diff --git a/poetry.lock b/poetry.lock
index 89c364ea..ee67e80e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -154,17 +154,6 @@ doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-
 test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (<0.22)"]
 
-[[package]]
-name = "appdirs"
-version = "1.4.4"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-optional = false
-python-versions = "*"
-files = [
-    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
-    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
-]
-
 [[package]]
 name = "appnope"
 version = "0.1.3"
@@ -617,29 +606,42 @@ files = [
     {file = "charset_normalizer-3.2.0-py3-none-any.whl", hash = "sha256:8e098148dd37b4ce3baca71fb394c81dc5d9c7728c95df695d2dca218edf40e6"},
 ]
 
+[[package]]
+name = "chroma-hnswlib"
+version = "0.7.2"
+description = "Chromas fork of hnswlib"
+optional = false
+python-versions = "*"
+files = [
+    {file = "chroma-hnswlib-0.7.2.tar.gz", hash = "sha256:87c6a0ced9e52ac7c8ca01ded25bb70c4a7f63f5871181eb18bea9111ce786c4"},
+    {file = "chroma_hnswlib-0.7.2-cp310-cp310-macosx_13_0_arm64.whl", hash = "sha256:3ffbb542cada959771ae4b8394f8cee1ef76bd17950adb592531433e912377db"},
+]
+
+[package.dependencies]
+numpy = "*"
+
 [[package]]
 name = "chromadb"
-version = "0.3.29"
+version = "0.4.6"
 description = "Chroma."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "chromadb-0.3.29-py3-none-any.whl", hash = "sha256:d681a3e4f3284715dd146774be84cad3d2f8c529bd004ba249e1d3deb70ac68e"},
-    {file = "chromadb-0.3.29.tar.gz", hash = "sha256:29d47835da494fc1b58da40abb1435689d4ba1c93df6c64664a5d91521cb80e9"},
+    {file = "chromadb-0.4.6-py3-none-any.whl", hash = "sha256:551c8731c9db9816f9a66d0c252ebe9064f7d07fea57d52bfc54ee3fa5561e55"},
+    {file = "chromadb-0.4.6.tar.gz", hash = "sha256:817f8bb7915741703916e527556184ab2132f3caa8411307e2015cad7d1c7b03"},
 ]
 
 [package.dependencies]
-clickhouse-connect = ">=0.5.7"
-duckdb = ">=0.7.1"
-fastapi = "0.85.1"
-hnswlib = ">=0.7"
+chroma-hnswlib = "0.7.2"
+fastapi = ">=0.95.2,<0.100.0"
+importlib-resources = "*"
 numpy = ">=1.21.6"
 onnxruntime = ">=1.14.1"
 overrides = ">=7.3.1"
-pandas = ">=1.3"
 posthog = ">=2.4.0"
 pulsar-client = ">=3.1.0"
 pydantic = ">=1.9,<2.0"
+pypika = ">=0.48.9"
 requests = ">=2.28"
 tokenizers = ">=0.13.2"
 tqdm = ">=4.65.0"
@@ -660,95 +662,6 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
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-name = "clickhouse-connect"
-version = "0.6.8"
-description = "ClickHouse Database Core Driver for Python, Pandas, and Superset"
-optional = false
-python-versions = "~=3.7"
-files = [
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-]
-
-[package.dependencies]
-certifi = "*"
-importlib-metadata = "*"
-lz4 = "*"
-pytz = "*"
-urllib3 = ">=1.26"
-zstandard = "*"
-
-[package.extras]
-arrow = ["pyarrow"]
-numpy = ["numpy"]
-orjson = ["orjson"]
-pandas = ["pandas"]
-sqlalchemy = ["sqlalchemy (>1.3.21,<2.0)"]
-
 [[package]]
 name = "codecov"
 version = "2.1.13"
@@ -1102,88 +1015,6 @@ files = [
     {file = "docutils-0.17.1.tar.gz", hash = "sha256:686577d2e4c32380bb50cbb22f575ed742d58168cee37e99117a854bcd88f125"},
 ]
 
-[[package]]
-name = "duckdb"
-version = "0.8.1"
-description = "DuckDB embedded database"
-optional = false
-python-versions = "*"
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-
-[package.source]
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-url = "research/evalplus"
-
 [[package]]
 name = "exceptiongroup"
 version = "1.1.2"
@@ -1228,24 +1059,22 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastapi"
-version = "0.85.1"
+version = "0.99.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.7"
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 [[package]]
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 [[package]]
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 [package.extras]
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 diagrams = ["jinja2", "railroad-diagrams"]
 
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-    {file = "zstandard-0.21.0-cp39-cp39-win32.whl", hash = "sha256:db62cbe7a965e68ad2217a056107cc43d41764c66c895be05cf9c8b19578ce9c"},
-    {file = "zstandard-0.21.0-cp39-cp39-win_amd64.whl", hash = "sha256:a8d200617d5c876221304b0e3fe43307adde291b4a897e7b0617a61611dfff6a"},
-    {file = "zstandard-0.21.0.tar.gz", hash = "sha256:f08e3a10d01a247877e4cb61a82a319ea746c356a3786558bed2481e6c405546"},
-]
-
-[package.dependencies]
-cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
-
-[package.extras]
-cffi = ["cffi (>=1.11)"]
-
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.12"
-content-hash = "eaf6c31b975db01b51cc5795708dbba9b4c952fa16342e5b91686ca77517bfc6"
+content-hash = "f17801ebe410b3e834cad4f7711a8daf0a6cd373a8187ce14a2948065e50dd99"
diff --git a/pyproject.toml b/pyproject.toml
index 74b90069..72677af8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -47,7 +47,7 @@ types-protobuf = "4.23.0.2"
 GitPython = "3.1.32"
 PyGithub = "1.59.0"
 PyYAML = "6.0.1"
-chromadb = "^0.3.29"
+chromadb = "^0.4.6"
 astunparse = "^1.6.3"
 ipykernel = "^6.24.0"
 pathlib = "^1.0.1"