3427d9e5310af6680678f4cce149f54e0bb4af60101c7f2c16fdf878b39ccccc"},
{file = "pycryptodome-3.20.0-cp27-cp27mu-musllinux_1_1_aarch64.whl", hash = "sha256:3cd3ef3aee1079ae44afaeee13393cf68b1058f70576b11439483e34f93cf818"},
{file = "pycryptodome-3.20.0-cp35-abi3-macosx_10_9_universal2.whl", hash = "sha256:ac1c7c0624a862f2e53438a15c9259d1655325fc2ec4392e66dc46cdae24d044"},
{file = "pycryptodome-3.20.0-cp35-abi3-macosx_10_9_x86_64.whl", hash = "sha256:76658f0d942051d12a9bd08ca1b6b34fd762a8ee4240984f7c06ddfb55eaf15a"},
{file = "pycryptodome-3.20.0-cp35-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f35d6cee81fa145333137009d9c8ba90951d7d77b67c79cbe5f03c7eb74d8fe2"},
{file = "pycryptodome-3.20.0-cp35-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:76cb39afede7055127e35a444c1c041d2e8d2f1f9c121ecef573757ba4cd2c3c"},
{file = "pycryptodome-3.20.0-cp35-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:49a4c4dc60b78ec41d2afa392491d788c2e06edf48580fbfb0dd0f828af49d25"},
{file = "pycryptodome-3.20.0-cp35-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:fb3b87461fa35afa19c971b0a2b7456a7b1db7b4eba9a8424666104925b78128"},
{file = "pycryptodome-3.20.0-cp35-abi3-musllinux_1_1_i686.whl", hash = "sha256:acc2614e2e5346a4a4eab6e199203034924313626f9620b7b4b38e9ad74b7e0c"},
{file = "pycryptodome-3.20.0-cp35-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:210ba1b647837bfc42dd5a813cdecb5b86193ae11a3f5d972b9a0ae2c7e9e4b4"},
{file = "pycryptodome-3.20.0-cp35-abi3-win32.whl", hash = "sha256:8d6b98d0d83d21fb757a182d52940d028564efe8147baa9ce0f38d057104ae72"},
{file = "pycryptodome-3.20.0-cp35-abi3-win_amd64.whl", hash = "sha256:9b3ae153c89a480a0ec402e23db8d8d84a3833b65fa4b15b81b83be9d637aab9"},
{file = "pycryptodome-3.20.0-pp27-pypy_73-manylinux2010_x86_64.whl", hash = "sha256:4401564ebf37dfde45d096974c7a159b52eeabd9969135f0426907db367a652a"},
{file = "pycryptodome-3.20.0-pp27-pypy_73-win32.whl", hash = "sha256:ec1f93feb3bb93380ab0ebf8b859e8e5678c0f010d2d78367cf6bc30bfeb148e"},
{file = "pycryptodome-3.20.0-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:acae12b9ede49f38eb0ef76fdec2df2e94aad85ae46ec85be3648a57f0a7db04"},
{file = "pycryptodome-3.20.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f47888542a0633baff535a04726948e876bf1ed880fddb7c10a736fa99146ab3"},
{file = "pycryptodome-3.20.0-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6e0e4a987d38cfc2e71b4a1b591bae4891eeabe5fa0f56154f576e26287bfdea"},
{file = "pycryptodome-3.20.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:c18b381553638414b38705f07d1ef0a7cf301bc78a5f9bc17a957eb19446834b"},
{file = "pycryptodome-3.20.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:a60fedd2b37b4cb11ccb5d0399efe26db9e0dd149016c1cc6c8161974ceac2d6"},
{file = "pycryptodome-3.20.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:405002eafad114a2f9a930f5db65feef7b53c4784495dd8758069b89baf68eab"},
{file = "pycryptodome-3.20.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2ab6ab0cb755154ad14e507d1df72de9897e99fd2d4922851a276ccc14f4f1a5"},
{file = "pycryptodome-3.20.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:acf6e43fa75aca2d33e93409f2dafe386fe051818ee79ee8a3e21de9caa2ac9e"},
{file = "pycryptodome-3.20.0.tar.gz", hash = "sha256:09609209ed7de61c2b560cc5c8c4fbf892f8b15b1faf7e4cbffac97db1fffda7"},
]
[[package]]
name = "pydantic"
version = "2.7.1"
@ -1772,29 +1438,28 @@ windows-terminal = ["colorama (>=0.4.6)"]
[[package]]
name = "pymilvus"
version = "2.4.0"
version = "2.4.3"
description = "Python Sdk for Milvus"
optional = false
python-versions = ">=3.8"
files = [
{file = "pymilvus-2.4.0-1-py3-none-any.whl", hash = "sha256:9f8212af51bc235a4c1230c344a852b6f75a4be01cac38f21dab5b65695a9598"},
{file = "pymilvus-2.4.0.tar.gz", hash = "sha256:f1d1a2e9d5172fea3e0a5d396bed9de561a2b93a4d3e1945fdf68b74d771fb05"},
{file = "pymilvus-2.4.3-py3-none-any.whl", hash = "sha256:38239e89f8d739f665141d0b80908990b5f59681e889e135c234a4a45669a5c8"},
{file = "pymilvus-2.4.3.tar.gz", hash = "sha256:703ac29296cdce03d6dc2aaebbe959e57745c141a94150e371dc36c61c226cc1"},
]
[package.dependencies]
azure-storage-blob = "*"
environs = "<=9.5.0"
grpcio = ">=1.49.1,<=1.60.0"
minio = ">=7.0.0"
grpcio = ">=1.49.1,<=1.63.0"
milvus-lite = ">=2.4.0,<2.5.0"
numpy = {version = "<1.25.0", markers = "python_version <= \"3.8\""}
pandas = ">=1.2.4"
protobuf = ">=3.20.0"
pyarrow = ">=12.0.0"
requests = "*"
setuptools = ">=67"
ujson = ">=2.0.0"
[package.extras]
bulk-writer = ["azure-storage-blob", "minio (>=7.0.0)", "pyarrow (>=12.0.0)", "requests"]
dev = ["black", "grpcio (==1.62.2)", "grpcio-testing (==1.62.2)", "grpcio-tools (==1.62.2)", "pytest (>=5.3.4)", "pytest-cov (>=2.8.1)", "pytest-timeout (>=1.3.4)", "ruff (>0.4.0)"]
model = ["milvus-model (>=0.1.0)"]
[[package]]
@ -2618,4 +2283,4 @@ multidict = ">=4.0"
[metadata]
lock-version = "2.0"
python-versions = ">=3.8.1,<4.0"
content-hash = "e184bab7c13245b660890fcac2dfe03a38296251a832daf1ace8478ccb95c694"
content-hash = "4b2f03de1a299d1cd5aa42632d68be0d4bb3bb2f5d89ed6fde5931b3df1e0579"

4
templates/rag-milvus/pyproject.toml
View File

@ -1,6 +1,6 @@
[tool.poetry]
name = "rag-milvus"
version = "0.1.0"
version = "0.1.1"
description = "RAG using Milvus"
authors = []
readme = "README.md"
@ -11,7 +11,7 @@ langchain = "^0.1"
langchain-core = "^0.1"
langchain-openai = "^0.1"
langchain-community = "^0.0.30"
pymilvus = "^2.4"
pymilvus = "^2.4.3"
scipy = "^1.9"
[tool.poetry.group.dev.dependencies]

18
templates/rag-milvus/rag_milvus/chain.py
View File

@ -1,12 +1,23 @@
from langchain_community.vectorstores import Milvus
from langchain_core.output_parsers import StrOutputParser
from langchain_core.prompts import ChatPromptTemplate
from langchain_core.pydantic_v1 import BaseModel
from langchain_core.runnables import RunnableParallel, RunnablePassthrough
from langchain_milvus.vectorstores import Milvus
from langchain_openai import ChatOpenAI, OpenAIEmbeddings
# Example for document loading (from url), splitting, and creating vectorstore
# Setting the URI as a local file, e.g.`./milvus.db`, is the most convenient method,
# as it automatically utilizes Milvus Lite to store all data in this file.
#
# If you have large scale of data such as more than a million docs,
# we recommend setting up a more performant Milvus server on docker or kubernetes.
# (https://milvus.io/docs/quickstart.md)
# When using this setup, please use the server URI,
# e.g.`http://localhost:19530`, as your URI.
URI = "./milvus.db"
"""
# Load
from langchain_community.document_loaders import WebBaseLoader
@ -25,6 +36,7 @@ vectorstore = Milvus.from_documents(documents=all_splits,
collection_name="rag_milvus",
embedding=OpenAIEmbeddings(),
drop_old=True,
connection_args={"uri": URI},
)
retriever = vectorstore.as_retriever()
"""
@ -35,9 +47,7 @@ vectorstore = Milvus.from_texts(
collection_name="rag_milvus",
embedding=OpenAIEmbeddings(),
drop_old=True,
connection_args={
"uri": "http://127.0.0.1:19530",
},
connection_args={"uri": URI},
)
retriever = vectorstore.as_retriever()