From de0ba970a6263018d4bd00123b3be94edd4ab0fc Mon Sep 17 00:00:00 2001
From: Yx Jiang <2237303+yxjiang@users.noreply.github.com>
Date: Sat, 23 Mar 2024 13:49:14 -0700
Subject: [PATCH 1/2] Reduce the dimension

---
 poetry.lock                                 | 1061 +++++++++++++++----
 polymind/core/embedder.py                   |    2 +
 polymind/core_tools/llm_tool.py             |    1 +
 polymind/core_tools/tool_management_tool.py |    2 +-
 pyproject.toml                              |    2 +-
 5 files changed, 876 insertions(+), 192 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index e2c0b64..78c6694 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -157,6 +157,63 @@ doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphin
 test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (>=0.23)"]
 
+[[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"},
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+    {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"
@@ -187,35 +244,74 @@ 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"},
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+]
+
+[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)"]
+
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 name = "black"
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+version = "24.3.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -244,6 +340,169 @@ 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 = [
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+
 [[package]]
 name = "click"
 version = "8.1.7"
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 ]
 
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+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = ">=3.7"
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+]
+
+[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 = "distro"
 version = "1.9.0"
@@ -280,6 +593,27 @@ files = [
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
 ]
 
+[[package]]
+name = "environs"
+version = "9.5.0"
+description = "simplified environment variable parsing"
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
+[package.dependencies]
+marshmallow = ">=3.0.0"
+python-dotenv = "*"
+
+[package.extras]
+dev = ["dj-database-url", "dj-email-url", "django-cache-url", "flake8 (==4.0.1)", "flake8-bugbear (==21.9.2)", "mypy (==0.910)", "pre-commit (>=2.4,<3.0)", "pytest", "tox"]
+django = ["dj-database-url", "dj-email-url", "django-cache-url"]
+lint = ["flake8 (==4.0.1)", "flake8-bugbear (==21.9.2)", "mypy (==0.910)", "pre-commit (>=2.4,<3.0)"]
+tests = ["dj-database-url", "dj-email-url", "django-cache-url", "pytest"]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.0"
@@ -294,44 +628,6 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
-[[package]]
-name = "faiss-cpu"
-version = "1.8.0"
-description = "A library for efficient similarity search and clustering of dense vectors."
-optional = false
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 ]
 
 [package.dependencies]
-grpcio = ">=1.62.0"
+grpcio = ">=1.60.0"
 protobuf = ">=4.21.6,<5.0dev"
 setuptools = "*"
 
@@ -684,6 +980,20 @@ files = [
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 ]
 
+[[package]]
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+version = "0.6.1"
+description = "An ISO 8601 date/time/duration parser and formatter"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -698,6 +1008,25 @@ files = [
 [package.extras]
 colors = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "marshmallow"
+version = "3.21.1"
+description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+packaging = ">=17.0"
+
+[package.extras]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
+docs = ["alabaster (==0.7.16)", "autodocsumm (==0.2.12)", "sphinx (==7.2.6)", "sphinx-issues (==4.0.0)", "sphinx-version-warning (==1.1.2)"]
+tests = ["pytest", "pytz", "simplejson"]
+
 [[package]]
 name = "mccabe"
 version = "0.7.0"
@@ -709,6 +1038,24 @@ files = [
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 ]
 
+[[package]]
+name = "minio"
+version = "7.2.5"
+description = "MinIO Python SDK for Amazon S3 Compatible Cloud Storage"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+argon2-cffi = "*"
+certifi = "*"
+pycryptodome = "*"
+typing-extensions = "*"
+urllib3 = "*"
+
 [[package]]
 name = "multidict"
 version = "6.0.5"
@@ -862,13 +1209,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.14.0"
+version = "1.14.2"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -885,15 +1232,84 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
 [[package]]
 name = "packaging"
-version = "23.2"
+version = "24.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
+[[package]]
+name = "pandas"
+version = "2.2.1"
+description = "Powerful data structures for data analysis, time series, and statistics"
+optional = false
+python-versions = ">=3.9"
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+version = "2.6.4"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1106,6 +1622,29 @@ files = [
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 ]
 
+[[package]]
+name = "pymilvus"
+version = "2.3.7"
+description = "Python Sdk for Milvus"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
+[package.dependencies]
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+environs = "<=9.5.0"
+grpcio = ">=1.49.1,<=1.60.0"
+minio = ">=7.0.0"
+pandas = ">=1.2.4"
+protobuf = ">=3.20.0"
+pyarrow = ">=12.0.0"
+requests = "*"
+setuptools = ">=67"
+ujson = ">=2.0.0"
+
 [[package]]
 name = "pytest"
 version = "8.1.1"
@@ -1130,13 +1669,13 @@ testing = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygm
 
 [[package]]
 name = "pytest-asyncio"
-version = "0.23.5.post1"
+version = "0.23.6"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1146,6 +1685,20 @@ pytest = ">=7.0.0,<9"
 docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1.0)"]
 testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
 
+[[package]]
+name = "python-dateutil"
+version = "2.9.0.post0"
+description = "Extensions to the standard Python datetime module"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
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+]
+
+[package.dependencies]
+six = ">=1.5"
+
 [[package]]
 name = "python-dotenv"
 version = "1.0.1"
@@ -1160,6 +1713,17 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "pytz"
+version = "2024.1"
+description = "World timezone definitions, modern and historical"
+optional = false
+python-versions = "*"
+files = [
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+
 [[package]]
 name = "pywin32"
 version = "306"
@@ -1206,22 +1770,54 @@ urllib3 = ">=1.26.14,<2.0.0"
 [package.extras]
 fastembed = ["fastembed (==0.1.1)"]
 
+[[package]]
+name = "requests"
+version = "2.31.0"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.7"
+files = [
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+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
 [[package]]
 name = "setuptools"
-version = "69.1.1"
+version = "69.2.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
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+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -1275,6 +1871,91 @@ files = [
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 ]
 
+[[package]]
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+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
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+optional = false
+python-versions = ">=3.8"
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+    {file = "ujson-5.9.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9ac92d86ff34296f881e12aa955f7014d276895e0e4e868ba7fddebbde38e378"},
+    {file = "ujson-5.9.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:6eecbd09b316cea1fd929b1e25f70382917542ab11b692cb46ec9b0a26c7427f"},
+    {file = "ujson-5.9.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:473fb8dff1d58f49912323d7cb0859df5585cfc932e4b9c053bf8cf7f2d7c5c4"},
+    {file = "ujson-5.9.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f91719c6abafe429c1a144cfe27883eace9fb1c09a9c5ef1bcb3ae80a3076a4e"},
+    {file = "ujson-5.9.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b1c0991c4fe256f5fdb19758f7eac7f47caac29a6c57d0de16a19048eb86bad"},
+    {file = "ujson-5.9.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2a8ea0f55a1396708e564595aaa6696c0d8af532340f477162ff6927ecc46e21"},
+    {file = "ujson-5.9.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:07e0cfdde5fd91f54cd2d7ffb3482c8ff1bf558abf32a8b953a5d169575ae1cd"},
+    {file = "ujson-5.9.0.tar.gz", hash = "sha256:89cc92e73d5501b8a7f48575eeb14ad27156ad092c2e9fc7e3cf949f07e75532"},
+]
+
 [[package]]
 name = "urllib3"
 version = "1.26.18"
@@ -1397,4 +2078,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.9"
-content-hash = "e120f1f61d3098cfa4f1665586c78bb5075c6ee7f3f3f9f7ceaf969045f26736"
+content-hash = "45124b555532496af03be27ef9ea1d6c31974f3b1b645c76ab52ace3cdd6f436"
diff --git a/polymind/core/embedder.py b/polymind/core/embedder.py
index c545460..035f80d 100644
--- a/polymind/core/embedder.py
+++ b/polymind/core/embedder.py
@@ -5,6 +5,7 @@
 from typing import List
 
 import numpy as np
+from pydantic import Field
 
 from polymind.core.message import Message
 from polymind.core.tool import BaseTool, Param
@@ -14,6 +15,7 @@ class Embedder(BaseTool, ABC):
     """The embedder is a tool to generate the embedding for the input."""
 
     tool_name: str = "embedder"
+    embed_dim: int = Field(default=384, description="The embedding dimension.")
 
     def input_spec(self) -> List[Param]:
         return [
diff --git a/polymind/core_tools/llm_tool.py b/polymind/core_tools/llm_tool.py
index e6b7223..1f75e36 100644
--- a/polymind/core_tools/llm_tool.py
+++ b/polymind/core_tools/llm_tool.py
@@ -188,6 +188,7 @@ async def _embedding(self, input: List[str]) -> np.ndarray:
                 "method": "POST",
                 "headers": headers,
                 "body": body,
+                "dimensions": self.embed_dim,
             }
         )
         # Call the RESTful API
diff --git a/polymind/core_tools/tool_management_tool.py b/polymind/core_tools/tool_management_tool.py
index a9f495f..1f5b1ae 100644
--- a/polymind/core_tools/tool_management_tool.py
+++ b/polymind/core_tools/tool_management_tool.py
@@ -19,7 +19,7 @@ class ToolIndexer(Indexer):
     """Indexer for the learned tools."""
 
     tool_name: str = "tool-indexer"
-    learned_tool_folder: str = Field(default="knowledge/tools", description="The folder to store the learned tools.")
+    learned_tool_folder: str = Field(default="./knowledge/tools", description="The folder to store the learned tools.")
 
     embedder: Embedder = OpenAIEmbeddingTool()
 
diff --git a/pyproject.toml b/pyproject.toml
index de4719d..3e866e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,7 @@ pydantic = "^2.6.3"
 python-dotenv = "^1.0.1"
 openai = "^1.14.0"
 aiohttp = "^3.9.3"
-faiss-cpu = "^1.8.0"
+pymilvus = "2.3.7"
 
 [tool.poetry.group.dev.dependencies]
 black = "^24.2.0"

From d7d8c46071f6cbe7a5c6fc3a47a47cb3f3487218 Mon Sep 17 00:00:00 2001
From: Yx Jiang <2237303+yxjiang@users.noreply.github.com>
Date: Sat, 23 Mar 2024 13:50:20 -0700
Subject: [PATCH 2/2] update

---
 poetry.lock    | 40 +++++++++++++++++++++++++++++++++++++++-
 pyproject.toml |  1 +
 2 files changed, 40 insertions(+), 1 deletion(-)

diff --git a/poetry.lock b/poetry.lock
index 78c6694..40b0be9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -628,6 +628,44 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
+[[package]]
+name = "faiss-cpu"
+version = "1.8.0"
+description = "A library for efficient similarity search and clustering of dense vectors."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "faiss-cpu-1.8.0.tar.gz", hash = "sha256:3ee1549491728f37b65267c192a94661a907154a8ae0546ad50a564b8be0d82e"},
+    {file = "faiss_cpu-1.8.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:134a064c7411acf7d1d863173a9d2605c5a59bd573639ab39a5ded5ca983b1b2"},
+    {file = "faiss_cpu-1.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ba8e6202d561ac57394c9d691ff17f8fa6eb9a077913a993fce0a154ec0176f1"},
+    {file = "faiss_cpu-1.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a66e9fa7b70556a39681f06e0652f4124c8ddb0a1924afe4f0e40b6924dc845b"},
+    {file = "faiss_cpu-1.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51aaef5a1255d0ea88ea7e52a2415f98c5dd2dd9cec10348d55136541eeec99f"},
+    {file = "faiss_cpu-1.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:38152761242870ec7019e0397cbd0ed0b0716562029ce41a71bb38448bd6d5bc"},
+    {file = "faiss_cpu-1.8.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:c9e6ad94b86626be1a0faff3e53c4ca169eba88aa156d7e90c5a2e9ba30558fb"},
+    {file = "faiss_cpu-1.8.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4601dbd81733bf1bc3bff690aac981289fb386dc8e60d0c4eec8a37ba6856d20"},
+    {file = "faiss_cpu-1.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fa943d3b5e8c5c77cdd629d9c3c6f78d7da616e586fdd1b94aecbf2e5fa9ba06"},
+    {file = "faiss_cpu-1.8.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b644b366c3b239b34fa3e08bf65bfc78a24eda1e1ea5b2b6d9be3e8fc73d8179"},
+    {file = "faiss_cpu-1.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:f85ecf3514850f93985be238351f5a70736133cfae784b372640aa17c6343a1b"},
+    {file = "faiss_cpu-1.8.0-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:61abc0129a357ac00f17f5167f14dff41480de2cc852f306c3d4cd36b893ccbd"},
+    {file = "faiss_cpu-1.8.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b788186d6eb94e6333e1aa8bb6c84b66e967458ecdd1cee22e16f04c43ee674c"},
+    {file = "faiss_cpu-1.8.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5658d90a202c62e4a69c5b065785e9ddcaf6986cb395c16afed8dbe4c58c31a2"},
+    {file = "faiss_cpu-1.8.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d460a372efce547e53d3c47d2c2a8a90b186ad245969048c10c1d7a1e5cf21b"},
+    {file = "faiss_cpu-1.8.0-cp312-cp312-win_amd64.whl", hash = "sha256:9e6520324f0a6764dd267b3c32c76958bf2b1ec36752950f6fab31a7295980a0"},
+    {file = "faiss_cpu-1.8.0-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:fc44be179d5b7f690484ef0d0caf817fea2698a5275a0c7fb6cbf406e5b2e4d1"},
+    {file = "faiss_cpu-1.8.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:bbd6f0bc2e1424a12dc7e19d2cc95b53124867966b21110d26f909227e7ed1f1"},
+    {file = "faiss_cpu-1.8.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:06e7add0c8a06ce8fb0443c38fcaf49c45fb74527ea633b819e56452608e64f5"},
+    {file = "faiss_cpu-1.8.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b864e23c1817fa6cfe9bbec096fd7140d596002934f71aa89b196ffb1b9cd846"},
+    {file = "faiss_cpu-1.8.0-cp38-cp38-win_amd64.whl", hash = "sha256:655433755845adbb6f0961e2f8980703640cb9faa96f1cd1ea190252149e0d0a"},
+    {file = "faiss_cpu-1.8.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:e81fc376a3bcda213ffb395dda1018c953ce927c587731ad582f4e6c2b225363"},
+    {file = "faiss_cpu-1.8.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:8c6fa6b7eaf558307b4ab118a236e8d1da79a8685222928e4dd52e277dba144a"},
+    {file = "faiss_cpu-1.8.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:652f6812ef2e8b0f9b18209828c590bc618aca82e7f1c1b1888f52928258e406"},
+    {file = "faiss_cpu-1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:304da4e0d19044374b63a5b6467028572eac4bd3f32bc9e8783d800a03fb1f02"},
+    {file = "faiss_cpu-1.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:cb475d3f25f08c97ac64dfe026f113e2aeb9829b206b3b046256c3b40dd7eb62"},
+]
+
+[package.dependencies]
+numpy = "*"
+
 [[package]]
 name = "flake8"
 version = "7.0.0"
@@ -2078,4 +2116,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.9"
-content-hash = "45124b555532496af03be27ef9ea1d6c31974f3b1b645c76ab52ace3cdd6f436"
+content-hash = "91652c7fc3eec11d0e453d49d79d2e9ccb989d156f99df41eb98a32f91834489"
diff --git a/pyproject.toml b/pyproject.toml
index 3e866e4..1f56b29 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,6 +15,7 @@ python-dotenv = "^1.0.1"
 openai = "^1.14.0"
 aiohttp = "^3.9.3"
 pymilvus = "2.3.7"
+faiss-cpu = "1.8.0"
 
 [tool.poetry.group.dev.dependencies]
 black = "^24.2.0"