From 91d74a9ebe47b78237751cecd842c9264e1ff1bc Mon Sep 17 00:00:00 2001
From: Ayo Ayibiowu <charlesayibiowu@hotmail.com>
Date: Mon, 11 Nov 2024 11:48:26 +0100
Subject: [PATCH 1/3] chore: update packages are migrate reranker to litellm

Update various packages to the latest ones
 - crewai, langchain, chainlit (1.3.2) and remove langchain-cohere deps

Adds support for using litellm provided reranker configuration
---
 docs/configuration.md                         |    8 +
 poetry.lock                                   | 1929 +++++++----------
 pyproject.toml                                |   12 +-
 sage/config.toml                              |   12 +-
 sage/sources/sources.py                       |   45 +-
 sage/utils/supports.py                        |  125 +-
 sage/validators/config_toml.py                |   34 +-
 .../unit_tests/validators/test_config_toml.py |   95 +-
 8 files changed, 994 insertions(+), 1266 deletions(-)

diff --git a/docs/configuration.md b/docs/configuration.md
index 7b563c4..354f5f1 100644
--- a/docs/configuration.md
+++ b/docs/configuration.md
@@ -212,12 +212,20 @@ paths = ["/path/to/file1", "/path/to/file2"]
 The [embedding] and [llm] sections configure the embedding engines and Large Language Models (LLMs) used by Sage
 
 ```toml
+## LLM and ReRanker Configuration are based on LiteLLM providers - https://docs.litellm.ai/docs/providers/
 [llm]
 model = "gpt-4-turbo"
 
 [embedding]
 type = "huggingface"
 model = "jinaai/jina-embeddings-v2-base-en"
+
+[reranker]
+top_n = 5
+model = "cohere/rerank-english-v2.0"
+#model = "BAAI/bge-reranker-large"
+revision = "55611d7bca2a7133960a6d3b71e083071bbfc312"
+
 ```
 
 ## Environment Variables for Sensitive Credentials
diff --git a/poetry.lock b/poetry.lock
index 4079a23..e383414 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -167,13 +167,13 @@ docs = ["sphinx (==7.2.6)", "sphinx-mdinclude (==0.5.3)"]
 
 [[package]]
 name = "alembic"
-version = "1.13.3"
+version = "1.14.0"
 description = "A database migration tool for SQLAlchemy."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "alembic-1.13.3-py3-none-any.whl", hash = "sha256:908e905976d15235fae59c9ac42c4c5b75cfcefe3d27c0fbf7ae15a37715d80e"},
-    {file = "alembic-1.13.3.tar.gz", hash = "sha256:203503117415561e203aa14541740643a611f641517f0209fcae63e9fa09f1a2"},
+    {file = "alembic-1.14.0-py3-none-any.whl", hash = "sha256:99bd884ca390466db5e27ffccff1d179ec5c05c965cfefc0607e69f9e411cb25"},
+    {file = "alembic-1.14.0.tar.gz", hash = "sha256:b00892b53b3642d0b8dbedba234dbf1924b69be83a9a769d5a624b01094e304b"},
 ]
 
 [package.dependencies]
@@ -453,44 +453,6 @@ files = [
     {file = "bidict-0.23.1.tar.gz", hash = "sha256:03069d763bc387bbd20e7d49914e75fc4132a41937fa3405417e1a5a2d006d71"},
 ]
 
-[[package]]
-name = "boto3"
-version = "1.35.39"
-description = "The AWS SDK for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "boto3-1.35.39-py3-none-any.whl", hash = "sha256:5970b62c1ec8177501e02520f0d41839ca5fc549b30bac4e8c0c0882ae776217"},
-    {file = "boto3-1.35.39.tar.gz", hash = "sha256:670f811c65e3c5fe4ed8c8d69be0b44b1d649e992c0fc16de43816d1188f88f1"},
-]
-
-[package.dependencies]
-botocore = ">=1.35.39,<1.36.0"
-jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.10.0,<0.11.0"
-
-[package.extras]
-crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
-
-[[package]]
-name = "botocore"
-version = "1.35.39"
-description = "Low-level, data-driven core of boto 3."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "botocore-1.35.39-py3-none-any.whl", hash = "sha256:781c547eb6a79c0e4b0bedd87b81fbfed957816b4841d33e20c8f1989c7c19ce"},
-    {file = "botocore-1.35.39.tar.gz", hash = "sha256:cb7f851933b5ccc2fba4f0a8b846252410aa0efac5bfbe93b82d10801f5f8e90"},
-]
-
-[package.dependencies]
-jmespath = ">=0.7.1,<2.0.0"
-python-dateutil = ">=2.1,<3.0.0"
-urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
-
-[package.extras]
-crt = ["awscrt (==0.22.0)"]
-
 [[package]]
 name = "build"
 version = "1.2.2.post1"
@@ -514,27 +476,6 @@ typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "
 uv = ["uv (>=0.1.18)"]
 virtualenv = ["virtualenv (>=20.0.35)"]
 
-[[package]]
-name = "cachecontrol"
-version = "0.14.0"
-description = "httplib2 caching for requests"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "cachecontrol-0.14.0-py3-none-any.whl", hash = "sha256:f5bf3f0620c38db2e5122c0726bdebb0d16869de966ea6a2befe92470b740ea0"},
-    {file = "cachecontrol-0.14.0.tar.gz", hash = "sha256:7db1195b41c81f8274a7bbd97c956f44e8348265a1bc7641c37dfebc39f0c938"},
-]
-
-[package.dependencies]
-filelock = {version = ">=3.8.0", optional = true, markers = "extra == \"filecache\""}
-msgpack = ">=0.5.2,<2.0.0"
-requests = ">=2.16.0"
-
-[package.extras]
-dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "furo", "mypy", "pytest", "pytest-cov", "sphinx", "sphinx-copybutton", "tox", "types-redis", "types-requests"]
-filecache = ["filelock (>=3.8.0)"]
-redis = ["redis (>=2.10.5)"]
-
 [[package]]
 name = "cachetools"
 version = "5.5.0"
@@ -638,13 +579,13 @@ pycparser = "*"
 
 [[package]]
 name = "chainlit"
-version = "1.2.0"
+version = "1.3.2"
 description = "Build Conversational AI."
 optional = false
 python-versions = "<4.0.0,>=3.9"
 files = [
-    {file = "chainlit-1.2.0-py3-none-any.whl", hash = "sha256:8eb7751e5c0d29559b32ba706d8abc31274ece37c5218bdf99ba6b5992ef2efb"},
-    {file = "chainlit-1.2.0.tar.gz", hash = "sha256:3467b6e1740cb7a437e020496b07a7f433c777d7c8a241c5f45d981e29458f17"},
+    {file = "chainlit-1.3.2-py3-none-any.whl", hash = "sha256:c0926e8b157a67aede511a8220307889d04e9458ff3f94176e004fe533662d74"},
+    {file = "chainlit-1.3.2.tar.gz", hash = "sha256:5562246ca42c858a42e86efdd5a46c27fd93481706f6fe47416109c47ac41b77"},
 ]
 
 [package.dependencies]
@@ -652,11 +593,11 @@ aiofiles = ">=23.1.0,<24.0.0"
 asyncer = ">=0.0.7,<0.0.8"
 click = ">=8.1.3,<9.0.0"
 dataclasses_json = ">=0.6.7,<0.7.0"
-fastapi = ">=0.110.1,<0.113"
+fastapi = ">=0.115.3,<0.116"
 filetype = ">=1.2.0,<2.0.0"
 httpx = ">=0.23.0"
 lazify = ">=0.4.0,<0.5.0"
-literalai = "0.0.607"
+literalai = "0.0.623"
 nest-asyncio = ">=1.6.0,<2.0.0"
 numpy = ">=1.26,<2.0"
 packaging = ">=23.1,<24.0"
@@ -665,7 +606,7 @@ pyjwt = ">=2.8.0,<3.0.0"
 python-dotenv = ">=1.0.0,<2.0.0"
 python-multipart = ">=0.0.9,<0.0.10"
 python-socketio = ">=5.11.0,<6.0.0"
-starlette = ">=0.37.2,<0.38.0"
+starlette = ">=0.41.2,<0.42.0"
 syncer = ">=2.0.3,<3.0.0"
 tomli = ">=2.0.1,<3.0.0"
 uptrace = ">=1.22.0,<2.0.0"
@@ -810,36 +751,40 @@ files = [
 
 [[package]]
 name = "chroma-hnswlib"
-version = "0.7.3"
+version = "0.7.6"
 description = "Chromas fork of hnswlib"
 optional = false
 python-versions = "*"
 files = [
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-    {file = "chroma_hnswlib-0.7.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:59d6a7c6f863c67aeb23e79a64001d537060b6995c3eca9a06e349ff7b0998ca"},
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 ]
 
 [package.dependencies]
@@ -847,21 +792,22 @@ numpy = "*"
 
 [[package]]
 name = "chromadb"
-version = "0.4.24"
+version = "0.5.18"
 description = "Chroma."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "chromadb-0.4.24-py3-none-any.whl", hash = "sha256:3a08e237a4ad28b5d176685bd22429a03717fe09d35022fb230d516108da01da"},
-    {file = "chromadb-0.4.24.tar.gz", hash = "sha256:a5c80b4e4ad9b236ed2d4899a5b9e8002b489293f2881cb2cadab5b199ee1c72"},
+    {file = "chromadb-0.5.18-py3-none-any.whl", hash = "sha256:9dd3827b5e04b4ff0a5ea0df28a78bac88a09f45be37fcd7fe20f879b57c43cf"},
+    {file = "chromadb-0.5.18.tar.gz", hash = "sha256:cfbb3e5aeeb1dd532b47d80ed9185e8a9886c09af41c8e6123edf94395d76aec"},
 ]
 
 [package.dependencies]
 bcrypt = ">=4.0.1"
 build = ">=1.0.3"
-chroma-hnswlib = "0.7.3"
+chroma-hnswlib = "0.7.6"
 fastapi = ">=0.95.2"
 grpcio = ">=1.58.0"
+httpx = ">=0.27.0"
 importlib-resources = "*"
 kubernetes = ">=28.1.0"
 mmh3 = ">=4.0.1"
@@ -874,11 +820,10 @@ opentelemetry-sdk = ">=1.2.0"
 orjson = ">=3.9.12"
 overrides = ">=7.3.1"
 posthog = ">=2.4.0"
-pulsar-client = ">=3.1.0"
 pydantic = ">=1.9"
 pypika = ">=0.48.9"
 PyYAML = ">=6.0.0"
-requests = ">=2.28"
+rich = ">=10.11.0"
 tenacity = ">=8.2.3"
 tokenizers = ">=0.13.2"
 tqdm = ">=4.65.0"
@@ -886,21 +831,6 @@ typer = ">=0.9.0"
 typing-extensions = ">=4.5.0"
 uvicorn = {version = ">=0.18.3", extras = ["standard"]}
 
-[[package]]
-name = "cleo"
-version = "2.1.0"
-description = "Cleo allows you to create beautiful and testable command-line interfaces."
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "cleo-2.1.0-py3-none-any.whl", hash = "sha256:4a31bd4dd45695a64ee3c4758f583f134267c2bc518d8ae9a29cf237d009b07e"},
-    {file = "cleo-2.1.0.tar.gz", hash = "sha256:0b2c880b5d13660a7ea651001fb4acb527696c01f15c9ee650f377aa543fd523"},
-]
-
-[package.dependencies]
-crashtest = ">=0.4.1,<0.5.0"
-rapidfuzz = ">=3.0.0,<4.0.0"
-
 [[package]]
 name = "click"
 version = "8.1.7"
@@ -934,17 +864,16 @@ types = ["chardet (>=5.1.0)", "mypy", "pytest", "pytest-cov", "pytest-dependency
 
 [[package]]
 name = "cohere"
-version = "5.10.0"
+version = "5.11.3"
 description = ""
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
-    {file = "cohere-5.10.0-py3-none-any.whl", hash = "sha256:46e50e3e8514a99cf77b4c022c8077a6205fba948051c33087ddeb66ec706f0a"},
-    {file = "cohere-5.10.0.tar.gz", hash = "sha256:21020a7ae4c30f72991ef91566a926a9d7d1485d7abeed7bfa2bd6f35ea34783"},
+    {file = "cohere-5.11.3-py3-none-any.whl", hash = "sha256:96a0414af083337610e2f6de18f53ffaf5cb3f7aee763605d493c95ff981ad9f"},
+    {file = "cohere-5.11.3.tar.gz", hash = "sha256:a6587e7ef66ab377f37fdc13e5679375c4a45aef9d2047662a3e7737df7c6599"},
 ]
 
 [package.dependencies]
-boto3 = ">=1.34.0,<2.0.0"
 fastavro = ">=1.9.4,<2.0.0"
 httpx = ">=0.21.2"
 httpx-sse = "0.4.0"
@@ -956,6 +885,9 @@ tokenizers = ">=0.15,<1"
 types-requests = ">=2.0.0,<3.0.0"
 typing_extensions = ">=4.0.0"
 
+[package.extras]
+aws = ["boto3 (>=1.34.0,<2.0.0)", "sagemaker (>=2.232.1,<3.0.0)"]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -1143,50 +1075,69 @@ files = [
 toml = ["tomli"]
 
 [[package]]
-name = "crashtest"
-version = "0.4.1"
-description = "Manage Python errors with ease"
+name = "crewai"
+version = "0.79.4"
+description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
 optional = false
-python-versions = ">=3.7,<4.0"
+python-versions = "<=3.13,>=3.10"
 files = [
-    {file = "crashtest-0.4.1-py3-none-any.whl", hash = "sha256:8d23eac5fa660409f57472e3851dab7ac18aba459a8d19cbbba86d3d5aecd2a5"},
-    {file = "crashtest-0.4.1.tar.gz", hash = "sha256:80d7b1f316ebfbd429f648076d6275c877ba30ba48979de4191714a75266f0ce"},
+    {file = "crewai-0.79.4-py3-none-any.whl", hash = "sha256:2236e471a17a3712005f7b590e6f5b627652153d0b16104ffc4747f45e8f6a48"},
+    {file = "crewai-0.79.4.tar.gz", hash = "sha256:9ffc32f68ec3ff31e72f971d21b220946debb5d52c890afd19dddf09ad632f13"},
 ]
 
-[[package]]
-name = "crewai"
-version = "0.67.1"
-description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
+[package.dependencies]
+appdirs = ">=1.4.4"
+auth0-python = ">=4.7.1"
+chromadb = ">=0.4.24"
+click = ">=8.1.7"
+crewai-tools = ">=0.14.0"
+instructor = ">=1.3.3"
+json-repair = ">=0.25.2"
+jsonref = ">=1.1.0"
+langchain = ">=0.2.16"
+litellm = ">=1.44.22"
+openai = ">=1.13.3"
+opentelemetry-api = ">=1.22.0"
+opentelemetry-exporter-otlp-proto-http = ">=1.22.0"
+opentelemetry-sdk = ">=1.22.0"
+pydantic = ">=2.4.2"
+python-dotenv = ">=1.0.0"
+pyvis = ">=0.3.2"
+regex = ">=2024.9.11"
+tomli = ">=2.0.2"
+tomli-w = ">=1.1.0"
+uv = ">=0.4.25"
+
+[package.extras]
+agentops = ["agentops (>=0.3.0)"]
+tools = ["crewai-tools (>=0.14.0)"]
+
+[[package]]
+name = "crewai-tools"
+version = "0.14.0"
+description = "Set of tools for the crewAI framework"
 optional = false
 python-versions = "<=3.13,>=3.10"
 files = [
-    {file = "crewai-0.67.1-py3-none-any.whl", hash = "sha256:174a856e3bc51df93a9f23fc6fa4404b61c40940aa84d27ada1aa203d2337890"},
-    {file = "crewai-0.67.1.tar.gz", hash = "sha256:d1d496fe822c431383449eec773c3a86cc7d64bc2e586193d1bfef69bdf53197"},
-]
-
-[package.dependencies]
-appdirs = ">=1.4.4,<2.0.0"
-auth0-python = ">=4.7.1,<5.0.0"
-click = ">=8.1.7,<9.0.0"
-embedchain = ">=0.1.114,<0.2.0"
-instructor = "1.3.3"
-json-repair = ">=0.25.2,<0.26.0"
-jsonref = ">=1.1.0,<2.0.0"
-langchain = ">=0.2.16,<0.3.0"
-litellm = ">=1.44.22,<2.0.0"
-openai = ">=1.13.3,<2.0.0"
-opentelemetry-api = ">=1.22.0,<2.0.0"
-opentelemetry-exporter-otlp-proto-http = ">=1.22.0,<2.0.0"
-opentelemetry-sdk = ">=1.22.0,<2.0.0"
-poetry = ">=1.8.3,<2.0.0"
-pydantic = ">=2.4.2,<3.0.0"
-python-dotenv = ">=1.0.0,<2.0.0"
-pyvis = ">=0.3.2,<0.4.0"
-regex = ">=2024.9.11,<2025.0.0"
+    {file = "crewai_tools-0.14.0-py3-none-any.whl", hash = "sha256:0a804a828c29869c3af3253f4fc4c3967a3f80f06dab22e9bbe9526608a31564"},
+    {file = "crewai_tools-0.14.0.tar.gz", hash = "sha256:510f3a194bcda4fdae4314bd775521964b5f229ddbe451e5d9e0216cae57f4e3"},
+]
 
-[package.extras]
-agentops = ["agentops (>=0.3.0,<0.4.0)"]
-tools = ["crewai-tools (>=0.12.1,<0.13.0)"]
+[package.dependencies]
+beautifulsoup4 = ">=4.12.3"
+chromadb = ">=0.4.22"
+docker = ">=7.1.0"
+docx2txt = ">=0.8"
+embedchain = ">=0.1.114"
+lancedb = ">=0.5.4"
+langchain = ">=0.3.1"
+openai = ">=1.12.0"
+pydantic = ">=2.6.1"
+pyright = ">=1.1.350"
+pytest = ">=8.0.0"
+pytube = ">=15.0.0"
+requests = ">=2.31.0"
+selenium = ">=4.18.1"
 
 [[package]]
 name = "croniter"
@@ -1351,16 +1302,19 @@ wrapt = ">=1.10,<2"
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 
 [[package]]
-name = "distlib"
-version = "0.3.9"
-description = "Distribution utilities"
+name = "deprecation"
+version = "2.1.0"
+description = "A library to handle automated deprecations"
 optional = false
 python-versions = "*"
 files = [
-    {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
-    {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
+    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
+    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
 ]
 
+[package.dependencies]
+packaging = "*"
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -1372,6 +1326,28 @@ files = [
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
 ]
 
+[[package]]
+name = "docker"
+version = "7.1.0"
+description = "A Python library for the Docker Engine API."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
+    {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
+]
+
+[package.dependencies]
+pywin32 = {version = ">=304", markers = "sys_platform == \"win32\""}
+requests = ">=2.26.0"
+urllib3 = ">=1.26.0"
+
+[package.extras]
+dev = ["coverage (==7.2.7)", "pytest (==7.4.2)", "pytest-cov (==4.1.0)", "pytest-timeout (==2.1.0)", "ruff (==0.1.8)"]
+docs = ["myst-parser (==0.18.0)", "sphinx (==5.1.1)"]
+ssh = ["paramiko (>=2.4.3)"]
+websockets = ["websocket-client (>=1.3.0)"]
+
 [[package]]
 name = "docstring-parser"
 version = "0.16"
@@ -1383,6 +1359,16 @@ files = [
     {file = "docstring_parser-0.16.tar.gz", hash = "sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e"},
 ]
 
+[[package]]
+name = "docx2txt"
+version = "0.8"
+description = "A pure python-based utility to extract text and images from docx files."
+optional = false
+python-versions = "*"
+files = [
+    {file = "docx2txt-0.8.tar.gz", hash = "sha256:2c06d98d7cfe2d3947e5760a57d924e3ff07745b379c8737723922e7009236e5"},
+]
+
 [[package]]
 name = "duckduckgo-search"
 version = "4.1.1"
@@ -1402,93 +1388,6 @@ lxml = ">=4.9.3"
 [package.extras]
 dev = ["pytest (>=7.4.2)", "pytest-asyncio (>=0.21.1)", "ruff (>=0.1.6)"]
 
-[[package]]
-name = "dulwich"
-version = "0.21.7"
-description = "Python Git Library"
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[package.dependencies]
-urllib3 = ">=1.25"
-
-[package.extras]
-fastimport = ["fastimport"]
-https = ["urllib3 (>=1.24.1)"]
-paramiko = ["paramiko"]
-pgp = ["gpg"]
-
 [[package]]
 name = "durationpy"
 version = "0.9"
@@ -1520,30 +1419,31 @@ torchvision = "*"
 
 [[package]]
 name = "embedchain"
-version = "0.1.122"
+version = "0.1.125"
 description = "Simplest open source retrieval (RAG) framework"
 optional = false
 python-versions = "<=3.13,>=3.9"
 files = [
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 beautifulsoup4 = ">=4.12.2,<5.0.0"
-chromadb = ">=0.4.24,<0.5.0"
+chromadb = ">=0.5.10,<0.6.0"
 cohere = ">=5.3,<6.0"
 google-cloud-aiplatform = ">=1.26.1,<2.0.0"
 gptcache = ">=0.1.43,<0.2.0"
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-mem0ai = ">=0.1.15,<0.2.0"
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 openai = ">=1.1.1"
 posthog = ">=3.0.2,<4.0.0"
-pypdf = ">=4.0.1,<5.0.0"
+pypdf = ">=5.0.0,<6.0.0"
 pysbd = ">=0.3.4,<0.4.0"
 python-dotenv = ">=1.0.0,<2.0.0"
 rich = ">=13.7.0,<14.0.0"
@@ -1552,7 +1452,7 @@ sqlalchemy = ">=2.0.27,<3.0.0"
 tiktoken = ">=0.7.0,<0.8.0"
 
 [package.extras]
-aws = ["langchain-aws (>=0.1.10,<0.2.0)"]
+aws = ["langchain-aws (>=0.2.1,<0.3.0)"]
 elasticsearch = ["elasticsearch (>=8.9.0,<9.0.0)"]
 gmail = ["google-api-core (>=2.15.0,<3.0.0)", "google-api-python-client (>=2.111.0,<3.0.0)", "google-auth (>=2.25.2,<3.0.0)", "google-auth-httplib2 (>=0.2.0,<0.3.0)", "google-auth-oauthlib (>=1.2.0,<2.0.0)", "requests (>=2.31.0,<3.0.0)"]
 google = ["google-generativeai (>=0.3.0,<0.4.0)"]
@@ -1560,14 +1460,14 @@ googledrive = ["google-api-python-client (>=2.111.0,<3.0.0)", "google-auth-httpl
 lancedb = ["lancedb (>=0.6.2,<0.7.0)"]
 llama2 = ["replicate (>=0.15.4,<0.16.0)"]
 milvus = ["pymilvus (==2.4.3)"]
-mistralai = ["langchain-mistralai (>=0.1.9,<0.2.0)"]
+mistralai = ["langchain-mistralai (>=0.2.0,<0.3.0)"]
 mysql = ["mysql-connector-python (>=8.1.0,<9.0.0)"]
 opensearch = ["opensearch-py (==2.3.1)"]
 opensource = ["gpt4all (==2.0.2)", "sentence-transformers (>=2.2.2,<3.0.0)", "torch (==2.3.0)"]
 postgres = ["psycopg (>=3.1.12,<4.0.0)", "psycopg-binary (>=3.1.12,<4.0.0)", "psycopg-pool (>=3.1.8,<4.0.0)"]
 qdrant = ["qdrant-client (>=1.6.3,<2.0.0)"]
 together = ["together (>=1.2.1,<2.0.0)"]
-vertexai = ["langchain-google-vertexai (>=1.0.6,<2.0.0)"]
+vertexai = ["langchain-google-vertexai (>=2.0.2,<3.0.0)"]
 weaviate = ["weaviate-client (>=3.24.1,<4.0.0)"]
 
 [[package]]
@@ -1659,18 +1559,18 @@ packaging = "*"
 
 [[package]]
 name = "fastapi"
-version = "0.112.4"
+version = "0.115.4"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
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-starlette = ">=0.37.2,<0.39.0"
+starlette = ">=0.40.0,<0.42.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
@@ -1723,20 +1623,6 @@ lz4 = ["lz4"]
 snappy = ["cramjam"]
 zstandard = ["zstandard"]
 
-[[package]]
-name = "fastjsonschema"
-version = "2.20.0"
-description = "Fastest Python implementation of JSON schema"
-optional = false
-python-versions = "*"
-files = [
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-
-[package.extras]
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-
 [[package]]
 name = "filelock"
 version = "3.16.1"
@@ -2005,13 +1891,13 @@ test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit",
 
 [[package]]
 name = "google-api-core"
-version = "2.21.0"
+version = "2.22.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2031,13 +1917,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.35.0"
+version = "2.36.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2054,13 +1940,13 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.70.0"
+version = "1.71.1"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "google-cloud-aiplatform-1.71.1.tar.gz", hash = "sha256:0013527e06853382ff0885898195bb7f3cf4a70eb7e5d53e4b1a28c8bd1775e2"},
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 ]
 
 [package.dependencies]
@@ -2081,8 +1967,8 @@ autologging = ["mlflow (>=1.27.0,<=2.16.0)"]
 cloud-profiler = ["tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "werkzeug (>=2.0.0,<2.1.0dev)"]
 datasets = ["pyarrow (>=10.0.1)", "pyarrow (>=14.0.0)", "pyarrow (>=3.0.0,<8.0dev)"]
 endpoint = ["requests (>=2.28.1)"]
-evaluation = ["pandas (>=1.0.0,<2.2.0)", "tqdm (>=4.23.0)"]
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+    {file = "httptools-0.6.4.tar.gz", hash = "sha256:4e93eee4add6493b59a5c514da98c939b244fce4a0d8879cd3f466562f4b7d5c"},
+]
+
+[package.extras]
+test = ["Cython (>=0.29.24)"]
 
 [[package]]
 name = "httpx"
@@ -2802,37 +2695,26 @@ files = [
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
 
-[[package]]
-name = "installer"
-version = "0.7.0"
-description = "A library for installing Python wheels."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "installer-0.7.0-py3-none-any.whl", hash = "sha256:05d1933f0a5ba7d8d6296bb6d5018e7c94fa473ceb10cf198a92ccea19c27b53"},
-    {file = "installer-0.7.0.tar.gz", hash = "sha256:a26d3e3116289bb08216e0d0f7d925fcef0b0194eedfa0c944bcaaa106c4b631"},
-]
-
 [[package]]
 name = "instructor"
-version = "1.3.3"
+version = "1.4.0"
 description = "structured outputs for llm"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "instructor-1.3.3-py3-none-any.whl", hash = "sha256:94b114b39a1181fa348d162e6e4ff5c4d985324736020c0233fed5d4db444dbd"},
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+    {file = "instructor-1.4.0-py3-none-any.whl", hash = "sha256:b60b1acd4a6f20590011de3fb0d108f23da6ed8e67ff2cab8efc0b153fbeaa19"},
+    {file = "instructor-1.4.0.tar.gz", hash = "sha256:79a0c93f2bf37ed5efb7bee03b587f6c9010778599bd05ad4430e2bf2f7d3cfc"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.9.1,<4.0.0"
 docstring-parser = ">=0.16,<0.17"
 jiter = ">=0.4.1,<0.5.0"
-openai = ">=1.1.0,<2.0.0"
-pydantic = ">=2.7.0,<3.0.0"
+openai = ">=1.40.0,<2.0.0"
+pydantic = ">=2.8.0,<3.0.0"
 pydantic-core = ">=2.18.0,<3.0.0"
 rich = ">=13.7.0,<14.0.0"
-tenacity = ">=8.2.3,<9.0.0"
+tenacity = ">=8.4.1,<9.0.0"
 typer = ">=0.9.0,<1.0.0"
 
 [package.extras]
@@ -2843,7 +2725,7 @@ groq = ["groq (>=0.4.2,<0.5.0)"]
 litellm = ["litellm (>=1.35.31,<2.0.0)"]
 mistralai = ["mistralai (>=0.1.8,<0.2.0)"]
 test-docs = ["anthropic (>=0.27.0,<0.28.0)", "cohere (>=5.1.8,<6.0.0)", "diskcache (>=5.6.3,<6.0.0)", "fastapi (>=0.109.2,<0.110.0)", "groq (>=0.4.2,<0.5.0)", "litellm (>=1.35.31,<2.0.0)", "mistralai (>=0.1.8,<0.2.0)", "pandas (>=2.2.0,<3.0.0)", "pydantic_extra_types (>=2.6.0,<3.0.0)", "redis (>=5.0.1,<6.0.0)", "tabulate (>=0.9.0,<0.10.0)"]
-vertexai = ["google-cloud-aiplatform (>=1.52.0,<2.0.0)", "jsonref (>=1.1.0,<2.0.0)"]
+vertexai = ["google-cloud-aiplatform (>=1.53.0,<2.0.0)", "jsonref (>=1.1.0,<2.0.0)"]
 
 [[package]]
 name = "iopath"
@@ -2865,13 +2747,13 @@ aws = ["boto3"]
 
 [[package]]
 name = "ipython"
-version = "8.28.0"
+version = "8.29.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.28.0-py3-none-any.whl", hash = "sha256:530ef1e7bb693724d3cdc37287c80b07ad9b25986c007a53aa1857272dac3f35"},
-    {file = "ipython-8.28.0.tar.gz", hash = "sha256:0d0d15ca1e01faeb868ef56bc7ee5a0de5bd66885735682e8a322ae289a13d1a"},
+    {file = "ipython-8.29.0-py3-none-any.whl", hash = "sha256:0188a1bd83267192123ccea7f4a8ed0a78910535dbaa3f37671dca76ebd429c8"},
+    {file = "ipython-8.29.0.tar.gz", hash = "sha256:40b60e15b22591450eef73e40a027cf77bd652e757523eebc5bd7c7c498290eb"},
 ]
 
 [package.dependencies]
@@ -2900,57 +2782,24 @@ qtconsole = ["qtconsole"]
 test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
-[[package]]
-name = "jaraco-classes"
-version = "3.4.0"
-description = "Utility functions for Python class constructs"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jaraco.classes-3.4.0-py3-none-any.whl", hash = "sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790"},
-    {file = "jaraco.classes-3.4.0.tar.gz", hash = "sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd"},
-]
-
-[package.dependencies]
-more-itertools = "*"
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
-
 [[package]]
 name = "jedi"
-version = "0.19.1"
+version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
-    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
+    {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
+    {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
 ]
 
 [package.dependencies]
-parso = ">=0.8.3,<0.9.0"
+parso = ">=0.8.4,<0.9.0"
 
 [package.extras]
 docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
-
-[[package]]
-name = "jeepney"
-version = "0.8.0"
-description = "Low-level, pure Python DBus protocol wrapper."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "jeepney-0.8.0-py3-none-any.whl", hash = "sha256:c0a454ad016ca575060802ee4d590dd912e35c122fa04e70306de3d076cce755"},
-    {file = "jeepney-0.8.0.tar.gz", hash = "sha256:5efe48d255973902f6badc3ce55e2aa6c5c3b3bc642059ef3a91247bcfcc5806"},
-]
-
-[package.extras]
-test = ["async-timeout", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"]
-trio = ["async_generator", "trio"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jinja2"
@@ -3090,13 +2939,13 @@ files = [
 
 [[package]]
 name = "json-repair"
-version = "0.25.3"
+version = "0.30.1"
 description = "A package to repair broken json strings"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
-    {file = "json_repair-0.25.3-py3-none-any.whl", hash = "sha256:f00b510dd21b31ebe72581bdb07e66381df2883d6f640c89605e482882c12b17"},
-    {file = "json_repair-0.25.3.tar.gz", hash = "sha256:4ee970581a05b0b258b749eb8bcac21de380edda97c3717a4edfafc519ec21a4"},
+    {file = "json_repair-0.30.1-py3-none-any.whl", hash = "sha256:6fa8a05d246e282df2f812fa542bd837d671d7774eaae11191aabaac97d41e33"},
+    {file = "json_repair-0.30.1.tar.gz", hash = "sha256:5f075c4e3b098d78fb6cd60c34aec07a4517f14e9d423ad5364214b0e870e218"},
 ]
 
 [[package]]
@@ -3126,19 +2975,21 @@ files = [
 
 [[package]]
 name = "jsonpickle"
-version = "3.3.0"
-description = "Python library for serializing arbitrary object graphs into JSON"
+version = "3.4.2"
+description = "jsonpickle encodes/decodes any Python object to/from JSON"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jsonpickle-3.3.0-py3-none-any.whl", hash = "sha256:287c12143f35571ab00e224fa323aa4b090d5a7f086f5f494d7ee9c7eb1a380a"},
-    {file = "jsonpickle-3.3.0.tar.gz", hash = "sha256:ab467e601e5b1a1cd76f1819d014795165da071744ef30bf3786e9bc549de25a"},
+    {file = "jsonpickle-3.4.2-py3-none-any.whl", hash = "sha256:fd6c273278a02b3b66e3405db3dd2f4dbc8f4a4a3123bfcab3045177c6feb9c3"},
+    {file = "jsonpickle-3.4.2.tar.gz", hash = "sha256:2efa2778859b6397d5804b0a98d52cd2a7d9a70fcb873bc5a3ca5acca8f499ba"},
 ]
 
 [package.extras]
-docs = ["furo", "rst.linker (>=1.9)", "sphinx"]
-packaging = ["build", "twine"]
-testing = ["bson", "ecdsa", "feedparser", "gmpy2", "numpy", "pandas", "pymongo", "pytest (>=3.5,!=3.7.3)", "pytest-benchmark", "pytest-benchmark[histogram]", "pytest-checkdocs (>=1.2.3)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-ruff (>=0.2.1)", "scikit-learn", "scipy", "scipy (>=1.9.3)", "simplejson", "sqlalchemy", "ujson"]
+cov = ["pytest-cov"]
+dev = ["black"]
+docs = ["furo", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+packaging = ["build", "setuptools (>=61.2)", "setuptools-scm[toml] (>=6.0)", "twine"]
+testing = ["PyYAML", "atheris (>=2.3.0,<2.4.0)", "bson", "ecdsa", "feedparser", "gmpy2", "numpy", "pandas", "pymongo", "pytest (>=6.0,!=8.1.*)", "pytest-benchmark", "pytest-benchmark[histogram]", "pytest-checkdocs (>=1.2.3)", "pytest-enabler (>=1.0.1)", "pytest-ruff (>=0.2.1)", "scikit-learn", "scipy", "scipy (>=1.9.3)", "simplejson", "sqlalchemy", "ujson"]
 
 [[package]]
 name = "jsonpointer"
@@ -3197,29 +3048,6 @@ files = [
 [package.dependencies]
 referencing = ">=0.31.0"
 
-[[package]]
-name = "keyring"
-version = "24.3.1"
-description = "Store and access your passwords safely."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "keyring-24.3.1-py3-none-any.whl", hash = "sha256:df38a4d7419a6a60fea5cef1e45a948a3e8430dd12ad88b0f423c5c143906218"},
-    {file = "keyring-24.3.1.tar.gz", hash = "sha256:c3327b6ffafc0e8befbdb597cacdb4928ffe5c1212f7645f186e6d9957a898db"},
-]
-
-[package.dependencies]
-importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
-"jaraco.classes" = "*"
-jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""}
-pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
-SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
-
-[package.extras]
-completion = ["shtab (>=1.1.0)"]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
-
 [[package]]
 name = "kiwisolver"
 version = "1.4.7"
@@ -3370,137 +3198,174 @@ websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
 [package.extras]
 adal = ["adal (>=1.0.2)"]
 
+[[package]]
+name = "lancedb"
+version = "0.15.0"
+description = "lancedb"
+optional = false
+python-versions = ">=3.9"
+files = [
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+    {file = "lancedb-0.15.0-cp38-abi3-win_amd64.whl", hash = "sha256:66d251f22709c72f819aace9e665127f1040845d88b25c1f088c4beb36087f7e"},
+]
+
+[package.dependencies]
+attrs = ">=21.3.0"
+cachetools = "*"
+deprecation = "*"
+overrides = ">=0.7"
+packaging = "*"
+pydantic = ">=1.10"
+pylance = "0.19.1"
+requests = ">=2.31.0"
+tqdm = ">=4.27.0"
+
+[package.extras]
+azure = ["adlfs (>=2024.2.0)"]
+clip = ["open-clip", "pillow", "torch"]
+dev = ["pre-commit", "ruff"]
+docs = ["mkdocs", "mkdocs-jupyter", "mkdocs-material", "mkdocstrings[python]"]
+embeddings = ["awscli (>=1.29.57)", "boto3 (>=1.28.57)", "botocore (>=1.31.57)", "cohere", "google-generativeai", "huggingface-hub", "ibm-watsonx-ai (>=1.1.2)", "instructorembedding", "ollama", "open-clip-torch", "openai (>=1.6.1)", "pillow", "sentence-transformers", "torch"]
+tests = ["aiohttp", "boto3", "duckdb", "pandas (>=1.4)", "polars (>=0.19,<=1.3.0)", "pytest", "pytest-asyncio", "pytest-mock", "pytz", "tantivy"]
+
 [[package]]
 name = "langchain"
-version = "0.2.16"
+version = "0.3.7"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain-0.2.16-py3-none-any.whl", hash = "sha256:8f59ee8b45f268df4b924ea3b9c63e49286efa756d16b3f6a9de5c6e502c36e1"},
-    {file = "langchain-0.2.16.tar.gz", hash = "sha256:ffb426a76a703b73ac69abad77cd16eaf03dda76b42cff55572f592d74944166"},
+    {file = "langchain-0.3.7-py3-none-any.whl", hash = "sha256:cf4af1d5751dacdc278df3de1ff3cbbd8ca7eb55d39deadccdd7fb3d3ee02ac0"},
+    {file = "langchain-0.3.7.tar.gz", hash = "sha256:2e4f83bf794ba38562f7ba0ede8171d7e28a583c0cec6f8595cfe72147d336b2"},
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-langchain-core = ">=0.2.38,<0.3.0"
-langchain-text-splitters = ">=0.2.0,<0.3.0"
+langchain-core = ">=0.3.15,<0.4.0"
+langchain-text-splitters = ">=0.3.0,<0.4.0"
 langsmith = ">=0.1.17,<0.2.0"
 numpy = {version = ">=1,<2", markers = "python_version < \"3.12\""}
-pydantic = ">=1,<3"
+pydantic = ">=2.7.4,<3.0.0"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
 SQLAlchemy = ">=1.4,<3"
-tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-cohere"
-version = "0.1.9"
+version = "0.3.1"
 description = "An integration package connecting Cohere and LangChain"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
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+    {file = "langchain_cohere-0.3.1-py3-none-any.whl", hash = "sha256:adf37542feb293562791b8dd1691580b0dcb2117fb987f2684f694912465f554"},
+    {file = "langchain_cohere-0.3.1.tar.gz", hash = "sha256:990bd4db68e229371c90eee98a1a78b4f4d33a32c22c8da6c2cd30b5044de9eb"},
 ]
 
 [package.dependencies]
 cohere = ">=5.5.6,<6.0"
-langchain-core = ">=0.2.2,<0.3"
-langchain-experimental = ">=0.0.6"
+langchain-core = ">=0.3.0,<0.4"
+langchain-experimental = ">=0.3.0"
 pandas = ">=1.4.3"
+pydantic = ">=2,<3"
 tabulate = ">=0.9.0,<0.10.0"
 
 [package.extras]
-langchain-community = ["langchain-community (>=0.2.4)"]
+langchain-community = ["langchain-community (>=0.3.0)"]
 
 [[package]]
 name = "langchain-community"
-version = "0.2.17"
+version = "0.3.5"
 description = "Community contributed LangChain integrations."
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_community-0.2.17-py3-none-any.whl", hash = "sha256:d07c31b641e425fb8c3e7148ad6a62e1b54a9adac6e1173021a7dd3148266063"},
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+    {file = "langchain_community-0.3.5-py3-none-any.whl", hash = "sha256:03736105700960fa0acbd72bff678d1c97c49e38e9f8af3012b712d64e992982"},
+    {file = "langchain_community-0.3.5.tar.gz", hash = "sha256:345febbc972a08c97f09cce6cc07d039aa7d1348fe8efdace85335be6ac9cb7d"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain = ">=0.2.16,<0.3.0"
-langchain-core = ">=0.2.39,<0.3.0"
-langsmith = ">=0.1.112,<0.2.0"
+httpx-sse = ">=0.4.0,<0.5.0"
+langchain = ">=0.3.6,<0.4.0"
+langchain-core = ">=0.3.15,<0.4.0"
+langsmith = ">=0.1.125,<0.2.0"
 numpy = {version = ">=1,<2", markers = "python_version < \"3.12\""}
+pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
-SQLAlchemy = ">=1.4,<3"
-tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+SQLAlchemy = ">=1.4,<2.0.36"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.41"
+version = "0.3.15"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_core-0.2.41-py3-none-any.whl", hash = "sha256:3278fda5ba9a05defae8bb19f1226032add6aab21917db7b3bc74e750e263e84"},
-    {file = "langchain_core-0.2.41.tar.gz", hash = "sha256:bc12032c5a298d85be754ccb129bc13ea21ccb1d6e22f8d7ba18b8da64315bb5"},
+    {file = "langchain_core-0.3.15-py3-none-any.whl", hash = "sha256:3d4ca6dbb8ed396a6ee061063832a2451b0ce8c345570f7b086ffa7288e4fa29"},
+    {file = "langchain_core-0.3.15.tar.gz", hash = "sha256:b1a29787a4ffb7ec2103b4e97d435287201da7809b369740dd1e32f176325aba"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.112,<0.2.0"
+langsmith = ">=0.1.125,<0.2.0"
 packaging = ">=23.2,<25"
-pydantic = {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""}
+pydantic = {version = ">=2.5.2,<3.0.0", markers = "python_full_version < \"3.12.4\""}
 PyYAML = ">=5.3"
-tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-experimental"
-version = "0.0.65"
+version = "0.3.3"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
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+    {file = "langchain_experimental-0.3.3-py3-none-any.whl", hash = "sha256:da01aafc162631475f306ca368ecae74d5becd93b8039bddb6315e755e274580"},
+    {file = "langchain_experimental-0.3.3.tar.gz", hash = "sha256:6bbcdcd084581432ef4b5d732294a59d75a858ede1714b50a5b79bcfe31fa306"},
 ]
 
 [package.dependencies]
-langchain-community = ">=0.2.16,<0.3.0"
-langchain-core = ">=0.2.38,<0.3.0"
+langchain-community = ">=0.3.0,<0.4.0"
+langchain-core = ">=0.3.15,<0.4.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.1.25"
+version = "0.2.6"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_openai-0.1.25-py3-none-any.whl", hash = "sha256:f0b34a233d0d9cb8fce6006c903e57085c493c4f0e32862b99063b96eaedb109"},
-    {file = "langchain_openai-0.1.25.tar.gz", hash = "sha256:eb116f744f820247a72f54313fb7c01524fba0927120d4e899e5e4ab41ad3928"},
+    {file = "langchain_openai-0.2.6-py3-none-any.whl", hash = "sha256:d56e4d9183bdd1a5fb5f3ed9d287f15108e01d631ded170dd330a566f2927b95"},
+    {file = "langchain_openai-0.2.6.tar.gz", hash = "sha256:7054e5f64498ad8e59d77cdc210103f5ea4f67258997edc48ae237298adeb316"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.40,<0.3.0"
-openai = ">=1.40.0,<2.0.0"
+langchain-core = ">=0.3.15,<0.4.0"
+openai = ">=1.54.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.2.4"
+version = "0.3.2"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_text_splitters-0.2.4-py3-none-any.whl", hash = "sha256:2702dee5b7cbdd595ccbe43b8d38d01a34aa8583f4d6a5a68ad2305ae3e7b645"},
-    {file = "langchain_text_splitters-0.2.4.tar.gz", hash = "sha256:f7daa7a3b0aa8309ce248e2e2b6fc8115be01118d336c7f7f7dfacda0e89bf29"},
+    {file = "langchain_text_splitters-0.3.2-py3-none-any.whl", hash = "sha256:0db28c53f41d1bc024cdb3b1646741f6d46d5371e90f31e7e7c9fbe75d01c726"},
+    {file = "langchain_text_splitters-0.3.2.tar.gz", hash = "sha256:81e6515d9901d6dd8e35fb31ccd4f30f76d44b771890c789dc835ef9f16204df"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.38,<0.3.0"
+langchain-core = ">=0.3.15,<0.4.0"
 
 [[package]]
 name = "langdetect"
@@ -3518,13 +3383,13 @@ six = "*"
 
 [[package]]
 name = "langsmith"
-version = "0.1.134"
+version = "0.1.142"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.134-py3-none-any.whl", hash = "sha256:ada98ad80ef38807725f32441a472da3dd28394010877751f48f458d3289da04"},
-    {file = "langsmith-0.1.134.tar.gz", hash = "sha256:23abee3b508875a0e63c602afafffc02442a19cfd88f9daae05b3e9054fd6b61"},
+    {file = "langsmith-0.1.142-py3-none-any.whl", hash = "sha256:f639ca23c9a0bb77af5fb881679b2f66ff1f21f19d0bebf4e51375e7585a8b38"},
+    {file = "langsmith-0.1.142.tar.gz", hash = "sha256:f8a84d100f3052233ff0a1d66ae14c5dfc20b7e41a1601de011384f16ee6cb82"},
 ]
 
 [package.dependencies]
@@ -3581,13 +3446,13 @@ files = [
 
 [[package]]
 name = "litellm"
-version = "1.49.2"
+version = "1.52.3"
 description = "Library to easily interface with LLM API providers"
 optional = false
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
 files = [
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-    {file = "litellm-1.49.2.tar.gz", hash = "sha256:f3a493264aae492fc292bb86c88b0c929c0b13267162272183727ce4a99e3859"},
+    {file = "litellm-1.52.3-py3-none-any.whl", hash = "sha256:fc8d5d53ba184cd570ae50d9acefa53c521225b62244adedea129794e98828b6"},
+    {file = "litellm-1.52.3.tar.gz", hash = "sha256:4718235cbd6dea8db99b08e884a07f7ac7fad4a4b12597e20d8ff622295e1e05"},
 ]
 
 [package.dependencies]
@@ -3596,7 +3461,7 @@ click = "*"
 importlib-metadata = ">=6.8.0"
 jinja2 = ">=3.1.2,<4.0.0"
 jsonschema = ">=4.22.0,<5.0.0"
-openai = ">=1.51.0"
+openai = ">=1.54.0"
 pydantic = ">=2.0.0,<3.0.0"
 python-dotenv = ">=0.2.0"
 requests = ">=2.31.0,<3.0.0"
@@ -3609,12 +3474,12 @@ proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "
 
 [[package]]
 name = "literalai"
-version = "0.0.607"
+version = "0.0.623"
 description = "An SDK for observability in Python applications"
 optional = false
 python-versions = "*"
 files = [
-    {file = "literalai-0.0.607.tar.gz", hash = "sha256:783c495d9fb2ae9f84e5877ecb34587f6a6ac0224d9f0936336dbc8b6765b30d"},
+    {file = "literalai-0.0.623.tar.gz", hash = "sha256:d65c04dde6b1e99d585e4112a607e5fd574d282b70f600c55a671018340dfb0f"},
 ]
 
 [package.dependencies]
@@ -3779,13 +3644,13 @@ source = ["Cython (>=3.0.11)"]
 
 [[package]]
 name = "mako"
-version = "1.3.5"
+version = "1.3.6"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "Mako-1.3.5.tar.gz", hash = "sha256:48dbc20568c1d276a2698b36d968fa76161bf127194907ea6fc594fa81f943bc"},
+    {file = "Mako-1.3.6-py3-none-any.whl", hash = "sha256:a91198468092a2f1a0de86ca92690fb0cfc43ca90ee17e15d93662b4c04b241a"},
+    {file = "mako-1.3.6.tar.gz", hash = "sha256:9ec3a1583713479fae654f83ed9fa8c9a4c16b7bb0daba0e6bbebff50c0d983d"},
 ]
 
 [package.dependencies]
@@ -4029,24 +3894,21 @@ files = [
 
 [[package]]
 name = "mem0ai"
-version = "0.1.17"
+version = "0.1.29"
 description = "Long-term memory for AI Agents"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "mem0ai-0.1.17-py3-none-any.whl", hash = "sha256:6505bc45880c26b25edf0a17242d71939ebaab27be0ae09b77f25fd400f61b76"},
-    {file = "mem0ai-0.1.17.tar.gz", hash = "sha256:3b24c5904c96717c2285847f7ad98be0167421fd67b23c19771e81bef00ec2f1"},
+    {file = "mem0ai-0.1.29-py3-none-any.whl", hash = "sha256:07bbfd4238d0d7da65d5e4cf75a217eeb5b2829834e399074b05bb046730a57f"},
+    {file = "mem0ai-0.1.29.tar.gz", hash = "sha256:42adefb7a9b241be03fbcabadf5328abf91b4ac390bc97e5966e55e3cac192c5"},
 ]
 
 [package.dependencies]
-langchain-community = ">=0.2.12,<0.3.0"
-neo4j = ">=5.23.1,<6.0.0"
 openai = ">=1.33.0,<2.0.0"
 posthog = ">=3.5.0,<4.0.0"
 pydantic = ">=2.7.3,<3.0.0"
 pytz = ">=2024.1,<2025.0"
 qdrant-client = ">=1.9.1,<2.0.0"
-rank-bm25 = ">=0.2.2,<0.3.0"
 sqlalchemy = ">=2.0.31,<3.0.0"
 
 [[package]]
@@ -4173,17 +4035,6 @@ files = [
     {file = "monotonic-1.6.tar.gz", hash = "sha256:3a55207bcfed53ddd5c5bae174524062935efed17792e9de2ad0205ce9ad63f7"},
 ]
 
-[[package]]
-name = "more-itertools"
-version = "10.5.0"
-description = "More routines for operating on iterables, beyond itertools"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "more-itertools-10.5.0.tar.gz", hash = "sha256:5482bfef7849c25dc3c6dd53a6173ae4795da2a41a80faea6700d9f5846c5da6"},
-    {file = "more_itertools-10.5.0-py3-none-any.whl", hash = "sha256:037b0d3203ce90cca8ab1defbbdac29d5f993fc20131f3664dc8d6acfa872aef"},
-]
-
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -4201,79 +4052,6 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
-[[package]]
-name = "msgpack"
-version = "1.1.0"
-description = "MessagePack serializer"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd"},
-    {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d"},
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 tgrep = ["pyparsing"]
 twitter = ["twython"]
 
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+]
+
+[[package]]
+name = "outcome"
+version = "1.3.0.post0"
+description = "Capture the outcome of Python function calls."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "outcome-1.3.0.post0-py2.py3-none-any.whl", hash = "sha256:e771c5ce06d1415e356078d3bdd68523f284b4ce5419828922b6871e65eda82b"},
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 ]
 
+[package.dependencies]
+attrs = ">=19.2.0"
+
 [[package]]
 name = "overrides"
 version = "7.7.0"
@@ -5509,36 +5294,6 @@ docs = ["sphinx (>=4.4)", "sphinx-issues (>=3.0.1)", "sphinx-rtd-theme (>=1.0)"]
 tests = ["defusedxml", "numpy", "packaging", "pympler", "pytest"]
 tests-min = ["defusedxml", "packaging", "pytest"]
 
-[[package]]
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-version = "1.11.2"
-description = "Query metadata from sdists / bdists / installed packages."
-optional = false
-python-versions = ">=3.8"
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-
-[package.extras]
-testing = ["pytest", "pytest-cov", "wheel"]
-
-[[package]]
-name = "platformdirs"
-version = "4.3.6"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-optional = false
-python-versions = ">=3.8"
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-type = ["mypy (>=1.11.2)"]
-
 [[package]]
 name = "pluggy"
 version = "1.5.0"
@@ -5554,67 +5309,6 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
-[[package]]
-name = "poetry"
-version = "1.8.3"
-description = "Python dependency management and packaging made easy."
-optional = false
-python-versions = "<4.0,>=3.8"
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-cleo = ">=2.1.0,<3.0.0"
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-xattr = {version = ">=1.0.0,<2.0.0", markers = "sys_platform == \"darwin\""}
-
-[[package]]
-name = "poetry-core"
-version = "1.9.0"
-description = "Poetry PEP 517 Build Backend"
-optional = false
-python-versions = ">=3.8,<4.0"
-files = [
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-description = "Poetry plugin to export the dependencies to various formats"
-optional = false
-python-versions = "<4.0,>=3.8"
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-poetry-core = ">=1.7.0,<3.0.0"
-
 [[package]]
 name = "portalocker"
 version = "2.10.1"
@@ -5780,13 +5474,13 @@ files = [
 
 [[package]]
 name = "proto-plus"
-version = "1.24.0"
+version = "1.25.0"
 description = "Beautiful, Pythonic protocol buffers."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -5826,53 +5520,6 @@ files = [
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-optional = false
-python-versions = "*"
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-
 [[package]]
 name = "pure-eval"
 version = "0.2.3"
@@ -5887,6 +5534,60 @@ files = [
 [package.extras]
 tests = ["pytest"]
 
+[[package]]
+name = "pyarrow"
+version = "18.0.0"
+description = "Python library for Apache Arrow"
+optional = false
+python-versions = ">=3.9"
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+    {file = "pyarrow-18.0.0.tar.gz", hash = "sha256:a6aa027b1a9d2970cf328ccd6dbe4a996bc13c39fd427f502782f5bdb9ca20f5"},
+]
+
+[package.extras]
+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
+
 [[package]]
 name = "pyasn1"
 version = "0.6.1"
@@ -6086,6 +5787,26 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pydantic-settings"
+version = "2.6.1"
+description = "Settings management using Pydantic"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pydantic_settings-2.6.1-py3-none-any.whl", hash = "sha256:7fb0637c786a558d3103436278a7c4f1cfd29ba8973238a50c5bb9a55387da87"},
+    {file = "pydantic_settings-2.6.1.tar.gz", hash = "sha256:e0f92546d8a9923cb8941689abf85d6601a8c19a23e97a34b2964a2e3f813ca0"},
+]
+
+[package.dependencies]
+pydantic = ">=2.7.0"
+python-dotenv = ">=0.21.0"
+
+[package.extras]
+azure-key-vault = ["azure-identity (>=1.16.0)", "azure-keyvault-secrets (>=4.8.0)"]
+toml = ["tomli (>=2.0.1)"]
+yaml = ["pyyaml (>=6.0.1)"]
+
 [[package]]
 name = "pygments"
 version = "2.18.0"
@@ -6117,6 +5838,34 @@ dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pyte
 docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
+[[package]]
+name = "pylance"
+version = "0.19.1"
+description = "python wrapper for Lance columnar format"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "pylance-0.19.1-cp39-abi3-macosx_10_15_x86_64.whl", hash = "sha256:a254d09690a5e09cadc5fecc7b43b2bfc20b477e0f0ba31497e1d6abb36b524a"},
+    {file = "pylance-0.19.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:9859c372b2d7fe443b6218f62e9d77caf94961cac73b274c85b724f20dd6b690"},
+    {file = "pylance-0.19.1-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8315152f57329e7668ff5c82c252591ea0e3d2aed702dd19a42d645945e7a07e"},
+    {file = "pylance-0.19.1-cp39-abi3-manylinux_2_24_aarch64.whl", hash = "sha256:7c2e0e00b40214edae576075dbfa432cadaf5ba21354b0c46f307daf4e77403f"},
+    {file = "pylance-0.19.1-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:e26ce273840912c45dd2b8f6f8fb9082c1c788d696e11b78ddad3949e3892d50"},
+    {file = "pylance-0.19.1-cp39-abi3-win_amd64.whl", hash = "sha256:b341e547c995b5d6b32eb63e1e015d31b608de49a9ad03f8981453f4c667e8e1"},
+]
+
+[package.dependencies]
+numpy = ">=1.22,<2"
+pyarrow = ">=12"
+
+[package.extras]
+benchmarks = ["pytest-benchmark"]
+cuvs-cu11 = ["cuvs-cu11", "pylibraft-cu11"]
+cuvs-cu12 = ["cuvs-cu12", "pylibraft-cu12"]
+dev = ["ruff (==0.4.1)"]
+ray = ["ray[data]"]
+tests = ["boto3", "datasets", "duckdb", "ml-dtypes", "pandas", "pillow", "polars[pandas,pyarrow]", "pytest", "tensorflow", "tqdm"]
+torch = ["torch"]
+
 [[package]]
 name = "pyparsing"
 version = "3.2.0"
@@ -6133,20 +5882,21 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pypdf"
-version = "4.3.1"
+version = "5.1.0"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "pypdf-4.3.1-py3-none-any.whl", hash = "sha256:64b31da97eda0771ef22edb1bfecd5deee4b72c3d1736b7df2689805076d6418"},
-    {file = "pypdf-4.3.1.tar.gz", hash = "sha256:b2f37fe9a3030aa97ca86067a56ba3f9d3565f9a791b305c7355d8392c30d91b"},
+    {file = "pypdf-5.1.0-py3-none-any.whl", hash = "sha256:3bd4f503f4ebc58bae40d81e81a9176c400cbbac2ba2d877367595fb524dfdfc"},
+    {file = "pypdf-5.1.0.tar.gz", hash = "sha256:425a129abb1614183fd1aca6982f650b47f8026867c0ce7c4b9f281c443d2740"},
 ]
 
 [package.extras]
-crypto = ["PyCryptodome", "cryptography"]
+crypto = ["cryptography"]
+cryptodome = ["PyCryptodome"]
 dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
 docs = ["myst_parser", "sphinx", "sphinx_rtd_theme"]
-full = ["Pillow (>=8.0.0)", "PyCryptodome", "cryptography"]
+full = ["Pillow (>=8.0.0)", "cryptography"]
 image = ["Pillow (>=8.0.0)"]
 
 [[package]]
@@ -6206,6 +5956,26 @@ files = [
 [package.extras]
 dev = ["build", "flake8", "mypy", "pytest", "twine"]
 
+[[package]]
+name = "pyright"
+version = "1.1.388"
+description = "Command line wrapper for pyright"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pyright-1.1.388-py3-none-any.whl", hash = "sha256:c7068e9f2c23539c6ac35fc9efac6c6c1b9aa5a0ce97a9a8a6cf0090d7cbf84c"},
+    {file = "pyright-1.1.388.tar.gz", hash = "sha256:0166d19b716b77fd2d9055de29f71d844874dbc6b9d3472ccd22df91db3dfa34"},
+]
+
+[package.dependencies]
+nodeenv = ">=1.6.0"
+typing-extensions = ">=4.1"
+
+[package.extras]
+all = ["nodejs-wheel-binaries", "twine (>=3.4.1)"]
+dev = ["twine (>=3.4.1)"]
+nodejs = ["nodejs-wheel-binaries"]
+
 [[package]]
 name = "pysbd"
 version = "0.3.4"
@@ -6216,6 +5986,18 @@ files = [
     {file = "pysbd-0.3.4-py3-none-any.whl", hash = "sha256:cd838939b7b0b185fcf86b0baf6636667dfb6e474743beeff878e9f42e022953"},
 ]
 
+[[package]]
+name = "pysocks"
+version = "1.7.1"
+description = "A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "PySocks-1.7.1-py27-none-any.whl", hash = "sha256:08e69f092cc6dbe92a0fdd16eeb9b9ffbc13cadfe5ca4c7bd92ffb078b293299"},
+    {file = "PySocks-1.7.1-py3-none-any.whl", hash = "sha256:2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5"},
+    {file = "PySocks-1.7.1.tar.gz", hash = "sha256:3f8804571ebe159c380ac6de37643bb4685970655d3bba243530d6558b799aa0"},
+]
+
 [[package]]
 name = "pytesseract"
 version = "0.3.13"
@@ -6409,6 +6191,17 @@ asyncio-client = ["aiohttp (>=3.4)"]
 client = ["requests (>=2.21.0)", "websocket-client (>=0.54.0)"]
 docs = ["sphinx"]
 
+[[package]]
+name = "pytube"
+version = "15.0.0"
+description = "Python 3 library for downloading YouTube Videos."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pytube-15.0.0-py3-none-any.whl", hash = "sha256:07b9904749e213485780d7eb606e5e5b8e4341aa4dccf699160876da00e12d78"},
+    {file = "pytube-15.0.0.tar.gz", hash = "sha256:076052efe76f390dfa24b1194ff821d4e86c17d41cb5562f3a276a8bcbfc9d1d"},
+]
+
 [[package]]
 name = "pytz"
 version = "2024.2"
@@ -6463,17 +6256,6 @@ files = [
     {file = "pywin32-308-cp39-cp39-win_amd64.whl", hash = "sha256:71b3322d949b4cc20776436a9c9ba0eeedcbc9c650daa536df63f0ff111bb920"},
 ]
 
-[[package]]
-name = "pywin32-ctypes"
-version = "0.2.3"
-description = "A (partial) reimplementation of pywin32 using ctypes/cffi"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "pywin32-ctypes-0.2.3.tar.gz", hash = "sha256:d162dc04946d704503b2edc4d55f3dba5c1d539ead017afa00142c38b9885755"},
-    {file = "pywin32_ctypes-0.2.3-py3-none-any.whl", hash = "sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8"},
-]
-
 [[package]]
 name = "pyyaml"
 version = "6.0.1"
@@ -6536,13 +6318,13 @@ files = [
 
 [[package]]
 name = "qdrant-client"
-version = "1.12.0"
+version = "1.12.1"
 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "qdrant_client-1.12.0-py3-none-any.whl", hash = "sha256:6db5ac1e244272f8b67e9dbc0da557816efef6f919cd8ee134469c751fe72c03"},
-    {file = "qdrant_client-1.12.0.tar.gz", hash = "sha256:f443db39988aa6ff7c7a605770084ddaca8fdb5f8b22f77c10e661bdf0974cda"},
+    {file = "qdrant_client-1.12.1-py3-none-any.whl", hash = "sha256:b2d17ce18e9e767471368380dd3bbc4a0e3a0e2061fedc9af3542084b48451e0"},
+    {file = "qdrant_client-1.12.1.tar.gz", hash = "sha256:35e8e646f75b7b883b3d2d0ee4c69c5301000bba41c82aa546e985db0f1aeb72"},
 ]
 
 [package.dependencies]
@@ -6558,23 +6340,6 @@ urllib3 = ">=1.26.14,<3"
 fastembed = ["fastembed (==0.3.6)"]
 fastembed-gpu = ["fastembed-gpu (==0.3.6)"]
 
-[[package]]
-name = "rank-bm25"
-version = "0.2.2"
-description = "Various BM25 algorithms for document ranking"
-optional = false
-python-versions = "*"
-files = [
-    {file = "rank_bm25-0.2.2-py3-none-any.whl", hash = "sha256:7bd4a95571adadfc271746fa146a4bcfd89c0cf731e49c3d1ad863290adbe8ae"},
-    {file = "rank_bm25-0.2.2.tar.gz", hash = "sha256:096ccef76f8188563419aaf384a02f0ea459503fdf77901378d4fd9d87e5e51d"},
-]
-
-[package.dependencies]
-numpy = "*"
-
-[package.extras]
-dev = ["pytest"]
-
 [[package]]
 name = "rapidfuzz"
 version = "3.10.0"
@@ -6848,13 +6613,13 @@ requests = ">=2.0.1,<3.0.0"
 
 [[package]]
 name = "rich"
-version = "13.9.2"
+version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "rich-13.9.2-py3-none-any.whl", hash = "sha256:8c82a3d3f8dcfe9e734771313e606b39d8247bb6b826e196f4914b333b743cf1"},
-    {file = "rich-13.9.2.tar.gz", hash = "sha256:51a2c62057461aaf7152b4d611168f93a9fc73068f8ded2790f29fe2b5366d0c"},
+    {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"},
+    {file = "rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098"},
 ]
 
 [package.dependencies]
@@ -7016,23 +6781,6 @@ files = [
     {file = "ruff-0.3.7.tar.gz", hash = "sha256:d5c1aebee5162c2226784800ae031f660c350e7a3402c4d1f8ea4e97e232e3ba"},
 ]
 
-[[package]]
-name = "s3transfer"
-version = "0.10.3"
-description = "An Amazon S3 Transfer Manager"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "s3transfer-0.10.3-py3-none-any.whl", hash = "sha256:263ed587a5803c6c708d3ce44dc4dfedaab4c1a32e8329bab818933d79ddcf5d"},
-    {file = "s3transfer-0.10.3.tar.gz", hash = "sha256:4f50ed74ab84d474ce614475e0b8d5047ff080810aac5d01ea25231cfc944b0c"},
-]
-
-[package.dependencies]
-botocore = ">=1.33.2,<2.0a.0"
-
-[package.extras]
-crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
-
 [[package]]
 name = "safetensors"
 version = "0.4.5"
@@ -7277,19 +7025,23 @@ doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext"
 test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
-name = "secretstorage"
-version = "3.3.3"
-description = "Python bindings to FreeDesktop.org Secret Service API"
+name = "selenium"
+version = "4.26.1"
+description = "Official Python bindings for Selenium WebDriver"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "SecretStorage-3.3.3-py3-none-any.whl", hash = "sha256:f356e6628222568e3af06f2eba8df495efa13b3b63081dafd4f7d9a7b7bc9f99"},
-    {file = "SecretStorage-3.3.3.tar.gz", hash = "sha256:2403533ef369eca6d2ba81718576c5e0f564d5cca1b58f73a8b23e7d4eeebd77"},
+    {file = "selenium-4.26.1-py3-none-any.whl", hash = "sha256:1db3f3a0cd5bb07624fa8a3905a6fdde1595a42185a0617077c361dc53d104fb"},
+    {file = "selenium-4.26.1.tar.gz", hash = "sha256:7640f3f08ae7f4e450f895678e8a10a55eb4e4ca18311ed675ecc4684b96b683"},
 ]
 
 [package.dependencies]
-cryptography = ">=2.0"
-jeepney = ">=0.6"
+certifi = ">=2021.10.8"
+trio = ">=0.17,<1.0"
+trio-websocket = ">=0.9,<1.0"
+typing_extensions = ">=4.9,<5.0"
+urllib3 = {version = ">=1.26,<3", extras = ["socks"]}
+websocket-client = ">=1.8,<2.0"
 
 [[package]]
 name = "sentence-transformers"
@@ -7455,6 +7207,17 @@ files = [
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
+[[package]]
+name = "sortedcontainers"
+version = "2.4.0"
+description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
+optional = false
+python-versions = "*"
+files = [
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+    {file = "sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88"},
+]
+
 [[package]]
 name = "soupsieve"
 version = "2.6"
@@ -7574,13 +7337,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "starlette"
-version = "0.37.2"
+version = "0.41.2"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "starlette-0.37.2-py3-none-any.whl", hash = "sha256:6fe59f29268538e5d0d182f2791a479a0c64638e6935d1c6989e63fb2699c6ee"},
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+    {file = "starlette-0.41.2-py3-none-any.whl", hash = "sha256:fbc189474b4731cf30fcef52f18a8d070e3f3b46c6a04c97579e85e6ffca942d"},
+    {file = "starlette-0.41.2.tar.gz", hash = "sha256:9834fd799d1a87fd346deb76158668cfa0b0d56f85caefe8268e2d97c3468b62"},
 ]
 
 [package.dependencies]
@@ -7866,14 +7629,14 @@ files = [
 ]
 
 [[package]]
-name = "tomlkit"
-version = "0.13.2"
-description = "Style preserving TOML library"
+name = "tomli-w"
+version = "1.1.0"
+description = "A lil' TOML writer"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde"},
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+    {file = "tomli_w-1.1.0.tar.gz", hash = "sha256:49e847a3a304d516a169a601184932ef0f6b61623fe680f836a2aa7128ed0d33"},
 ]
 
 [[package]]
@@ -8072,6 +7835,40 @@ torchhub = ["filelock", "huggingface-hub (>=0.23.2,<1.0)", "importlib-metadata",
 video = ["av (==9.2.0)", "decord (==0.6.0)"]
 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
+[[package]]
+name = "trio"
+version = "0.27.0"
+description = "A friendly Python library for async concurrency and I/O"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "trio-0.27.0.tar.gz", hash = "sha256:1dcc95ab1726b2da054afea8fd761af74bad79bd52381b84eae408e983c76831"},
+]
+
+[package.dependencies]
+attrs = ">=23.2.0"
+cffi = {version = ">=1.14", markers = "os_name == \"nt\" and implementation_name != \"pypy\""}
+idna = "*"
+outcome = "*"
+sniffio = ">=1.3.0"
+sortedcontainers = "*"
+
+[[package]]
+name = "trio-websocket"
+version = "0.11.1"
+description = "WebSocket library for Trio"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "trio-websocket-0.11.1.tar.gz", hash = "sha256:18c11793647703c158b1f6e62de638acada927344d534e3c7628eedcb746839f"},
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+]
+
+[package.dependencies]
+trio = ">=0.11"
+wsproto = ">=0.14"
+
 [[package]]
 name = "triton"
 version = "3.0.0"
@@ -8094,26 +7891,15 @@ build = ["cmake (>=3.20)", "lit"]
 tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
 tutorials = ["matplotlib", "pandas", "tabulate"]
 
-[[package]]
-name = "trove-classifiers"
-version = "2024.10.13"
-description = "Canonical source for classifiers on PyPI (pypi.org)."
-optional = false
-python-versions = "*"
-files = [
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-]
-
 [[package]]
 name = "typer"
-version = "0.12.5"
+version = "0.13.0"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "typer-0.13.0.tar.gz", hash = "sha256:f1c7198347939361eec90139ffa0fd8b3df3a2259d5852a0f7400e476d95985c"},
 ]
 
 [package.dependencies]
@@ -8124,13 +7910,13 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "types-requests"
-version = "2.32.0.20240914"
+version = "2.32.0.20241016"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "types-requests-2.32.0.20241016.tar.gz", hash = "sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95"},
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 ]
 
 [package.dependencies]
@@ -8381,12 +8167,42 @@ files = [
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 ]
 
+[package.dependencies]
+pysocks = {version = ">=1.5.6,<1.5.7 || >1.5.7,<2.0", optional = true, markers = "extra == \"socks\""}
+
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "uv"
+version = "0.5.1"
+description = "An extremely fast Python package and project manager, written in Rust."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "uvicorn"
 version = "0.25.0"
@@ -8414,67 +8230,54 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 
 [[package]]
 name = "uvloop"
-version = "0.20.0"
+version = "0.21.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [[package]]
@@ -8725,79 +8511,6 @@ files = [
 [package.dependencies]
 h11 = ">=0.9.0,<1"
 
-[[package]]
-name = "xattr"
-version = "1.1.0"
-description = "Python wrapper for extended filesystem attributes"
-optional = false
-python-versions = ">=3.8"
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-    {file = "xattr-1.1.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ded771eaf27bb4eb3c64c0d09866460ee8801d81dc21097269cf495b3cac8657"},
-    {file = "xattr-1.1.0-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96ca300c0acca4f0cddd2332bb860ef58e1465d376364f0e72a1823fdd58e90d"},
-    {file = "xattr-1.1.0.tar.gz", hash = "sha256:fecbf3b05043ed3487a28190dec3e4c4d879b2fcec0e30bafd8ec5d4b6043630"},
-]
-
-[package.dependencies]
-cffi = ">=1.16.0"
-
-[package.extras]
-test = ["pytest"]
-
 [[package]]
 name = "xlrd"
 version = "2.0.1"
@@ -8959,4 +8672,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11,<3.12"
-content-hash = "26ec06b7de39f971e880a22606292358f8ef1d74d28e7c4b7c3f6358370e53dd"
+content-hash = "cfe00b6d34ba6562f44c68dbb27029013371476fceffe7d23b9997e3c75e9948"
diff --git a/pyproject.toml b/pyproject.toml
index 5de7727..83c3b6b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,13 +37,11 @@ atlassian-python-api = "^3.41.11"
 aiosqlite = "^0.20.0"
 litellm = "^1.46.0"
 dataclasses-json = "^0.6.7"
-crewai = "^0.67.1"
-cohere = "^5.6.1"
-langchain = "^0.2.16"
-langchain-core = "^0.2.41"
-langchain-community = "^0.2.17"
-langchain-cohere = "^0.1.9"
-chainlit = "1.2.0"
+chainlit = "1.3.2"
+crewai = "^0.79.4"
+langchain-core = "^0.3.15"
+langchain = "^0.3.7"
+langchain-community = "^0.3.5"
 
 [tool.poetry.group.tests]
 optional = true
diff --git a/sage/config.toml b/sage/config.toml
index 446a2eb..cd2aa20 100644
--- a/sage/config.toml
+++ b/sage/config.toml
@@ -56,16 +56,10 @@ password = "your_web_password"
 paths = ["/path/to/file1", "/path/to/file2"]
 
 [reranker]
-type = "huggingface"
 top_n = 5
-
-[reranker.cohere]
-name = "your_cohere_reranker_name"
-password = "your_cohere_password"
-
-[reranker.huggingface]
-name = "your_huggingface_reranker_name"
-revision = "your_huggingface_revision"
+model = "cohere/rerank-english-v2.0"
+#model = "BAAI/bge-reranker-large"
+revision = "55611d7bca2a7133960a6d3b71e083071bbfc312"
 
 [embedding]
 type = "huggingface"
diff --git a/sage/sources/sources.py b/sage/sources/sources.py
index 5debc40..9fc491f 100644
--- a/sage/sources/sources.py
+++ b/sage/sources/sources.py
@@ -23,7 +23,7 @@
 from sage.utils.exceptions import SourceException
 from sage.utils.labels import generate_source_label
 from sage.utils.supports import CustomFAISS as FAISS
-from sage.utils.supports import aexecute_concurrently, asyncify
+from sage.utils.supports import ReRanker, aexecute_concurrently, asyncify
 from sage.validators.config_toml import ConfluenceModel, Files, GitlabModel, Web
 
 
@@ -240,34 +240,23 @@ def _compression_retriever(
             raise SourceException("There is no valid reranker configuration found")
 
         try:
-            if ranker_config.type == "cohere":
-                from langchain_cohere import CohereRerank
-
-                _compressor = CohereRerank(
-                    top_n=ranker_config.top_n,
-                    model=ranker_config.cohere.name,
-                    cohere_api_key=ranker_config.cohere.password.get_secret_value(),
-                    user_agent=core_config.user_agent,
-                )
-            elif ranker_config.type == "huggingface":
-                from sage.utils.supports import BgeRerank
-
-                _compressor = BgeRerank(
-                    name=ranker_config.huggingface.name,
-                    top_n=ranker_config.top_n,
-                    cache_dir=str(core_config.data_dir / "models"),
-                    revision=ranker_config.huggingface.revision,
-                )
-            else:
-                raise SourceException(
-                    f"Reranker type {ranker_config.type} not supported has a valid compression retriever"
-                )
-        except Exception as error:
-            raise SourceException(str(error))
+            _compressor = ReRanker(
+                top_n=ranker_config.top_n,
+                model=ranker_config.model,
+                revision=ranker_config.revision,
+                cache_dir=str(core_config.data_dir / "models"),
+            )
+
+            _compression_retriever = ContextualCompressionRetriever(
+                base_compressor=_compressor, base_retriever=retriever
+            )
+        except Exception as e:
+            logger.error(
+                "An error has occurred while loading the compression retriever",
+                exc_info=True,
+            )
+            raise e
 
-        _compression_retriever = ContextualCompressionRetriever(
-            base_compressor=_compressor, base_retriever=retriever
-        )
         return _compression_retriever
 
     ## Helper to create a retriever while the data input is a list of files path
diff --git a/sage/utils/supports.py b/sage/utils/supports.py
index 8e82534..87e172f 100644
--- a/sage/utils/supports.py
+++ b/sage/utils/supports.py
@@ -14,8 +14,9 @@
 from langchain_community.docstore.base import AddableMixin
 from langchain_community.embeddings import HuggingFaceEmbeddings
 from langchain_community.vectorstores.faiss import FAISS
-from litellm import aembedding, embedding
+from litellm import aembedding, arerank, embedding, rerank
 from markdown import markdown
+from pydantic import PrivateAttr, model_validator
 from sentence_transformers import CrossEncoder
 
 from sage.validators.config_toml import Config
@@ -190,6 +191,128 @@ def compress_documents(
         return self._rerank(query=query, documents=documents)
 
 
+class ReRanker(BaseDocumentCompressor):
+    """Document compressor using litellm Rerank"""
+
+    model: str = "cohere/rerank-english-v3.0"
+    """Model name to use for reranking."""
+    top_n: int = 10
+    """Number of documents to return."""
+    cache_dir: str = None
+    revision: str = None
+    provider: str = "litellm"
+    _hugging_reranker: BgeRerank = PrivateAttr(default=None)
+
+    @model_validator(mode="after")
+    def set_provider(self) -> "ReRanker":
+        """Initialize huggingface reranker if applicable"""
+        if any(x in self.model for x in ("huggingface", "BAAI")):
+            self.provider = "huggingface"
+            self._hugging_reranker = BgeRerank(
+                name=self.model,
+                top_n=self.top_n,
+                cache_dir=self.cache_dir,
+                revision=self.revision,
+            )
+        return self
+
+    @staticmethod
+    def _parse_response(
+        response: list[dict], documents: Sequence[Document]
+    ) -> Sequence[Document]:
+        """Parse rerank response and attach scores to documents"""
+        final_results = []
+        for r in response:
+            doc = documents[r["index"]]
+            doc.metadata["relevance_score"] = r["relevance_score"]
+            final_results.append(doc)
+        return final_results
+
+    def _get_document_contents(self, documents: Sequence[Document]) -> list[str]:
+        """Extract page contents from documents"""
+        return [doc.page_content for doc in documents]
+
+    def _rerank(self, query: str, documents: Sequence[Document]) -> Sequence[Document]:
+        """Rerank the documents"""
+        if not documents:
+            return []
+
+        if self._hugging_reranker:
+            result = self._hugging_reranker.compress_documents(
+                query=query, documents=documents
+            )
+            return result
+
+        response = rerank(
+            model=self.model,
+            query=query,
+            documents=self._get_document_contents(documents),
+            top_n=self.top_n,
+            return_documents=False,
+        )
+        return self._parse_response(response.results, documents)
+
+    async def _arerank(
+        self, query: str, documents: Sequence[Document]
+    ) -> Sequence[Document]:
+        """Rerank the documents"""
+        if not documents:
+            return []
+
+        if self._hugging_reranker:
+            result = self._hugging_reranker.compress_documents(
+                query=query, documents=documents
+            )
+            return result
+
+        response = await arerank(
+            model=self.model,
+            query=query,
+            documents=self._get_document_contents(documents),
+            top_n=self.top_n,
+            return_documents=False,
+        )
+        return self._parse_response(response.results, documents)
+
+    def compress_documents(
+        self,
+        documents: Sequence[Document],
+        query: str,
+        callbacks: Optional[Callbacks] = None,
+    ) -> Sequence[Document]:
+        """
+        Compress documents.
+
+        Args:
+            documents: A sequence of documents to compress.
+            query: The query to use for compressing the documents.
+            callbacks: Callbacks to run during the compression process.
+
+        Returns:
+            A sequence of compressed documents.
+        """
+        return self._rerank(query=query, documents=documents)
+
+    async def acompress_documents(
+        self,
+        documents: Sequence[Document],
+        query: str,
+        callbacks: Optional[Callbacks] = None,
+    ) -> Sequence[Document]:
+        """
+        Compress documents.
+
+        Args:
+            documents: A sequence of documents to compress.
+            query: The query to use for compressing the documents.
+            callbacks: Callbacks to run during the compression process.
+
+        Returns:
+            A sequence of compressed documents.
+        """
+        return await self._arerank(query=query, documents=documents)
+
+
 def markdown_to_text_using_html2text(markdown_text: str) -> str:
     """Convert the markdown docs into plaintext using the html2text plugin
 
diff --git a/sage/validators/config_toml.py b/sage/validators/config_toml.py
index f7f2fbf..1547a64 100644
--- a/sage/validators/config_toml.py
+++ b/sage/validators/config_toml.py
@@ -267,40 +267,12 @@ class EmbeddingsConfig(BaseModel):
     dimension: Optional[int] = None
 
 
-class CohereReRanker(Password):
-    """The Cohere rerank schema"""
-
-    name: str
-
-    @model_validator(mode="after")
-    def set_password(self) -> "Password":
-        if self.password is None:
-            if password_env := os.getenv("COHERE_API_KEY"):
-                self.password = SecretStr(password_env)
-            else:
-                raise ConfigException(
-                    (
-                        "The COHERE_API_KEY | config password is missing. "
-                        "Please add it via an env variable or to the config password field."
-                    )
-                )
-        return self
-
-
-class HuggingFaceReRanker(BaseModel):
-    """The HuggingFace schema"""
-
-    name: str
-    revision: str
-
-
-class ReRankerConfig(ModelValidateType):
+class ReRankerConfig(BaseModel):
     """Reranker config schema"""
 
-    cohere: Optional[CohereReRanker] = None
-    huggingface: Optional[HuggingFaceReRanker] = None
-    type: Literal["cohere", "huggingface"]
     top_n: int = 5
+    model: str
+    revision: Optional[str] = None
 
 
 class LLMConfig(BaseModel):
diff --git a/tests/unit_tests/validators/test_config_toml.py b/tests/unit_tests/validators/test_config_toml.py
index 2f99975..890643b 100644
--- a/tests/unit_tests/validators/test_config_toml.py
+++ b/tests/unit_tests/validators/test_config_toml.py
@@ -10,14 +10,12 @@
 
 from sage.utils.exceptions import ConfigException
 from sage.validators.config_toml import (
-    CohereReRanker,
     Config,
     ConfluenceModel,
     Core,
     EmbeddingsConfig,
     Files,
     GitlabModel,
-    HuggingFaceReRanker,
     Jira_Config,
     LLMConfig,
     ModelValidateType,
@@ -433,96 +431,31 @@ def test_embedding_config_no_default_values():
         EmbeddingsConfig(type="huggingface")
 
 
-###############################################################################
-##################### Unit Tests for the CohereReRanker #######################
-
-
-def test_cohere_reranker_password_validation(monkeypatch):
-    monkeypatch.setenv("COHERE_API_KEY", "test_cohere_password")
-    reranker = CohereReRanker(name="cohere_reranker")
-    assert reranker.password.get_secret_value() == "test_cohere_password"
-
-    monkeypatch.delenv("COHERE_API_KEY", raising=False)
-    with pytest.raises(ConfigException) as exc_info:
-        CohereReRanker(name="cohere_reranker")
-    assert "The COHERE_API_KEY | config password is missing. " in str(exc_info.value)
-
-
-###############################################################################
-##################### Unit Tests for the HuggingFaceReRanker ##################
-
-
-def test_huggingface_reranker_creation():
-    reranker = HuggingFaceReRanker(name="hf_reranker", revision="v1")
-    assert reranker.name == "hf_reranker"
-    assert reranker.revision == "v1"
-
-
 ###############################################################################
 ##################### Unit Tests for the ReRankerConfig #######################
 
 
-def test_reranker_config_default_top_n(monkeypatch):
-    monkeypatch.setenv("COHERE_API_KEY", "test_cohere_password")
-    reranker_config = ReRankerConfig(
-        type="cohere", cohere=CohereReRanker(name="cohere_reranker")
-    )
+def test_reranker_config_default_top_n():
+    reranker_config = ReRankerConfig(model="cohere/rerank-english-v3.0")
     assert reranker_config.top_n == 5
+    assert reranker_config.revision is None
 
 
-def test_reranker_config_custom_top_n(monkeypatch):
-    monkeypatch.setenv("COHERE_API_KEY", "test_cohere_password")
+def test_reranker_config_custom_values():
     reranker_config = ReRankerConfig(
-        type="cohere", cohere=CohereReRanker(name="cohere_reranker"), top_n=10
-    )
-    assert reranker_config.top_n == 10
-
-
-def test_reranker_config_type_validation(monkeypatch):
-    monkeypatch.setenv("COHERE_API_KEY", "test_cohere_password")
-    # Test that the type field accepts valid literals
-    reranker_config_cohere = ReRankerConfig(
-        type="cohere", cohere=CohereReRanker(name="cohere_reranker")
-    )
-    assert reranker_config_cohere.type == "cohere"
-
-    reranker_config_hf = ReRankerConfig(
-        type="huggingface",
-        huggingface=HuggingFaceReRanker(name="hf_reranker", revision="v1"),
+        top_n=10, model="cohere/rerank-english-v3.0", revision="12345"
     )
-    assert reranker_config_hf.type == "huggingface"
-
-    # Test that an invalid type raises a ValueError
-    with pytest.raises(ConfigException):
-        ReRankerConfig(type="invalid_type")
 
-
-def test_reranker_config_provided_model_validation(monkeypatch):
-    monkeypatch.setenv("COHERE_API_KEY", "test_cohere_password")
-    # Test that the correct reranker model is provided based on the type
-    reranker_config_cohere = ReRankerConfig(
-        type="cohere", cohere=CohereReRanker(name="cohere_reranker")
-    )
-    assert reranker_config_cohere.cohere is not None
-    assert reranker_config_cohere.huggingface is None
-
-    reranker_config_hf = ReRankerConfig(
-        type="huggingface",
-        huggingface=HuggingFaceReRanker(name="hf_reranker", revision="v1"),
-    )
-    assert reranker_config_hf.huggingface is not None
-    assert reranker_config_hf.cohere is None
+    assert reranker_config.top_n == 10
+    assert reranker_config.model == "cohere/rerank-english-v3.0"
+    assert reranker_config.revision == "12345"
 
 
 def test_reranker_config_missing_model_raises_exception():
-    # Test that a missing reranker model raises a ConfigException
-    with pytest.raises(ConfigException) as exc_info:
-        ReRankerConfig(type="cohere")
-    assert "The Config data for type 'cohere' is missing." in str(exc_info.value)
-
-    with pytest.raises(ConfigException) as exc_info:
-        ReRankerConfig(type="huggingface")
-    assert "The Config data for type 'huggingface' is missing." in str(exc_info.value)
+    # Test that a missing reranker model raises a ValidationError
+    with pytest.raises(ValidationError) as exc_info:
+        ReRankerConfig()
+    assert "Field required [type=missing, input_value={}, input_type=dict]" in str(exc_info.value)
 
 
 ###################################################################################
@@ -567,9 +500,7 @@ def test_config_creation_with_all_fields(setup_env_vars):
             status_todo="To Do",
         ),
         source=Source(top_k=10),
-        reranker=ReRankerConfig(
-            type="cohere", cohere=CohereReRanker(name="cohere_reranker")
-        ),
+        reranker=ReRankerConfig(model="cohere/rerank-english-v2.0"),
         embedding={
             "type": "litellm",
             "model": "openai/ada_embedding",

From 14347056983bc9b2d18991037ff9f8255c40ce18 Mon Sep 17 00:00:00 2001
From: Ayo Ayibiowu <charlesayibiowu@hotmail.com>
Date: Mon, 11 Nov 2024 12:34:18 +0100
Subject: [PATCH 2/3] style: address some known style issues

---
 public/stylesheet.css | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/public/stylesheet.css b/public/stylesheet.css
index 72b65ee..56f86ba 100644
--- a/public/stylesheet.css
+++ b/public/stylesheet.css
@@ -153,3 +153,10 @@ img[alt="logo"] {
     background-color: #0f0f0f !important;
     color: #d3e2df !important;
 }
+
+
+/* Targeting code elements within specific div class */
+.MuiBox-root.css-13s85fp code {
+    background-color: #0f0f0f !important;
+    color: white !important;
+}

From 78396826e2eec183553670147b03f1fa882681c7 Mon Sep 17 00:00:00 2001
From: Ayo Ayibiowu <charlesayibiowu@hotmail.com>
Date: Mon, 11 Nov 2024 12:51:33 +0100
Subject: [PATCH 3/3] fix: an issue when revision is not set

---
 poetry.lock            | 2457 ++++++++++++++++++++--------------------
 pyproject.toml         |    2 +-
 sage/utils/supports.py |    2 +-
 3 files changed, 1234 insertions(+), 1227 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index e383414..e5dc730 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1002,73 +1002,73 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
 [[package]]
 name = "coverage"
-version = "7.6.2"
+version = "7.6.4"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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-    {file = "coverage-7.6.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:24500f4b0e03aab60ce575c85365beab64b44d4db837021e08339f61d1fbfe52"},
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 [package.extras]
@@ -1156,38 +1156,38 @@ pytz = ">2021.1"
 
 [[package]]
 name = "cryptography"
-version = "43.0.1"
+version = "43.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
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 [package.dependencies]
@@ -1200,7 +1200,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
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 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -1486,13 +1486,13 @@ dev = ["coverage", "pytest (>=7.4.4)"]
 
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 [[package]]
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@@ -2697,34 +2723,37 @@ files = [
 
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 [[package]]
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 ]
 
 [[package]]
 name = "marshmallow"
-version = "3.22.0"
+version = "3.23.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
-python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
 packaging = ">=17.0"
 
 [package.extras]
-dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
-docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.13)", "sphinx (==8.0.2)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"]
-tests = ["pytest", "pytz", "simplejson"]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
+docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)", "sphinx-version-warning (==1.1.2)"]
+tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "matplotlib"
@@ -4177,13 +4206,13 @@ files = [
 
 [[package]]
 name = "networkx"
-version = "3.4.1"
+version = "3.4.2"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
 files = [
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+    {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
+    {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
 ]
 
 [package.extras]
@@ -4592,200 +4621,201 @@ et-xmlfile = "*"
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.27.0"
+version = "1.28.1"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_api-1.27.0-py3-none-any.whl", hash = "sha256:953d5871815e7c30c81b56d910c707588000fff7a3ca1c73e6531911d53065e7"},
-    {file = "opentelemetry_api-1.27.0.tar.gz", hash = "sha256:ed673583eaa5f81b5ce5e86ef7cdaf622f88ef65f0b9aab40b843dcae5bef342"},
+    {file = "opentelemetry_api-1.28.1-py3-none-any.whl", hash = "sha256:bfe86c95576cf19a914497f439fd79c9553a38de0adbdc26f7cfc46b0c00b16c"},
+    {file = "opentelemetry_api-1.28.1.tar.gz", hash = "sha256:6fa7295a12c707f5aebef82da3d9ec5afe6992f3e42bfe7bec0339a44b3518e7"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=8.4.0"
+importlib-metadata = ">=6.0,<=8.5.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp"
-version = "1.27.0"
+version = "1.28.1"
 description = "OpenTelemetry Collector Exporters"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp-1.27.0-py3-none-any.whl", hash = "sha256:7688791cbdd951d71eb6445951d1cfbb7b6b2d7ee5948fac805d404802931145"},
-    {file = "opentelemetry_exporter_otlp-1.27.0.tar.gz", hash = "sha256:4a599459e623868cc95d933c301199c2367e530f089750e115599fccd67cb2a1"},
+    {file = "opentelemetry_exporter_otlp-1.28.1-py3-none-any.whl", hash = "sha256:68f69fdfcab932ef5bb15e2a324e0135aaf6544c97a2a5062db4a9a0cf996b4d"},
+    {file = "opentelemetry_exporter_otlp-1.28.1.tar.gz", hash = "sha256:bc5c268e72796b50bd4f7270b8f13c4203318739c6174ab29fd374f4652409f3"},
 ]
 
 [package.dependencies]
-opentelemetry-exporter-otlp-proto-grpc = "1.27.0"
-opentelemetry-exporter-otlp-proto-http = "1.27.0"
+opentelemetry-exporter-otlp-proto-grpc = "1.28.1"
+opentelemetry-exporter-otlp-proto-http = "1.28.1"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.27.0"
+version = "1.28.1"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_common-1.27.0-py3-none-any.whl", hash = "sha256:675db7fffcb60946f3a5c43e17d1168a3307a94a930ecf8d2ea1f286f3d4f79a"},
-    {file = "opentelemetry_exporter_otlp_proto_common-1.27.0.tar.gz", hash = "sha256:159d27cf49f359e3798c4c3eb8da6ef4020e292571bd8c5604a2a573231dd5c8"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.28.1-py3-none-any.whl", hash = "sha256:56ea6cf28c90f767733f046a54525dc7271a25faff86b1955e5252b55f4e007f"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.28.1.tar.gz", hash = "sha256:6e55e7f5d59296cc87a74c08b8e0ddf87403f73a62302ec7ee042c1a1f4a8f70"},
 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.27.0"
+opentelemetry-proto = "1.28.1"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.27.0"
+version = "1.28.1"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.27.0-py3-none-any.whl", hash = "sha256:56b5bbd5d61aab05e300d9d62a6b3c134827bbd28d0b12f2649c2da368006c9e"},
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.27.0.tar.gz", hash = "sha256:af6f72f76bcf425dfb5ad11c1a6d6eca2863b91e63575f89bb7b4b55099d968f"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.28.1-py3-none-any.whl", hash = "sha256:fd494b9dd7869975138cef68d52ed45b9ca584c1fa31bef2d01ecfd537445dfa"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.28.1.tar.gz", hash = "sha256:9c84a103734d0c9cf9a4ba973d9c15c21996a554ab2bbd6208b3925873912642"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
-grpcio = ">=1.0.0,<2.0.0"
+grpcio = ">=1.63.2,<2.0.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.27.0"
-opentelemetry-proto = "1.27.0"
-opentelemetry-sdk = ">=1.27.0,<1.28.0"
+opentelemetry-exporter-otlp-proto-common = "1.28.1"
+opentelemetry-proto = "1.28.1"
+opentelemetry-sdk = ">=1.28.1,<1.29.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.27.0"
+version = "1.28.1"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_http-1.27.0-py3-none-any.whl", hash = "sha256:688027575c9da42e179a69fe17e2d1eba9b14d81de8d13553a21d3114f3b4d75"},
-    {file = "opentelemetry_exporter_otlp_proto_http-1.27.0.tar.gz", hash = "sha256:2103479092d8eb18f61f3fbff084f67cc7f2d4a7d37e75304b8b56c1d09ebef5"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.28.1-py3-none-any.whl", hash = "sha256:f09a684c7b9d9a451323560c61564345c253c6bb3426f6a94db31ba5f428e778"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.28.1.tar.gz", hash = "sha256:f4c21d380f2dd8ddbe4d456d8728853bc1131eb977bac1d0becc838e2086b506"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.27.0"
-opentelemetry-proto = "1.27.0"
-opentelemetry-sdk = ">=1.27.0,<1.28.0"
+opentelemetry-exporter-otlp-proto-common = "1.28.1"
+opentelemetry-proto = "1.28.1"
+opentelemetry-sdk = ">=1.28.1,<1.29.0"
 requests = ">=2.7,<3.0"
 
 [[package]]
 name = "opentelemetry-instrumentation"
-version = "0.48b0"
+version = "0.49b1"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation-0.48b0-py3-none-any.whl", hash = "sha256:a69750dc4ba6a5c3eb67986a337185a25b739966d80479befe37b546fc870b44"},
-    {file = "opentelemetry_instrumentation-0.48b0.tar.gz", hash = "sha256:94929685d906380743a71c3970f76b5f07476eea1834abd5dd9d17abfe23cc35"},
+    {file = "opentelemetry_instrumentation-0.49b1-py3-none-any.whl", hash = "sha256:0a9d3821736104013693ef3b8a9d29b41f2f3a81ee2d8c9288b52d62bae5747c"},
+    {file = "opentelemetry_instrumentation-0.49b1.tar.gz", hash = "sha256:2d0e41181b7957ba061bb436b969ad90545ac3eba65f290830009b4264d2824e"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.4,<2.0"
-setuptools = ">=16.0"
+opentelemetry-semantic-conventions = "0.49b1"
+packaging = ">=18.0"
 wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "opentelemetry-instrumentation-asgi"
-version = "0.48b0"
+version = "0.49b1"
 description = "ASGI instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation_asgi-0.48b0-py3-none-any.whl", hash = "sha256:ddb1b5fc800ae66e85a4e2eca4d9ecd66367a8c7b556169d9e7b57e10676e44d"},
-    {file = "opentelemetry_instrumentation_asgi-0.48b0.tar.gz", hash = "sha256:04c32174b23c7fa72ddfe192dad874954968a6a924608079af9952964ecdf785"},
+    {file = "opentelemetry_instrumentation_asgi-0.49b1-py3-none-any.whl", hash = "sha256:8dcbc438cb138789fcb20ae38b6e7f23088e066d77b54bae205c5744856603c6"},
+    {file = "opentelemetry_instrumentation_asgi-0.49b1.tar.gz", hash = "sha256:d1a2b4cb76490be28bcad3c0f562c4b3c84157148c922ca298bb04ed9e36c005"},
 ]
 
 [package.dependencies]
 asgiref = ">=3.0,<4.0"
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.48b0"
-opentelemetry-semantic-conventions = "0.48b0"
-opentelemetry-util-http = "0.48b0"
+opentelemetry-instrumentation = "0.49b1"
+opentelemetry-semantic-conventions = "0.49b1"
+opentelemetry-util-http = "0.49b1"
 
 [package.extras]
 instruments = ["asgiref (>=3.0,<4.0)"]
 
 [[package]]
 name = "opentelemetry-instrumentation-fastapi"
-version = "0.48b0"
+version = "0.49b1"
 description = "OpenTelemetry FastAPI Instrumentation"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation_fastapi-0.48b0-py3-none-any.whl", hash = "sha256:afeb820a59e139d3e5d96619600f11ce0187658b8ae9e3480857dd790bc024f2"},
-    {file = "opentelemetry_instrumentation_fastapi-0.48b0.tar.gz", hash = "sha256:21a72563ea412c0b535815aeed75fc580240f1f02ebc72381cfab672648637a2"},
+    {file = "opentelemetry_instrumentation_fastapi-0.49b1-py3-none-any.whl", hash = "sha256:3398940102c8ef613b9c55fc4f179cc92413de456f6bec6eeb1995270de2b087"},
+    {file = "opentelemetry_instrumentation_fastapi-0.49b1.tar.gz", hash = "sha256:13d9d4d70b4bb831468b8e40807353731cad7fbfaeedde0070d93bcb2c417b07"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.48b0"
-opentelemetry-instrumentation-asgi = "0.48b0"
-opentelemetry-semantic-conventions = "0.48b0"
-opentelemetry-util-http = "0.48b0"
+opentelemetry-instrumentation = "0.49b1"
+opentelemetry-instrumentation-asgi = "0.49b1"
+opentelemetry-semantic-conventions = "0.49b1"
+opentelemetry-util-http = "0.49b1"
 
 [package.extras]
 instruments = ["fastapi (>=0.58,<1.0)"]
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.27.0"
+version = "1.28.1"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_proto-1.27.0-py3-none-any.whl", hash = "sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace"},
-    {file = "opentelemetry_proto-1.27.0.tar.gz", hash = "sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6"},
+    {file = "opentelemetry_proto-1.28.1-py3-none-any.whl", hash = "sha256:cb406ec69f1d11439e60fb43c6b744783fc8ee4deecdab61b3e29f112b0602f9"},
+    {file = "opentelemetry_proto-1.28.1.tar.gz", hash = "sha256:6f9e9d9958822ab3e3cdcd2a24806d62aa10282349fd4338aafe32c69c87fc15"},
 ]
 
 [package.dependencies]
-protobuf = ">=3.19,<5.0"
+protobuf = ">=5.0,<6.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.27.0"
+version = "1.28.1"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_sdk-1.27.0-py3-none-any.whl", hash = "sha256:365f5e32f920faf0fd9e14fdfd92c086e317eaa5f860edba9cdc17a380d9197d"},
-    {file = "opentelemetry_sdk-1.27.0.tar.gz", hash = "sha256:d525017dea0ccce9ba4e0245100ec46ecdc043f2d7b8315d56b19aff0904fa6f"},
+    {file = "opentelemetry_sdk-1.28.1-py3-none-any.whl", hash = "sha256:72aad7f5fcbe37113c4ab4899f6cdeb6ac77ed3e62f25a85e3627b12583dad0f"},
+    {file = "opentelemetry_sdk-1.28.1.tar.gz", hash = "sha256:100fa371b2046ffba6a340c18f0b2a0463acad7461e5177e126693b613a6ca57"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.27.0"
-opentelemetry-semantic-conventions = "0.48b0"
+opentelemetry-api = "1.28.1"
+opentelemetry-semantic-conventions = "0.49b1"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.48b0"
+version = "0.49b1"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_semantic_conventions-0.48b0-py3-none-any.whl", hash = "sha256:a0de9f45c413a8669788a38569c7e0a11ce6ce97861a628cca785deecdc32a1f"},
-    {file = "opentelemetry_semantic_conventions-0.48b0.tar.gz", hash = "sha256:12d74983783b6878162208be57c9effcb89dc88691c64992d70bb89dc00daa1a"},
+    {file = "opentelemetry_semantic_conventions-0.49b1-py3-none-any.whl", hash = "sha256:dd6f3ac8169d2198c752e1a63f827e5f5e110ae9b0ce33f2aad9a3baf0739743"},
+    {file = "opentelemetry_semantic_conventions-0.49b1.tar.gz", hash = "sha256:91817883b159ffb94c2ca9548509c4fe0aafce7c24f437aa6ac3fc613aa9a758"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-opentelemetry-api = "1.27.0"
+opentelemetry-api = "1.28.1"
 
 [[package]]
 name = "opentelemetry-util-http"
-version = "0.48b0"
+version = "0.49b1"
 description = "Web util for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_util_http-0.48b0-py3-none-any.whl", hash = "sha256:76f598af93aab50328d2a69c786beaedc8b6a7770f7a818cc307eb353debfffb"},
-    {file = "opentelemetry_util_http-0.48b0.tar.gz", hash = "sha256:60312015153580cc20f322e5cdc3d3ecad80a71743235bdb77716e742814623c"},
+    {file = "opentelemetry_util_http-0.49b1-py3-none-any.whl", hash = "sha256:0290b942f7888b6310df6803e52e12f4043b8f224db0659f62dc7b70059eb94f"},
+    {file = "opentelemetry_util_http-0.49b1.tar.gz", hash = "sha256:6c2bc6f7e20e286dbdfcccb9d895fa290ec9d7c596cdf2e06bf1d8e434b2edd0"},
 ]
 
 [[package]]
@@ -5068,51 +5098,55 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pikepdf"
-version = "9.3.0"
+version = "9.4.0"
 description = "Read and write PDFs with Python, powered by qpdf"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "pikepdf-9.3.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:f54ad2d6d3e4c564bf1f9c33e4165b4c36aea62c49654f356a5570f99b89c647"},
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 mic = ["olefile"]
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 [package.extras]
@@ -6457,105 +6480,105 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "regex"
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 description = "Alternative regular expression module, to replace re."
 optional = false
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 [[package]]
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 [[package]]
 name = "rpds-py"
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 optional = false
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 [package.dependencies]
@@ -7733,13 +7755,13 @@ scipy = ["scipy"]
 
 [[package]]
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-version = "4.66.5"
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 [package.dependencies]
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 [package.extras]
 dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
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 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
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 [[package]]
 name = "transformers"
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 ]
 
 [package.dependencies]
@@ -8652,13 +8659,13 @@ propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
diff --git a/pyproject.toml b/pyproject.toml
index 83c3b6b..cd09610 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "sage"
-version = "0.0.13"
+version = "0.0.14"
 description = "Sage: A conversational AI assistant simplifying data interactions with intuitive ease"
 authors = ["Ayo Ayibiowu <charles.ayibiowu@hotmail.com>"]
 license = "Apache-2.0 license"
diff --git a/sage/utils/supports.py b/sage/utils/supports.py
index 87e172f..a9a0fd0 100644
--- a/sage/utils/supports.py
+++ b/sage/utils/supports.py
@@ -199,7 +199,7 @@ class ReRanker(BaseDocumentCompressor):
     top_n: int = 10
     """Number of documents to return."""
     cache_dir: str = None
-    revision: str = None
+    revision: Optional[str] = None
     provider: str = "litellm"
     _hugging_reranker: BgeRerank = PrivateAttr(default=None)