From 85c2258ad18aa7061cfafee8915c9e6d995aa1eb Mon Sep 17 00:00:00 2001
From: Jordan Wu <101218661+jordan-definitive@users.noreply.github.com>
Date: Mon, 11 Dec 2023 11:16:29 -0800
Subject: [PATCH] fix dependencies

---
 examples/fast-api-server/poetry.lock    | 597 +++++++++++++++++++++---
 examples/fast-api-server/pyproject.toml |   4 +-
 packages/openassistants/poetry.lock     | 291 +++++++++++-
 packages/openassistants/pyproject.toml  |   2 +
 4 files changed, 826 insertions(+), 68 deletions(-)

diff --git a/examples/fast-api-server/poetry.lock b/examples/fast-api-server/poetry.lock
index 00ccd45..73c3a4e 100644
--- a/examples/fast-api-server/poetry.lock
+++ b/examples/fast-api-server/poetry.lock
@@ -355,6 +355,17 @@ files = [
 [package.dependencies]
 cffi = ">=1.0.0"
 
+[[package]]
+name = "cerberus"
+version = "1.3.5"
+description = "Lightweight, extensible schema and data validation tool for Pythondictionaries."
+optional = false
+python-versions = "*"
+files = [
+    {file = "Cerberus-1.3.5-py3-none-any.whl", hash = "sha256:7649a5815024d18eb7c6aa5e7a95355c649a53aacfc9b050e9d0bf6bfa2af372"},
+    {file = "Cerberus-1.3.5.tar.gz", hash = "sha256:81011e10266ef71b6ec6d50e60171258a5b134d69f8fb387d16e4936d0d47642"},
+]
+
 [[package]]
 name = "certifi"
 version = "2023.11.17"
@@ -633,6 +644,63 @@ files = [
 marshmallow = ">=3.18.0,<4.0.0"
 typing-inspect = ">=0.4.0,<1"
 
+[[package]]
+name = "definitive-openassistants"
+version = "0.0.1"
+description = ""
+optional = false
+python-versions = ">=3.10,<3.12"
+files = []
+develop = true
+
+[package.dependencies]
+duckdb-engine = "^0.9.3"
+duckduckgo-search = "^3.9.11"
+fastapi = "^0.104.1"
+jsonschema = "^4.20.0"
+langchain = "^0.0.346"
+openai = "^1.3.7"
+pandas = "^2.1.3"
+pyyaml = "^6.0.1"
+sqlalchemy = "^2.0.23"
+starlette = ">=0.27.0,<0.28.0"
+tiktoken = "^0.5.2"
+usearch = "^2.8.14"
+
+[package.source]
+type = "directory"
+url = "../../packages/openassistants"
+
+[[package]]
+name = "definitive-openassistants-fastapi"
+version = "0.0.1"
+description = ""
+optional = false
+python-versions = ">=3.10,<3.12"
+files = []
+develop = true
+
+[package.dependencies]
+fastapi = "^0.104.1"
+langchain = "^0.0.346"
+sse-starlette = "^1.8.2"
+starlette = ">=0.27.0,<0.28.0"
+
+[package.source]
+type = "directory"
+url = "../../packages/openassistants-fastapi"
+
+[[package]]
+name = "distlib"
+version = "0.3.7"
+description = "Distribution utilities"
+optional = false
+python-versions = "*"
+files = [
+    {file = "distlib-0.3.7-py2.py3-none-any.whl", hash = "sha256:2e24928bc811348f0feb63014e97aaae3037f2cf48712d51ae61df7fd6075057"},
+    {file = "distlib-0.3.7.tar.gz", hash = "sha256:9dafe54b34a028eafd95039d5e5d4851a13734540f1331060d31c9916e7147a8"},
+]
+
 [[package]]
 name = "distro"
 version = "1.8.0"
@@ -644,6 +712,16 @@ files = [
     {file = "distro-1.8.0.tar.gz", hash = "sha256:02e111d1dc6a50abb8eed6bf31c3e48ed8b0830d1ea2a1b78c61765c2513fdd8"},
 ]
 
+[[package]]
+name = "docopt"
+version = "0.6.2"
+description = "Pythonic argument parser, that will make you smile"
+optional = false
+python-versions = "*"
+files = [
+    {file = "docopt-0.6.2.tar.gz", hash = "sha256:49b3a825280bd66b3aa83585ef59c4a8c82f2c8a522dbe754a8bc8d08c85c491"},
+]
+
 [[package]]
 name = "duckdb"
 version = "0.9.2"
@@ -694,13 +772,13 @@ files = [
 
 [[package]]
 name = "duckdb-engine"
-version = "0.9.3"
+version = "0.9.4"
 description = "SQLAlchemy driver for duckdb"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "duckdb_engine-0.9.3-py3-none-any.whl", hash = "sha256:160dc9af21916f9850cbdd8ab17012d8c9375054cee45cdb931608afcaf9bc4f"},
-    {file = "duckdb_engine-0.9.3.tar.gz", hash = "sha256:4280fb0828478967e1d08bbcd74d52791fc75e8ce88acb8241c42246be89a888"},
+    {file = "duckdb_engine-0.9.4-py3-none-any.whl", hash = "sha256:3bb06c40b2f82ea8d9c596279553105457dc63a2b6173c6e6e75a6cba2b93f95"},
+    {file = "duckdb_engine-0.9.4.tar.gz", hash = "sha256:019696f4585af7e903c350c196df778334ff1739a164bb9f752630fb0886a8b0"},
 ]
 
 [package.dependencies]
@@ -1050,20 +1128,23 @@ files = [
 
 [[package]]
 name = "isort"
-version = "5.12.0"
+version = "5.13.0"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "isort-5.12.0-py3-none-any.whl", hash = "sha256:f84c2818376e66cf843d497486ea8fed8700b340f308f076c6fb1229dff318b6"},
-    {file = "isort-5.12.0.tar.gz", hash = "sha256:8bef7dde241278824a6d83f44a544709b065191b95b6e50894bdc722fcba0504"},
+    {file = "isort-5.13.0-py3-none-any.whl", hash = "sha256:15e0e937819b350bc256a7ae13bb25f4fe4f8871a0bc335b20c3627dba33f458"},
+    {file = "isort-5.13.0.tar.gz", hash = "sha256:d67f78c6a1715f224cca46b29d740037bdb6eea15323a133e897cda15876147b"},
 ]
 
+[package.dependencies]
+pip-api = "*"
+pipreqs = "*"
+requirementslib = "*"
+
 [package.extras]
-colors = ["colorama (>=0.4.3)"]
-pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
+colors = ["colorama (>=0.4.6)"]
 plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jsonpatch"
@@ -1531,17 +1612,17 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.3.7"
+version = "1.3.8"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.3.7-py3-none-any.whl", hash = "sha256:e5c51367a910297e4d1cd33d2298fb87d7edf681edbe012873925ac16f95bee0"},
-    {file = "openai-1.3.7.tar.gz", hash = "sha256:18074a0f51f9b49d1ae268c7abc36f7f33212a0c0d08ce11b7053ab2d17798de"},
+    {file = "openai-1.3.8-py3-none-any.whl", hash = "sha256:ac5a17352b96db862390d2e6f51de9f7eb32e733f412467b2f160fbd3d0f2609"},
+    {file = "openai-1.3.8.tar.gz", hash = "sha256:54963ff247abe185aad6ee443820e48ad9f87eb4de970acb2514bc113ced748c"},
 ]
 
 [package.dependencies]
-anyio = ">=3.5.0,<4"
+anyio = ">=3.5.0,<5"
 distro = ">=1.7.0,<2"
 httpx = ">=0.23.0,<1"
 pydantic = ">=1.9.0,<3"
@@ -1552,50 +1633,6 @@ typing-extensions = ">=4.5,<5"
 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
-[[package]]
-name = "openassistants"
-version = "0.0.1"
-description = ""
-optional = false
-python-versions = ">=3.10,<3.12"
-files = []
-develop = true
-
-[package.dependencies]
-duckdb-engine = "^0.9.3"
-duckduckgo-search = "^3.9.11"
-fastapi = "^0.104.1"
-jsonschema = "^4.20.0"
-langchain = "^0.0.346"
-openai = "^1.3.7"
-pandas = "^2.1.3"
-pyyaml = "^6.0.1"
-sqlalchemy = "^2.0.23"
-starlette = ">=0.27.0,<0.28.0"
-
-[package.source]
-type = "directory"
-url = "../../packages/openassistants"
-
-[[package]]
-name = "openassistants-fastapi"
-version = "0.0.1"
-description = ""
-optional = false
-python-versions = ">=3.10,<3.12"
-files = []
-develop = true
-
-[package.dependencies]
-fastapi = "^0.104.1"
-langchain = "^0.0.346"
-sse-starlette = "^1.8.2"
-starlette = ">=0.27.0,<0.28.0"
-
-[package.source]
-type = "directory"
-url = "../../packages/openassistants-fastapi"
-
 [[package]]
 name = "packaging"
 version = "23.2"
@@ -1676,15 +1713,136 @@ xml = ["lxml (>=4.8.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.11.2"
+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
+    {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
+]
+
+[[package]]
+name = "pep517"
+version = "0.13.1"
+description = "Wrappers to build Python packages using PEP 517 hooks"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "pep517-0.13.1-py3-none-any.whl", hash = "sha256:31b206f67165b3536dd577c5c3f1518e8fbaf38cbc57efff8369a392feff1721"},
+    {file = "pep517-0.13.1.tar.gz", hash = "sha256:1b2fa2ffd3938bb4beffe5d6146cbcb2bda996a5a4da9f31abffd8b24e07b317"},
+]
+
+[package.dependencies]
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+
+[[package]]
+name = "pillow"
+version = "10.1.0"
+description = "Python Imaging Library (Fork)"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "Pillow-10.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1ab05f3db77e98f93964697c8efc49c7954b08dd61cff526b7f2531a22410106"},
+    {file = "Pillow-10.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6932a7652464746fcb484f7fc3618e6503d2066d853f68a4bd97193a3996e273"},
+    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5f63b5a68daedc54c7c3464508d8c12075e56dcfbd42f8c1bf40169061ae666"},
+    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0949b55eb607898e28eaccb525ab104b2d86542a85c74baf3a6dc24002edec2"},
+    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:ae88931f93214777c7a3aa0a8f92a683f83ecde27f65a45f95f22d289a69e593"},
+    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:b0eb01ca85b2361b09480784a7931fc648ed8b7836f01fb9241141b968feb1db"},
+    {file = "Pillow-10.1.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:d27b5997bdd2eb9fb199982bb7eb6164db0426904020dc38c10203187ae2ff2f"},
+    {file = "Pillow-10.1.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:7df5608bc38bd37ef585ae9c38c9cd46d7c81498f086915b0f97255ea60c2818"},
+    {file = "Pillow-10.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:41f67248d92a5e0a2076d3517d8d4b1e41a97e2df10eb8f93106c89107f38b57"},
+    {file = "Pillow-10.1.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:1fb29c07478e6c06a46b867e43b0bcdb241b44cc52be9bc25ce5944eed4648e7"},
+    {file = "Pillow-10.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2cdc65a46e74514ce742c2013cd4a2d12e8553e3a2563c64879f7c7e4d28bce7"},
+    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:50d08cd0a2ecd2a8657bd3d82c71efd5a58edb04d9308185d66c3a5a5bed9610"},
+    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:062a1610e3bc258bff2328ec43f34244fcec972ee0717200cb1425214fe5b839"},
+    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:61f1a9d247317fa08a308daaa8ee7b3f760ab1809ca2da14ecc88ae4257d6172"},
+    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:a646e48de237d860c36e0db37ecaecaa3619e6f3e9d5319e527ccbc8151df061"},
+    {file = "Pillow-10.1.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:47e5bf85b80abc03be7455c95b6d6e4896a62f6541c1f2ce77a7d2bb832af262"},
+    {file = "Pillow-10.1.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a92386125e9ee90381c3369f57a2a50fa9e6aa8b1cf1d9c4b200d41a7dd8e992"},
+    {file = "Pillow-10.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:0f7c276c05a9767e877a0b4c5050c8bee6a6d960d7f0c11ebda6b99746068c2a"},
+    {file = "Pillow-10.1.0-cp312-cp312-macosx_10_10_x86_64.whl", hash = "sha256:a89b8312d51715b510a4fe9fc13686283f376cfd5abca8cd1c65e4c76e21081b"},
+    {file = "Pillow-10.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:00f438bb841382b15d7deb9a05cc946ee0f2c352653c7aa659e75e592f6fa17d"},
+    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d929a19f5469b3f4df33a3df2983db070ebb2088a1e145e18facbc28cae5b27"},
+    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a92109192b360634a4489c0c756364c0c3a2992906752165ecb50544c251312"},
+    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:0248f86b3ea061e67817c47ecbe82c23f9dd5d5226200eb9090b3873d3ca32de"},
+    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:9882a7451c680c12f232a422730f986a1fcd808da0fd428f08b671237237d651"},
+    {file = "Pillow-10.1.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:1c3ac5423c8c1da5928aa12c6e258921956757d976405e9467c5f39d1d577a4b"},
+    {file = "Pillow-10.1.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:806abdd8249ba3953c33742506fe414880bad78ac25cc9a9b1c6ae97bedd573f"},
+    {file = "Pillow-10.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:eaed6977fa73408b7b8a24e8b14e59e1668cfc0f4c40193ea7ced8e210adf996"},
+    {file = "Pillow-10.1.0-cp38-cp38-macosx_10_10_x86_64.whl", hash = "sha256:fe1e26e1ffc38be097f0ba1d0d07fcade2bcfd1d023cda5b29935ae8052bd793"},
+    {file = "Pillow-10.1.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:7a7e3daa202beb61821c06d2517428e8e7c1aab08943e92ec9e5755c2fc9ba5e"},
+    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:24fadc71218ad2b8ffe437b54876c9382b4a29e030a05a9879f615091f42ffc2"},
+    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa1d323703cfdac2036af05191b969b910d8f115cf53093125e4058f62012c9a"},
+    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_28_aarch64.whl", hash = "sha256:912e3812a1dbbc834da2b32299b124b5ddcb664ed354916fd1ed6f193f0e2d01"},
+    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:7dbaa3c7de82ef37e7708521be41db5565004258ca76945ad74a8e998c30af8d"},
+    {file = "Pillow-10.1.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:9d7bc666bd8c5a4225e7ac71f2f9d12466ec555e89092728ea0f5c0c2422ea80"},
+    {file = "Pillow-10.1.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:baada14941c83079bf84c037e2d8b7506ce201e92e3d2fa0d1303507a8538212"},
+    {file = "Pillow-10.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:2ef6721c97894a7aa77723740a09547197533146fba8355e86d6d9a4a1056b14"},
+    {file = "Pillow-10.1.0-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:0a026c188be3b443916179f5d04548092e253beb0c3e2ee0a4e2cdad72f66099"},
+    {file = "Pillow-10.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:04f6f6149f266a100374ca3cc368b67fb27c4af9f1cc8cb6306d849dcdf12616"},
+    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb40c011447712d2e19cc261c82655f75f32cb724788df315ed992a4d65696bb"},
+    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1a8413794b4ad9719346cd9306118450b7b00d9a15846451549314a58ac42219"},
+    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:c9aeea7b63edb7884b031a35305629a7593272b54f429a9869a4f63a1bf04c34"},
+    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:b4005fee46ed9be0b8fb42be0c20e79411533d1fd58edabebc0dd24626882cfd"},
+    {file = "Pillow-10.1.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:4d0152565c6aa6ebbfb1e5d8624140a440f2b99bf7afaafbdbf6430426497f28"},
+    {file = "Pillow-10.1.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:d921bc90b1defa55c9917ca6b6b71430e4286fc9e44c55ead78ca1a9f9eba5f2"},
+    {file = "Pillow-10.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:cfe96560c6ce2f4c07d6647af2d0f3c54cc33289894ebd88cfbb3bcd5391e256"},
+    {file = "Pillow-10.1.0-pp310-pypy310_pp73-macosx_10_10_x86_64.whl", hash = "sha256:937bdc5a7f5343d1c97dc98149a0be7eb9704e937fe3dc7140e229ae4fc572a7"},
+    {file = "Pillow-10.1.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b1c25762197144e211efb5f4e8ad656f36c8d214d390585d1d21281f46d556ba"},
+    {file = "Pillow-10.1.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:afc8eef765d948543a4775f00b7b8c079b3321d6b675dde0d02afa2ee23000b4"},
+    {file = "Pillow-10.1.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:883f216eac8712b83a63f41b76ddfb7b2afab1b74abbb413c5df6680f071a6b9"},
+    {file = "Pillow-10.1.0-pp39-pypy39_pp73-macosx_10_10_x86_64.whl", hash = "sha256:b920e4d028f6442bea9a75b7491c063f0b9a3972520731ed26c83e254302eb1e"},
+    {file = "Pillow-10.1.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1c41d960babf951e01a49c9746f92c5a7e0d939d1652d7ba30f6b3090f27e412"},
+    {file = "Pillow-10.1.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:1fafabe50a6977ac70dfe829b2d5735fd54e190ab55259ec8aea4aaea412fa0b"},
+    {file = "Pillow-10.1.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:3b834f4b16173e5b92ab6566f0473bfb09f939ba14b23b8da1f54fa63e4b623f"},
+    {file = "Pillow-10.1.0.tar.gz", hash = "sha256:e6bf8de6c36ed96c86ea3b6e1d5273c53f46ef518a062464cd7ef5dd2cf92e38"},
+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "pip"
+version = "23.3.1"
+description = "The PyPA recommended tool for installing Python packages."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pip-23.3.1-py3-none-any.whl", hash = "sha256:55eb67bb6171d37447e82213be585b75fe2b12b359e993773aca4de9247a052b"},
+    {file = "pip-23.3.1.tar.gz", hash = "sha256:1fcaa041308d01f14575f6d0d2ea4b75a3e2871fe4f9c694976f908768e14174"},
+]
+
+[[package]]
+name = "pip-api"
+version = "0.0.30"
+description = "An unofficial, importable pip API"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pip-api-0.0.30.tar.gz", hash = "sha256:a05df2c7aa9b7157374bcf4273544201a0c7bae60a9c65bcf84f3959ef3896f3"},
+    {file = "pip_api-0.0.30-py3-none-any.whl", hash = "sha256:2a0314bd31522eb9ffe8a99668b0d07fee34ebc537931e7b6483001dbedcbdc9"},
+]
+
+[package.dependencies]
+pip = "*"
+
+[[package]]
+name = "pipreqs"
+version = "0.4.13"
+description = "Pip requirements.txt generator based on imports in project"
+optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pathspec-0.11.2-py3-none-any.whl", hash = "sha256:1d6ed233af05e679efb96b1851550ea95bbb64b7c490b0f5aa52996c11e92a20"},
-    {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
+    {file = "pipreqs-0.4.13-py2.py3-none-any.whl", hash = "sha256:e522b9ed54aa3e8b7978ff251ab7a9af2f75d2cd8de4c102e881b666a79a308e"},
+    {file = "pipreqs-0.4.13.tar.gz", hash = "sha256:a17f167880b6921be37533ce4c81ddc6e22b465c107aad557db43b1add56a99b"},
 ]
 
+[package.dependencies]
+docopt = "*"
+yarg = "*"
+
 [[package]]
 name = "platformdirs"
 version = "4.1.0"
@@ -1700,6 +1858,25 @@ files = [
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
 
+[[package]]
+name = "plette"
+version = "0.4.4"
+description = "Structured Pipfile and Pipfile.lock models."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "plette-0.4.4-py2.py3-none-any.whl", hash = "sha256:42d68ce8c6b966874b68758d87d7f20fcff2eff0d861903eea1062126be4d98f"},
+    {file = "plette-0.4.4.tar.gz", hash = "sha256:06b8c09eb90293ad0b8101cb5c95c4ea53e9b2b582901845d0904ff02d237454"},
+]
+
+[package.dependencies]
+cerberus = {version = "*", optional = true, markers = "extra == \"validation\""}
+tomlkit = "*"
+
+[package.extras]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+validation = ["cerberus"]
+
 [[package]]
 name = "pluggy"
 version = "1.3.0"
@@ -2023,6 +2200,103 @@ files = [
 attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
 
+[[package]]
+name = "regex"
+version = "2023.10.3"
+description = "Alternative regular expression module, to replace re."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "regex-2023.10.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4c34d4f73ea738223a094d8e0ffd6d2c1a1b4c175da34d6b0de3d8d69bee6bcc"},
+    {file = "regex-2023.10.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a8f4e49fc3ce020f65411432183e6775f24e02dff617281094ba6ab079ef0915"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4cd1bccf99d3ef1ab6ba835308ad85be040e6a11b0977ef7ea8c8005f01a3c29"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:81dce2ddc9f6e8f543d94b05d56e70d03a0774d32f6cca53e978dc01e4fc75b8"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9c6b4d23c04831e3ab61717a707a5d763b300213db49ca680edf8bf13ab5d91b"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c15ad0aee158a15e17e0495e1e18741573d04eb6da06d8b84af726cfc1ed02ee"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6239d4e2e0b52c8bd38c51b760cd870069f0bdf99700a62cd509d7a031749a55"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:4a8bf76e3182797c6b1afa5b822d1d5802ff30284abe4599e1247be4fd6b03be"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:d9c727bbcf0065cbb20f39d2b4f932f8fa1631c3e01fcedc979bd4f51fe051c5"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:3ccf2716add72f80714b9a63899b67fa711b654be3fcdd34fa391d2d274ce767"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:107ac60d1bfdc3edb53be75e2a52aff7481b92817cfdddd9b4519ccf0e54a6ff"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:00ba3c9818e33f1fa974693fb55d24cdc8ebafcb2e4207680669d8f8d7cca79a"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:f0a47efb1dbef13af9c9a54a94a0b814902e547b7f21acb29434504d18f36e3a"},
+    {file = "regex-2023.10.3-cp310-cp310-win32.whl", hash = "sha256:36362386b813fa6c9146da6149a001b7bd063dabc4d49522a1f7aa65b725c7ec"},
+    {file = "regex-2023.10.3-cp310-cp310-win_amd64.whl", hash = "sha256:c65a3b5330b54103e7d21cac3f6bf3900d46f6d50138d73343d9e5b2900b2353"},
+    {file = "regex-2023.10.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:90a79bce019c442604662d17bf69df99090e24cdc6ad95b18b6725c2988a490e"},
+    {file = "regex-2023.10.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c7964c2183c3e6cce3f497e3a9f49d182e969f2dc3aeeadfa18945ff7bdd7051"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ef80829117a8061f974b2fda8ec799717242353bff55f8a29411794d635d964"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5addc9d0209a9afca5fc070f93b726bf7003bd63a427f65ef797a931782e7edc"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c148bec483cc4b421562b4bcedb8e28a3b84fcc8f0aa4418e10898f3c2c0eb9b"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8d1f21af4c1539051049796a0f50aa342f9a27cde57318f2fc41ed50b0dbc4ac"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0b9ac09853b2a3e0d0082104036579809679e7715671cfbf89d83c1cb2a30f58"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:ebedc192abbc7fd13c5ee800e83a6df252bec691eb2c4bedc9f8b2e2903f5e2a"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:d8a993c0a0ffd5f2d3bda23d0cd75e7086736f8f8268de8a82fbc4bd0ac6791e"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:be6b7b8d42d3090b6c80793524fa66c57ad7ee3fe9722b258aec6d0672543fd0"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:4023e2efc35a30e66e938de5aef42b520c20e7eda7bb5fb12c35e5d09a4c43f6"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:0d47840dc05e0ba04fe2e26f15126de7c755496d5a8aae4a08bda4dd8d646c54"},
+    {file = "regex-2023.10.3-cp311-cp311-win32.whl", hash = "sha256:9145f092b5d1977ec8c0ab46e7b3381b2fd069957b9862a43bd383e5c01d18c2"},
+    {file = "regex-2023.10.3-cp311-cp311-win_amd64.whl", hash = "sha256:b6104f9a46bd8743e4f738afef69b153c4b8b592d35ae46db07fc28ae3d5fb7c"},
+    {file = "regex-2023.10.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:bff507ae210371d4b1fe316d03433ac099f184d570a1a611e541923f78f05037"},
+    {file = "regex-2023.10.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:be5e22bbb67924dea15039c3282fa4cc6cdfbe0cbbd1c0515f9223186fc2ec5f"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4a992f702c9be9c72fa46f01ca6e18d131906a7180950958f766c2aa294d4b41"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7434a61b158be563c1362d9071358f8ab91b8d928728cd2882af060481244c9e"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c2169b2dcabf4e608416f7f9468737583ce5f0a6e8677c4efbf795ce81109d7c"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a9e908ef5889cda4de038892b9accc36d33d72fb3e12c747e2799a0e806ec841"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:12bd4bc2c632742c7ce20db48e0d99afdc05e03f0b4c1af90542e05b809a03d9"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:bc72c231f5449d86d6c7d9cc7cd819b6eb30134bb770b8cfdc0765e48ef9c420"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:bce8814b076f0ce5766dc87d5a056b0e9437b8e0cd351b9a6c4e1134a7dfbda9"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:ba7cd6dc4d585ea544c1412019921570ebd8a597fabf475acc4528210d7c4a6f"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:b0c7d2f698e83f15228ba41c135501cfe7d5740181d5903e250e47f617eb4292"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:5a8f91c64f390ecee09ff793319f30a0f32492e99f5dc1c72bc361f23ccd0a9a"},
+    {file = "regex-2023.10.3-cp312-cp312-win32.whl", hash = "sha256:ad08a69728ff3c79866d729b095872afe1e0557251da4abb2c5faff15a91d19a"},
+    {file = "regex-2023.10.3-cp312-cp312-win_amd64.whl", hash = "sha256:39cdf8d141d6d44e8d5a12a8569d5a227f645c87df4f92179bd06e2e2705e76b"},
+    {file = "regex-2023.10.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:4a3ee019a9befe84fa3e917a2dd378807e423d013377a884c1970a3c2792d293"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76066d7ff61ba6bf3cb5efe2428fc82aac91802844c022d849a1f0f53820502d"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bfe50b61bab1b1ec260fa7cd91106fa9fece57e6beba05630afe27c71259c59b"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9fd88f373cb71e6b59b7fa597e47e518282455c2734fd4306a05ca219a1991b0"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3ab05a182c7937fb374f7e946f04fb23a0c0699c0450e9fb02ef567412d2fa3"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dac37cf08fcf2094159922edc7a2784cfcc5c70f8354469f79ed085f0328ebdf"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:e54ddd0bb8fb626aa1f9ba7b36629564544954fff9669b15da3610c22b9a0991"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:3367007ad1951fde612bf65b0dffc8fd681a4ab98ac86957d16491400d661302"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:16f8740eb6dbacc7113e3097b0a36065a02e37b47c936b551805d40340fb9971"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:f4f2ca6df64cbdd27f27b34f35adb640b5d2d77264228554e68deda54456eb11"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_s390x.whl", hash = "sha256:39807cbcbe406efca2a233884e169d056c35aa7e9f343d4e78665246a332f597"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:7eece6fbd3eae4a92d7c748ae825cbc1ee41a89bb1c3db05b5578ed3cfcfd7cb"},
+    {file = "regex-2023.10.3-cp37-cp37m-win32.whl", hash = "sha256:ce615c92d90df8373d9e13acddd154152645c0dc060871abf6bd43809673d20a"},
+    {file = "regex-2023.10.3-cp37-cp37m-win_amd64.whl", hash = "sha256:0f649fa32fe734c4abdfd4edbb8381c74abf5f34bc0b3271ce687b23729299ed"},
+    {file = "regex-2023.10.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9b98b7681a9437262947f41c7fac567c7e1f6eddd94b0483596d320092004533"},
+    {file = "regex-2023.10.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:91dc1d531f80c862441d7b66c4505cd6ea9d312f01fb2f4654f40c6fdf5cc37a"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:82fcc1f1cc3ff1ab8a57ba619b149b907072e750815c5ba63e7aa2e1163384a4"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7979b834ec7a33aafae34a90aad9f914c41fd6eaa8474e66953f3f6f7cbd4368"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ef71561f82a89af6cfcbee47f0fabfdb6e63788a9258e913955d89fdd96902ab"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dd829712de97753367153ed84f2de752b86cd1f7a88b55a3a775eb52eafe8a94"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:00e871d83a45eee2f8688d7e6849609c2ca2a04a6d48fba3dff4deef35d14f07"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:706e7b739fdd17cb89e1fbf712d9dc21311fc2333f6d435eac2d4ee81985098c"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:cc3f1c053b73f20c7ad88b0d1d23be7e7b3901229ce89f5000a8399746a6e039"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:6f85739e80d13644b981a88f529d79c5bdf646b460ba190bffcaf6d57b2a9863"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:741ba2f511cc9626b7561a440f87d658aabb3d6b744a86a3c025f866b4d19e7f"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:e77c90ab5997e85901da85131fd36acd0ed2221368199b65f0d11bca44549711"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:979c24cbefaf2420c4e377ecd1f165ea08cc3d1fbb44bdc51bccbbf7c66a2cb4"},
+    {file = "regex-2023.10.3-cp38-cp38-win32.whl", hash = "sha256:58837f9d221744d4c92d2cf7201c6acd19623b50c643b56992cbd2b745485d3d"},
+    {file = "regex-2023.10.3-cp38-cp38-win_amd64.whl", hash = "sha256:c55853684fe08d4897c37dfc5faeff70607a5f1806c8be148f1695be4a63414b"},
+    {file = "regex-2023.10.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2c54e23836650bdf2c18222c87f6f840d4943944146ca479858404fedeb9f9af"},
+    {file = "regex-2023.10.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:69c0771ca5653c7d4b65203cbfc5e66db9375f1078689459fe196fe08b7b4930"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6ac965a998e1388e6ff2e9781f499ad1eaa41e962a40d11c7823c9952c77123e"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1c0e8fae5b27caa34177bdfa5a960c46ff2f78ee2d45c6db15ae3f64ecadde14"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6c56c3d47da04f921b73ff9415fbaa939f684d47293f071aa9cbb13c94afc17d"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7ef1e014eed78ab650bef9a6a9cbe50b052c0aebe553fb2881e0453717573f52"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d29338556a59423d9ff7b6eb0cb89ead2b0875e08fe522f3e068b955c3e7b59b"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:9c6d0ced3c06d0f183b73d3c5920727268d2201aa0fe6d55c60d68c792ff3588"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:994645a46c6a740ee8ce8df7911d4aee458d9b1bc5639bc968226763d07f00fa"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:66e2fe786ef28da2b28e222c89502b2af984858091675044d93cb50e6f46d7af"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:11175910f62b2b8c055f2b089e0fedd694fe2be3941b3e2633653bc51064c528"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:06e9abc0e4c9ab4779c74ad99c3fc10d3967d03114449acc2c2762ad4472b8ca"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:fb02e4257376ae25c6dd95a5aec377f9b18c09be6ebdefa7ad209b9137b73d48"},
+    {file = "regex-2023.10.3-cp39-cp39-win32.whl", hash = "sha256:3b2c3502603fab52d7619b882c25a6850b766ebd1b18de3df23b2f939360e1bd"},
+    {file = "regex-2023.10.3-cp39-cp39-win_amd64.whl", hash = "sha256:adbccd17dcaff65704c856bd29951c58a1bd4b2b0f8ad6b826dbd543fe740988"},
+    {file = "regex-2023.10.3.tar.gz", hash = "sha256:3fef4f844d2290ee0ba57addcec17eec9e3df73f10a2748485dfd6a3a188cc0f"},
+]
+
 [[package]]
 name = "requests"
 version = "2.31.0"
@@ -2044,6 +2318,33 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requirementslib"
+version = "3.0.0"
+description = "A tool for converting between pip-style and pipfile requirements."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "requirementslib-3.0.0-py2.py3-none-any.whl", hash = "sha256:67b42903d7c32f89c7047d1020c619d37cb515c475a4ae6f4e5683e1c56d7bf7"},
+    {file = "requirementslib-3.0.0.tar.gz", hash = "sha256:28f8e0b1c38b34ae06de68ef115b03bbcdcdb99f9e9393333ff06ded443e3f24"},
+]
+
+[package.dependencies]
+distlib = ">=0.2.8"
+pep517 = ">=0.5.0"
+pip = ">=23.1"
+platformdirs = "*"
+plette = {version = "*", extras = ["validation"]}
+pydantic = "*"
+requests = "*"
+setuptools = ">=40.8"
+tomlkit = ">=0.5.3"
+
+[package.extras]
+dev = ["nox", "parver", "towncrier", "twine"]
+docs = ["sphinx", "sphinx-rtd-theme"]
+tests = ["coverage", "hypothesis", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "readme-renderer[md]"]
+
 [[package]]
 name = "rpds-py"
 version = "0.13.2"
@@ -2152,6 +2453,22 @@ files = [
     {file = "rpds_py-0.13.2.tar.gz", hash = "sha256:f8eae66a1304de7368932b42d801c67969fd090ddb1a7a24f27b435ed4bed68f"},
 ]
 
+[[package]]
+name = "setuptools"
+version = "69.0.2"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "setuptools-69.0.2-py3-none-any.whl", hash = "sha256:1e8fdff6797d3865f37397be788a4e3cba233608e9b509382a2777d25ebde7f2"},
+    {file = "setuptools-69.0.2.tar.gz", hash = "sha256:735896e78a4742605974de002ac60562d286fa8051a7e2299445e8e8fbb01aa6"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -2244,7 +2561,7 @@ files = [
 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\""}
+greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
 typing-extensions = ">=4.2.0"
 
 [package.extras]
@@ -2320,6 +2637,58 @@ files = [
 [package.extras]
 doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
+[[package]]
+name = "tiktoken"
+version = "0.5.2"
+description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tiktoken-0.5.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8c4e654282ef05ec1bd06ead22141a9a1687991cef2c6a81bdd1284301abc71d"},
+    {file = "tiktoken-0.5.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7b3134aa24319f42c27718c6967f3c1916a38a715a0fa73d33717ba121231307"},
+    {file = "tiktoken-0.5.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6092e6e77730929c8c6a51bb0d7cfdf1b72b63c4d033d6258d1f2ee81052e9e5"},
+    {file = "tiktoken-0.5.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:72ad8ae2a747622efae75837abba59be6c15a8f31b4ac3c6156bc56ec7a8e631"},
+    {file = "tiktoken-0.5.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:51cba7c8711afa0b885445f0637f0fcc366740798c40b981f08c5f984e02c9d1"},
+    {file = "tiktoken-0.5.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:3d8c7d2c9313f8e92e987d585ee2ba0f7c40a0de84f4805b093b634f792124f5"},
+    {file = "tiktoken-0.5.2-cp310-cp310-win_amd64.whl", hash = "sha256:692eca18c5fd8d1e0dde767f895c17686faaa102f37640e884eecb6854e7cca7"},
+    {file = "tiktoken-0.5.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:138d173abbf1ec75863ad68ca289d4da30caa3245f3c8d4bfb274c4d629a2f77"},
+    {file = "tiktoken-0.5.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7388fdd684690973fdc450b47dfd24d7f0cbe658f58a576169baef5ae4658607"},
+    {file = "tiktoken-0.5.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a114391790113bcff670c70c24e166a841f7ea8f47ee2fe0e71e08b49d0bf2d4"},
+    {file = "tiktoken-0.5.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ca96f001e69f6859dd52926d950cfcc610480e920e576183497ab954e645e6ac"},
+    {file = "tiktoken-0.5.2-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:15fed1dd88e30dfadcdd8e53a8927f04e1f6f81ad08a5ca824858a593ab476c7"},
+    {file = "tiktoken-0.5.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:93f8e692db5756f7ea8cb0cfca34638316dcf0841fb8469de8ed7f6a015ba0b0"},
+    {file = "tiktoken-0.5.2-cp311-cp311-win_amd64.whl", hash = "sha256:bcae1c4c92df2ffc4fe9f475bf8148dbb0ee2404743168bbeb9dcc4b79dc1fdd"},
+    {file = "tiktoken-0.5.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:b76a1e17d4eb4357d00f0622d9a48ffbb23401dcf36f9716d9bd9c8e79d421aa"},
+    {file = "tiktoken-0.5.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:01d8b171bb5df4035580bc26d4f5339a6fd58d06f069091899d4a798ea279d3e"},
+    {file = "tiktoken-0.5.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42adf7d4fb1ed8de6e0ff2e794a6a15005f056a0d83d22d1d6755a39bffd9e7f"},
+    {file = "tiktoken-0.5.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4c3f894dbe0adb44609f3d532b8ea10820d61fdcb288b325a458dfc60fefb7db"},
+    {file = "tiktoken-0.5.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:58ccfddb4e62f0df974e8f7e34a667981d9bb553a811256e617731bf1d007d19"},
+    {file = "tiktoken-0.5.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:58902a8bad2de4268c2a701f1c844d22bfa3cbcc485b10e8e3e28a050179330b"},
+    {file = "tiktoken-0.5.2-cp312-cp312-win_amd64.whl", hash = "sha256:5e39257826d0647fcac403d8fa0a474b30d02ec8ffc012cfaf13083e9b5e82c5"},
+    {file = "tiktoken-0.5.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:8bde3b0fbf09a23072d39c1ede0e0821f759b4fa254a5f00078909158e90ae1f"},
+    {file = "tiktoken-0.5.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:2ddee082dcf1231ccf3a591d234935e6acf3e82ee28521fe99af9630bc8d2a60"},
+    {file = "tiktoken-0.5.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:35c057a6a4e777b5966a7540481a75a31429fc1cb4c9da87b71c8b75b5143037"},
+    {file = "tiktoken-0.5.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4c4a049b87e28f1dc60509f8eb7790bc8d11f9a70d99b9dd18dfdd81a084ffe6"},
+    {file = "tiktoken-0.5.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:5bf5ce759089f4f6521ea6ed89d8f988f7b396e9f4afb503b945f5c949c6bec2"},
+    {file = "tiktoken-0.5.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:0c964f554af1a96884e01188f480dad3fc224c4bbcf7af75d4b74c4b74ae0125"},
+    {file = "tiktoken-0.5.2-cp38-cp38-win_amd64.whl", hash = "sha256:368dd5726d2e8788e47ea04f32e20f72a2012a8a67af5b0b003d1e059f1d30a3"},
+    {file = "tiktoken-0.5.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:a2deef9115b8cd55536c0a02c0203512f8deb2447f41585e6d929a0b878a0dd2"},
+    {file = "tiktoken-0.5.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2ed7d380195affbf886e2f8b92b14edfe13f4768ff5fc8de315adba5b773815e"},
+    {file = "tiktoken-0.5.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c76fce01309c8140ffe15eb34ded2bb94789614b7d1d09e206838fc173776a18"},
+    {file = "tiktoken-0.5.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:60a5654d6a2e2d152637dd9a880b4482267dfc8a86ccf3ab1cec31a8c76bfae8"},
+    {file = "tiktoken-0.5.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:41d4d3228e051b779245a8ddd21d4336f8975563e92375662f42d05a19bdff41"},
+    {file = "tiktoken-0.5.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:a5c1cdec2c92fcde8c17a50814b525ae6a88e8e5b02030dc120b76e11db93f13"},
+    {file = "tiktoken-0.5.2-cp39-cp39-win_amd64.whl", hash = "sha256:84ddb36faedb448a50b246e13d1b6ee3437f60b7169b723a4b2abad75e914f3e"},
+    {file = "tiktoken-0.5.2.tar.gz", hash = "sha256:f54c581f134a8ea96ce2023ab221d4d4d81ab614efa0b2fbce926387deb56c80"},
+]
+
+[package.dependencies]
+regex = ">=2022.1.18"
+requests = ">=2.26.0"
+
+[package.extras]
+blobfile = ["blobfile (>=2)"]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -2331,6 +2700,17 @@ files = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 
+[[package]]
+name = "tomlkit"
+version = "0.12.3"
+description = "Style preserving TOML library"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tomlkit-0.12.3-py3-none-any.whl", hash = "sha256:b0a645a9156dc7cb5d3a1f0d4bab66db287fcb8e0430bdd4664a095ea16414ba"},
+    {file = "tomlkit-0.12.3.tar.gz", hash = "sha256:75baf5012d06501f07bee5bf8e801b9f343e7aac5a92581f20f80ce632e6b5a4"},
+]
+
 [[package]]
 name = "tqdm"
 version = "4.66.1"
@@ -2353,13 +2733,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.8.0"
+version = "4.9.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
-    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
 ]
 
 [[package]]
@@ -2388,6 +2768,37 @@ files = [
     {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
 ]
 
+[[package]]
+name = "ucall"
+version = "0.5.1"
+description = "Up to 100x Faster FastAPI. JSON-RPC with io_uring, SIMD-acceleration, and pure CPython bindings"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "ucall-0.5.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:15cd5ca5b15d198775d0b80532f41579f4ae7bf3693b86b4ac5f5ff1ed0be1d8"},
+    {file = "ucall-0.5.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:577018de6f01651ba53ac7c8867ddd9b92cc79f98fbb4c0513fcc22a8d58e007"},
+    {file = "ucall-0.5.1-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:a18ac9f297ef08e928b59c55ad75cba34511e7d4816af2fcb986043a8ecf719d"},
+    {file = "ucall-0.5.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef678d300edcb8d1d6d3af65b63034f2b09873b75b9fcb323eaec0d824cadff7"},
+    {file = "ucall-0.5.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5f1d3709b4a977c9bdefba3098edd8bc8ae37855f40ccf29f6580f195d7e2b09"},
+    {file = "ucall-0.5.1-cp310-cp310-win_amd64.whl", hash = "sha256:fcc1df86e1129bacdbb17662892e02f20189e74f827c0162da56fb2490df87ed"},
+    {file = "ucall-0.5.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:406131c6d0c74035ee7b13131e2e674ca571607bc4c7b3f47c4758f9a5b8724d"},
+    {file = "ucall-0.5.1-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:9a61bf176ce73df006507bdf2a30098b3519e534969886b2caf3d2dc479fda0c"},
+    {file = "ucall-0.5.1-cp311-cp311-macosx_11_0_x86_64.whl", hash = "sha256:29bfcd675c458d23c492e86cf703443f1f4ba266a92880bd943de1ead8e27ddd"},
+    {file = "ucall-0.5.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:26c79e67dbc7ecf6d925c8ce2f291db281961a8db13d3470f4dafb1c32d72a4b"},
+    {file = "ucall-0.5.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fba80f2094597dfa182da47cd5a71a5420da2d171aa5067a7a6efbc196eeb86e"},
+    {file = "ucall-0.5.1-cp311-cp311-win_amd64.whl", hash = "sha256:562632065fd36968ec92cc8b51033276449610465ef54916ec05bf9505be6b8b"},
+    {file = "ucall-0.5.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2d9b1cb358b6967023dcdbf1e9744501a687be75b3dc9b5fd5b3f177f18714a0"},
+    {file = "ucall-0.5.1-cp39-cp39-macosx_11_0_universal2.whl", hash = "sha256:e99eb1c64837b596281a41a641404bcb618c5037d75d652fc1f2a9b8c38aaed1"},
+    {file = "ucall-0.5.1-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:9b3e346a93c1ff7d2eef9cf03d7f515be4fc6fed195939cfa37cda6ac36a2514"},
+    {file = "ucall-0.5.1-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:358ae439f17fd05e70baa8809b38c5ff1146cc3fe77e91d5d50288d9154484af"},
+    {file = "ucall-0.5.1-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6012d8d374535b87931dc48cd8ad34529e0e8ae5f30f8a301a8784c39fe7d013"},
+    {file = "ucall-0.5.1-cp39-cp39-win_amd64.whl", hash = "sha256:1a96b1df8d1e74afaca42a9b58d6b27a9b4a8444f83e17c0dfd76f9b4c3f3b20"},
+]
+
+[package.dependencies]
+numpy = "*"
+pillow = "*"
+
 [[package]]
 name = "urllib3"
 version = "2.1.0"
@@ -2404,6 +2815,48 @@ brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "usearch"
+version = "2.8.14"
+description = "Smaller & Faster Single-File Vector Search Engine from Unum"
+optional = false
+python-versions = "*"
+files = [
+    {file = "usearch-2.8.14-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cba21f36e3e6c4a5346fc895a29268fb4c6b8c96f627bc1615a30610472848a6"},
+    {file = "usearch-2.8.14-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9e3432c662ece2281da2211ca37d5576589473a01d9db86b24427ebdc2bc3885"},
+    {file = "usearch-2.8.14-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0501b353657411718c8e97f3429f2f7d2e3852995ffe7b4f867024cb08478951"},
+    {file = "usearch-2.8.14-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d8d50684f545ccc5a68d2de6253d8d066f6309767cc19c82daada307fcca53e0"},
+    {file = "usearch-2.8.14-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:c68348e4cfb047cbd9fbbc41ec0b9f14c7489375ebf4444779cd6532a8f4b964"},
+    {file = "usearch-2.8.14-cp310-cp310-win_amd64.whl", hash = "sha256:87a699d81a1acf32dbc4b3ef8662a4d6a3c33336d47ab2c48c5e16bc8cc8e3fa"},
+    {file = "usearch-2.8.14-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:39100d18020453b2908e6249fceaea015af01d420ee4b73790b0e32535972b98"},
+    {file = "usearch-2.8.14-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:beed2f02c0c8245d6363aa1268cd6ec104d860a158801ca4f15588da7f2b5bca"},
+    {file = "usearch-2.8.14-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f26cfd549b16e494df880836fc3d26fc1be618c4eba6fd48e03a55cf71d62fc7"},
+    {file = "usearch-2.8.14-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3a326bd63fd7380e3ee06aa6ab9bc148de7d8bd6d2782157c60d04ae1522d308"},
+    {file = "usearch-2.8.14-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:4c0cdca4fa58bdfc9fa969d568f86b5e9e4a5766f38b94732c4117500cb3a9fa"},
+    {file = "usearch-2.8.14-cp311-cp311-win_amd64.whl", hash = "sha256:445647bbb1da706e67fd884649297133ab224648d897b4924edd5fba149d1a45"},
+    {file = "usearch-2.8.14-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:9095acdd214b7b213f642c5086a020dafcb54fc7e2153a3076975255b446b8cb"},
+    {file = "usearch-2.8.14-cp37-cp37m-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d762b5d2f4c55463945961ee530a2d8742ebbef4213c6315a9ffe5fe2e143cc6"},
+    {file = "usearch-2.8.14-cp37-cp37m-manylinux_2_28_x86_64.whl", hash = "sha256:2ff048f479f89fbe941ae14f15770b085f974219369260897ff7ab334bc2ac0e"},
+    {file = "usearch-2.8.14-cp37-cp37m-win_amd64.whl", hash = "sha256:d17a01ece748792c52464966c8fcb4619999cc615616ef5707f21eff3823ad5c"},
+    {file = "usearch-2.8.14-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:9dfa198ae06a5c40912159f6339679dae74bbf5aa24ffbbbbb568e2c55e626ec"},
+    {file = "usearch-2.8.14-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:10f7f998cdfdf2e5878ec3e4e02335a406789f679425312980e591044162a21c"},
+    {file = "usearch-2.8.14-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:ab813ff5fa9ef476658b62b302de1246d9ce6e9e7ec9720302fa51c2ed125286"},
+    {file = "usearch-2.8.14-cp38-cp38-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1010880868cb0d28bdab7298d5a82f62c942c2e755bd6ab50631de618c179052"},
+    {file = "usearch-2.8.14-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:21f9f5acb5d6de7d8e39dfc82075bec16dce192705cbb1a7bd8c769566b56158"},
+    {file = "usearch-2.8.14-cp38-cp38-win_amd64.whl", hash = "sha256:d4eed7ee3b21b7422494adaeb31bdefe8feb3dfbb64aa7cf3eae263869015b23"},
+    {file = "usearch-2.8.14-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:d28c0c0131351ec72e46e701011f4831ab17656f000df684db592eab18ee0dc3"},
+    {file = "usearch-2.8.14-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2292eeff089d63d7caeceace58ec0be2e15653fd4997373caa30463ed2ccabb2"},
+    {file = "usearch-2.8.14-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7f1bdc1872e7fbd352d6766cc2d64c9649f8c8e644b694f7e1ee5814573bc353"},
+    {file = "usearch-2.8.14-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f20b4933a99750156645dcccfa196c1e20a21f769b5c5a0e3f46ae3a5194afc"},
+    {file = "usearch-2.8.14-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:c7f6b24d159171ef03cc75d030f6fd495439f902e161301f6dcd6369320ea128"},
+    {file = "usearch-2.8.14-cp39-cp39-win_amd64.whl", hash = "sha256:16fb54491e2580778713142ef946eb59de74d7865bc60255b2913a4230d43de5"},
+]
+
+[package.dependencies]
+numpy = "*"
+tqdm = "*"
+ucall = {version = "*", markers = "python_version >= \"3.9\""}
+
 [[package]]
 name = "uvicorn"
 version = "0.24.0.post1"
@@ -2510,6 +2963,20 @@ files = [
 [package.dependencies]
 anyio = ">=3.0.0"
 
+[[package]]
+name = "yarg"
+version = "0.1.9"
+description = "A semi hard Cornish cheese, also queries PyPI (PyPI client)"
+optional = false
+python-versions = "*"
+files = [
+    {file = "yarg-0.1.9-py2.py3-none-any.whl", hash = "sha256:4f9cebdc00fac946c9bf2783d634e538a71c7d280a4d806d45fd4dc0ef441492"},
+    {file = "yarg-0.1.9.tar.gz", hash = "sha256:55695bf4d1e3e7f756496c36a69ba32c40d18f821e38f61d028f6049e5e15911"},
+]
+
+[package.dependencies]
+requests = "*"
+
 [[package]]
 name = "yarl"
 version = "1.9.4"
@@ -2616,4 +3083,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.12"
-content-hash = "ab85b58d01b67684e92225af5081e744498ec887c1900ba92c3b6c458556bc61"
+content-hash = "939ac0fb3b6e6fd54a716cd2aa5870e5b3a782d7ecbbc1a3b3733f1e2a4ccf50"
diff --git a/examples/fast-api-server/pyproject.toml b/examples/fast-api-server/pyproject.toml
index 4645b78..70bb941 100644
--- a/examples/fast-api-server/pyproject.toml
+++ b/examples/fast-api-server/pyproject.toml
@@ -7,8 +7,8 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = ">=3.10,<3.12"
-openassistants = {path = "../../packages/openassistants", extras = ["duckdb"], develop = true}
-openassistants-fastapi = {path = "../../packages/openassistants-fastapi", develop = true}
+definitive-openassistants = {path = "../../packages/openassistants", extras = ["duckdb"], develop = true}
+definitive-openassistants-fastapi = {path = "../../packages/openassistants-fastapi", develop = true}
 fastapi = "^0.104.1"
 uvicorn = "^0.24.0.post1"
 watchfiles = "^0.21.0"
diff --git a/packages/openassistants/poetry.lock b/packages/openassistants/poetry.lock
index dd4af96..f8f076c 100644
--- a/packages/openassistants/poetry.lock
+++ b/packages/openassistants/poetry.lock
@@ -1705,6 +1705,73 @@ files = [
 [package.dependencies]
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 
+[[package]]
+name = "pillow"
+version = "10.1.0"
+description = "Python Imaging Library (Fork)"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "Pillow-10.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1ab05f3db77e98f93964697c8efc49c7954b08dd61cff526b7f2531a22410106"},
+    {file = "Pillow-10.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6932a7652464746fcb484f7fc3618e6503d2066d853f68a4bd97193a3996e273"},
+    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5f63b5a68daedc54c7c3464508d8c12075e56dcfbd42f8c1bf40169061ae666"},
+    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0949b55eb607898e28eaccb525ab104b2d86542a85c74baf3a6dc24002edec2"},
+    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:ae88931f93214777c7a3aa0a8f92a683f83ecde27f65a45f95f22d289a69e593"},
+    {file = "Pillow-10.1.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:b0eb01ca85b2361b09480784a7931fc648ed8b7836f01fb9241141b968feb1db"},
+    {file = "Pillow-10.1.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:d27b5997bdd2eb9fb199982bb7eb6164db0426904020dc38c10203187ae2ff2f"},
+    {file = "Pillow-10.1.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:7df5608bc38bd37ef585ae9c38c9cd46d7c81498f086915b0f97255ea60c2818"},
+    {file = "Pillow-10.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:41f67248d92a5e0a2076d3517d8d4b1e41a97e2df10eb8f93106c89107f38b57"},
+    {file = "Pillow-10.1.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:1fb29c07478e6c06a46b867e43b0bcdb241b44cc52be9bc25ce5944eed4648e7"},
+    {file = "Pillow-10.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2cdc65a46e74514ce742c2013cd4a2d12e8553e3a2563c64879f7c7e4d28bce7"},
+    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:50d08cd0a2ecd2a8657bd3d82c71efd5a58edb04d9308185d66c3a5a5bed9610"},
+    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:062a1610e3bc258bff2328ec43f34244fcec972ee0717200cb1425214fe5b839"},
+    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:61f1a9d247317fa08a308daaa8ee7b3f760ab1809ca2da14ecc88ae4257d6172"},
+    {file = "Pillow-10.1.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:a646e48de237d860c36e0db37ecaecaa3619e6f3e9d5319e527ccbc8151df061"},
+    {file = "Pillow-10.1.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:47e5bf85b80abc03be7455c95b6d6e4896a62f6541c1f2ce77a7d2bb832af262"},
+    {file = "Pillow-10.1.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a92386125e9ee90381c3369f57a2a50fa9e6aa8b1cf1d9c4b200d41a7dd8e992"},
+    {file = "Pillow-10.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:0f7c276c05a9767e877a0b4c5050c8bee6a6d960d7f0c11ebda6b99746068c2a"},
+    {file = "Pillow-10.1.0-cp312-cp312-macosx_10_10_x86_64.whl", hash = "sha256:a89b8312d51715b510a4fe9fc13686283f376cfd5abca8cd1c65e4c76e21081b"},
+    {file = "Pillow-10.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:00f438bb841382b15d7deb9a05cc946ee0f2c352653c7aa659e75e592f6fa17d"},
+    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d929a19f5469b3f4df33a3df2983db070ebb2088a1e145e18facbc28cae5b27"},
+    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a92109192b360634a4489c0c756364c0c3a2992906752165ecb50544c251312"},
+    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:0248f86b3ea061e67817c47ecbe82c23f9dd5d5226200eb9090b3873d3ca32de"},
+    {file = "Pillow-10.1.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:9882a7451c680c12f232a422730f986a1fcd808da0fd428f08b671237237d651"},
+    {file = "Pillow-10.1.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:1c3ac5423c8c1da5928aa12c6e258921956757d976405e9467c5f39d1d577a4b"},
+    {file = "Pillow-10.1.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:806abdd8249ba3953c33742506fe414880bad78ac25cc9a9b1c6ae97bedd573f"},
+    {file = "Pillow-10.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:eaed6977fa73408b7b8a24e8b14e59e1668cfc0f4c40193ea7ced8e210adf996"},
+    {file = "Pillow-10.1.0-cp38-cp38-macosx_10_10_x86_64.whl", hash = "sha256:fe1e26e1ffc38be097f0ba1d0d07fcade2bcfd1d023cda5b29935ae8052bd793"},
+    {file = "Pillow-10.1.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:7a7e3daa202beb61821c06d2517428e8e7c1aab08943e92ec9e5755c2fc9ba5e"},
+    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:24fadc71218ad2b8ffe437b54876c9382b4a29e030a05a9879f615091f42ffc2"},
+    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa1d323703cfdac2036af05191b969b910d8f115cf53093125e4058f62012c9a"},
+    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_28_aarch64.whl", hash = "sha256:912e3812a1dbbc834da2b32299b124b5ddcb664ed354916fd1ed6f193f0e2d01"},
+    {file = "Pillow-10.1.0-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:7dbaa3c7de82ef37e7708521be41db5565004258ca76945ad74a8e998c30af8d"},
+    {file = "Pillow-10.1.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:9d7bc666bd8c5a4225e7ac71f2f9d12466ec555e89092728ea0f5c0c2422ea80"},
+    {file = "Pillow-10.1.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:baada14941c83079bf84c037e2d8b7506ce201e92e3d2fa0d1303507a8538212"},
+    {file = "Pillow-10.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:2ef6721c97894a7aa77723740a09547197533146fba8355e86d6d9a4a1056b14"},
+    {file = "Pillow-10.1.0-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:0a026c188be3b443916179f5d04548092e253beb0c3e2ee0a4e2cdad72f66099"},
+    {file = "Pillow-10.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:04f6f6149f266a100374ca3cc368b67fb27c4af9f1cc8cb6306d849dcdf12616"},
+    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb40c011447712d2e19cc261c82655f75f32cb724788df315ed992a4d65696bb"},
+    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1a8413794b4ad9719346cd9306118450b7b00d9a15846451549314a58ac42219"},
+    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:c9aeea7b63edb7884b031a35305629a7593272b54f429a9869a4f63a1bf04c34"},
+    {file = "Pillow-10.1.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:b4005fee46ed9be0b8fb42be0c20e79411533d1fd58edabebc0dd24626882cfd"},
+    {file = "Pillow-10.1.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:4d0152565c6aa6ebbfb1e5d8624140a440f2b99bf7afaafbdbf6430426497f28"},
+    {file = "Pillow-10.1.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:d921bc90b1defa55c9917ca6b6b71430e4286fc9e44c55ead78ca1a9f9eba5f2"},
+    {file = "Pillow-10.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:cfe96560c6ce2f4c07d6647af2d0f3c54cc33289894ebd88cfbb3bcd5391e256"},
+    {file = "Pillow-10.1.0-pp310-pypy310_pp73-macosx_10_10_x86_64.whl", hash = "sha256:937bdc5a7f5343d1c97dc98149a0be7eb9704e937fe3dc7140e229ae4fc572a7"},
+    {file = "Pillow-10.1.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b1c25762197144e211efb5f4e8ad656f36c8d214d390585d1d21281f46d556ba"},
+    {file = "Pillow-10.1.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:afc8eef765d948543a4775f00b7b8c079b3321d6b675dde0d02afa2ee23000b4"},
+    {file = "Pillow-10.1.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:883f216eac8712b83a63f41b76ddfb7b2afab1b74abbb413c5df6680f071a6b9"},
+    {file = "Pillow-10.1.0-pp39-pypy39_pp73-macosx_10_10_x86_64.whl", hash = "sha256:b920e4d028f6442bea9a75b7491c063f0b9a3972520731ed26c83e254302eb1e"},
+    {file = "Pillow-10.1.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1c41d960babf951e01a49c9746f92c5a7e0d939d1652d7ba30f6b3090f27e412"},
+    {file = "Pillow-10.1.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:1fafabe50a6977ac70dfe829b2d5735fd54e190ab55259ec8aea4aaea412fa0b"},
+    {file = "Pillow-10.1.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:3b834f4b16173e5b92ab6566f0473bfb09f939ba14b23b8da1f54fa63e4b623f"},
+    {file = "Pillow-10.1.0.tar.gz", hash = "sha256:e6bf8de6c36ed96c86ea3b6e1d5273c53f46ef518a062464cd7ef5dd2cf92e38"},
+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
 [[package]]
 name = "pip"
 version = "23.3.1"
@@ -2102,6 +2169,103 @@ files = [
 attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
 
+[[package]]
+name = "regex"
+version = "2023.10.3"
+description = "Alternative regular expression module, to replace re."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "regex-2023.10.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4c34d4f73ea738223a094d8e0ffd6d2c1a1b4c175da34d6b0de3d8d69bee6bcc"},
+    {file = "regex-2023.10.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a8f4e49fc3ce020f65411432183e6775f24e02dff617281094ba6ab079ef0915"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4cd1bccf99d3ef1ab6ba835308ad85be040e6a11b0977ef7ea8c8005f01a3c29"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:81dce2ddc9f6e8f543d94b05d56e70d03a0774d32f6cca53e978dc01e4fc75b8"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9c6b4d23c04831e3ab61717a707a5d763b300213db49ca680edf8bf13ab5d91b"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c15ad0aee158a15e17e0495e1e18741573d04eb6da06d8b84af726cfc1ed02ee"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6239d4e2e0b52c8bd38c51b760cd870069f0bdf99700a62cd509d7a031749a55"},
+    {file = "regex-2023.10.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:4a8bf76e3182797c6b1afa5b822d1d5802ff30284abe4599e1247be4fd6b03be"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:d9c727bbcf0065cbb20f39d2b4f932f8fa1631c3e01fcedc979bd4f51fe051c5"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:3ccf2716add72f80714b9a63899b67fa711b654be3fcdd34fa391d2d274ce767"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:107ac60d1bfdc3edb53be75e2a52aff7481b92817cfdddd9b4519ccf0e54a6ff"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:00ba3c9818e33f1fa974693fb55d24cdc8ebafcb2e4207680669d8f8d7cca79a"},
+    {file = "regex-2023.10.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:f0a47efb1dbef13af9c9a54a94a0b814902e547b7f21acb29434504d18f36e3a"},
+    {file = "regex-2023.10.3-cp310-cp310-win32.whl", hash = "sha256:36362386b813fa6c9146da6149a001b7bd063dabc4d49522a1f7aa65b725c7ec"},
+    {file = "regex-2023.10.3-cp310-cp310-win_amd64.whl", hash = "sha256:c65a3b5330b54103e7d21cac3f6bf3900d46f6d50138d73343d9e5b2900b2353"},
+    {file = "regex-2023.10.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:90a79bce019c442604662d17bf69df99090e24cdc6ad95b18b6725c2988a490e"},
+    {file = "regex-2023.10.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c7964c2183c3e6cce3f497e3a9f49d182e969f2dc3aeeadfa18945ff7bdd7051"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ef80829117a8061f974b2fda8ec799717242353bff55f8a29411794d635d964"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5addc9d0209a9afca5fc070f93b726bf7003bd63a427f65ef797a931782e7edc"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c148bec483cc4b421562b4bcedb8e28a3b84fcc8f0aa4418e10898f3c2c0eb9b"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8d1f21af4c1539051049796a0f50aa342f9a27cde57318f2fc41ed50b0dbc4ac"},
+    {file = "regex-2023.10.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0b9ac09853b2a3e0d0082104036579809679e7715671cfbf89d83c1cb2a30f58"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:ebedc192abbc7fd13c5ee800e83a6df252bec691eb2c4bedc9f8b2e2903f5e2a"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:d8a993c0a0ffd5f2d3bda23d0cd75e7086736f8f8268de8a82fbc4bd0ac6791e"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:be6b7b8d42d3090b6c80793524fa66c57ad7ee3fe9722b258aec6d0672543fd0"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:4023e2efc35a30e66e938de5aef42b520c20e7eda7bb5fb12c35e5d09a4c43f6"},
+    {file = "regex-2023.10.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:0d47840dc05e0ba04fe2e26f15126de7c755496d5a8aae4a08bda4dd8d646c54"},
+    {file = "regex-2023.10.3-cp311-cp311-win32.whl", hash = "sha256:9145f092b5d1977ec8c0ab46e7b3381b2fd069957b9862a43bd383e5c01d18c2"},
+    {file = "regex-2023.10.3-cp311-cp311-win_amd64.whl", hash = "sha256:b6104f9a46bd8743e4f738afef69b153c4b8b592d35ae46db07fc28ae3d5fb7c"},
+    {file = "regex-2023.10.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:bff507ae210371d4b1fe316d03433ac099f184d570a1a611e541923f78f05037"},
+    {file = "regex-2023.10.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:be5e22bbb67924dea15039c3282fa4cc6cdfbe0cbbd1c0515f9223186fc2ec5f"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4a992f702c9be9c72fa46f01ca6e18d131906a7180950958f766c2aa294d4b41"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7434a61b158be563c1362d9071358f8ab91b8d928728cd2882af060481244c9e"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c2169b2dcabf4e608416f7f9468737583ce5f0a6e8677c4efbf795ce81109d7c"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a9e908ef5889cda4de038892b9accc36d33d72fb3e12c747e2799a0e806ec841"},
+    {file = "regex-2023.10.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:12bd4bc2c632742c7ce20db48e0d99afdc05e03f0b4c1af90542e05b809a03d9"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:bc72c231f5449d86d6c7d9cc7cd819b6eb30134bb770b8cfdc0765e48ef9c420"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:bce8814b076f0ce5766dc87d5a056b0e9437b8e0cd351b9a6c4e1134a7dfbda9"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:ba7cd6dc4d585ea544c1412019921570ebd8a597fabf475acc4528210d7c4a6f"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:b0c7d2f698e83f15228ba41c135501cfe7d5740181d5903e250e47f617eb4292"},
+    {file = "regex-2023.10.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:5a8f91c64f390ecee09ff793319f30a0f32492e99f5dc1c72bc361f23ccd0a9a"},
+    {file = "regex-2023.10.3-cp312-cp312-win32.whl", hash = "sha256:ad08a69728ff3c79866d729b095872afe1e0557251da4abb2c5faff15a91d19a"},
+    {file = "regex-2023.10.3-cp312-cp312-win_amd64.whl", hash = "sha256:39cdf8d141d6d44e8d5a12a8569d5a227f645c87df4f92179bd06e2e2705e76b"},
+    {file = "regex-2023.10.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:4a3ee019a9befe84fa3e917a2dd378807e423d013377a884c1970a3c2792d293"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76066d7ff61ba6bf3cb5efe2428fc82aac91802844c022d849a1f0f53820502d"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bfe50b61bab1b1ec260fa7cd91106fa9fece57e6beba05630afe27c71259c59b"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9fd88f373cb71e6b59b7fa597e47e518282455c2734fd4306a05ca219a1991b0"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3ab05a182c7937fb374f7e946f04fb23a0c0699c0450e9fb02ef567412d2fa3"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dac37cf08fcf2094159922edc7a2784cfcc5c70f8354469f79ed085f0328ebdf"},
+    {file = "regex-2023.10.3-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:e54ddd0bb8fb626aa1f9ba7b36629564544954fff9669b15da3610c22b9a0991"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:3367007ad1951fde612bf65b0dffc8fd681a4ab98ac86957d16491400d661302"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:16f8740eb6dbacc7113e3097b0a36065a02e37b47c936b551805d40340fb9971"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:f4f2ca6df64cbdd27f27b34f35adb640b5d2d77264228554e68deda54456eb11"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_s390x.whl", hash = "sha256:39807cbcbe406efca2a233884e169d056c35aa7e9f343d4e78665246a332f597"},
+    {file = "regex-2023.10.3-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:7eece6fbd3eae4a92d7c748ae825cbc1ee41a89bb1c3db05b5578ed3cfcfd7cb"},
+    {file = "regex-2023.10.3-cp37-cp37m-win32.whl", hash = "sha256:ce615c92d90df8373d9e13acddd154152645c0dc060871abf6bd43809673d20a"},
+    {file = "regex-2023.10.3-cp37-cp37m-win_amd64.whl", hash = "sha256:0f649fa32fe734c4abdfd4edbb8381c74abf5f34bc0b3271ce687b23729299ed"},
+    {file = "regex-2023.10.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9b98b7681a9437262947f41c7fac567c7e1f6eddd94b0483596d320092004533"},
+    {file = "regex-2023.10.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:91dc1d531f80c862441d7b66c4505cd6ea9d312f01fb2f4654f40c6fdf5cc37a"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:82fcc1f1cc3ff1ab8a57ba619b149b907072e750815c5ba63e7aa2e1163384a4"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7979b834ec7a33aafae34a90aad9f914c41fd6eaa8474e66953f3f6f7cbd4368"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ef71561f82a89af6cfcbee47f0fabfdb6e63788a9258e913955d89fdd96902ab"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dd829712de97753367153ed84f2de752b86cd1f7a88b55a3a775eb52eafe8a94"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:00e871d83a45eee2f8688d7e6849609c2ca2a04a6d48fba3dff4deef35d14f07"},
+    {file = "regex-2023.10.3-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:706e7b739fdd17cb89e1fbf712d9dc21311fc2333f6d435eac2d4ee81985098c"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:cc3f1c053b73f20c7ad88b0d1d23be7e7b3901229ce89f5000a8399746a6e039"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:6f85739e80d13644b981a88f529d79c5bdf646b460ba190bffcaf6d57b2a9863"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:741ba2f511cc9626b7561a440f87d658aabb3d6b744a86a3c025f866b4d19e7f"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:e77c90ab5997e85901da85131fd36acd0ed2221368199b65f0d11bca44549711"},
+    {file = "regex-2023.10.3-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:979c24cbefaf2420c4e377ecd1f165ea08cc3d1fbb44bdc51bccbbf7c66a2cb4"},
+    {file = "regex-2023.10.3-cp38-cp38-win32.whl", hash = "sha256:58837f9d221744d4c92d2cf7201c6acd19623b50c643b56992cbd2b745485d3d"},
+    {file = "regex-2023.10.3-cp38-cp38-win_amd64.whl", hash = "sha256:c55853684fe08d4897c37dfc5faeff70607a5f1806c8be148f1695be4a63414b"},
+    {file = "regex-2023.10.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2c54e23836650bdf2c18222c87f6f840d4943944146ca479858404fedeb9f9af"},
+    {file = "regex-2023.10.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:69c0771ca5653c7d4b65203cbfc5e66db9375f1078689459fe196fe08b7b4930"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6ac965a998e1388e6ff2e9781f499ad1eaa41e962a40d11c7823c9952c77123e"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1c0e8fae5b27caa34177bdfa5a960c46ff2f78ee2d45c6db15ae3f64ecadde14"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6c56c3d47da04f921b73ff9415fbaa939f684d47293f071aa9cbb13c94afc17d"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7ef1e014eed78ab650bef9a6a9cbe50b052c0aebe553fb2881e0453717573f52"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d29338556a59423d9ff7b6eb0cb89ead2b0875e08fe522f3e068b955c3e7b59b"},
+    {file = "regex-2023.10.3-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:9c6d0ced3c06d0f183b73d3c5920727268d2201aa0fe6d55c60d68c792ff3588"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:994645a46c6a740ee8ce8df7911d4aee458d9b1bc5639bc968226763d07f00fa"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:66e2fe786ef28da2b28e222c89502b2af984858091675044d93cb50e6f46d7af"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:11175910f62b2b8c055f2b089e0fedd694fe2be3941b3e2633653bc51064c528"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:06e9abc0e4c9ab4779c74ad99c3fc10d3967d03114449acc2c2762ad4472b8ca"},
+    {file = "regex-2023.10.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:fb02e4257376ae25c6dd95a5aec377f9b18c09be6ebdefa7ad209b9137b73d48"},
+    {file = "regex-2023.10.3-cp39-cp39-win32.whl", hash = "sha256:3b2c3502603fab52d7619b882c25a6850b766ebd1b18de3df23b2f939360e1bd"},
+    {file = "regex-2023.10.3-cp39-cp39-win_amd64.whl", hash = "sha256:adbccd17dcaff65704c856bd29951c58a1bd4b2b0f8ad6b826dbd543fe740988"},
+    {file = "regex-2023.10.3.tar.gz", hash = "sha256:3fef4f844d2290ee0ba57addcec17eec9e3df73f10a2748485dfd6a3a188cc0f"},
+]
+
 [[package]]
 name = "requests"
 version = "2.31.0"
@@ -2425,6 +2589,58 @@ files = [
 [package.extras]
 doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
+[[package]]
+name = "tiktoken"
+version = "0.5.2"
+description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tiktoken-0.5.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8c4e654282ef05ec1bd06ead22141a9a1687991cef2c6a81bdd1284301abc71d"},
+    {file = "tiktoken-0.5.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7b3134aa24319f42c27718c6967f3c1916a38a715a0fa73d33717ba121231307"},
+    {file = "tiktoken-0.5.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6092e6e77730929c8c6a51bb0d7cfdf1b72b63c4d033d6258d1f2ee81052e9e5"},
+    {file = "tiktoken-0.5.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:72ad8ae2a747622efae75837abba59be6c15a8f31b4ac3c6156bc56ec7a8e631"},
+    {file = "tiktoken-0.5.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:51cba7c8711afa0b885445f0637f0fcc366740798c40b981f08c5f984e02c9d1"},
+    {file = "tiktoken-0.5.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:3d8c7d2c9313f8e92e987d585ee2ba0f7c40a0de84f4805b093b634f792124f5"},
+    {file = "tiktoken-0.5.2-cp310-cp310-win_amd64.whl", hash = "sha256:692eca18c5fd8d1e0dde767f895c17686faaa102f37640e884eecb6854e7cca7"},
+    {file = "tiktoken-0.5.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:138d173abbf1ec75863ad68ca289d4da30caa3245f3c8d4bfb274c4d629a2f77"},
+    {file = "tiktoken-0.5.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7388fdd684690973fdc450b47dfd24d7f0cbe658f58a576169baef5ae4658607"},
+    {file = "tiktoken-0.5.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a114391790113bcff670c70c24e166a841f7ea8f47ee2fe0e71e08b49d0bf2d4"},
+    {file = "tiktoken-0.5.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ca96f001e69f6859dd52926d950cfcc610480e920e576183497ab954e645e6ac"},
+    {file = "tiktoken-0.5.2-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:15fed1dd88e30dfadcdd8e53a8927f04e1f6f81ad08a5ca824858a593ab476c7"},
+    {file = "tiktoken-0.5.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:93f8e692db5756f7ea8cb0cfca34638316dcf0841fb8469de8ed7f6a015ba0b0"},
+    {file = "tiktoken-0.5.2-cp311-cp311-win_amd64.whl", hash = "sha256:bcae1c4c92df2ffc4fe9f475bf8148dbb0ee2404743168bbeb9dcc4b79dc1fdd"},
+    {file = "tiktoken-0.5.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:b76a1e17d4eb4357d00f0622d9a48ffbb23401dcf36f9716d9bd9c8e79d421aa"},
+    {file = "tiktoken-0.5.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:01d8b171bb5df4035580bc26d4f5339a6fd58d06f069091899d4a798ea279d3e"},
+    {file = "tiktoken-0.5.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42adf7d4fb1ed8de6e0ff2e794a6a15005f056a0d83d22d1d6755a39bffd9e7f"},
+    {file = "tiktoken-0.5.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4c3f894dbe0adb44609f3d532b8ea10820d61fdcb288b325a458dfc60fefb7db"},
+    {file = "tiktoken-0.5.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:58ccfddb4e62f0df974e8f7e34a667981d9bb553a811256e617731bf1d007d19"},
+    {file = "tiktoken-0.5.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:58902a8bad2de4268c2a701f1c844d22bfa3cbcc485b10e8e3e28a050179330b"},
+    {file = "tiktoken-0.5.2-cp312-cp312-win_amd64.whl", hash = "sha256:5e39257826d0647fcac403d8fa0a474b30d02ec8ffc012cfaf13083e9b5e82c5"},
+    {file = "tiktoken-0.5.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:8bde3b0fbf09a23072d39c1ede0e0821f759b4fa254a5f00078909158e90ae1f"},
+    {file = "tiktoken-0.5.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:2ddee082dcf1231ccf3a591d234935e6acf3e82ee28521fe99af9630bc8d2a60"},
+    {file = "tiktoken-0.5.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:35c057a6a4e777b5966a7540481a75a31429fc1cb4c9da87b71c8b75b5143037"},
+    {file = "tiktoken-0.5.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4c4a049b87e28f1dc60509f8eb7790bc8d11f9a70d99b9dd18dfdd81a084ffe6"},
+    {file = "tiktoken-0.5.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:5bf5ce759089f4f6521ea6ed89d8f988f7b396e9f4afb503b945f5c949c6bec2"},
+    {file = "tiktoken-0.5.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:0c964f554af1a96884e01188f480dad3fc224c4bbcf7af75d4b74c4b74ae0125"},
+    {file = "tiktoken-0.5.2-cp38-cp38-win_amd64.whl", hash = "sha256:368dd5726d2e8788e47ea04f32e20f72a2012a8a67af5b0b003d1e059f1d30a3"},
+    {file = "tiktoken-0.5.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:a2deef9115b8cd55536c0a02c0203512f8deb2447f41585e6d929a0b878a0dd2"},
+    {file = "tiktoken-0.5.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2ed7d380195affbf886e2f8b92b14edfe13f4768ff5fc8de315adba5b773815e"},
+    {file = "tiktoken-0.5.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c76fce01309c8140ffe15eb34ded2bb94789614b7d1d09e206838fc173776a18"},
+    {file = "tiktoken-0.5.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:60a5654d6a2e2d152637dd9a880b4482267dfc8a86ccf3ab1cec31a8c76bfae8"},
+    {file = "tiktoken-0.5.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:41d4d3228e051b779245a8ddd21d4336f8975563e92375662f42d05a19bdff41"},
+    {file = "tiktoken-0.5.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:a5c1cdec2c92fcde8c17a50814b525ae6a88e8e5b02030dc120b76e11db93f13"},
+    {file = "tiktoken-0.5.2-cp39-cp39-win_amd64.whl", hash = "sha256:84ddb36faedb448a50b246e13d1b6ee3437f60b7169b723a4b2abad75e914f3e"},
+    {file = "tiktoken-0.5.2.tar.gz", hash = "sha256:f54c581f134a8ea96ce2023ab221d4d4d81ab614efa0b2fbce926387deb56c80"},
+]
+
+[package.dependencies]
+regex = ">=2022.1.18"
+requests = ">=2.26.0"
+
+[package.extras]
+blobfile = ["blobfile (>=2)"]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -2540,6 +2756,37 @@ files = [
     {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
 ]
 
+[[package]]
+name = "ucall"
+version = "0.5.1"
+description = "Up to 100x Faster FastAPI. JSON-RPC with io_uring, SIMD-acceleration, and pure CPython bindings"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "ucall-0.5.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:15cd5ca5b15d198775d0b80532f41579f4ae7bf3693b86b4ac5f5ff1ed0be1d8"},
+    {file = "ucall-0.5.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:577018de6f01651ba53ac7c8867ddd9b92cc79f98fbb4c0513fcc22a8d58e007"},
+    {file = "ucall-0.5.1-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:a18ac9f297ef08e928b59c55ad75cba34511e7d4816af2fcb986043a8ecf719d"},
+    {file = "ucall-0.5.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef678d300edcb8d1d6d3af65b63034f2b09873b75b9fcb323eaec0d824cadff7"},
+    {file = "ucall-0.5.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5f1d3709b4a977c9bdefba3098edd8bc8ae37855f40ccf29f6580f195d7e2b09"},
+    {file = "ucall-0.5.1-cp310-cp310-win_amd64.whl", hash = "sha256:fcc1df86e1129bacdbb17662892e02f20189e74f827c0162da56fb2490df87ed"},
+    {file = "ucall-0.5.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:406131c6d0c74035ee7b13131e2e674ca571607bc4c7b3f47c4758f9a5b8724d"},
+    {file = "ucall-0.5.1-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:9a61bf176ce73df006507bdf2a30098b3519e534969886b2caf3d2dc479fda0c"},
+    {file = "ucall-0.5.1-cp311-cp311-macosx_11_0_x86_64.whl", hash = "sha256:29bfcd675c458d23c492e86cf703443f1f4ba266a92880bd943de1ead8e27ddd"},
+    {file = "ucall-0.5.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:26c79e67dbc7ecf6d925c8ce2f291db281961a8db13d3470f4dafb1c32d72a4b"},
+    {file = "ucall-0.5.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fba80f2094597dfa182da47cd5a71a5420da2d171aa5067a7a6efbc196eeb86e"},
+    {file = "ucall-0.5.1-cp311-cp311-win_amd64.whl", hash = "sha256:562632065fd36968ec92cc8b51033276449610465ef54916ec05bf9505be6b8b"},
+    {file = "ucall-0.5.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2d9b1cb358b6967023dcdbf1e9744501a687be75b3dc9b5fd5b3f177f18714a0"},
+    {file = "ucall-0.5.1-cp39-cp39-macosx_11_0_universal2.whl", hash = "sha256:e99eb1c64837b596281a41a641404bcb618c5037d75d652fc1f2a9b8c38aaed1"},
+    {file = "ucall-0.5.1-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:9b3e346a93c1ff7d2eef9cf03d7f515be4fc6fed195939cfa37cda6ac36a2514"},
+    {file = "ucall-0.5.1-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:358ae439f17fd05e70baa8809b38c5ff1146cc3fe77e91d5d50288d9154484af"},
+    {file = "ucall-0.5.1-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6012d8d374535b87931dc48cd8ad34529e0e8ae5f30f8a301a8784c39fe7d013"},
+    {file = "ucall-0.5.1-cp39-cp39-win_amd64.whl", hash = "sha256:1a96b1df8d1e74afaca42a9b58d6b27a9b4a8444f83e17c0dfd76f9b4c3f3b20"},
+]
+
+[package.dependencies]
+numpy = "*"
+pillow = "*"
+
 [[package]]
 name = "urllib3"
 version = "2.1.0"
@@ -2556,6 +2803,48 @@ brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "usearch"
+version = "2.8.14"
+description = "Smaller & Faster Single-File Vector Search Engine from Unum"
+optional = false
+python-versions = "*"
+files = [
+    {file = "usearch-2.8.14-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cba21f36e3e6c4a5346fc895a29268fb4c6b8c96f627bc1615a30610472848a6"},
+    {file = "usearch-2.8.14-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9e3432c662ece2281da2211ca37d5576589473a01d9db86b24427ebdc2bc3885"},
+    {file = "usearch-2.8.14-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0501b353657411718c8e97f3429f2f7d2e3852995ffe7b4f867024cb08478951"},
+    {file = "usearch-2.8.14-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d8d50684f545ccc5a68d2de6253d8d066f6309767cc19c82daada307fcca53e0"},
+    {file = "usearch-2.8.14-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:c68348e4cfb047cbd9fbbc41ec0b9f14c7489375ebf4444779cd6532a8f4b964"},
+    {file = "usearch-2.8.14-cp310-cp310-win_amd64.whl", hash = "sha256:87a699d81a1acf32dbc4b3ef8662a4d6a3c33336d47ab2c48c5e16bc8cc8e3fa"},
+    {file = "usearch-2.8.14-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:39100d18020453b2908e6249fceaea015af01d420ee4b73790b0e32535972b98"},
+    {file = "usearch-2.8.14-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:beed2f02c0c8245d6363aa1268cd6ec104d860a158801ca4f15588da7f2b5bca"},
+    {file = "usearch-2.8.14-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f26cfd549b16e494df880836fc3d26fc1be618c4eba6fd48e03a55cf71d62fc7"},
+    {file = "usearch-2.8.14-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3a326bd63fd7380e3ee06aa6ab9bc148de7d8bd6d2782157c60d04ae1522d308"},
+    {file = "usearch-2.8.14-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:4c0cdca4fa58bdfc9fa969d568f86b5e9e4a5766f38b94732c4117500cb3a9fa"},
+    {file = "usearch-2.8.14-cp311-cp311-win_amd64.whl", hash = "sha256:445647bbb1da706e67fd884649297133ab224648d897b4924edd5fba149d1a45"},
+    {file = "usearch-2.8.14-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:9095acdd214b7b213f642c5086a020dafcb54fc7e2153a3076975255b446b8cb"},
+    {file = "usearch-2.8.14-cp37-cp37m-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d762b5d2f4c55463945961ee530a2d8742ebbef4213c6315a9ffe5fe2e143cc6"},
+    {file = "usearch-2.8.14-cp37-cp37m-manylinux_2_28_x86_64.whl", hash = "sha256:2ff048f479f89fbe941ae14f15770b085f974219369260897ff7ab334bc2ac0e"},
+    {file = "usearch-2.8.14-cp37-cp37m-win_amd64.whl", hash = "sha256:d17a01ece748792c52464966c8fcb4619999cc615616ef5707f21eff3823ad5c"},
+    {file = "usearch-2.8.14-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:9dfa198ae06a5c40912159f6339679dae74bbf5aa24ffbbbbb568e2c55e626ec"},
+    {file = "usearch-2.8.14-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:10f7f998cdfdf2e5878ec3e4e02335a406789f679425312980e591044162a21c"},
+    {file = "usearch-2.8.14-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:ab813ff5fa9ef476658b62b302de1246d9ce6e9e7ec9720302fa51c2ed125286"},
+    {file = "usearch-2.8.14-cp38-cp38-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1010880868cb0d28bdab7298d5a82f62c942c2e755bd6ab50631de618c179052"},
+    {file = "usearch-2.8.14-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:21f9f5acb5d6de7d8e39dfc82075bec16dce192705cbb1a7bd8c769566b56158"},
+    {file = "usearch-2.8.14-cp38-cp38-win_amd64.whl", hash = "sha256:d4eed7ee3b21b7422494adaeb31bdefe8feb3dfbb64aa7cf3eae263869015b23"},
+    {file = "usearch-2.8.14-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:d28c0c0131351ec72e46e701011f4831ab17656f000df684db592eab18ee0dc3"},
+    {file = "usearch-2.8.14-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2292eeff089d63d7caeceace58ec0be2e15653fd4997373caa30463ed2ccabb2"},
+    {file = "usearch-2.8.14-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7f1bdc1872e7fbd352d6766cc2d64c9649f8c8e644b694f7e1ee5814573bc353"},
+    {file = "usearch-2.8.14-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f20b4933a99750156645dcccfa196c1e20a21f769b5c5a0e3f46ae3a5194afc"},
+    {file = "usearch-2.8.14-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:c7f6b24d159171ef03cc75d030f6fd495439f902e161301f6dcd6369320ea128"},
+    {file = "usearch-2.8.14-cp39-cp39-win_amd64.whl", hash = "sha256:16fb54491e2580778713142ef946eb59de74d7865bc60255b2913a4230d43de5"},
+]
+
+[package.dependencies]
+numpy = "*"
+tqdm = "*"
+ucall = {version = "*", markers = "python_version >= \"3.9\""}
+
 [[package]]
 name = "yarg"
 version = "0.1.9"
@@ -2676,4 +2965,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.12"
-content-hash = "3d7c8f04db8ed617936ab8b657f8784f11460c13bde2a083cc538ec490b77dbf"
+content-hash = "41b369357ea0a1a5d735634c576fdd1f2362ce01bfe77763c35117c8962b4f33"
diff --git a/packages/openassistants/pyproject.toml b/packages/openassistants/pyproject.toml
index b96fb1e..dbcb48f 100644
--- a/packages/openassistants/pyproject.toml
+++ b/packages/openassistants/pyproject.toml
@@ -18,6 +18,8 @@ openai = "^1.3.7"
 pyyaml = "^6.0.1"
 duckdb-engine = "^0.9.3"
 duckduckgo-search = "^3.9.11"
+usearch = "^2.8.14"
+tiktoken = "^0.5.2"
 
 [tool.poetry.group.test.dependencies]
 black = "^23.11.0"