From b7b9c1e1e06dbe517a9acdc9b290add6e3e3f916 Mon Sep 17 00:00:00 2001
From: asim-shrestha <asim.shrestha@hotmail.com>
Date: Tue, 6 Jun 2023 11:12:18 -0700
Subject: [PATCH 1/3] =?UTF-8?q?=F0=9F=A7=A0=20Small=20memory=20updates?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 platform/poetry.lock                          | 538 +++++++++++-------
 platform/pyproject.toml                       |   5 +-
 platform/reworkd_platform/db/crud.py          |   2 +-
 .../web/api/agent/memory/memory.py            |  69 ---
 .../web/api/memory/__init__.py                |   4 +
 .../reworkd_platform/web/api/memory/memory.py |  23 +
 .../reworkd_platform/web/api/memory/null.py   |  22 +
 .../reworkd_platform/web/api/memory/views.py  |  36 ++
 .../web/api/memory/weaviate.py                | 122 ++++
 platform/reworkd_platform/web/api/router.py   |   2 +
 10 files changed, 557 insertions(+), 266 deletions(-)
 delete mode 100644 platform/reworkd_platform/web/api/agent/memory/memory.py
 create mode 100644 platform/reworkd_platform/web/api/memory/__init__.py
 create mode 100644 platform/reworkd_platform/web/api/memory/memory.py
 create mode 100644 platform/reworkd_platform/web/api/memory/null.py
 create mode 100644 platform/reworkd_platform/web/api/memory/views.py
 create mode 100644 platform/reworkd_platform/web/api/memory/weaviate.py

diff --git a/platform/poetry.lock b/platform/poetry.lock
index f12fd5334c..c60d37f5a1 100644
--- a/platform/poetry.lock
+++ b/platform/poetry.lock
@@ -1,9 +1,10 @@
-# This file is automatically @generated by Poetry 1.5.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
 version = "3.8.4"
 description = "Async http client/server framework (asyncio)"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -110,36 +111,43 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 
 [[package]]
 name = "aiokafka"
-version = "0.8.1"
+version = "0.8.0"
 description = "Kafka integration with asyncio."
+category = "main"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "aiokafka-0.8.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1f6044ed270b946d31f265903b5eb101940ed0ff3a902eaf8178103c943bbcc9"},
-    {file = "aiokafka-0.8.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1e24839088fd6d3ff481cc09a48ea487b997328df11630bc0a1b88255edbcfe9"},
-    {file = "aiokafka-0.8.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3816bcfc3c57dfa4ed77fe1dc3a9a464e17b6400061348155115f282c8150c47"},
-    {file = "aiokafka-0.8.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b2bf97548fa77ad31062ca580368d346b16ba9fdca5856c435f256f3699ab12b"},
-    {file = "aiokafka-0.8.1-cp310-cp310-win32.whl", hash = "sha256:6421ee81084532f915501074a132acb2afc8cb88bf5ddb11e584230a30f6f006"},
-    {file = "aiokafka-0.8.1-cp310-cp310-win_amd64.whl", hash = "sha256:9f19d90b7360bc2239fcd8b147508ae39c3e5b1acfc8e6a2a9b0f306070f7ffe"},
-    {file = "aiokafka-0.8.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:673c163dee62dfe45146d5250af0e395da5cc92b63f8878c592abc7dc1862899"},
-    {file = "aiokafka-0.8.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4693fbe3c10f125bf3e2df8a8ccbca3eff2bdaaa6589d28c7532c10e7d84598b"},
-    {file = "aiokafka-0.8.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bbffc431d9285328c0bc108949132ae11cec863f1dd5a43a1fc3d45a69ffb8a9"},
-    {file = "aiokafka-0.8.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4fccd599ab6b3fda4f4187d854b343f153b40d05d6774be9acf238618da50031"},
-    {file = "aiokafka-0.8.1-cp311-cp311-win32.whl", hash = "sha256:90960356513f3979754261b132b12a96b0d9e3c6eb44420e3a90a7c31156a81a"},
-    {file = "aiokafka-0.8.1-cp311-cp311-win_amd64.whl", hash = "sha256:7f09784322c0d2c4fcc222add4337a5ac394aa30a248eb4e0e4587a125573c75"},
-    {file = "aiokafka-0.8.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:ff318d29ecbeea8c58d69c91c24d48d7ed4a8d3e829b607e670d118a9a35d5ba"},
-    {file = "aiokafka-0.8.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:af6df9a41e08b61d7e62c0a416feeabd81bad76fa5c70d499b083d6af9ce72c3"},
-    {file = "aiokafka-0.8.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7d327d66b41c4e3bafff7f9efb71936a08f940aa665680717e20862e4272a068"},
-    {file = "aiokafka-0.8.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:24373bb2d519abac036d5b04ebc43452ef4ad1916953b6678b9801a9c93ba237"},
-    {file = "aiokafka-0.8.1-cp38-cp38-win32.whl", hash = "sha256:fd8f9e17bc9cd2ea664a7f5133aede39a8fffebffe0c450252d475dbdedb4a35"},
-    {file = "aiokafka-0.8.1-cp38-cp38-win_amd64.whl", hash = "sha256:2fa54b8b068d9d8735cb6757a0f48168f8cf9be68860b0bae6b3ed1684cef49b"},
-    {file = "aiokafka-0.8.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:bf7473c55dc7959d4b7f9d750fa6017b325813d6cb761e488c2d9ea44e922954"},
-    {file = "aiokafka-0.8.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c4332d37cb9d52181cfda4236566b4028c7c188549277f87bcc3027577d72b1b"},
-    {file = "aiokafka-0.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f43d2afd7d3e4407ada8d754895fad7c344ca00648a8a38418d76564eaaf6cd"},
-    {file = "aiokafka-0.8.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a8a641a8102c51422afe111d4bc70c51f335f38fc5906e4c839bd17afeaf3cb2"},
-    {file = "aiokafka-0.8.1-cp39-cp39-win32.whl", hash = "sha256:935da8c4da9a00a1e16020d88e578206097b4bb72ebc2a25fbd2cb817907ef28"},
-    {file = "aiokafka-0.8.1-cp39-cp39-win_amd64.whl", hash = "sha256:45cd28af6590d6a999bb706803166570121ba8a5a0d06c51ebd8a59fab53593c"},
-    {file = "aiokafka-0.8.1.tar.gz", hash = "sha256:d300188e358cd29989c817f6ee2a2965a039e5a71de8ade6f80f02ebb9bd07b8"},
+    {file = "aiokafka-0.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f3f96301337fa7f7242f46651619b8e9e8fa8f23902dc11416fe764436d662d3"},
+    {file = "aiokafka-0.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:12457b59a06cff7369cace8d4460049b2ef2ab7f7cdc9c4924d577b9d4b48bf9"},
+    {file = "aiokafka-0.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ec896d114be157a886e3227bbe3f00658dc4d6f17b203bc44075650817703f0b"},
+    {file = "aiokafka-0.8.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8857cbd76e97186e54b98ebb3ea7778fb3618826bb9e4d01375bfab0a1d93d69"},
+    {file = "aiokafka-0.8.0-cp310-cp310-win32.whl", hash = "sha256:539d8584652e354e7f7bbaf8843e936d91bfc28e224a53a82e1bcb64ac7f6dda"},
+    {file = "aiokafka-0.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:0e9d61912678ecae6b3d407107c1a935f21d55af4585b70d8f5dcc39ecb949ce"},
+    {file = "aiokafka-0.8.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:021e9f0027ca63c6c04daccfdd0e985f7a56d51bd0d43f482f674a58fada52f5"},
+    {file = "aiokafka-0.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5a8038698a47333cdb0cd198cb4b3ccd2fbbc86ba9a4b9afc3eebe6544db0c2f"},
+    {file = "aiokafka-0.8.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9bf6d0da5804ae8888c357034d1a6750baa610999181e930678da0e87cec610d"},
+    {file = "aiokafka-0.8.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:95682f661f295fac2f5f3f0132aea7c44a1b6c92726161daa509af67ac506885"},
+    {file = "aiokafka-0.8.0-cp311-cp311-win32.whl", hash = "sha256:65e1d27a1c1cd38c66e0b22928af74b192f7598da9acd5bb939c6acea5bb5036"},
+    {file = "aiokafka-0.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:f0a216a27f05b050d5a5308fb3444014fa6bca5f0cd63468eaa169c5f19ea1dd"},
+    {file = "aiokafka-0.8.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:2567465ee6de4d248fc416f2eef7d33bbe246a79073410ae2368b5bdaeb758c1"},
+    {file = "aiokafka-0.8.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7e292841beda7cfdcd6939aab6cc2a623acd3d655b166f7ff97c658f14ced8c5"},
+    {file = "aiokafka-0.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d459ab92a360cac240cf10b9ce88e64c1e41d942c7f63b1df6c2aafe27f946d0"},
+    {file = "aiokafka-0.8.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9364eb81340b3a70a1222a4701c73a49ea0026a79bf138b4aec342f012d6f039"},
+    {file = "aiokafka-0.8.0-cp37-cp37m-win32.whl", hash = "sha256:4439a03820dc64a8c3aa5fe17809541e6a001f6f6196aad6b6b88e7ded2b5396"},
+    {file = "aiokafka-0.8.0-cp37-cp37m-win_amd64.whl", hash = "sha256:e07f07290a150552273c02bc5109d0a40bc0f32abc0ae5aeaa1e54fb86369251"},
+    {file = "aiokafka-0.8.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:e005b53597fe9bc6681a2a3b50728d235cf2fb8801e52790678c691c85383565"},
+    {file = "aiokafka-0.8.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dfb6dfef6c18726a783d102a6c1b0dfb6d43785a46ff34e967ddfa8f774532dd"},
+    {file = "aiokafka-0.8.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5202073bb8d2350b72805d45ff0125c800ed101506a4ba7be2f03ad1ba8ad1e6"},
+    {file = "aiokafka-0.8.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:881209100355a92696c6501ba1c2b32127bb1f7f2f318b400b3973ab0b52efed"},
+    {file = "aiokafka-0.8.0-cp38-cp38-win32.whl", hash = "sha256:6f50a940411ae6cd0d7bcaf2d821539e3a59b6de012f77de18a573565c9f638f"},
+    {file = "aiokafka-0.8.0-cp38-cp38-win_amd64.whl", hash = "sha256:1c3fd832a06fdd68e82f100fe678a800dd6dbf5e8db6af9521be333f965c325b"},
+    {file = "aiokafka-0.8.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2760f095a8ffb5b9b97ad28a43a6a93f38d67cf3bc95b42e6b27462b614c8561"},
+    {file = "aiokafka-0.8.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dea214c2588237cf0d404624ccd99f466a2e853ca22d7153bb680b2d3f25cdde"},
+    {file = "aiokafka-0.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:57aa55b48004da9bf5a5d37d3412c2d373b0bf32118bdc5c78cc5635998674cc"},
+    {file = "aiokafka-0.8.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b86e3c1d649824103427c021593d75f44e01db1ffbc880b154e04098b534355f"},
+    {file = "aiokafka-0.8.0-cp39-cp39-win32.whl", hash = "sha256:23f1fbdf54790a3751216e33e62228c8e1eb7feebcb19ef532cd3e4f13ae51ce"},
+    {file = "aiokafka-0.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:b36066df820e30f56386deb56d72efba287ba65419848888ea4b42f9e2741cff"},
+    {file = "aiokafka-0.8.0.tar.gz", hash = "sha256:49b30479f68ba9a484a0e3362fb9c48797d7320066db9fcd53e755451f389acb"},
 ]
 
 [package.dependencies]
@@ -158,6 +166,7 @@ zstd = ["zstandard"]
 name = "aiomysql"
 version = "0.1.1"
 description = "MySQL driver for asyncio."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -176,6 +185,7 @@ sa = ["sqlalchemy (>=1.0,<1.4)"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -190,6 +200,7 @@ frozenlist = ">=1.1.0"
 name = "anyio"
 version = "3.7.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -211,6 +222,7 @@ trio = ["trio (<0.22)"]
 name = "astor"
 version = "0.8.1"
 description = "Read/rewrite/write Python ASTs"
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 files = [
@@ -222,6 +234,7 @@ files = [
 name = "async-timeout"
 version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -233,6 +246,7 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -251,6 +265,7 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 name = "authlib"
 version = "1.2.0"
 description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -263,23 +278,25 @@ cryptography = ">=3.2"
 
 [[package]]
 name = "autoflake"
-version = "2.1.1"
+version = "1.7.8"
 description = "Removes unused imports and unused variables"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "autoflake-2.1.1-py3-none-any.whl", hash = "sha256:94e330a2bcf5ac01384fb2bf98bea60c6383eaa59ea62be486e376622deba985"},
-    {file = "autoflake-2.1.1.tar.gz", hash = "sha256:75524b48d42d6537041d91f17573b8a98cb645642f9f05c7fcc68de10b1cade3"},
+    {file = "autoflake-1.7.8-py3-none-any.whl", hash = "sha256:46373ef69b6714f5064c923bb28bd797c4f8a9497f557d87fc36665c6d956b39"},
+    {file = "autoflake-1.7.8.tar.gz", hash = "sha256:e7e46372dee46fa1c97acf310d99d922b63d369718a270809d7c278d34a194cf"},
 ]
 
 [package.dependencies]
-pyflakes = ">=3.0.0"
+pyflakes = ">=1.1.0,<3"
 tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "bandit"
 version = "1.7.5"
 description = "Security oriented static analyser for python code."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -303,6 +320,7 @@ yaml = ["PyYAML"]
 name = "beautifulsoup4"
 version = "4.12.2"
 description = "Screen-scraping library"
+category = "main"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -319,45 +337,32 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "23.3.0"
+version = "22.12.0"
 description = "The uncompromising code formatter."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "black-23.3.0-cp310-cp310-macosx_10_16_arm64.whl", hash = "sha256:0945e13506be58bf7db93ee5853243eb368ace1c08a24c65ce108986eac65915"},
-    {file = "black-23.3.0-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:67de8d0c209eb5b330cce2469503de11bca4085880d62f1628bd9972cc3366b9"},
-    {file = "black-23.3.0-cp310-cp310-macosx_10_16_x86_64.whl", hash = "sha256:7c3eb7cea23904399866c55826b31c1f55bbcd3890ce22ff70466b907b6775c2"},
-    {file = "black-23.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:32daa9783106c28815d05b724238e30718f34155653d4d6e125dc7daec8e260c"},
-    {file = "black-23.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:35d1381d7a22cc5b2be2f72c7dfdae4072a3336060635718cc7e1ede24221d6c"},
-    {file = "black-23.3.0-cp311-cp311-macosx_10_16_arm64.whl", hash = "sha256:a8a968125d0a6a404842fa1bf0b349a568634f856aa08ffaff40ae0dfa52e7c6"},
-    {file = "black-23.3.0-cp311-cp311-macosx_10_16_universal2.whl", hash = "sha256:c7ab5790333c448903c4b721b59c0d80b11fe5e9803d8703e84dcb8da56fec1b"},
-    {file = "black-23.3.0-cp311-cp311-macosx_10_16_x86_64.whl", hash = "sha256:a6f6886c9869d4daae2d1715ce34a19bbc4b95006d20ed785ca00fa03cba312d"},
-    {file = "black-23.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6f3c333ea1dd6771b2d3777482429864f8e258899f6ff05826c3a4fcc5ce3f70"},
-    {file = "black-23.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:11c410f71b876f961d1de77b9699ad19f939094c3a677323f43d7a29855fe326"},
-    {file = "black-23.3.0-cp37-cp37m-macosx_10_16_x86_64.whl", hash = "sha256:1d06691f1eb8de91cd1b322f21e3bfc9efe0c7ca1f0e1eb1db44ea367dff656b"},
-    {file = "black-23.3.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:50cb33cac881766a5cd9913e10ff75b1e8eb71babf4c7104f2e9c52da1fb7de2"},
-    {file = "black-23.3.0-cp37-cp37m-win_amd64.whl", hash = "sha256:e114420bf26b90d4b9daa597351337762b63039752bdf72bf361364c1aa05925"},
-    {file = "black-23.3.0-cp38-cp38-macosx_10_16_arm64.whl", hash = "sha256:48f9d345675bb7fbc3dd85821b12487e1b9a75242028adad0333ce36ed2a6d27"},
-    {file = "black-23.3.0-cp38-cp38-macosx_10_16_universal2.whl", hash = "sha256:714290490c18fb0126baa0fca0a54ee795f7502b44177e1ce7624ba1c00f2331"},
-    {file = "black-23.3.0-cp38-cp38-macosx_10_16_x86_64.whl", hash = "sha256:064101748afa12ad2291c2b91c960be28b817c0c7eaa35bec09cc63aa56493c5"},
-    {file = "black-23.3.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:562bd3a70495facf56814293149e51aa1be9931567474993c7942ff7d3533961"},
-    {file = "black-23.3.0-cp38-cp38-win_amd64.whl", hash = "sha256:e198cf27888ad6f4ff331ca1c48ffc038848ea9f031a3b40ba36aced7e22f2c8"},
-    {file = "black-23.3.0-cp39-cp39-macosx_10_16_arm64.whl", hash = "sha256:3238f2aacf827d18d26db07524e44741233ae09a584273aa059066d644ca7b30"},
-    {file = "black-23.3.0-cp39-cp39-macosx_10_16_universal2.whl", hash = "sha256:f0bd2f4a58d6666500542b26354978218a9babcdc972722f4bf90779524515f3"},
-    {file = "black-23.3.0-cp39-cp39-macosx_10_16_x86_64.whl", hash = "sha256:92c543f6854c28a3c7f39f4d9b7694f9a6eb9d3c5e2ece488c327b6e7ea9b266"},
-    {file = "black-23.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3a150542a204124ed00683f0db1f5cf1c2aaaa9cc3495b7a3b5976fb136090ab"},
-    {file = "black-23.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:6b39abdfb402002b8a7d030ccc85cf5afff64ee90fa4c5aebc531e3ad0175ddb"},
-    {file = "black-23.3.0-py3-none-any.whl", hash = "sha256:ec751418022185b0c1bb7d7736e6933d40bbb14c14a0abcf9123d1b159f98dd4"},
-    {file = "black-23.3.0.tar.gz", hash = "sha256:1c7b8d606e728a41ea1ccbd7264677e494e87cf630e399262ced92d4a8dac940"},
+    {file = "black-22.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9eedd20838bd5d75b80c9f5487dbcb06836a43833a37846cf1d8c1cc01cef59d"},
+    {file = "black-22.12.0-cp310-cp310-win_amd64.whl", hash = "sha256:159a46a4947f73387b4d83e87ea006dbb2337eab6c879620a3ba52699b1f4351"},
+    {file = "black-22.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d30b212bffeb1e252b31dd269dfae69dd17e06d92b87ad26e23890f3efea366f"},
+    {file = "black-22.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4"},
+    {file = "black-22.12.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c116eed0efb9ff870ded8b62fe9f28dd61ef6e9ddd28d83d7d264a38417dcee2"},
+    {file = "black-22.12.0-cp37-cp37m-win_amd64.whl", hash = "sha256:1f58cbe16dfe8c12b7434e50ff889fa479072096d79f0a7f25e4ab8e94cd8350"},
+    {file = "black-22.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77d86c9f3db9b1bf6761244bc0b3572a546f5fe37917a044e02f3166d5aafa7d"},
+    {file = "black-22.12.0-cp38-cp38-win_amd64.whl", hash = "sha256:82d9fe8fee3401e02e79767016b4907820a7dc28d70d137eb397b92ef3cc5bfc"},
+    {file = "black-22.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:101c69b23df9b44247bd88e1d7e90154336ac4992502d4197bdac35dd7ee3320"},
+    {file = "black-22.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:559c7a1ba9a006226f09e4916060982fd27334ae1998e7a38b3f33a37f7a2148"},
+    {file = "black-22.12.0-py3-none-any.whl", hash = "sha256:436cc9167dd28040ad90d3b404aec22cedf24a6e4d7de221bec2730ec0c97bcf"},
+    {file = "black-22.12.0.tar.gz", hash = "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f"},
 ]
 
 [package.dependencies]
 click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
-packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
 typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
@@ -370,6 +375,7 @@ uvloop = ["uvloop (>=0.15.2)"]
 name = "certifi"
 version = "2023.5.7"
 description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -381,6 +387,7 @@ files = [
 name = "cffi"
 version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -457,6 +464,7 @@ pycparser = "*"
 name = "cfgv"
 version = "3.3.1"
 description = "Validate configuration and produce human readable error messages."
+category = "dev"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -468,6 +476,7 @@ files = [
 name = "charset-normalizer"
 version = "2.0.12"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
 optional = false
 python-versions = ">=3.5.0"
 files = [
@@ -482,6 +491,7 @@ unicode-backport = ["unicodedata2"]
 name = "click"
 version = "8.1.3"
 description = "Composable command line interface toolkit"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -496,6 +506,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -507,6 +518,7 @@ files = [
 name = "coverage"
 version = "7.2.7"
 description = "Code coverage measurement for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -580,30 +592,31 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
-version = "41.0.1"
+version = "41.0.0"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cryptography-41.0.1-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:f73bff05db2a3e5974a6fd248af2566134d8981fd7ab012e5dd4ddb1d9a70699"},
-    {file = "cryptography-41.0.1-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:1a5472d40c8f8e91ff7a3d8ac6dfa363d8e3138b961529c996f3e2df0c7a411a"},
-    {file = "cryptography-41.0.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7fa01527046ca5facdf973eef2535a27fec4cb651e4daec4d043ef63f6ecd4ca"},
-    {file = "cryptography-41.0.1-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b46e37db3cc267b4dea1f56da7346c9727e1209aa98487179ee8ebed09d21e43"},
-    {file = "cryptography-41.0.1-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:d198820aba55660b4d74f7b5fd1f17db3aa5eb3e6893b0a41b75e84e4f9e0e4b"},
-    {file = "cryptography-41.0.1-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:948224d76c4b6457349d47c0c98657557f429b4e93057cf5a2f71d603e2fc3a3"},
-    {file = "cryptography-41.0.1-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:059e348f9a3c1950937e1b5d7ba1f8e968508ab181e75fc32b879452f08356db"},
-    {file = "cryptography-41.0.1-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:b4ceb5324b998ce2003bc17d519080b4ec8d5b7b70794cbd2836101406a9be31"},
-    {file = "cryptography-41.0.1-cp37-abi3-win32.whl", hash = "sha256:8f4ab7021127a9b4323537300a2acfb450124b2def3756f64dc3a3d2160ee4b5"},
-    {file = "cryptography-41.0.1-cp37-abi3-win_amd64.whl", hash = "sha256:1fee5aacc7367487b4e22484d3c7e547992ed726d14864ee33c0176ae43b0d7c"},
-    {file = "cryptography-41.0.1-pp38-pypy38_pp73-macosx_10_12_x86_64.whl", hash = "sha256:9a6c7a3c87d595608a39980ebaa04d5a37f94024c9f24eb7d10262b92f739ddb"},
-    {file = "cryptography-41.0.1-pp38-pypy38_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:5d092fdfedaec4cbbffbf98cddc915ba145313a6fdaab83c6e67f4e6c218e6f3"},
-    {file = "cryptography-41.0.1-pp38-pypy38_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:1a8e6c2de6fbbcc5e14fd27fb24414507cb3333198ea9ab1258d916f00bc3039"},
-    {file = "cryptography-41.0.1-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:cb33ccf15e89f7ed89b235cff9d49e2e62c6c981a6061c9c8bb47ed7951190bc"},
-    {file = "cryptography-41.0.1-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:5f0ff6e18d13a3de56f609dd1fd11470918f770c6bd5d00d632076c727d35485"},
-    {file = "cryptography-41.0.1-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:7bfc55a5eae8b86a287747053140ba221afc65eb06207bedf6e019b8934b477c"},
-    {file = "cryptography-41.0.1-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:eb8163f5e549a22888c18b0d53d6bb62a20510060a22fd5a995ec8a05268df8a"},
-    {file = "cryptography-41.0.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:8dde71c4169ec5ccc1087bb7521d54251c016f126f922ab2dfe6649170a3b8c5"},
-    {file = "cryptography-41.0.1.tar.gz", hash = "sha256:d34579085401d3f49762d2f7d6634d6b6c2ae1242202e860f4d26b046e3a1006"},
+    {file = "cryptography-41.0.0-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:3c5ef25d060c80d6d9f7f9892e1d41bb1c79b78ce74805b8cb4aa373cb7d5ec8"},
+    {file = "cryptography-41.0.0-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:8362565b3835ceacf4dc8f3b56471a2289cf51ac80946f9087e66dc283a810e0"},
+    {file = "cryptography-41.0.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3680248309d340fda9611498a5319b0193a8dbdb73586a1acf8109d06f25b92d"},
+    {file = "cryptography-41.0.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:84a165379cb9d411d58ed739e4af3396e544eac190805a54ba2e0322feb55c46"},
+    {file = "cryptography-41.0.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:4ab14d567f7bbe7f1cdff1c53d5324ed4d3fc8bd17c481b395db224fb405c237"},
+    {file = "cryptography-41.0.0-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:9f65e842cb02550fac96536edb1d17f24c0a338fd84eaf582be25926e993dde4"},
+    {file = "cryptography-41.0.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:b7f2f5c525a642cecad24ee8670443ba27ac1fab81bba4cc24c7b6b41f2d0c75"},
+    {file = "cryptography-41.0.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:7d92f0248d38faa411d17f4107fc0bce0c42cae0b0ba5415505df72d751bf62d"},
+    {file = "cryptography-41.0.0-cp37-abi3-win32.whl", hash = "sha256:34d405ea69a8b34566ba3dfb0521379b210ea5d560fafedf9f800a9a94a41928"},
+    {file = "cryptography-41.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:344c6de9f8bda3c425b3a41b319522ba3208551b70c2ae00099c205f0d9fd3be"},
+    {file = "cryptography-41.0.0-pp38-pypy38_pp73-macosx_10_12_x86_64.whl", hash = "sha256:88ff107f211ea696455ea8d911389f6d2b276aabf3231bf72c8853d22db755c5"},
+    {file = "cryptography-41.0.0-pp38-pypy38_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:b846d59a8d5a9ba87e2c3d757ca019fa576793e8758174d3868aecb88d6fc8eb"},
+    {file = "cryptography-41.0.0-pp38-pypy38_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:f5d0bf9b252f30a31664b6f64432b4730bb7038339bd18b1fafe129cfc2be9be"},
+    {file = "cryptography-41.0.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5c1f7293c31ebc72163a9a0df246f890d65f66b4a40d9ec80081969ba8c78cc9"},
+    {file = "cryptography-41.0.0-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:bf8fc66012ca857d62f6a347007e166ed59c0bc150cefa49f28376ebe7d992a2"},
+    {file = "cryptography-41.0.0-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:a4fc68d1c5b951cfb72dfd54702afdbbf0fb7acdc9b7dc4301bbf2225a27714d"},
+    {file = "cryptography-41.0.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:14754bcdae909d66ff24b7b5f166d69340ccc6cb15731670435efd5719294895"},
+    {file = "cryptography-41.0.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:0ddaee209d1cf1f180f1efa338a68c4621154de0afaef92b89486f5f96047c55"},
+    {file = "cryptography-41.0.0.tar.gz", hash = "sha256:6b71f64beeea341c9b4f963b48ee3b62d62d57ba93eb120e1196b31dc1025e78"},
 ]
 
 [package.dependencies]
@@ -623,6 +636,7 @@ test-randomorder = ["pytest-randomly"]
 name = "darglint"
 version = "1.8.1"
 description = "A utility for ensuring Google-style docstrings stay up to date with the source code."
+category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 files = [
@@ -634,6 +648,7 @@ files = [
 name = "dataclasses-json"
 version = "0.5.7"
 description = "Easily serialize dataclasses to and from JSON"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -653,6 +668,7 @@ dev = ["flake8", "hypothesis", "ipython", "mypy (>=0.710)", "portray", "pytest (
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -664,6 +680,7 @@ files = [
 name = "distlib"
 version = "0.3.6"
 description = "Distribution utilities"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -675,6 +692,7 @@ files = [
 name = "docutils"
 version = "0.20.1"
 description = "Docutils -- Python Documentation Utilities"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -686,6 +704,7 @@ files = [
 name = "eradicate"
 version = "2.2.0"
 description = "Removes commented-out code."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -697,6 +716,7 @@ files = [
 name = "exceptiongroup"
 version = "1.1.1"
 description = "Backport of PEP 654 (exception groups)"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -709,13 +729,14 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "fastapi"
-version = "0.96.0"
+version = "0.95.2"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "fastapi-0.96.0-py3-none-any.whl", hash = "sha256:b8e11fe81e81eab4e1504209917338e0b80f783878a42c2b99467e5e1019a1e9"},
-    {file = "fastapi-0.96.0.tar.gz", hash = "sha256:71232d47c2787446991c81c41c249f8a16238d52d779c0e6b43927d3773dbe3c"},
+    {file = "fastapi-0.95.2-py3-none-any.whl", hash = "sha256:d374dbc4ef2ad9b803899bd3360d34c534adc574546e25314ab72c0c4411749f"},
+    {file = "fastapi-0.95.2.tar.gz", hash = "sha256:4d9d3e8c71c73f11874bcf5e33626258d143252e329a01002f767306c64fb982"},
 ]
 
 [package.dependencies]
@@ -732,6 +753,7 @@ test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==23.1.0)", "coverage[toml] (>=6
 name = "filelock"
 version = "3.12.0"
 description = "A platform independent file lock."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -745,71 +767,78 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "diff-cover (>=7.5)", "p
 
 [[package]]
 name = "flake8"
-version = "6.0.0"
+version = "4.0.1"
 description = "the modular source code checker: pep8 pyflakes and co"
+category = "dev"
 optional = false
-python-versions = ">=3.8.1"
+python-versions = ">=3.6"
 files = [
-    {file = "flake8-6.0.0-py2.py3-none-any.whl", hash = "sha256:3833794e27ff64ea4e9cf5d410082a8b97ff1a06c16aa3d2027339cd0f1195c7"},
-    {file = "flake8-6.0.0.tar.gz", hash = "sha256:c61007e76655af75e6785a931f452915b371dc48f56efd765247c8fe68f2b181"},
+    {file = "flake8-4.0.1-py2.py3-none-any.whl", hash = "sha256:479b1304f72536a55948cb40a32dce8bb0ffe3501e26eaf292c7e60eb5e0428d"},
+    {file = "flake8-4.0.1.tar.gz", hash = "sha256:806e034dda44114815e23c16ef92f95c91e4c71100ff52813adf7132a6ad870d"},
 ]
 
 [package.dependencies]
-mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.10.0,<2.11.0"
-pyflakes = ">=3.0.0,<3.1.0"
+mccabe = ">=0.6.0,<0.7.0"
+pycodestyle = ">=2.8.0,<2.9.0"
+pyflakes = ">=2.4.0,<2.5.0"
 
 [[package]]
 name = "flake8-bandit"
-version = "4.1.1"
+version = "3.0.0"
 description = "Automated security testing with bandit and flake8."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "flake8_bandit-4.1.1-py3-none-any.whl", hash = "sha256:4c8a53eb48f23d4ef1e59293657181a3c989d0077c9952717e98a0eace43e06d"},
-    {file = "flake8_bandit-4.1.1.tar.gz", hash = "sha256:068e09287189cbfd7f986e92605adea2067630b75380c6b5733dab7d87f9a84e"},
+    {file = "flake8_bandit-3.0.0-py2.py3-none-any.whl", hash = "sha256:61b617f4f7cdaa0e2b1e6bf7b68afb2b619a227bb3e3ae00dd36c213bd17900a"},
+    {file = "flake8_bandit-3.0.0.tar.gz", hash = "sha256:54d19427e6a8d50322a7b02e1841c0a7c22d856975f3459803320e0e18e2d6a1"},
 ]
 
 [package.dependencies]
 bandit = ">=1.7.3"
-flake8 = ">=5.0.0"
+flake8 = "*"
+flake8-polyfill = "*"
+pycodestyle = "*"
 
 [[package]]
 name = "flake8-broken-line"
-version = "1.0.0"
+version = "0.5.0"
 description = "Flake8 plugin to forbid backslashes for line breaks"
+category = "dev"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = ">=3.6,<4.0"
 files = [
-    {file = "flake8_broken_line-1.0.0-py3-none-any.whl", hash = "sha256:96c964336024a5030dc536a9f6fb02aa679e2d2a6b35b80a558b5136c35832a9"},
-    {file = "flake8_broken_line-1.0.0.tar.gz", hash = "sha256:e2c6a17f8d9a129e99c1320fce89b33843e2963871025c4c2bb7b8b8d8732a85"},
+    {file = "flake8-broken-line-0.5.0.tar.gz", hash = "sha256:7c98de9dd1385b71e888709c7f2aee3f0514107ecb5875bc95d0c03392191c97"},
+    {file = "flake8_broken_line-0.5.0-py3-none-any.whl", hash = "sha256:daafb19b67eead0410ce7ba155d51a15b9d020ebe7630d87de9c2b93cedb6703"},
 ]
 
 [package.dependencies]
-flake8 = ">5"
+flake8 = ">=3.5,<6"
 
 [[package]]
 name = "flake8-bugbear"
-version = "23.5.9"
+version = "22.12.6"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
+category = "dev"
 optional = false
-python-versions = ">=3.8.1"
+python-versions = ">=3.7"
 files = [
-    {file = "flake8-bugbear-23.5.9.tar.gz", hash = "sha256:695c84a5d7da54eb35d79a7354dbaf3aaba80de32250608868aa1c85534b2a86"},
-    {file = "flake8_bugbear-23.5.9-py3-none-any.whl", hash = "sha256:631fa927fbc799e8ca636b849dd7dfc304812287137b6ecb3277821f028bee40"},
+    {file = "flake8-bugbear-22.12.6.tar.gz", hash = "sha256:4cdb2c06e229971104443ae293e75e64c6107798229202fbe4f4091427a30ac0"},
+    {file = "flake8_bugbear-22.12.6-py3-none-any.whl", hash = "sha256:b69a510634f8a9c298dfda2b18a8036455e6b19ecac4fe582e4d7a0abfa50a30"},
 ]
 
 [package.dependencies]
 attrs = ">=19.2.0"
-flake8 = ">=6.0.0"
+flake8 = ">=3.0.0"
 
 [package.extras]
-dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "pytest", "tox"]
+dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "tox"]
 
 [[package]]
 name = "flake8-commas"
 version = "2.1.0"
 description = "Flake8 lint for trailing commas."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -824,6 +853,7 @@ flake8 = ">=2"
 name = "flake8-comprehensions"
 version = "3.12.0"
 description = "A flake8 plugin to help you write better list/set/dict comprehensions."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -838,6 +868,7 @@ flake8 = ">=3.0,<3.2.0 || >3.2.0"
 name = "flake8-debugger"
 version = "4.1.2"
 description = "ipdb/pdb statement checker plugin for flake8"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -853,6 +884,7 @@ pycodestyle = "*"
 name = "flake8-docstrings"
 version = "1.7.0"
 description = "Extension for flake8 which uses pydocstyle to check docstrings"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -866,42 +898,60 @@ pydocstyle = ">=2.1"
 
 [[package]]
 name = "flake8-eradicate"
-version = "1.5.0"
+version = "1.4.0"
 description = "Flake8 plugin to find commented out code"
+category = "dev"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = ">=3.7,<4.0"
 files = [
-    {file = "flake8_eradicate-1.5.0-py3-none-any.whl", hash = "sha256:18acc922ad7de623f5247c7d5595da068525ec5437dd53b22ec2259b96ce9d22"},
-    {file = "flake8_eradicate-1.5.0.tar.gz", hash = "sha256:aee636cb9ecb5594a7cd92d67ad73eb69909e5cc7bd81710cf9d00970f3983a6"},
+    {file = "flake8-eradicate-1.4.0.tar.gz", hash = "sha256:3088cfd6717d1c9c6c3ac45ef2e5f5b6c7267f7504d5a74b781500e95cb9c7e1"},
+    {file = "flake8_eradicate-1.4.0-py3-none-any.whl", hash = "sha256:e3bbd0871be358e908053c1ab728903c114f062ba596b4d40c852fd18f473d56"},
 ]
 
 [package.dependencies]
 attrs = "*"
 eradicate = ">=2.0,<3.0"
-flake8 = ">5"
+flake8 = ">=3.5,<6"
 
 [[package]]
 name = "flake8-isort"
-version = "6.0.0"
+version = "4.2.0"
 description = "flake8 plugin that integrates isort ."
+category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = "*"
 files = [
-    {file = "flake8-isort-6.0.0.tar.gz", hash = "sha256:537f453a660d7e903f602ecfa36136b140de279df58d02eb1b6a0c84e83c528c"},
-    {file = "flake8_isort-6.0.0-py3-none-any.whl", hash = "sha256:aa0cac02a62c7739e370ce6b9c31743edac904bae4b157274511fc8a19c75bbc"},
+    {file = "flake8-isort-4.2.0.tar.gz", hash = "sha256:26571500cd54976bbc0cf1006ffbcd1a68dd102f816b7a1051b219616ba9fee0"},
+    {file = "flake8_isort-4.2.0-py3-none-any.whl", hash = "sha256:5b87630fb3719bf4c1833fd11e0d9534f43efdeba524863e15d8f14a7ef6adbf"},
 ]
 
 [package.dependencies]
-flake8 = "*"
-isort = ">=5.0.0,<6"
+flake8 = ">=3.2.1,<6"
+isort = ">=4.3.5,<6"
 
 [package.extras]
-test = ["pytest"]
+test = ["pytest-cov"]
+
+[[package]]
+name = "flake8-polyfill"
+version = "1.0.2"
+description = "Polyfill package for Flake8 plugins"
+category = "dev"
+optional = false
+python-versions = "*"
+files = [
+    {file = "flake8-polyfill-1.0.2.tar.gz", hash = "sha256:e44b087597f6da52ec6393a709e7108b2905317d0c0b744cdca6208e670d8eda"},
+    {file = "flake8_polyfill-1.0.2-py2.py3-none-any.whl", hash = "sha256:12be6a34ee3ab795b19ca73505e7b55826d5f6ad7230d31b18e106400169b9e9"},
+]
+
+[package.dependencies]
+flake8 = "*"
 
 [[package]]
 name = "flake8-quotes"
 version = "3.3.2"
 description = "Flake8 lint for quotes."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -913,27 +963,26 @@ flake8 = "*"
 
 [[package]]
 name = "flake8-rst-docstrings"
-version = "0.3.0"
-description = "Python docstring reStructuredText (RST) validator for flake8"
+version = "0.2.7"
+description = "Python docstring reStructuredText (RST) validator"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "flake8-rst-docstrings-0.3.0.tar.gz", hash = "sha256:d1ce22b4bd37b73cd86b8d980e946ef198cfcc18ed82fedb674ceaa2f8d1afa4"},
-    {file = "flake8_rst_docstrings-0.3.0-py3-none-any.whl", hash = "sha256:f8c3c6892ff402292651c31983a38da082480ad3ba253743de52989bdc84ca1c"},
+    {file = "flake8-rst-docstrings-0.2.7.tar.gz", hash = "sha256:2740067ab9237559dd45a3434d8c987792c7b259ca563621a3b95efe201f5382"},
+    {file = "flake8_rst_docstrings-0.2.7-py3-none-any.whl", hash = "sha256:5d56075dce360bcc9c6775bfe7cb431aa395de600ca7e8d40580a28d50b2a803"},
 ]
 
 [package.dependencies]
-flake8 = ">=3"
+flake8 = ">=3.0.0"
 pygments = "*"
 restructuredtext-lint = "*"
 
-[package.extras]
-develop = ["build", "twine"]
-
 [[package]]
 name = "flake8-string-format"
 version = "0.3.0"
 description = "string format checker, plugin for flake8"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -948,6 +997,7 @@ flake8 = "*"
 name = "frozenlist"
 version = "1.3.3"
 description = "A list-like structure which implements collections.abc.MutableSequence"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1031,6 +1081,7 @@ files = [
 name = "gitdb"
 version = "4.0.10"
 description = "Git Object Database"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1045,6 +1096,7 @@ smmap = ">=3.0.1,<6"
 name = "gitignore-parser"
 version = "0.1.3"
 description = "A spec-compliant gitignore parser for Python 3.5+"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1055,6 +1107,7 @@ files = [
 name = "gitpython"
 version = "3.1.31"
 description = "GitPython is a Python library used to interact with Git repositories"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1069,6 +1122,7 @@ gitdb = ">=4.0.1,<5"
 name = "greenlet"
 version = "2.0.2"
 description = "Lightweight in-process concurrent programming"
+category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 files = [
@@ -1142,6 +1196,7 @@ test = ["objgraph", "psutil"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1151,29 +1206,31 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "0.17.2"
+version = "0.16.3"
 description = "A minimal low-level HTTP client."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "httpcore-0.17.2-py3-none-any.whl", hash = "sha256:5581b9c12379c4288fe70f43c710d16060c10080617001e6b22a3b6dbcbefd36"},
-    {file = "httpcore-0.17.2.tar.gz", hash = "sha256:125f8375ab60036db632f34f4b627a9ad085048eef7cb7d2616fea0f739f98af"},
+    {file = "httpcore-0.16.3-py3-none-any.whl", hash = "sha256:da1fb708784a938aa084bde4feb8317056c55037247c787bd7e19eb2c2949dc0"},
+    {file = "httpcore-0.16.3.tar.gz", hash = "sha256:c5d6f04e2fc530f39e0c077e6a30caa53f1451096120f1f38b954afd0b17c0cb"},
 ]
 
 [package.dependencies]
 anyio = ">=3.0,<5.0"
 certifi = "*"
 h11 = ">=0.13,<0.15"
-sniffio = "==1.*"
+sniffio = ">=1.0.0,<2.0.0"
 
 [package.extras]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
 
 [[package]]
 name = "httptools"
 version = "0.5.0"
 description = "A collection of framework independent HTTP protocol utils."
+category = "main"
 optional = false
 python-versions = ">=3.5.0"
 files = [
@@ -1225,31 +1282,33 @@ test = ["Cython (>=0.29.24,<0.30.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.24.1"
+version = "0.23.3"
 description = "The next generation HTTP client."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "httpx-0.24.1-py3-none-any.whl", hash = "sha256:06781eb9ac53cde990577af654bd990a4949de37a28bdb4a230d434f3a30b9bd"},
-    {file = "httpx-0.24.1.tar.gz", hash = "sha256:5853a43053df830c20f8110c5e69fe44d035d850b2dfe795e196f00fdb774bdd"},
+    {file = "httpx-0.23.3-py3-none-any.whl", hash = "sha256:a211fcce9b1254ea24f0cd6af9869b3d29aba40154e947d2a07bb499b3e310d6"},
+    {file = "httpx-0.23.3.tar.gz", hash = "sha256:9818458eb565bb54898ccb9b8b251a28785dd4a55afbc23d0eb410754fe7d0f9"},
 ]
 
 [package.dependencies]
 certifi = "*"
-httpcore = ">=0.15.0,<0.18.0"
-idna = "*"
+httpcore = ">=0.15.0,<0.17.0"
+rfc3986 = {version = ">=1.3,<2", extras = ["idna2008"]}
 sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<13)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
 
 [[package]]
 name = "identify"
 version = "2.5.24"
 description = "File identification library for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1264,6 +1323,7 @@ license = ["ukkonen"]
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1275,6 +1335,7 @@ files = [
 name = "importlib-metadata"
 version = "6.6.0"
 description = "Read metadata from Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1294,6 +1355,7 @@ testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packag
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1305,6 +1367,7 @@ files = [
 name = "isort"
 version = "5.12.0"
 description = "A Python utility / library to sort Python imports."
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -1322,6 +1385,7 @@ requirements-deprecated-finder = ["pip-api", "pipreqs"]
 name = "kafka-python"
 version = "2.0.2"
 description = "Pure Python client for Apache Kafka"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1334,36 +1398,33 @@ crc32c = ["crc32c"]
 
 [[package]]
 name = "lanarky"
-version = "0.7.6"
+version = "0.6.6"
 description = "Ship production-ready LLM projects with FastAPI"
+category = "main"
 optional = false
 python-versions = ">=3.9,<4.0"
 files = [
-    {file = "lanarky-0.7.6-py3-none-any.whl", hash = "sha256:00141bb92ca8d95a7f6e7dc60d209c46b268ef93540a9af6bb7b67fc0dcbe3b2"},
-    {file = "lanarky-0.7.6.tar.gz", hash = "sha256:ee4e6a0d1e3e15bb7f66861414897b1304d2f5458205a3b1d15eed4984d919c3"},
+    {file = "lanarky-0.6.6-py3-none-any.whl", hash = "sha256:c37e0de75f074ea44f526f97ac986949ec1b388c5499677452b1cef5daf66c51"},
+    {file = "lanarky-0.6.6.tar.gz", hash = "sha256:03f38846eb56ebf90ccf8658205d7ab983bfd58f343557e05f403cd5314ee8e7"},
 ]
 
 [package.dependencies]
 fastapi = ">=0.95.2"
-langchain = ">=0.0.183"
+langchain = ">=0.0.178"
 python-dotenv = ">=1.0.0,<2.0.0"
 typing-extensions = "4.5.0"
 urllib3 = "<=1.26.15"
 
-[package.extras]
-gptcache = ["gptcache (>=0.1.28,<0.2.0)"]
-openai = ["openai (>=0.27.7,<0.28.0)", "tiktoken (>=0.4.0,<0.5.0)"]
-redis = ["redis (>=4.5.5,<5.0.0)"]
-
 [[package]]
 name = "langchain"
-version = "0.0.189"
+version = "0.0.178"
 description = "Building applications with LLMs through composability"
+category = "main"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langchain-0.0.189-py3-none-any.whl", hash = "sha256:11f9b6981000d8981a5447fe5b5b751bc90b97e7cab9b58e2f2c45bc7632fd5e"},
-    {file = "langchain-0.0.189.tar.gz", hash = "sha256:63dcf73ebe23a787ba0865a3df51a16d5a2e973d6a175b6a9f6340dd1a3ad002"},
+    {file = "langchain-0.0.178-py3-none-any.whl", hash = "sha256:22014f86ee75b3d90a5206bc62b2d4c93c0069dc31f8c8f0ed12526926c9e52c"},
+    {file = "langchain-0.0.178.tar.gz", hash = "sha256:b5f9c4da42581d3cd37a349eea086aaf0239afbe951a8500e976277c789ae1bf"},
 ]
 
 [package.dependencies]
@@ -1380,12 +1441,12 @@ SQLAlchemy = ">=1.4,<3"
 tenacity = ">=8.1.0,<9.0.0"
 
 [package.extras]
-all = ["O365 (>=2.0.26,<3.0.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.2.6,<0.3.0)", "arxiv (>=1.4,<2.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "azure-ai-formrecognizer (>=3.2.1,<4.0.0)", "azure-ai-vision (>=0.11.1b1,<0.12.0)", "azure-cognitiveservices-speech (>=1.28.0,<2.0.0)", "azure-cosmos (>=4.4.0b1,<5.0.0)", "azure-identity (>=1.12.0,<2.0.0)", "beautifulsoup4 (>=4,<5)", "clickhouse-connect (>=0.5.14,<0.6.0)", "cohere (>=3,<4)", "deeplake (>=3.3.0,<4.0.0)", "docarray[hnswlib] (>=0.32.0,<0.33.0)", "duckduckgo-search (>=2.8.6,<3.0.0)", "elasticsearch (>=8,<9)", "faiss-cpu (>=1,<2)", "google-api-python-client (==2.70.0)", "google-auth (>=2.18.1,<3.0.0)", "google-search-results (>=2,<3)", "gptcache (>=0.1.7)", "html2text (>=2020.1.16,<2021.0.0)", "huggingface_hub (>=0,<1)", "jina (>=3.14,<4.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "lancedb (>=0.1,<0.2)", "langkit (>=0.0.1.dev3,<0.1.0)", "lark (>=1.1.5,<2.0.0)", "lxml (>=4.9.2,<5.0.0)", "manifest-ml (>=0.0.1,<0.0.2)", "momento (>=1.5.0,<2.0.0)", "neo4j (>=5.8.1,<6.0.0)", "networkx (>=2.6.3,<3.0.0)", "nlpcloud (>=1,<2)", "nltk (>=3,<4)", "nomic (>=1.0.43,<2.0.0)", "openai (>=0,<1)", "openlm (>=0.0.5,<0.0.6)", "opensearch-py (>=2.0.0,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pexpect (>=4.8.0,<5.0.0)", "pgvector (>=0.1.6,<0.2.0)", "pinecone-client (>=2,<3)", "pinecone-text (>=0.4.2,<0.5.0)", "psycopg2-binary (>=2.9.5,<3.0.0)", "pymongo (>=4.3.3,<5.0.0)", "pyowm (>=3.3.0,<4.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pytesseract (>=0.3.10,<0.4.0)", "pyvespa (>=0.33.0,<0.34.0)", "qdrant-client (>=1.1.2,<2.0.0)", "redis (>=4,<5)", "requests-toolbelt (>=1.0.0,<2.0.0)", "sentence-transformers (>=2,<3)", "spacy (>=3,<4)", "steamship (>=2.16.9,<3.0.0)", "tensorflow-text (>=2.11.0,<3.0.0)", "tiktoken (>=0.3.2,<0.4.0)", "torch (>=1,<3)", "transformers (>=4,<5)", "weaviate-client (>=3,<4)", "wikipedia (>=1,<2)", "wolframalpha (==5.0.0)"]
+all = ["O365 (>=2.0.26,<3.0.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.2.6,<0.3.0)", "arxiv (>=1.4,<2.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "azure-ai-formrecognizer (>=3.2.1,<4.0.0)", "azure-ai-vision (>=0.11.1b1,<0.12.0)", "azure-cognitiveservices-speech (>=1.28.0,<2.0.0)", "azure-cosmos (>=4.4.0b1,<5.0.0)", "azure-identity (>=1.12.0,<2.0.0)", "beautifulsoup4 (>=4,<5)", "clickhouse-connect (>=0.5.14,<0.6.0)", "cohere (>=3,<4)", "deeplake (>=3.3.0,<4.0.0)", "docarray[hnswlib] (>=0.32.0,<0.33.0)", "duckduckgo-search (>=2.8.6,<3.0.0)", "elasticsearch (>=8,<9)", "faiss-cpu (>=1,<2)", "google-api-python-client (==2.70.0)", "google-search-results (>=2,<3)", "gptcache (>=0.1.7)", "html2text (>=2020.1.16,<2021.0.0)", "huggingface_hub (>=0,<1)", "jina (>=3.14,<4.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "lancedb (>=0.1,<0.2)", "langkit (>=0.0.1.dev3,<0.1.0)", "lark (>=1.1.5,<2.0.0)", "lxml (>=4.9.2,<5.0.0)", "manifest-ml (>=0.0.1,<0.0.2)", "neo4j (>=5.8.1,<6.0.0)", "networkx (>=2.6.3,<3.0.0)", "nlpcloud (>=1,<2)", "nltk (>=3,<4)", "nomic (>=1.0.43,<2.0.0)", "openai (>=0,<1)", "openlm (>=0.0.5,<0.0.6)", "opensearch-py (>=2.0.0,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pexpect (>=4.8.0,<5.0.0)", "pgvector (>=0.1.6,<0.2.0)", "pinecone-client (>=2,<3)", "pinecone-text (>=0.4.2,<0.5.0)", "psycopg2-binary (>=2.9.5,<3.0.0)", "pyowm (>=3.3.0,<4.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pytesseract (>=0.3.10,<0.4.0)", "pyvespa (>=0.33.0,<0.34.0)", "qdrant-client (>=1.1.2,<2.0.0)", "redis (>=4,<5)", "requests-toolbelt (>=1.0.0,<2.0.0)", "sentence-transformers (>=2,<3)", "spacy (>=3,<4)", "steamship (>=2.16.9,<3.0.0)", "tensorflow-text (>=2.11.0,<3.0.0)", "tiktoken (>=0.3.2,<0.4.0)", "torch (>=1,<3)", "transformers (>=4,<5)", "weaviate-client (>=3,<4)", "wikipedia (>=1,<2)", "wolframalpha (==5.0.0)"]
 azure = ["azure-ai-formrecognizer (>=3.2.1,<4.0.0)", "azure-ai-vision (>=0.11.1b1,<0.12.0)", "azure-cognitiveservices-speech (>=1.28.0,<2.0.0)", "azure-core (>=1.26.4,<2.0.0)", "azure-cosmos (>=4.4.0b1,<5.0.0)", "azure-identity (>=1.12.0,<2.0.0)", "openai (>=0,<1)"]
 cohere = ["cohere (>=3,<4)"]
 docarray = ["docarray[hnswlib] (>=0.32.0,<0.33.0)"]
 embeddings = ["sentence-transformers (>=2,<3)"]
-extended-testing = ["atlassian-python-api (>=3.36.0,<4.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "chardet (>=5.1.0,<6.0.0)", "gql (>=3.4.1,<4.0.0)", "html2text (>=2020.1.16,<2021.0.0)", "jq (>=1.4.1,<2.0.0)", "lxml (>=4.9.2,<5.0.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "psychicapi (>=0.5,<0.6)", "py-trello (>=0.19.0,<0.20.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "telethon (>=1.28.5,<2.0.0)", "tqdm (>=4.48.0)", "zep-python (>=0.30,<0.31)"]
+extended-testing = ["atlassian-python-api (>=3.36.0,<4.0.0)", "beautifulsoup4 (>=4,<5)", "chardet (>=5.1.0,<6.0.0)", "gql (>=3.4.1,<4.0.0)", "html2text (>=2020.1.16,<2021.0.0)", "jq (>=1.4.1,<2.0.0)", "lxml (>=4.9.2,<5.0.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "psychicapi (>=0.2,<0.3)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "telethon (>=1.28.5,<2.0.0)", "tqdm (>=4.48.0)", "zep-python (>=0.25,<0.26)"]
 llms = ["anthropic (>=0.2.6,<0.3.0)", "cohere (>=3,<4)", "huggingface_hub (>=0,<1)", "manifest-ml (>=0.0.1,<0.0.2)", "nlpcloud (>=1,<2)", "openai (>=0,<1)", "openlm (>=0.0.5,<0.0.6)", "torch (>=1,<3)", "transformers (>=4,<5)"]
 openai = ["openai (>=0,<1)", "tiktoken (>=0.3.2,<0.4.0)"]
 qdrant = ["qdrant-client (>=1.1.2,<2.0.0)"]
@@ -1393,13 +1454,14 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
 [[package]]
 name = "loguru"
-version = "0.7.0"
+version = "0.6.0"
 description = "Python logging made (stupidly) simple"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "loguru-0.7.0-py3-none-any.whl", hash = "sha256:b93aa30099fa6860d4727f1b81f8718e965bb96253fa190fab2077aaad6d15d3"},
-    {file = "loguru-0.7.0.tar.gz", hash = "sha256:1612053ced6ae84d7959dd7d5e431a0532642237ec21f7fd83ac73fe539e03e1"},
+    {file = "loguru-0.6.0-py3-none-any.whl", hash = "sha256:4e2414d534a2ab57573365b3e6d0234dfb1d84b68b7f3b948e6fb743860a77c3"},
+    {file = "loguru-0.6.0.tar.gz", hash = "sha256:066bd06758d0a513e9836fd9c6b5a75bfb3fd36841f4b996bc60b547a309d41c"},
 ]
 
 [package.dependencies]
@@ -1407,12 +1469,13 @@ colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""}
 win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
 
 [package.extras]
-dev = ["Sphinx (==5.3.0)", "colorama (==0.4.5)", "colorama (==0.4.6)", "freezegun (==1.1.0)", "freezegun (==1.2.2)", "mypy (==v0.910)", "mypy (==v0.971)", "mypy (==v0.990)", "pre-commit (==3.2.1)", "pytest (==6.1.2)", "pytest (==7.2.1)", "pytest-cov (==2.12.1)", "pytest-cov (==4.0.0)", "pytest-mypy-plugins (==1.10.1)", "pytest-mypy-plugins (==1.9.3)", "sphinx-autobuild (==2021.3.14)", "sphinx-rtd-theme (==1.2.0)", "tox (==3.27.1)", "tox (==4.4.6)"]
+dev = ["Sphinx (>=4.1.1)", "black (>=19.10b0)", "colorama (>=0.3.4)", "docutils (==0.16)", "flake8 (>=3.7.7)", "isort (>=5.1.1)", "pytest (>=4.6.2)", "pytest-cov (>=2.7.1)", "sphinx-autobuild (>=0.7.1)", "sphinx-rtd-theme (>=0.4.3)", "tox (>=3.9.0)"]
 
 [[package]]
 name = "markdown-it-py"
 version = "2.2.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1437,6 +1500,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "marshmallow"
 version = "3.19.0"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1457,6 +1521,7 @@ tests = ["pytest", "pytz", "simplejson"]
 name = "marshmallow-enum"
 version = "1.5.1"
 description = "Enum field for Marshmallow"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1469,19 +1534,21 @@ marshmallow = ">=2.0.0"
 
 [[package]]
 name = "mccabe"
-version = "0.7.0"
+version = "0.6.1"
 description = "McCabe checker, plugin for flake8"
+category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = "*"
 files = [
-    {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
-    {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
+    {file = "mccabe-0.6.1-py2.py3-none-any.whl", hash = "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42"},
+    {file = "mccabe-0.6.1.tar.gz", hash = "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"},
 ]
 
 [[package]]
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1493,6 +1560,7 @@ files = [
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1576,6 +1644,7 @@ files = [
 name = "mypy"
 version = "1.3.0"
 description = "Optional static typing for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1622,6 +1691,7 @@ reports = ["lxml"]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1633,6 +1703,7 @@ files = [
 name = "mysqlclient"
 version = "2.1.1"
 description = "Python interface to MySQL"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1649,6 +1720,7 @@ files = [
 name = "nodeenv"
 version = "1.8.0"
 description = "Node.js virtual environment builder"
+category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 files = [
@@ -1663,6 +1735,7 @@ setuptools = "*"
 name = "numexpr"
 version = "2.8.4"
 description = "Fast numerical expression evaluator for NumPy"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1705,6 +1778,7 @@ numpy = ">=1.13.3"
 name = "numpy"
 version = "1.24.3"
 description = "Fundamental package for array computing in Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1742,6 +1816,7 @@ files = [
 name = "openai"
 version = "0.27.7"
 description = "Python client library for the OpenAI API"
+category = "main"
 optional = false
 python-versions = ">=3.7.1"
 files = [
@@ -1756,7 +1831,7 @@ tqdm = "*"
 
 [package.extras]
 datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
-dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"]
+dev = ["black (>=21.6b0,<22.0)", "pytest (>=6.0.0,<7.0.0)", "pytest-asyncio", "pytest-mock"]
 embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
 wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
 
@@ -1764,6 +1839,7 @@ wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1
 name = "openapi-schema-pydantic"
 version = "1.2.4"
 description = "OpenAPI (v3) specification schema as pydantic class"
+category = "main"
 optional = false
 python-versions = ">=3.6.1"
 files = [
@@ -1778,6 +1854,7 @@ pydantic = ">=1.8.2"
 name = "packaging"
 version = "23.1"
 description = "Core utilities for Python packages"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1789,6 +1866,7 @@ files = [
 name = "pathspec"
 version = "0.11.1"
 description = "Utility library for gitignore style pattern matching of file paths."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1800,6 +1878,7 @@ files = [
 name = "pbr"
 version = "5.11.1"
 description = "Python Build Reasonableness"
+category = "dev"
 optional = false
 python-versions = ">=2.6"
 files = [
@@ -1809,22 +1888,24 @@ files = [
 
 [[package]]
 name = "pep8-naming"
-version = "0.13.3"
+version = "0.13.2"
 description = "Check PEP-8 naming conventions, plugin for flake8"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pep8-naming-0.13.3.tar.gz", hash = "sha256:1705f046dfcd851378aac3be1cd1551c7c1e5ff363bacad707d43007877fa971"},
-    {file = "pep8_naming-0.13.3-py3-none-any.whl", hash = "sha256:1a86b8c71a03337c97181917e2b472f0f5e4ccb06844a0d6f0a33522549e7a80"},
+    {file = "pep8-naming-0.13.2.tar.gz", hash = "sha256:93eef62f525fd12a6f8c98f4dcc17fa70baae2f37fa1f73bec00e3e44392fa48"},
+    {file = "pep8_naming-0.13.2-py3-none-any.whl", hash = "sha256:59e29e55c478db69cffbe14ab24b5bd2cd615c0413edf790d47d3fb7ba9a4e23"},
 ]
 
 [package.dependencies]
-flake8 = ">=5.0.0"
+flake8 = ">=3.9.1"
 
 [[package]]
 name = "platformdirs"
 version = "3.5.1"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1840,6 +1921,7 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-
 name = "pluggy"
 version = "1.0.0"
 description = "plugin and hook calling mechanisms for python"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1855,6 +1937,7 @@ testing = ["pytest", "pytest-benchmark"]
 name = "pre-commit"
 version = "3.3.2"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1871,19 +1954,21 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "pycodestyle"
-version = "2.10.0"
+version = "2.8.0"
 description = "Python style guide checker"
+category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
-    {file = "pycodestyle-2.10.0-py2.py3-none-any.whl", hash = "sha256:8a4eaf0d0495c7395bdab3589ac2db602797d76207242c17d470186815706610"},
-    {file = "pycodestyle-2.10.0.tar.gz", hash = "sha256:347187bdb476329d98f695c213d7295a846d1152ff4fe9bacb8a9590b8ee7053"},
+    {file = "pycodestyle-2.8.0-py2.py3-none-any.whl", hash = "sha256:720f8b39dde8b293825e7ff02c475f3077124006db4f440dcbc9a20b76548a20"},
+    {file = "pycodestyle-2.8.0.tar.gz", hash = "sha256:eddd5847ef438ea1c7870ca7eb78a9d47ce0cdb4851a5523949f2601d0cbbe7f"},
 ]
 
 [[package]]
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1895,6 +1980,7 @@ files = [
 name = "pycron"
 version = "3.0.0"
 description = "Simple cron-like parser, which determines if current datetime matches conditions."
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1905,6 +1991,7 @@ files = [
 name = "pydantic"
 version = "1.10.8"
 description = "Data validation and settings management using python type hints"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1958,6 +2045,7 @@ email = ["email-validator (>=1.0.3)"]
 name = "pydocstyle"
 version = "6.3.0"
 description = "Python docstring style checker"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1973,19 +2061,21 @@ toml = ["tomli (>=1.2.3)"]
 
 [[package]]
 name = "pyflakes"
-version = "3.0.1"
+version = "2.4.0"
 description = "passive checker of Python programs"
+category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
-    {file = "pyflakes-3.0.1-py2.py3-none-any.whl", hash = "sha256:ec55bf7fe21fff7f1ad2f7da62363d749e2a470500eab1b555334b67aa1ef8cf"},
-    {file = "pyflakes-3.0.1.tar.gz", hash = "sha256:ec8b276a6b60bd80defed25add7e439881c19e64850afd9b346283d4165fd0fd"},
+    {file = "pyflakes-2.4.0-py2.py3-none-any.whl", hash = "sha256:3bb3a3f256f4b7968c9c788781e4ff07dce46bdf12339dcda61053375426ee2e"},
+    {file = "pyflakes-2.4.0.tar.gz", hash = "sha256:05a85c2872edf37a4ed30b0cce2f6093e1d0581f8c19d7393122da7e25b2b24c"},
 ]
 
 [[package]]
 name = "pygments"
 version = "2.15.1"
 description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2000,6 +2090,7 @@ plugins = ["importlib-metadata"]
 name = "pymysql"
 version = "1.0.3"
 description = "Pure Python MySQL Driver"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2015,6 +2106,7 @@ rsa = ["cryptography"]
 name = "pytest"
 version = "7.3.1"
 description = "pytest: simple powerful testing with Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2037,6 +2129,7 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 name = "pytest-cov"
 version = "4.1.0"
 description = "Pytest plugin for measuring coverage."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2055,6 +2148,7 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 name = "pytest-env"
 version = "0.8.1"
 description = "py.test plugin that allows you to add environment variables."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2072,6 +2166,7 @@ test = ["coverage (>=6.5)", "pytest-mock (>=3.10)"]
 name = "python-dotenv"
 version = "1.0.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2086,6 +2181,7 @@ cli = ["click (>=5.0)"]
 name = "pyyaml"
 version = "6.0"
 description = "YAML parser and emitter for Python"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2135,6 +2231,7 @@ files = [
 name = "regex"
 version = "2023.6.3"
 description = "Alternative regular expression module, to replace re."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2232,6 +2329,7 @@ files = [
 name = "replicate"
 version = "0.8.3"
 description = "Python client for Replicate"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2251,6 +2349,7 @@ dev = ["black", "mypy", "pytest", "responses", "ruff"]
 name = "requests"
 version = "2.28.0"
 description = "Python HTTP for Humans."
+category = "main"
 optional = false
 python-versions = ">=3.7, <4"
 files = [
@@ -2272,6 +2371,7 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<5)"]
 name = "restructuredtext-lint"
 version = "1.4.0"
 description = "reStructuredText linter"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2281,10 +2381,29 @@ files = [
 [package.dependencies]
 docutils = ">=0.11,<1.0"
 
+[[package]]
+name = "rfc3986"
+version = "1.5.0"
+description = "Validating URI References per RFC 3986"
+category = "dev"
+optional = false
+python-versions = "*"
+files = [
+    {file = "rfc3986-1.5.0-py2.py3-none-any.whl", hash = "sha256:a86d6e1f5b1dc238b218b012df0aa79409667bb209e58da56d0b94704e712a97"},
+    {file = "rfc3986-1.5.0.tar.gz", hash = "sha256:270aaf10d87d0d4e095063c65bf3ddbc6ee3d0b226328ce21e036f946e421835"},
+]
+
+[package.dependencies]
+idna = {version = "*", optional = true, markers = "extra == \"idna2008\""}
+
+[package.extras]
+idna2008 = ["idna"]
+
 [[package]]
 name = "rich"
 version = "13.4.1"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2301,18 +2420,19 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "sentry-sdk"
-version = "1.25.0"
+version = "1.24.0"
 description = "Python client for Sentry (https://sentry.io)"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
-    {file = "sentry-sdk-1.25.0.tar.gz", hash = "sha256:5be3296fc574fa8a4d9b213b4dcf8c8d0246c08f8bd78315c6286f386c37555a"},
-    {file = "sentry_sdk-1.25.0-py2.py3-none-any.whl", hash = "sha256:fe85cf5d0b3d0aa3480df689f9f6dc487de783defb0a95043368375dc893645e"},
+    {file = "sentry-sdk-1.24.0.tar.gz", hash = "sha256:0bbcecda9f51936904c1030e7fef0fe693e633888f02a14d1cb68646a50e83b3"},
+    {file = "sentry_sdk-1.24.0-py2.py3-none-any.whl", hash = "sha256:56d6d9d194c898d853a7c1dd99bed92ce82334ee1282292c15bcc967ff1a49b5"},
 ]
 
 [package.dependencies]
 certifi = "*"
-urllib3 = {version = ">=1.26.11", markers = "python_version >= \"3.6\""}
+urllib3 = {version = ">=1.26.11,<2.0.0", markers = "python_version >= \"3.6\""}
 
 [package.extras]
 aiohttp = ["aiohttp (>=3.5)"]
@@ -2345,6 +2465,7 @@ tornado = ["tornado (>=5)"]
 name = "setuptools"
 version = "67.8.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2361,6 +2482,7 @@ testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (
 name = "smmap"
 version = "5.0.0"
 description = "A pure Python implementation of a sliding window memory map manager"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2372,6 +2494,7 @@ files = [
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2383,6 +2506,7 @@ files = [
 name = "snowballstemmer"
 version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2394,6 +2518,7 @@ files = [
 name = "soupsieve"
 version = "2.4.1"
 description = "A modern CSS selector implementation for Beautiful Soup."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2405,6 +2530,7 @@ files = [
 name = "sqlalchemy"
 version = "2.0.15"
 description = "Database Abstraction Library"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2452,7 +2578,7 @@ files = [
 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", optional = true, 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\" or extra == \"asyncio\""}
+greenlet = {version = "!=0.4.17", optional = true, 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\" or extra == \"asyncio\""}
 typing-extensions = ">=4.2.0"
 
 [package.extras]
@@ -2482,6 +2608,7 @@ sqlcipher = ["sqlcipher3-binary"]
 name = "starlette"
 version = "0.27.0"
 description = "The little ASGI library that shines."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2500,6 +2627,7 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyam
 name = "stevedore"
 version = "5.1.0"
 description = "Manage dynamic plugins for Python applications"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2514,6 +2642,7 @@ pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 name = "taskiq"
 version = "0.6.0"
 description = "Distributed task queue with full async support"
+category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -2541,6 +2670,7 @@ zmq = ["pyzmq (>=23.2.0,<24.0.0)"]
 name = "taskiq-dependencies"
 version = "1.2.4"
 description = "FastAPI like dependency injection implementation"
+category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -2552,6 +2682,7 @@ files = [
 name = "tenacity"
 version = "8.2.2"
 description = "Retry code until it succeeds"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2566,6 +2697,7 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
 name = "tiktoken"
 version = "0.4.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2611,6 +2743,7 @@ blobfile = ["blobfile (>=2)"]
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2622,6 +2755,7 @@ files = [
 name = "tqdm"
 version = "4.65.0"
 description = "Fast, Extensible Progress Meter"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2642,6 +2776,7 @@ telegram = ["requests"]
 name = "typing-extensions"
 version = "4.5.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2653,6 +2788,7 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2668,6 +2804,7 @@ typing-extensions = ">=3.7.4"
 name = "ujson"
 version = "5.7.0"
 description = "Ultra fast JSON encoder and decoder for Python"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2742,6 +2879,7 @@ files = [
 name = "urllib3"
 version = "1.26.15"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -2756,13 +2894,14 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.22.0"
+version = "0.20.0"
 description = "The lightning-fast ASGI server."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "uvicorn-0.22.0-py3-none-any.whl", hash = "sha256:e9434d3bbf05f310e762147f769c9f21235ee118ba2d2bf1155a7196448bd996"},
-    {file = "uvicorn-0.22.0.tar.gz", hash = "sha256:79277ae03db57ce7d9aa0567830bbb51d7a612f54d6e1e3e92da3ef24c2c8ed8"},
+    {file = "uvicorn-0.20.0-py3-none-any.whl", hash = "sha256:c3ed1598a5668208723f2bb49336f4509424ad198d6ab2615b7783db58d919fd"},
+    {file = "uvicorn-0.20.0.tar.gz", hash = "sha256:a4e12017b940247f836bc90b72e725d7dfd0c8ed1c51eb365f5ba30d9f5127d8"},
 ]
 
 [package.dependencies]
@@ -2772,7 +2911,7 @@ h11 = ">=0.8"
 httptools = {version = ">=0.5.0", optional = true, markers = "extra == \"standard\""}
 python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
-uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
+uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
 watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
 
@@ -2783,6 +2922,7 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 name = "uvloop"
 version = "0.17.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2827,6 +2967,7 @@ test = ["Cython (>=0.29.32,<0.30.0)", "aiohttp", "flake8 (>=3.9.2,<3.10.0)", "my
 name = "validators"
 version = "0.20.0"
 description = "Python Data Validation for Humans™."
+category = "main"
 optional = false
 python-versions = ">=3.4"
 files = [
@@ -2843,6 +2984,7 @@ test = ["flake8 (>=2.4.0)", "isort (>=4.2.2)", "pytest (>=2.2.3)"]
 name = "virtualenv"
 version = "20.23.0"
 description = "Virtual Python Environment builder"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2863,6 +3005,7 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "coverage-enable-subprocess
 name = "watchdog"
 version = "2.3.1"
 description = "Filesystem events monitoring"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2903,6 +3046,7 @@ watchmedo = ["PyYAML (>=3.10)"]
 name = "watchfiles"
 version = "0.19.0"
 description = "Simple, modern and high performance file watching and code reload in python."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2937,6 +3081,7 @@ anyio = ">=3.0.0"
 name = "weaviate-client"
 version = "3.19.2"
 description = "A python native weaviate client"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2957,6 +3102,7 @@ grpc = ["grpcio", "grpcio-tools"]
 name = "websockets"
 version = "11.0.3"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3034,41 +3180,42 @@ files = [
 
 [[package]]
 name = "wemake-python-styleguide"
-version = "0.18.0"
+version = "0.17.0"
 description = "The strictest and most opinionated python linter ever"
+category = "dev"
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = ">=3.7,<4.0"
 files = [
-    {file = "wemake_python_styleguide-0.18.0-py3-none-any.whl", hash = "sha256:2219be145185edcd5e01f4ce49e3dea11acc34f2c377face0c175bb6ea6ac988"},
-    {file = "wemake_python_styleguide-0.18.0.tar.gz", hash = "sha256:69139858cf5b2a9ba09dac136e2873a4685515768f68fdef2684ebefd7b1dafd"},
+    {file = "wemake-python-styleguide-0.17.0.tar.gz", hash = "sha256:c8869fac392019c2bb3eae4287399245d10d2726b23f1b3c68d1564909c3a71a"},
+    {file = "wemake_python_styleguide-0.17.0-py3-none-any.whl", hash = "sha256:d10b953bbe4fba83a34f4c224a0e1849ede89e486eacfc760690e6c87a28eaae"},
 ]
 
 [package.dependencies]
 astor = ">=0.8,<0.9"
 attrs = "*"
 darglint = ">=1.2,<2.0"
-flake8 = ">5"
-flake8-bandit = ">=4.1,<5.0"
-flake8-broken-line = ">=1.0,<2.0"
-flake8-bugbear = ">=23.5,<24.0"
+flake8 = ">=3.7,<5"
+flake8-bandit = ">=2.1,<4"
+flake8-broken-line = ">=0.5,<0.6"
+flake8-bugbear = ">=22.9,<23.0"
 flake8-commas = ">=2.0,<3.0"
 flake8-comprehensions = ">=3.1,<4.0"
 flake8-debugger = ">=4.0,<5.0"
 flake8-docstrings = ">=1.3,<2.0"
-flake8-eradicate = ">=1.5,<2.0"
-flake8-isort = ">=6.0,<7.0"
+flake8-eradicate = ">=1.0,<2.0"
+flake8-isort = ">=4.0,<5.0"
 flake8-quotes = ">=3.0,<4.0"
-flake8-rst-docstrings = ">=0.3,<0.4"
+flake8-rst-docstrings = ">=0.2,<0.3"
 flake8-string-format = ">=0.3,<0.4"
 pep8-naming = ">=0.13,<0.14"
 pygments = ">=2.4,<3.0"
-setuptools = "*"
 typing_extensions = ">=4.0,<5.0"
 
 [[package]]
 name = "wikipedia"
 version = "1.4.0"
 description = "Wikipedia API for Python"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3083,6 +3230,7 @@ requests = ">=2.0.0,<3.0.0"
 name = "win32-setctime"
 version = "1.1.0"
 description = "A small Python utility to set file creation time on Windows"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3097,6 +3245,7 @@ dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
 name = "yarl"
 version = "1.9.2"
 description = "Yet another URL library"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3184,6 +3333,7 @@ multidict = ">=4.0"
 name = "zipp"
 version = "3.15.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3198,4 +3348,4 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "f413544fdd6396401c47a5cee6053e147f8264c28f711ee454ec89985cb80100"
+content-hash = "8aed4636145ca509166ccdc28791b293c3019f42d394d7cb2f0b56afc0e1dbc4"
diff --git a/platform/pyproject.toml b/platform/pyproject.toml
index 560d4f2f6c..a6bf7e035a 100644
--- a/platform/pyproject.toml
+++ b/platform/pyproject.toml
@@ -12,8 +12,8 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = "^3.9"
-fastapi = "^0.96.0"
-uvicorn = { version = "^0.22.0", extras = ["standard"] }
+fastapi = "^0.95.2"
+uvicorn = { version = "^0.20.0", extras = ["standard"] }
 pydantic = { version = "^1.10.8", extras = ["dotenv"] }
 yarl = "^1.9.2"
 ujson = "^5.7.0"
@@ -32,6 +32,7 @@ replicate = "^0.8.3"
 lanarky = "^0.7.6"
 weaviate-client = "^3.19.2"
 tiktoken = "^0.4.0"
+numpy = "^1.24.3"
 
 
 [tool.poetry.dev-dependencies]
diff --git a/platform/reworkd_platform/db/crud.py b/platform/reworkd_platform/db/crud.py
index 3ebdc7b025..0cfe52f6ed 100644
--- a/platform/reworkd_platform/db/crud.py
+++ b/platform/reworkd_platform/db/crud.py
@@ -48,7 +48,7 @@ async def validate_task_count(self, run_id: str, type_: str) -> None:
 
         if task_count >= max_:
             raise PlatformaticError(
-                StopIteration, f"Max loops of {max_} exceeded, shutting down.", 429
+                StopIteration(), f"Max loops of {max_} exceeded, shutting down.", 429
             )
 
 
diff --git a/platform/reworkd_platform/web/api/agent/memory/memory.py b/platform/reworkd_platform/web/api/agent/memory/memory.py
deleted file mode 100644
index 4d1f0af0f6..0000000000
--- a/platform/reworkd_platform/web/api/agent/memory/memory.py
+++ /dev/null
@@ -1,69 +0,0 @@
-from abc import ABC
-from typing import List, Tuple
-
-import weaviate
-from langchain.embeddings import OpenAIEmbeddings
-from langchain.vectorstores import Weaviate
-
-from reworkd_platform.settings import settings
-
-SimilarText = List[Tuple[str, float]]
-
-
-# Base class for AgentMemory
-# Ensure we use __enter__ and __exit__ so that connections are closed
-class AgentMemory(ABC):
-    def __enter__(self):
-        pass
-
-    def __exit__(self, exc_type, exc_value, traceback) -> None:
-        pass
-
-    def add_task(self, task: str, result: str) -> None:
-        pass
-
-    def get_similar_tasks(
-        self, query: str, similarity_threshold: float = 0.7
-    ) -> SimilarText:
-        pass
-
-
-class WeaviateMemory(AgentMemory):
-    db: Weaviate = None
-
-    def __init__(self, index_name: str):
-        self.index_name = index_name
-        self.text_key = "agentGPT_Tasks"
-        self.client = weaviate.Client(settings.vector_db_url)
-
-    def __enter__(self):
-        self.db = Weaviate(
-            self.client,
-            self.index_name,
-            self.text_key,
-            embedding=OpenAIEmbeddings(openai_api_key=settings.openai_api_key),
-            by_text=False,
-        )
-        return self
-
-    def __exit__(self, exc_type, exc_value, traceback):
-        self.client.__del__()
-
-    def add_task(self, task: str, result: str) -> None:
-        self.db.add_texts([task], [{"result": result}])
-
-    def get_similar_tasks(
-        self, query: str, similarity_threshold: float = 0.7
-    ) -> SimilarText:
-        # Get similar tasks
-        results = self.db.similarity_search_with_score(query)
-
-        # Sort by score
-        results.sort(key=lambda x: x[1], reverse=True)
-
-        # Return
-        return [
-            (text.page_content, score)
-            for [text, score] in results
-            if score > similarity_threshold
-        ]
diff --git a/platform/reworkd_platform/web/api/memory/__init__.py b/platform/reworkd_platform/web/api/memory/__init__.py
new file mode 100644
index 0000000000..5d477693e3
--- /dev/null
+++ b/platform/reworkd_platform/web/api/memory/__init__.py
@@ -0,0 +1,4 @@
+"""API for handling agent memory"""
+from reworkd_platform.web.api.memory.views import router
+
+__all__ = ["router"]
diff --git a/platform/reworkd_platform/web/api/memory/memory.py b/platform/reworkd_platform/web/api/memory/memory.py
new file mode 100644
index 0000000000..ccf0d87313
--- /dev/null
+++ b/platform/reworkd_platform/web/api/memory/memory.py
@@ -0,0 +1,23 @@
+from abc import ABC
+from typing import List, Tuple
+
+SimilarTasks = List[Tuple[str, float]]
+
+
+class AgentMemory(ABC):
+    """
+    Base class for AgentMemory
+    Expose __enter__ and __exit__ to ensure connections get closed within requests
+    """
+
+    def __enter__(self):
+        pass
+
+    def __exit__(self, exc_type, exc_value, traceback) -> None:
+        pass
+
+    def add_tasks(self, task: List[str]) -> None:
+        pass
+
+    def get_similar_tasks(self, query: str, score_threshold: float) -> List[str]:
+        pass
diff --git a/platform/reworkd_platform/web/api/memory/null.py b/platform/reworkd_platform/web/api/memory/null.py
new file mode 100644
index 0000000000..f8bc6119c8
--- /dev/null
+++ b/platform/reworkd_platform/web/api/memory/null.py
@@ -0,0 +1,22 @@
+from typing import List
+
+from reworkd_platform.web.api.memory.memory import AgentMemory
+
+
+class NullAgentMemory(AgentMemory):
+    """
+    NullObjectPattern for AgentMemory
+    Used when database connections cannot be established
+    """
+
+    def __enter__(self):
+        pass
+
+    def __exit__(self, exc_type, exc_value, traceback) -> None:
+        pass
+
+    def add_tasks(self, task: List[str]) -> None:
+        pass
+
+    def get_similar_tasks(self, query: str, score_threshold: float) -> List[str]:
+        return []
diff --git a/platform/reworkd_platform/web/api/memory/views.py b/platform/reworkd_platform/web/api/memory/views.py
new file mode 100644
index 0000000000..b54345ed9c
--- /dev/null
+++ b/platform/reworkd_platform/web/api/memory/views.py
@@ -0,0 +1,36 @@
+from typing import List
+
+from fastapi import APIRouter
+from pydantic import BaseModel
+
+from reworkd_platform.web.api.memory.memory import SimilarTasks
+from reworkd_platform.web.api.memory.weaviate import WeaviateMemory
+
+router = APIRouter()
+
+
+class MemoryAdd(BaseModel):
+    class_name: str
+    tasks: List[str]
+
+
+@router.post("/memory/add")
+def add_task_memory(req_body: MemoryAdd) -> List[str]:
+    with WeaviateMemory(req_body.class_name) as memory:
+        ids = memory.add_tasks(req_body.tasks)
+    return ids
+
+
+@router.get("/memory/get")
+def get_task_memory(
+    class_name: str, query: str, score_threshold: float = 0.7
+) -> SimilarTasks:
+    with WeaviateMemory(class_name) as memory:
+        similar_tasks = memory.get_similar_tasks(query, score_threshold)
+    return similar_tasks
+
+
+@router.delete("/memory/delete")
+def delete_class(class_name: str) -> None:
+    with WeaviateMemory(class_name) as memory:
+        memory.delete_class()
diff --git a/platform/reworkd_platform/web/api/memory/weaviate.py b/platform/reworkd_platform/web/api/memory/weaviate.py
new file mode 100644
index 0000000000..9ecb7b8ce6
--- /dev/null
+++ b/platform/reworkd_platform/web/api/memory/weaviate.py
@@ -0,0 +1,122 @@
+from __future__ import annotations
+
+from typing import List, Dict, cast
+
+import numpy as np
+import weaviate
+from langchain.embeddings import OpenAIEmbeddings
+from langchain.vectorstores import Weaviate
+from loguru import logger
+from weaviate import UnexpectedStatusCodeException
+
+from reworkd_platform.settings import settings
+from reworkd_platform.web.api.memory.memory import SimilarTasks, AgentMemory
+
+
+def _default_schema(index_name: str, text_key: str) -> Dict:
+    return {
+        "class": index_name,
+        "properties": [
+            {
+                "name": text_key,
+                "dataType": ["text"],
+            }
+        ],
+    }
+
+
+CLASS_PREFIX = "Reworkd_AgentGPT_"
+
+
+class WeaviateMemory(AgentMemory):
+    """
+    Wrapper around the Weaviate vector database
+    """
+
+    db: Weaviate = None
+
+    def __init__(self, index_name: str):
+        self.index_name = CLASS_PREFIX + index_name
+        self.text_key = "agent_memory"
+
+    def __enter__(self):
+        # If the database requires authentication, retrieve the API key
+        auth = (
+            weaviate.auth.AuthApiKey(api_key=settings.vector_db_api_key)
+            if settings.vector_db_api_key is not None
+               and settings.vector_db_api_key != ""
+            else None
+        )
+        self.client = weaviate.Client(settings.vector_db_url, auth_client_secret=auth)
+
+        # Create the schema if it doesn't already exist
+        schema = _default_schema(self.index_name, self.text_key)
+        if not self.client.schema.contains(schema):
+            self.client.schema.create_class(schema)
+
+        # Instantiate client with embedding provider
+        self.embeddings = OpenAIEmbeddings(openai_api_key=settings.openai_api_key)
+        self.db = Weaviate(
+            self.client,
+            self.index_name,
+            self.text_key,
+            embedding=self.embeddings,
+            by_text=False,
+        )
+
+        return self
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        self.client.__del__()
+
+    def add_tasks(self, tasks: List[str]) -> List[str]:
+        return self.db.add_texts(tasks)
+
+    def get_similar_tasks(
+        self, query: str, score_threshold: float = 0.7
+    ) -> SimilarTasks:
+        # Get similar tasks
+        results = self._similarity_search_with_score(query)
+
+        # Sort by score
+        results.sort(key=lambda x: x[1], reverse=True)
+
+        # Return formatted response
+        return [
+            (text, score) for [text, score] in results if
+            score >= score_threshold
+        ]
+
+    def delete_class(self):
+        try:
+            self.client.schema.delete_class(self.index_name)
+        except UnexpectedStatusCodeException as error:
+            logger.error(error)
+
+    # Recreate _similarity_search_with_score from langchain to use a near vector
+    def _similarity_search_with_score(
+        self, query: str, k: int = 4
+    ) -> SimilarTasks:
+        # Build query
+        query_obj = self.client.query.get(self.index_name, [self.text_key])
+        embedding = self.embeddings.embed_query(query)
+        vector = {"vector": embedding}
+
+        result = (
+            query_obj.with_near_vector(vector)
+            .with_limit(k)
+            .with_additional("vector")
+            .do()
+        )
+
+        if "errors" in result:
+            raise ValueError(f"Error during query: {result['errors']}")
+
+        docs_and_scores = []
+        for res in result["data"]["Get"][self.index_name]:
+            text = cast(str, res.pop(self.text_key))
+            score = np.dot(
+                res["_additional"]["vector"], embedding
+            )
+            docs_and_scores.append((text, score))
+        return docs_and_scores
diff --git a/platform/reworkd_platform/web/api/router.py b/platform/reworkd_platform/web/api/router.py
index fcf1afb49f..162a48632a 100644
--- a/platform/reworkd_platform/web/api/router.py
+++ b/platform/reworkd_platform/web/api/router.py
@@ -1,8 +1,10 @@
 from fastapi.routing import APIRouter
 
 from reworkd_platform.web.api import agent
+from reworkd_platform.web.api import memory
 from reworkd_platform.web.api import monitoring
 
 api_router = APIRouter()
 api_router.include_router(monitoring.router, prefix="/monitoring", tags=["monitoring"])
 api_router.include_router(agent.router, prefix="/agent", tags=["agent"])
+api_router.include_router(memory.router, prefix="/memory", tags=["memory"])

From a3f9a5f17905bae4c3feae448e4f07c8698544cd Mon Sep 17 00:00:00 2001
From: asim-shrestha <asim.shrestha@hotmail.com>
Date: Tue, 6 Jun 2023 11:15:10 -0700
Subject: [PATCH 2/3] =?UTF-8?q?=F0=9F=A7=A0=20Update=20pyproject?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 platform/pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/platform/pyproject.toml b/platform/pyproject.toml
index a6bf7e035a..e1819185f2 100644
--- a/platform/pyproject.toml
+++ b/platform/pyproject.toml
@@ -12,8 +12,8 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = "^3.9"
-fastapi = "^0.95.2"
-uvicorn = { version = "^0.20.0", extras = ["standard"] }
+fastapi = "^0.96.0"
+uvicorn = { version = "^0.22.0", extras = ["standard"] }
 pydantic = { version = "^1.10.8", extras = ["dotenv"] }
 yarl = "^1.9.2"
 ujson = "^5.7.0"

From 1b8bd459a8a985b2e5da4daba37da6b57796224e Mon Sep 17 00:00:00 2001
From: asim-shrestha <asim.shrestha@hotmail.com>
Date: Tue, 6 Jun 2023 11:50:30 -0700
Subject: [PATCH 3/3] =?UTF-8?q?=F0=9F=A7=A0=20Reformat?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 docs/docs/development/memory.md               |  4 +--
 .../web/api/memory/weaviate.py                | 29 +++++++++----------
 2 files changed, 16 insertions(+), 17 deletions(-)

diff --git a/docs/docs/development/memory.md b/docs/docs/development/memory.md
index f807c9bdef..4555c68cf7 100644
--- a/docs/docs/development/memory.md
+++ b/docs/docs/development/memory.md
@@ -21,8 +21,8 @@ the [Weaviate docs](https://weaviate.io/developers/weaviate).
 Essentially, vector databases allow us to save task and task execution history externally, allowing agents to access
 memory from many loops prior. This is done through similarity search over text.
 
-Intuitively, when we as humans want to remember something, we try to think of something related. Eventually,
-we find a collection of information related that topic in our head and act upon it.
+Intuitively, when we as humans want to remember something, we try to think of related words or phrases. Eventually,
+we find a collection of information related to that topic in our head and act upon it.
 This framework is similar to how a Vector DB operates.
 
 ## Weaviate
diff --git a/platform/reworkd_platform/web/api/memory/weaviate.py b/platform/reworkd_platform/web/api/memory/weaviate.py
index 9ecb7b8ce6..c8505689f6 100644
--- a/platform/reworkd_platform/web/api/memory/weaviate.py
+++ b/platform/reworkd_platform/web/api/memory/weaviate.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import List, Dict, cast
+from typing import List, Dict, cast, Tuple
 
 import numpy as np
 import weaviate
@@ -44,7 +44,7 @@ def __enter__(self):
         auth = (
             weaviate.auth.AuthApiKey(api_key=settings.vector_db_api_key)
             if settings.vector_db_api_key is not None
-               and settings.vector_db_api_key != ""
+            and settings.vector_db_api_key != ""
             else None
         )
         self.client = weaviate.Client(settings.vector_db_url, auth_client_secret=auth)
@@ -78,25 +78,26 @@ def get_similar_tasks(
         # Get similar tasks
         results = self._similarity_search_with_score(query)
 
-        # Sort by score
-        results.sort(key=lambda x: x[1], reverse=True)
+        def get_score(result: Tuple[str, float]) -> float:
+            return result[1]
+
+        results.sort(key=get_score, reverse=True)
 
         # Return formatted response
-        return [
-            (text, score) for [text, score] in results if
-            score >= score_threshold
-        ]
+        return [(text, score) for [text, score] in results if score >= score_threshold]
 
-    def delete_class(self):
+    def reset_class(self):
         try:
             self.client.schema.delete_class(self.index_name)
         except UnexpectedStatusCodeException as error:
             logger.error(error)
 
-    # Recreate _similarity_search_with_score from langchain to use a near vector
     def _similarity_search_with_score(
         self, query: str, k: int = 4
-    ) -> SimilarTasks:
+    ) -> List[Tuple[str, float]]:
+        """
+        A remake of _similarity_search_with_score from langchain to use a near vector
+        """
         # Build query
         query_obj = self.client.query.get(self.index_name, [self.text_key])
         embedding = self.embeddings.embed_query(query)
@@ -112,11 +113,9 @@ def _similarity_search_with_score(
         if "errors" in result:
             raise ValueError(f"Error during query: {result['errors']}")
 
-        docs_and_scores = []
+        docs_and_scores: list[tuple[str, float]] = []
         for res in result["data"]["Get"][self.index_name]:
             text = cast(str, res.pop(self.text_key))
-            score = np.dot(
-                res["_additional"]["vector"], embedding
-            )
+            score = float(np.dot(res["_additional"]["vector"], embedding))
             docs_and_scores.append((text, score))
         return docs_and_scores