Initial Commit from original Project on Github

README.md

@@ -0,0 +1,83 @@
+# Semantic-Split
+
+![semantic-split-tests](https://github.com/agamm/semantic-split/actions/workflows/python-package.yml/badge.svg)
+
+A Python library to chunk/group your text based on semantic similarity - ideal for pre-processing data for Language Models or Vector Databases. Leverages [SentenceTransformers](https://github.com/UKPLab/sentence-transformers) and [spaCy](https://github.com/explosion/spaCy).
+
+## Why?
+
+1. **Better Context:** Providing more relevant context to your prompts enhances the LLM's performance ([arXiv:2005.14165](https://arxiv.org/abs/2005.14165) [cs.CL]). Semantic-Split groups related sentences together, ensuring your prompts have relevant context.
+
+2. **Improved Results:** Short, precise prompts often yield the best results from LLMs ([arXiv:2004.04906](https://arxiv.org/abs/2004.04906) [cs.CL]). By grouping semantically similar sentences, Semantic-Split helps you craft such efficient prompts.
+
+3. **Cost Savings:** LLMs like GPT-4 charge costs per token and have a token limit (e.g., 8K tokens). With Semantic-Split, you can make your prompts shorter and more meaningful, leading to potential cost savings.
+
+**Real world example**:
+
+Imagine you're building an application where users ask questions about articles:
+
+- A. We want to only add parts in the artcile that are relevant to our query (for better results).
+- B. We want to be able to query the article quickly (pre-processing).
+
+1. We want to pre-process the article - so each query is fast (point B). So we split it into semantic chunks using `semantic-split` and store it in a [Vector DB](https://unzip.dev/0x014-vector-databases/?ref=github-semantic-split) as embeddings.
+2. Each time the user asks something we calculate the embedding for their question and find the top 3 similar chunks in our Vector DB.
+3. We add those 3 chunks to our pompt, to get better results for our user's questions.
+
+As you can see, in part `1`, which involves semantic sentence splitting (grouping), is crucial. If we don't split or group the sentences semantically, we risk losing essential information. This can diminish the effectiveness of our Vector DB in identifying the most suitable chunks. Consequently, we may end up with poorer context for our prompts, negatively impacting the quality of our responses.
+
+## Install
+
+`python -m spacy download en_core_web_sm`  
+`pip install semantic-split`
+
+You might need to have CUDA for the `SentenceSimilarity` an easy fix is to install it via pytorch:
+`pip install torch` if you have a GPU.
+or (this requires python 3.8 for some reason)
+`pip3 install torch==1.5.0+cpu torchvision==0.6.0+cpu -f https://download.pytorch.org/whl/torch_stable.html` if you don't.
+or `conda install cudatoolkit`
+
+## Development
+
+1. To use most of the functionality you will need to install some pre-requisists
+2. Spacy sm dataset: `python -m spacy download en_core_web_sm`
+3. `poetry install`
+4. See examples
+
+## ✂️ Splitters
+
+### 1. Semantic Similarity
+
+### Input
+
+```
+  I dogs are amazing.
+  Cats must be the easiest pets around.
+  Robots are advanced now with AI.
+  Flying in space can only be done by Artificial intelligence.
+```
+
+### Output
+
+`[ ["I dogs are amazing.", "Cats must be the easiest pets around."], `  
+`["Robots are advanced now with AI.", "Flying in space can only be done by Artificial intelligence."] ]`
+
+### Code
+
+```python
+from semantic_split import SimilarSentenceSplitter, SentenceTransformersSimilarity, SpacySentenceSplitter
+
+text = """
+  I dogs are amazing.
+  Cats must be the easiest pets around.
+  Robots are advanced now with AI.
+  Flying in space can only be done by Artificial intelligence."""
+
+model = SentenceTransformersSimilarity()
+sentence_splitter = SpacySentenceSplitter()
+splitter = SimilarSentenceSplitter(model, sentence_splitter)
+res = splitter.split(text)
+```
+
+## Tests
+
+`poetry run pytest`

poetry.lock

@@ -0,0 +1,1841 @@
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+
+[[package]]
+name = "blis"
+version = "0.7.9"
+description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "blis-0.7.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b3ea73707a7938304c08363a0b990600e579bfb52dece7c674eafac4bf2df9f7"},
+    {file = "blis-0.7.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e85993364cae82707bfe7e637bee64ec96e232af31301e5c81a351778cb394b9"},
+    {file = "blis-0.7.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d205a7e69523e2bacdd67ea906b82b84034067e0de83b33bd83eb96b9e844ae3"},
+    {file = "blis-0.7.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b9737035636452fb6d08e7ab79e5a9904be18a0736868a129179cd9f9ab59825"},
+    {file = "blis-0.7.9-cp310-cp310-win_amd64.whl", hash = "sha256:d3882b4f44a33367812b5e287c0690027092830ffb1cce124b02f64e761819a4"},
+    {file = "blis-0.7.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:3dbb44311029263a6f65ed55a35f970aeb1d20b18bfac4c025de5aadf7889a8c"},
+    {file = "blis-0.7.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:6fd5941bd5a21082b19d1dd0f6d62cd35609c25eb769aa3457d9877ef2ce37a9"},
+    {file = "blis-0.7.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:97ad55e9ef36e4ff06b35802d0cf7bfc56f9697c6bc9427f59c90956bb98377d"},
+    {file = "blis-0.7.9-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f7b6315d7b1ac5546bc0350f5f8d7cc064438d23db19a5c21aaa6ae7d93c1ab5"},
+    {file = "blis-0.7.9-cp311-cp311-win_amd64.whl", hash = "sha256:5fd46c649acd1920482b4f5556d1c88693cba9bf6a494a020b00f14b42e1132f"},
+    {file = "blis-0.7.9-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:db2959560dcb34e912dad0e0d091f19b05b61363bac15d78307c01334a4e5d9d"},
+    {file = "blis-0.7.9-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0521231bc95ab522f280da3bbb096299c910a62cac2376d48d4a1d403c54393"},
+    {file = "blis-0.7.9-cp36-cp36m-win_amd64.whl", hash = "sha256:d811e88480203d75e6e959f313fdbf3326393b4e2b317067d952347f5c56216e"},
+    {file = "blis-0.7.9-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:5cb1db88ab629ccb39eac110b742b98e3511d48ce9caa82ca32609d9169a9c9c"},
+    {file = "blis-0.7.9-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c399a03de4059bf8e700b921f9ff5d72b2a86673616c40db40cd0592051bdd07"},
+    {file = "blis-0.7.9-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d4eb70a79562a211bd2e6b6db63f1e2eed32c0ab3e9ef921d86f657ae8375845"},
+    {file = "blis-0.7.9-cp37-cp37m-win_amd64.whl", hash = "sha256:3e3f95e035c7456a1f5f3b5a3cfe708483a00335a3a8ad2211d57ba4d5f749a5"},
+    {file = "blis-0.7.9-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:179037cb5e6744c2e93b6b5facc6e4a0073776d514933c3db1e1f064a3253425"},
+    {file = "blis-0.7.9-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:d0e82a6e0337d5231129a4e8b36978fa7b973ad3bb0257fd8e3714a9b35ceffd"},
+    {file = "blis-0.7.9-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6d12475e588a322e66a18346a3faa9eb92523504042e665c193d1b9b0b3f0482"},
+    {file = "blis-0.7.9-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4d5755ef37a573647be62684ca1545698879d07321f1e5b89a4fd669ce355eb0"},
+    {file = "blis-0.7.9-cp38-cp38-win_amd64.whl", hash = "sha256:b8a1fcd2eb267301ab13e1e4209c165d172cdf9c0c9e08186a9e234bf91daa16"},
+    {file = "blis-0.7.9-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:8275f6b6eee714b85f00bf882720f508ed6a60974bcde489715d37fd35529da8"},
+    {file = "blis-0.7.9-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7417667c221e29fe8662c3b2ff9bc201c6a5214bbb5eb6cc290484868802258d"},
+    {file = "blis-0.7.9-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b5f4691bf62013eccc167c38a85c09a0bf0c6e3e80d4c2229cdf2668c1124eb0"},
+    {file = "blis-0.7.9-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f5cec812ee47b29107eb36af9b457be7191163eab65d61775ed63538232c59d5"},
+    {file = "blis-0.7.9-cp39-cp39-win_amd64.whl", hash = "sha256:d81c3f627d33545fc25c9dcb5fee66c476d89288a27d63ac16ea63453401ffd5"},
+    {file = "blis-0.7.9.tar.gz", hash = "sha256:29ef4c25007785a90ffc2f0ab3d3bd3b75cd2d7856a9a482b7d0dac8d511a09d"},
+]
+
+[package.dependencies]
+numpy = ">=1.15.0"
+
+[[package]]
+name = "catalogue"
+version = "2.0.8"
+description = "Super lightweight function registries for your library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "catalogue-2.0.8-py3-none-any.whl", hash = "sha256:2d786e229d8d202b4f8a2a059858e45a2331201d831e39746732daa704b99f69"},
+    {file = "catalogue-2.0.8.tar.gz", hash = "sha256:b325c77659208bfb6af1b0d93b1a1aa4112e1bb29a4c5ced816758a722f0e388"},
+]
+
+[[package]]
+name = "certifi"
+version = "2023.5.7"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2023.5.7-py3-none-any.whl", hash = "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"},
+    {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.1.0"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = ">=3.7.0"
+files = [
+    {file = "charset-normalizer-3.1.0.tar.gz", hash = "sha256:34e0a2f9c370eb95597aae63bf85eb5e96826d81e3dcf88b8886012906f509b5"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e0ac8959c929593fee38da1c2b64ee9778733cdf03c482c9ff1d508b6b593b2b"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d7fc3fca01da18fbabe4625d64bb612b533533ed10045a2ac3dd194bfa656b60"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:04eefcee095f58eaabe6dc3cc2262f3bcd776d2c67005880894f447b3f2cb9c1"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:20064ead0717cf9a73a6d1e779b23d149b53daf971169289ed2ed43a71e8d3b0"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1435ae15108b1cb6fffbcea2af3d468683b7afed0169ad718451f8db5d1aff6f"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c84132a54c750fda57729d1e2599bb598f5fa0344085dbde5003ba429a4798c0"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:75f2568b4189dda1c567339b48cba4ac7384accb9c2a7ed655cd86b04055c795"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:11d3bcb7be35e7b1bba2c23beedac81ee893ac9871d0ba79effc7fc01167db6c"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:891cf9b48776b5c61c700b55a598621fdb7b1e301a550365571e9624f270c203"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:5f008525e02908b20e04707a4f704cd286d94718f48bb33edddc7d7b584dddc1"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:b06f0d3bf045158d2fb8837c5785fe9ff9b8c93358be64461a1089f5da983137"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:49919f8400b5e49e961f320c735388ee686a62327e773fa5b3ce6721f7e785ce"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:22908891a380d50738e1f978667536f6c6b526a2064156203d418f4856d6e86a"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-win32.whl", hash = "sha256:12d1a39aa6b8c6f6248bb54550efcc1c38ce0d8096a146638fd4738e42284448"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:65ed923f84a6844de5fd29726b888e58c62820e0769b76565480e1fdc3d062f8"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:9a3267620866c9d17b959a84dd0bd2d45719b817245e49371ead79ed4f710d19"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6734e606355834f13445b6adc38b53c0fd45f1a56a9ba06c2058f86893ae8017"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f8303414c7b03f794347ad062c0516cee0e15f7a612abd0ce1e25caf6ceb47df"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aaf53a6cebad0eae578f062c7d462155eada9c172bd8c4d250b8c1d8eb7f916a"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3dc5b6a8ecfdc5748a7e429782598e4f17ef378e3e272eeb1340ea57c9109f41"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e1b25e3ad6c909f398df8921780d6a3d120d8c09466720226fc621605b6f92b1"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0ca564606d2caafb0abe6d1b5311c2649e8071eb241b2d64e75a0d0065107e62"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b82fab78e0b1329e183a65260581de4375f619167478dddab510c6c6fb04d9b6"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:bd7163182133c0c7701b25e604cf1611c0d87712e56e88e7ee5d72deab3e76b5"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:11d117e6c63e8f495412d37e7dc2e2fff09c34b2d09dbe2bee3c6229577818be"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:cf6511efa4801b9b38dc5546d7547d5b5c6ef4b081c60b23e4d941d0eba9cbeb"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:abc1185d79f47c0a7aaf7e2412a0eb2c03b724581139193d2d82b3ad8cbb00ac"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:cb7b2ab0188829593b9de646545175547a70d9a6e2b63bf2cd87a0a391599324"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-win32.whl", hash = "sha256:c36bcbc0d5174a80d6cccf43a0ecaca44e81d25be4b7f90f0ed7bcfbb5a00909"},
+    {file = "charset_normalizer-3.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:cca4def576f47a09a943666b8f829606bcb17e2bc2d5911a46c8f8da45f56755"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:0c95f12b74681e9ae127728f7e5409cbbef9cd914d5896ef238cc779b8152373"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fca62a8301b605b954ad2e9c3666f9d97f63872aa4efcae5492baca2056b74ab"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ac0aa6cd53ab9a31d397f8303f92c42f534693528fafbdb997c82bae6e477ad9"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c3af8e0f07399d3176b179f2e2634c3ce9c1301379a6b8c9c9aeecd481da494f"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3a5fc78f9e3f501a1614a98f7c54d3969f3ad9bba8ba3d9b438c3bc5d047dd28"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:628c985afb2c7d27a4800bfb609e03985aaecb42f955049957814e0491d4006d"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:74db0052d985cf37fa111828d0dd230776ac99c740e1a758ad99094be4f1803d"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:1e8fcdd8f672a1c4fc8d0bd3a2b576b152d2a349782d1eb0f6b8e52e9954731d"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:04afa6387e2b282cf78ff3dbce20f0cc071c12dc8f685bd40960cc68644cfea6"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-musllinux_1_1_s390x.whl", hash = "sha256:dd5653e67b149503c68c4018bf07e42eeed6b4e956b24c00ccdf93ac79cdff84"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:d2686f91611f9e17f4548dbf050e75b079bbc2a82be565832bc8ea9047b61c8c"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-win32.whl", hash = "sha256:4155b51ae05ed47199dc5b2a4e62abccb274cee6b01da5b895099b61b1982974"},
+    {file = "charset_normalizer-3.1.0-cp37-cp37m-win_amd64.whl", hash = "sha256:322102cdf1ab682ecc7d9b1c5eed4ec59657a65e1c146a0da342b78f4112db23"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:e633940f28c1e913615fd624fcdd72fdba807bf53ea6925d6a588e84e1151531"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:3a06f32c9634a8705f4ca9946d667609f52cf130d5548881401f1eb2c39b1e2c"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:7381c66e0561c5757ffe616af869b916c8b4e42b367ab29fedc98481d1e74e14"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3573d376454d956553c356df45bb824262c397c6e26ce43e8203c4c540ee0acb"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e89df2958e5159b811af9ff0f92614dabf4ff617c03a4c1c6ff53bf1c399e0e1"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:78cacd03e79d009d95635e7d6ff12c21eb89b894c354bd2b2ed0b4763373693b"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:de5695a6f1d8340b12a5d6d4484290ee74d61e467c39ff03b39e30df62cf83a0"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1c60b9c202d00052183c9be85e5eaf18a4ada0a47d188a83c8f5c5b23252f649"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:f645caaf0008bacf349875a974220f1f1da349c5dbe7c4ec93048cdc785a3326"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:ea9f9c6034ea2d93d9147818f17c2a0860d41b71c38b9ce4d55f21b6f9165a11"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:80d1543d58bd3d6c271b66abf454d437a438dff01c3e62fdbcd68f2a11310d4b"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:73dc03a6a7e30b7edc5b01b601e53e7fc924b04e1835e8e407c12c037e81adbd"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:6f5c2e7bc8a4bf7c426599765b1bd33217ec84023033672c1e9a8b35eaeaaaf8"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-win32.whl", hash = "sha256:12a2b561af122e3d94cdb97fe6fb2bb2b82cef0cdca131646fdb940a1eda04f0"},
+    {file = "charset_normalizer-3.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:3160a0fd9754aab7d47f95a6b63ab355388d890163eb03b2d2b87ab0a30cfa59"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:38e812a197bf8e71a59fe55b757a84c1f946d0ac114acafaafaf21667a7e169e"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:6baf0baf0d5d265fa7944feb9f7451cc316bfe30e8df1a61b1bb08577c554f31"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:8f25e17ab3039b05f762b0a55ae0b3632b2e073d9c8fc88e89aca31a6198e88f"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3747443b6a904001473370d7810aa19c3a180ccd52a7157aacc264a5ac79265e"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b116502087ce8a6b7a5f1814568ccbd0e9f6cfd99948aa59b0e241dc57cf739f"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d16fd5252f883eb074ca55cb622bc0bee49b979ae4e8639fff6ca3ff44f9f854"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:21fa558996782fc226b529fdd2ed7866c2c6ec91cee82735c98a197fae39f706"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6f6c7a8a57e9405cad7485f4c9d3172ae486cfef1344b5ddd8e5239582d7355e"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:ac3775e3311661d4adace3697a52ac0bab17edd166087d493b52d4f4f553f9f0"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:10c93628d7497c81686e8e5e557aafa78f230cd9e77dd0c40032ef90c18f2230"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:6f4f4668e1831850ebcc2fd0b1cd11721947b6dc7c00bf1c6bd3c929ae14f2c7"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:0be65ccf618c1e7ac9b849c315cc2e8a8751d9cfdaa43027d4f6624bd587ab7e"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:53d0a3fa5f8af98a1e261de6a3943ca631c526635eb5817a87a59d9a57ebf48f"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-win32.whl", hash = "sha256:a04f86f41a8916fe45ac5024ec477f41f886b3c435da2d4e3d2709b22ab02af1"},
+    {file = "charset_normalizer-3.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:830d2948a5ec37c386d3170c483063798d7879037492540f10a475e3fd6f244b"},
+    {file = "charset_normalizer-3.1.0-py3-none-any.whl", hash = "sha256:3d9098b479e78c85080c98e1e35ff40b4a31d8953102bb0fd7d1b6f8a2111a3d"},
+]
+
+[[package]]
+name = "click"
+version = "8.1.3"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
+    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+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 = [
+    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
+
+[[package]]
+name = "confection"
+version = "0.0.4"
+description = "The sweetest config system for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "confection-0.0.4-py3-none-any.whl", hash = "sha256:aeac5919ba770c7b281aa5863bb6b0efed42568a7ad8ea26b6cb632154503fb2"},
+    {file = "confection-0.0.4.tar.gz", hash = "sha256:b1ddf5885da635f0e260a40b339730806dfb1bd17d30e08764f35af841b04ecf"},
+]
+
+[package.dependencies]
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0"
+srsly = ">=2.4.0,<3.0.0"
+
+[[package]]
+name = "cymem"
+version = "2.0.7"
+description = "Manage calls to calloc/free through Cython"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "cymem-2.0.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4981fc9182cc1fe54bfedf5f73bfec3ce0c27582d9be71e130c46e35958beef0"},
+    {file = "cymem-2.0.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:42aedfd2e77aa0518a24a2a60a2147308903abc8b13c84504af58539c39e52a3"},
+    {file = "cymem-2.0.7-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c183257dc5ab237b664f64156c743e788f562417c74ea58c5a3939fe2d48d6f6"},
+    {file = "cymem-2.0.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d18250f97eeb13af2e8b19d3cefe4bf743b963d93320b0a2e729771410fd8cf4"},
+    {file = "cymem-2.0.7-cp310-cp310-win_amd64.whl", hash = "sha256:864701e626b65eb2256060564ed8eb034ebb0a8f14ce3fbef337e88352cdee9f"},
+    {file = "cymem-2.0.7-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:314273be1f143da674388e0a125d409e2721fbf669c380ae27c5cbae4011e26d"},
+    {file = "cymem-2.0.7-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:df543a36e7000808fe0a03d92fd6cd8bf23fa8737c3f7ae791a5386de797bf79"},
+    {file = "cymem-2.0.7-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9e5e1b7de7952d89508d07601b9e95b2244e70d7ef60fbc161b3ad68f22815f8"},
+    {file = "cymem-2.0.7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2aa33f1dbd7ceda37970e174c38fd1cf106817a261aa58521ba9918156868231"},
+    {file = "cymem-2.0.7-cp311-cp311-win_amd64.whl", hash = "sha256:10178e402bb512b2686b8c2f41f930111e597237ca8f85cb583ea93822ef798d"},
+    {file = "cymem-2.0.7-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a2971b7da5aa2e65d8fbbe9f2acfc19ff8e73f1896e3d6e1223cc9bf275a0207"},
+    {file = "cymem-2.0.7-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:85359ab7b490e6c897c04863704481600bd45188a0e2ca7375eb5db193e13cb7"},
+    {file = "cymem-2.0.7-cp36-cp36m-win_amd64.whl", hash = "sha256:0ac45088abffbae9b7db2c597f098de51b7e3c1023cb314e55c0f7f08440cf66"},
+    {file = "cymem-2.0.7-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:26e5d5c6958855d2fe3d5629afe85a6aae5531abaa76f4bc21b9abf9caaccdfe"},
+    {file = "cymem-2.0.7-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:011039e12d3144ac1bf3a6b38f5722b817f0d6487c8184e88c891b360b69f533"},
+    {file = "cymem-2.0.7-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6f9e63e5ad4ed6ffa21fd8db1c03b05be3fea2f32e32fdace67a840ea2702c3d"},
+    {file = "cymem-2.0.7-cp37-cp37m-win_amd64.whl", hash = "sha256:5ea6b027fdad0c3e9a4f1b94d28d213be08c466a60c72c633eb9db76cf30e53a"},
+    {file = "cymem-2.0.7-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:4302df5793a320c4f4a263c7785d2fa7f29928d72cb83ebeb34d64a610f8d819"},
+    {file = "cymem-2.0.7-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:24b779046484674c054af1e779c68cb224dc9694200ac13b22129d7fb7e99e6d"},
+    {file = "cymem-2.0.7-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6c50794c612801ed8b599cd4af1ed810a0d39011711c8224f93e1153c00e08d1"},
+    {file = "cymem-2.0.7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a9525ad563b36dc1e30889d0087a0daa67dd7bb7d3e1530c4b61cd65cc756a5b"},
+    {file = "cymem-2.0.7-cp38-cp38-win_amd64.whl", hash = "sha256:48b98da6b906fe976865263e27734ebc64f972a978a999d447ad6c83334e3f90"},
+    {file = "cymem-2.0.7-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:e156788d32ad8f7141330913c5d5d2aa67182fca8f15ae22645e9f379abe8a4c"},
+    {file = "cymem-2.0.7-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:3da89464021fe669932fce1578343fcaf701e47e3206f50d320f4f21e6683ca5"},
+    {file = "cymem-2.0.7-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4f359cab9f16e25b3098f816c40acbf1697a3b614a8d02c56e6ebcb9c89a06b3"},
+    {file = "cymem-2.0.7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f165d7bce55d6730930e29d8294569788aa127f1be8d1642d9550ed96223cb37"},
+    {file = "cymem-2.0.7-cp39-cp39-win_amd64.whl", hash = "sha256:59a09cf0e71b1b88bfa0de544b801585d81d06ea123c1725e7c5da05b7ca0d20"},
+    {file = "cymem-2.0.7.tar.gz", hash = "sha256:e6034badb5dd4e10344211c81f16505a55553a7164adc314c75bd80cf07e57a8"},
+]
+
+[[package]]
+name = "exceptiongroup"
+version = "1.1.1"
+description = "Backport of PEP 654 (exception groups)"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.1.1-py3-none-any.whl", hash = "sha256:232c37c63e4f682982c8b6459f33a8981039e5fb8756b2074364e5055c498c9e"},
+    {file = "exceptiongroup-1.1.1.tar.gz", hash = "sha256:d484c3090ba2889ae2928419117447a14daf3c1231d5e30d0aae34f354f01785"},
+]
+
+[package.extras]
+test = ["pytest (>=6)"]
+
+[[package]]
+name = "filelock"
+version = "3.12.1"
+description = "A platform independent file lock."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "filelock-3.12.1-py3-none-any.whl", hash = "sha256:42f1e4ff2b497311213d61ad7aac5fed9050608e5309573f101eefa94143134a"},
+    {file = "filelock-3.12.1.tar.gz", hash = "sha256:82b1f7da46f0ae42abf1bc78e548667f484ac59d2bcec38c713cee7e2eb51e83"},
+]
+
+[package.extras]
+docs = ["furo (>=2023.5.20)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
+
+[[package]]
+name = "fsspec"
+version = "2023.6.0"
+description = "File-system specification"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "fsspec-2023.6.0-py3-none-any.whl", hash = "sha256:1cbad1faef3e391fba6dc005ae9b5bdcbf43005c9167ce78c915549c352c869a"},
+    {file = "fsspec-2023.6.0.tar.gz", hash = "sha256:d0b2f935446169753e7a5c5c55681c54ea91996cc67be93c39a154fb3a2742af"},
+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+devel = ["pytest", "pytest-cov"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+tqdm = ["tqdm"]
+
+[[package]]
+name = "huggingface-hub"
+version = "0.15.1"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+category = "main"
+optional = false
+python-versions = ">=3.7.0"
+files = [
+    {file = "huggingface_hub-0.15.1-py3-none-any.whl", hash = "sha256:05b0fb0abbf1f625dfee864648ac3049fe225ac4371c7bafaca0c2d3a2f83445"},
+    {file = "huggingface_hub-0.15.1.tar.gz", hash = "sha256:a61b7d1a7769fe10119e730277c72ab99d95c48d86a3d6da3e9f3d0f632a4081"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = "*"
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pytest", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pytest", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+quality = ["black (>=23.1,<24.0)", "mypy (==0.982)", "ruff (>=0.0.241)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "gradio", "jedi", "numpy", "pytest", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
+
+[[package]]
+name = "idna"
+version = "3.4"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
+
+[[package]]
+name = "iniconfig"
+version = "2.0.0"
+description = "brain-dead simple config-ini parsing"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+]
+
+[[package]]
+name = "jinja2"
+version = "3.1.2"
+description = "A very fast and expressive template engine."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
+    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "joblib"
+version = "1.2.0"
+description = "Lightweight pipelining with Python functions"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "joblib-1.2.0-py3-none-any.whl", hash = "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385"},
+    {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
+]
+
+[[package]]
+name = "langcodes"
+version = "3.3.0"
+description = "Tools for labeling human languages with IETF language tags"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "langcodes-3.3.0-py3-none-any.whl", hash = "sha256:4d89fc9acb6e9c8fdef70bcdf376113a3db09b67285d9e1d534de6d8818e7e69"},
+    {file = "langcodes-3.3.0.tar.gz", hash = "sha256:794d07d5a28781231ac335a1561b8442f8648ca07cd518310aeb45d6f0807ef6"},
+]
+
+[package.extras]
+data = ["language-data (>=1.1,<2.0)"]
+
+[[package]]
+name = "markupsafe"
+version = "2.1.3"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "MarkupSafe-2.1.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cd0f502fe016460680cd20aaa5a76d241d6f35a1c3350c474bac1273803893fa"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e09031c87a1e51556fdcb46e5bd4f59dfb743061cf93c4d6831bf894f125eb57"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:68e78619a61ecf91e76aa3e6e8e33fc4894a2bebe93410754bd28fce0a8a4f9f"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:65c1a9bcdadc6c28eecee2c119465aebff8f7a584dd719facdd9e825ec61ab52"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:525808b8019e36eb524b8c68acdd63a37e75714eac50e988180b169d64480a00"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:962f82a3086483f5e5f64dbad880d31038b698494799b097bc59c2edf392fce6"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:aa7bd130efab1c280bed0f45501b7c8795f9fdbeb02e965371bbef3523627779"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:c9c804664ebe8f83a211cace637506669e7890fec1b4195b505c214e50dd4eb7"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-win32.whl", hash = "sha256:10bbfe99883db80bdbaff2dcf681dfc6533a614f700da1287707e8a5d78a8431"},
+    {file = "MarkupSafe-2.1.3-cp310-cp310-win_amd64.whl", hash = "sha256:1577735524cdad32f9f694208aa75e422adba74f1baee7551620e43a3141f559"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:ad9e82fb8f09ade1c3e1b996a6337afac2b8b9e365f926f5a61aacc71adc5b3c"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:3c0fae6c3be832a0a0473ac912810b2877c8cb9d76ca48de1ed31e1c68386575"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b076b6226fb84157e3f7c971a47ff3a679d837cf338547532ab866c57930dbee"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bfce63a9e7834b12b87c64d6b155fdd9b3b96191b6bd334bf37db7ff1fe457f2"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:338ae27d6b8745585f87218a3f23f1512dbf52c26c28e322dbe54bcede54ccb9"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:e4dd52d80b8c83fdce44e12478ad2e85c64ea965e75d66dbeafb0a3e77308fcc"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:df0be2b576a7abbf737b1575f048c23fb1d769f267ec4358296f31c2479db8f9"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-win32.whl", hash = "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb"},
+    {file = "MarkupSafe-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:134da1eca9ec0ae528110ccc9e48041e0828d79f24121a1a146161103c76e686"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ca379055a47383d02a5400cb0d110cef0a776fc644cda797db0c5696cfd7e18e"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:b7ff0f54cb4ff66dd38bebd335a38e2c22c41a8ee45aa608efc890ac3e3931bc"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:c011a4149cfbcf9f03994ec2edffcb8b1dc2d2aede7ca243746df97a5d41ce48"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:56d9f2ecac662ca1611d183feb03a3fa4406469dafe241673d521dd5ae92a155"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-win32.whl", hash = "sha256:8758846a7e80910096950b67071243da3e5a20ed2546e6392603c096778d48e0"},
+    {file = "MarkupSafe-2.1.3-cp37-cp37m-win_amd64.whl", hash = "sha256:787003c0ddb00500e49a10f2844fac87aa6ce977b90b0feaaf9de23c22508b24"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:2ef12179d3a291be237280175b542c07a36e7f60718296278d8593d21ca937d4"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:2c1b19b3aaacc6e57b7e25710ff571c24d6c3613a45e905b1fde04d691b98ee0"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8afafd99945ead6e075b973fefa56379c5b5c53fd8937dad92c662da5d8fd5ee"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8c41976a29d078bb235fea9b2ecd3da465df42a562910f9022f1a03107bd02be"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d080e0a5eb2529460b30190fcfcc4199bd7f827663f858a226a81bc27beaa97e"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:69c0f17e9f5a7afdf2cc9fb2d1ce6aabdb3bafb7f38017c0b77862bcec2bbad8"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:504b320cd4b7eff6f968eddf81127112db685e81f7e36e75f9f84f0df46041c3"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:42de32b22b6b804f42c5d98be4f7e5e977ecdd9ee9b660fda1a3edf03b11792d"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-win32.whl", hash = "sha256:ceb01949af7121f9fc39f7d27f91be8546f3fb112c608bc4029aef0bab86a2a5"},
+    {file = "MarkupSafe-2.1.3-cp38-cp38-win_amd64.whl", hash = "sha256:1b40069d487e7edb2676d3fbdb2b0829ffa2cd63a2ec26c4938b2d34391b4ecc"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:8023faf4e01efadfa183e863fefde0046de576c6f14659e8782065bcece22198"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:6b2b56950d93e41f33b4223ead100ea0fe11f8e6ee5f641eb753ce4b77a7042b"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9dcdfd0eaf283af041973bff14a2e143b8bd64e069f4c383416ecd79a81aab58"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:05fb21170423db021895e1ea1e1f3ab3adb85d1c2333cbc2310f2a26bc77272e"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:282c2cb35b5b673bbcadb33a585408104df04f14b2d9b01d4c345a3b92861c2c"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:ab4a0df41e7c16a1392727727e7998a467472d0ad65f3ad5e6e765015df08636"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:7ef3cb2ebbf91e330e3bb937efada0edd9003683db6b57bb108c4001f37a02ea"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:0a4e4a1aff6c7ac4cd55792abf96c915634c2b97e3cc1c7129578aa68ebd754e"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-win32.whl", hash = "sha256:fec21693218efe39aa7f8599346e90c705afa52c5b31ae019b2e57e8f6542bb2"},
+    {file = "MarkupSafe-2.1.3-cp39-cp39-win_amd64.whl", hash = "sha256:3fd4abcb888d15a94f32b75d8fd18ee162ca0c064f35b11134be77050296d6ba"},
+    {file = "MarkupSafe-2.1.3.tar.gz", hash = "sha256:af598ed32d6ae86f1b747b82783958b1a4ab8f617b06fe68795c7f026abbdcad"},
+]
+
+[[package]]
+name = "mpmath"
+version = "1.3.0"
+description = "Python library for arbitrary-precision floating-point arithmetic"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
+    {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
+]
+
+[package.extras]
+develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
+docs = ["sphinx"]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
+tests = ["pytest (>=4.6)"]
+
+[[package]]
+name = "murmurhash"
+version = "1.0.9"
+description = "Cython bindings for MurmurHash"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "murmurhash-1.0.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:697ed01454d92681c7ae26eb1adcdc654b54062bcc59db38ed03cad71b23d449"},
+    {file = "murmurhash-1.0.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5ef31b5c11be2c064dbbdd0e22ab3effa9ceb5b11ae735295c717c120087dd94"},
+    {file = "murmurhash-1.0.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7a2bd203377a31bbb2d83fe3f968756d6c9bbfa36c64c6ebfc3c6494fc680bc"},
+    {file = "murmurhash-1.0.9-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0eb0f8e652431ea238c11bcb671fef5c03aff0544bf7e098df81ea4b6d495405"},
+    {file = "murmurhash-1.0.9-cp310-cp310-win_amd64.whl", hash = "sha256:cf0b3fe54dca598f5b18c9951e70812e070ecb4c0672ad2cc32efde8a33b3df6"},
+    {file = "murmurhash-1.0.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5dc41be79ba4d09aab7e9110a8a4d4b37b184b63767b1b247411667cdb1057a3"},
+    {file = "murmurhash-1.0.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c0f84ecdf37c06eda0222f2f9e81c0974e1a7659c35b755ab2fdc642ebd366db"},
+    {file = "murmurhash-1.0.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:241693c1c819148eac29d7882739b1099c891f1f7431127b2652c23f81722cec"},
+    {file = "murmurhash-1.0.9-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47f5ca56c430230d3b581dfdbc54eb3ad8b0406dcc9afdd978da2e662c71d370"},
+    {file = "murmurhash-1.0.9-cp311-cp311-win_amd64.whl", hash = "sha256:660ae41fc6609abc05130543011a45b33ca5d8318ae5c70e66bbd351ca936063"},
+    {file = "murmurhash-1.0.9-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:01137d688a6b259bde642513506b062364ea4e1609f886d9bd095c3ae6da0b94"},
+    {file = "murmurhash-1.0.9-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1b70bbf55d89713873a35bd4002bc231d38e530e1051d57ca5d15f96c01fd778"},
+    {file = "murmurhash-1.0.9-cp36-cp36m-win_amd64.whl", hash = "sha256:3e802fa5b0e618ee99e8c114ce99fc91677f14e9de6e18b945d91323a93c84e8"},
+    {file = "murmurhash-1.0.9-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:213d0248e586082e1cab6157d9945b846fd2b6be34357ad5ea0d03a1931d82ba"},
+    {file = "murmurhash-1.0.9-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:94b89d02aeab5e6bad5056f9d08df03ac7cfe06e61ff4b6340feb227fda80ce8"},
+    {file = "murmurhash-1.0.9-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0c2e2ee2d91a87952fe0f80212e86119aa1fd7681f03e6c99b279e50790dc2b3"},
+    {file = "murmurhash-1.0.9-cp37-cp37m-win_amd64.whl", hash = "sha256:8c3d69fb649c77c74a55624ebf7a0df3c81629e6ea6e80048134f015da57b2ea"},
+    {file = "murmurhash-1.0.9-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:ab78675510f83e7a3c6bd0abdc448a9a2b0b385b0d7ee766cbbfc5cc278a3042"},
+    {file = "murmurhash-1.0.9-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:0ac5530c250d2b0073ed058555847c8d88d2d00229e483d45658c13b32398523"},
+    {file = "murmurhash-1.0.9-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69157e8fa6b25c4383645227069f6a1f8738d32ed2a83558961019ca3ebef56a"},
+    {file = "murmurhash-1.0.9-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2aebe2ae016525a662ff772b72a2c9244a673e3215fcd49897f494258b96f3e7"},
+    {file = "murmurhash-1.0.9-cp38-cp38-win_amd64.whl", hash = "sha256:a5952f9c18a717fa17579e27f57bfa619299546011a8378a8f73e14eece332f6"},
+    {file = "murmurhash-1.0.9-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:ef79202feeac68e83971239169a05fa6514ecc2815ce04c8302076d267870f6e"},
+    {file = "murmurhash-1.0.9-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:799fcbca5693ad6a40f565ae6b8e9718e5875a63deddf343825c0f31c32348fa"},
+    {file = "murmurhash-1.0.9-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f9b995bc82eaf9223e045210207b8878fdfe099a788dd8abd708d9ee58459a9d"},
+    {file = "murmurhash-1.0.9-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b129e1c5ebd772e6ff5ef925bcce695df13169bd885337e6074b923ab6edcfc8"},
+    {file = "murmurhash-1.0.9-cp39-cp39-win_amd64.whl", hash = "sha256:379bf6b414bd27dd36772dd1570565a7d69918e980457370838bd514df0d91e9"},
+    {file = "murmurhash-1.0.9.tar.gz", hash = "sha256:fe7a38cb0d3d87c14ec9dddc4932ffe2dbc77d75469ab80fd5014689b0e07b58"},
+]
+
+[[package]]
+name = "networkx"
+version = "3.1"
+description = "Python package for creating and manipulating graphs and networks"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "networkx-3.1-py3-none-any.whl", hash = "sha256:4f33f68cb2afcf86f28a45f43efc27a9386b535d567d2127f8f61d51dec58d36"},
+    {file = "networkx-3.1.tar.gz", hash = "sha256:de346335408f84de0eada6ff9fafafff9bcda11f0a0dfaa931133debb146ab61"},
+]
+
+[package.extras]
+default = ["matplotlib (>=3.4)", "numpy (>=1.20)", "pandas (>=1.3)", "scipy (>=1.8)"]
+developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.13)", "sphinx (>=6.1)", "sphinx-gallery (>=0.12)", "texext (>=0.6.7)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.10)", "sympy (>=1.10)"]
+test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
+
+[[package]]
+name = "nltk"
+version = "3.8.1"
+description = "Natural Language Toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "nltk-3.8.1-py3-none-any.whl", hash = "sha256:fd5c9109f976fa86bcadba8f91e47f5e9293bd034474752e92a520f81c93dda5"},
+    {file = "nltk-3.8.1.zip", hash = "sha256:1834da3d0682cba4f2cede2f9aad6b0fafb6461ba451db0efb6f9c39798d64d3"},
+]
+
+[package.dependencies]
+click = "*"
+joblib = "*"
+regex = ">=2021.8.3"
+tqdm = "*"
+
+[package.extras]
+all = ["matplotlib", "numpy", "pyparsing", "python-crfsuite", "requests", "scikit-learn", "scipy", "twython"]
+corenlp = ["requests"]
+machine-learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"]
+plot = ["matplotlib"]
+tgrep = ["pyparsing"]
+twitter = ["twython"]
+
+[[package]]
+name = "numpy"
+version = "1.24.3"
+description = "Fundamental package for array computing in Python"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "numpy-1.24.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3c1104d3c036fb81ab923f507536daedc718d0ad5a8707c6061cdfd6d184e570"},
+    {file = "numpy-1.24.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:202de8f38fc4a45a3eea4b63e2f376e5f2dc64ef0fa692838e31a808520efaf7"},
+    {file = "numpy-1.24.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8535303847b89aa6b0f00aa1dc62867b5a32923e4d1681a35b5eef2d9591a463"},
+    {file = "numpy-1.24.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2d926b52ba1367f9acb76b0df6ed21f0b16a1ad87c6720a1121674e5cf63e2b6"},
+    {file = "numpy-1.24.3-cp310-cp310-win32.whl", hash = "sha256:f21c442fdd2805e91799fbe044a7b999b8571bb0ab0f7850d0cb9641a687092b"},
+    {file = "numpy-1.24.3-cp310-cp310-win_amd64.whl", hash = "sha256:ab5f23af8c16022663a652d3b25dcdc272ac3f83c3af4c02eb8b824e6b3ab9d7"},
+    {file = "numpy-1.24.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:9a7721ec204d3a237225db3e194c25268faf92e19338a35f3a224469cb6039a3"},
+    {file = "numpy-1.24.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d6cc757de514c00b24ae8cf5c876af2a7c3df189028d68c0cb4eaa9cd5afc2bf"},
+    {file = "numpy-1.24.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76e3f4e85fc5d4fd311f6e9b794d0c00e7002ec122be271f2019d63376f1d385"},
+    {file = "numpy-1.24.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a1d3c026f57ceaad42f8231305d4653d5f05dc6332a730ae5c0bea3513de0950"},
+    {file = "numpy-1.24.3-cp311-cp311-win32.whl", hash = "sha256:c91c4afd8abc3908e00a44b2672718905b8611503f7ff87390cc0ac3423fb096"},
+    {file = "numpy-1.24.3-cp311-cp311-win_amd64.whl", hash = "sha256:5342cf6aad47943286afa6f1609cad9b4266a05e7f2ec408e2cf7aea7ff69d80"},
+    {file = "numpy-1.24.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:7776ea65423ca6a15255ba1872d82d207bd1e09f6d0894ee4a64678dd2204078"},
+    {file = "numpy-1.24.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:ae8d0be48d1b6ed82588934aaaa179875e7dc4f3d84da18d7eae6eb3f06c242c"},
+    {file = "numpy-1.24.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ecde0f8adef7dfdec993fd54b0f78183051b6580f606111a6d789cd14c61ea0c"},
+    {file = "numpy-1.24.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4749e053a29364d3452c034827102ee100986903263e89884922ef01a0a6fd2f"},
+    {file = "numpy-1.24.3-cp38-cp38-win32.whl", hash = "sha256:d933fabd8f6a319e8530d0de4fcc2e6a61917e0b0c271fded460032db42a0fe4"},
+    {file = "numpy-1.24.3-cp38-cp38-win_amd64.whl", hash = "sha256:56e48aec79ae238f6e4395886b5eaed058abb7231fb3361ddd7bfdf4eed54289"},
+    {file = "numpy-1.24.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:4719d5aefb5189f50887773699eaf94e7d1e02bf36c1a9d353d9f46703758ca4"},
+    {file = "numpy-1.24.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0ec87a7084caa559c36e0a2309e4ecb1baa03b687201d0a847c8b0ed476a7187"},
+    {file = "numpy-1.24.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ea8282b9bcfe2b5e7d491d0bf7f3e2da29700cec05b49e64d6246923329f2b02"},
+    {file = "numpy-1.24.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:210461d87fb02a84ef243cac5e814aad2b7f4be953b32cb53327bb49fd77fbb4"},
+    {file = "numpy-1.24.3-cp39-cp39-win32.whl", hash = "sha256:784c6da1a07818491b0ffd63c6bbe5a33deaa0e25a20e1b3ea20cf0e43f8046c"},
+    {file = "numpy-1.24.3-cp39-cp39-win_amd64.whl", hash = "sha256:d5036197ecae68d7f491fcdb4df90082b0d4960ca6599ba2659957aafced7c17"},
+    {file = "numpy-1.24.3-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:352ee00c7f8387b44d19f4cada524586f07379c0d49270f87233983bc5087ca0"},
+    {file = "numpy-1.24.3-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1a7d6acc2e7524c9955e5c903160aa4ea083736fde7e91276b0e5d98e6332812"},
+    {file = "numpy-1.24.3-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:35400e6a8d102fd07c71ed7dcadd9eb62ee9a6e84ec159bd48c28235bbb0f8e4"},
+    {file = "numpy-1.24.3.tar.gz", hash = "sha256:ab344f1bf21f140adab8e47fdbc7c35a477dc01408791f8ba00d018dd0bc5155"},
+]
+
+[[package]]
+name = "packaging"
+version = "23.1"
+description = "Core utilities for Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "packaging-23.1-py3-none-any.whl", hash = "sha256:994793af429502c4ea2ebf6bf664629d07c1a9fe974af92966e4b8d2df7edc61"},
+    {file = "packaging-23.1.tar.gz", hash = "sha256:a392980d2b6cffa644431898be54b0045151319d1e7ec34f0cfed48767dd334f"},
+]
+
+[[package]]
+name = "pathy"
+version = "0.10.1"
+description = "pathlib.Path subclasses for local and cloud bucket storage"
+category = "main"
+optional = false
+python-versions = ">= 3.6"
+files = [
+    {file = "pathy-0.10.1-py3-none-any.whl", hash = "sha256:a7613ee2d99a0a3300e1d836322e2d947c85449fde59f52906f995dbff67dad4"},
+    {file = "pathy-0.10.1.tar.gz", hash = "sha256:4cd6e71b4cd5ff875cfbb949ad9fa5519d8d1dbe69d5fc1d1b23aa3cb049618b"},
+]
+
+[package.dependencies]
+smart-open = ">=5.2.1,<7.0.0"
+typer = ">=0.3.0,<1.0.0"
+
+[package.extras]
+all = ["azure-storage-blob", "boto3", "google-cloud-storage (>=1.26.0,<2.0.0)", "mock", "pytest", "pytest-coverage", "typer-cli"]
+azure = ["azure-storage-blob"]
+gcs = ["google-cloud-storage (>=1.26.0,<2.0.0)"]
+s3 = ["boto3"]
+test = ["mock", "pytest", "pytest-coverage", "typer-cli"]
+
+[[package]]
+name = "pillow"
+version = "9.5.0"
+description = "Python Imaging Library (Fork)"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "Pillow-9.5.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:ace6ca218308447b9077c14ea4ef381ba0b67ee78d64046b3f19cf4e1139ad16"},
+    {file = "Pillow-9.5.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d3d403753c9d5adc04d4694d35cf0391f0f3d57c8e0030aac09d7678fa8030aa"},
+    {file = "Pillow-9.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5ba1b81ee69573fe7124881762bb4cd2e4b6ed9dd28c9c60a632902fe8db8b38"},
+    {file = "Pillow-9.5.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fe7e1c262d3392afcf5071df9afa574544f28eac825284596ac6db56e6d11062"},
+    {file = "Pillow-9.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f36397bf3f7d7c6a3abdea815ecf6fd14e7fcd4418ab24bae01008d8d8ca15e"},
+    {file = "Pillow-9.5.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:252a03f1bdddce077eff2354c3861bf437c892fb1832f75ce813ee94347aa9b5"},
+    {file = "Pillow-9.5.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:85ec677246533e27770b0de5cf0f9d6e4ec0c212a1f89dfc941b64b21226009d"},
+    {file = "Pillow-9.5.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:b416f03d37d27290cb93597335a2f85ed446731200705b22bb927405320de903"},
+    {file = "Pillow-9.5.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:1781a624c229cb35a2ac31cc4a77e28cafc8900733a864870c49bfeedacd106a"},
+    {file = "Pillow-9.5.0-cp310-cp310-win32.whl", hash = "sha256:8507eda3cd0608a1f94f58c64817e83ec12fa93a9436938b191b80d9e4c0fc44"},
+    {file = "Pillow-9.5.0-cp310-cp310-win_amd64.whl", hash = "sha256:d3c6b54e304c60c4181da1c9dadf83e4a54fd266a99c70ba646a9baa626819eb"},
+    {file = "Pillow-9.5.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:7ec6f6ce99dab90b52da21cf0dc519e21095e332ff3b399a357c187b1a5eee32"},
+    {file = "Pillow-9.5.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:560737e70cb9c6255d6dcba3de6578a9e2ec4b573659943a5e7e4af13f298f5c"},
+    {file = "Pillow-9.5.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:96e88745a55b88a7c64fa49bceff363a1a27d9a64e04019c2281049444a571e3"},
+    {file = "Pillow-9.5.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d9c206c29b46cfd343ea7cdfe1232443072bbb270d6a46f59c259460db76779a"},
+    {file = "Pillow-9.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cfcc2c53c06f2ccb8976fb5c71d448bdd0a07d26d8e07e321c103416444c7ad1"},
+    {file = "Pillow-9.5.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:a0f9bb6c80e6efcde93ffc51256d5cfb2155ff8f78292f074f60f9e70b942d99"},
+    {file = "Pillow-9.5.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:8d935f924bbab8f0a9a28404422da8af4904e36d5c33fc6f677e4c4485515625"},
+    {file = "Pillow-9.5.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:fed1e1cf6a42577953abbe8e6cf2fe2f566daebde7c34724ec8803c4c0cda579"},
+    {file = "Pillow-9.5.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:c1170d6b195555644f0616fd6ed929dfcf6333b8675fcca044ae5ab110ded296"},
+    {file = "Pillow-9.5.0-cp311-cp311-win32.whl", hash = "sha256:54f7102ad31a3de5666827526e248c3530b3a33539dbda27c6843d19d72644ec"},
+    {file = "Pillow-9.5.0-cp311-cp311-win_amd64.whl", hash = "sha256:cfa4561277f677ecf651e2b22dc43e8f5368b74a25a8f7d1d4a3a243e573f2d4"},
+    {file = "Pillow-9.5.0-cp311-cp311-win_arm64.whl", hash = "sha256:965e4a05ef364e7b973dd17fc765f42233415974d773e82144c9bbaaaea5d089"},
+    {file = "Pillow-9.5.0-cp312-cp312-win32.whl", hash = "sha256:22baf0c3cf0c7f26e82d6e1adf118027afb325e703922c8dfc1d5d0156bb2eeb"},
+    {file = "Pillow-9.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:432b975c009cf649420615388561c0ce7cc31ce9b2e374db659ee4f7d57a1f8b"},
+    {file = "Pillow-9.5.0-cp37-cp37m-macosx_10_10_x86_64.whl", hash = "sha256:5d4ebf8e1db4441a55c509c4baa7a0587a0210f7cd25fcfe74dbbce7a4bd1906"},
+    {file = "Pillow-9.5.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:375f6e5ee9620a271acb6820b3d1e94ffa8e741c0601db4c0c4d3cb0a9c224bf"},
+    {file = "Pillow-9.5.0-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:99eb6cafb6ba90e436684e08dad8be1637efb71c4f2180ee6b8f940739406e78"},
+    {file = "Pillow-9.5.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2dfaaf10b6172697b9bceb9a3bd7b951819d1ca339a5ef294d1f1ac6d7f63270"},
+    {file = "Pillow-9.5.0-cp37-cp37m-manylinux_2_28_aarch64.whl", hash = "sha256:763782b2e03e45e2c77d7779875f4432e25121ef002a41829d8868700d119392"},
+    {file = "Pillow-9.5.0-cp37-cp37m-manylinux_2_28_x86_64.whl", hash = "sha256:35f6e77122a0c0762268216315bf239cf52b88865bba522999dc38f1c52b9b47"},
+    {file = "Pillow-9.5.0-cp37-cp37m-win32.whl", hash = "sha256:aca1c196f407ec7cf04dcbb15d19a43c507a81f7ffc45b690899d6a76ac9fda7"},
+    {file = "Pillow-9.5.0-cp37-cp37m-win_amd64.whl", hash = "sha256:322724c0032af6692456cd6ed554bb85f8149214d97398bb80613b04e33769f6"},
+    {file = "Pillow-9.5.0-cp38-cp38-macosx_10_10_x86_64.whl", hash = "sha256:a0aa9417994d91301056f3d0038af1199eb7adc86e646a36b9e050b06f526597"},
+    {file = "Pillow-9.5.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f8286396b351785801a976b1e85ea88e937712ee2c3ac653710a4a57a8da5d9c"},
+    {file = "Pillow-9.5.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c830a02caeb789633863b466b9de10c015bded434deb3ec87c768e53752ad22a"},
+    {file = "Pillow-9.5.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fbd359831c1657d69bb81f0db962905ee05e5e9451913b18b831febfe0519082"},
+    {file = "Pillow-9.5.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f8fc330c3370a81bbf3f88557097d1ea26cd8b019d6433aa59f71195f5ddebbf"},
+    {file = "Pillow-9.5.0-cp38-cp38-manylinux_2_28_aarch64.whl", hash = "sha256:7002d0797a3e4193c7cdee3198d7c14f92c0836d6b4a3f3046a64bd1ce8df2bf"},
+    {file = "Pillow-9.5.0-cp38-cp38-manylinux_2_28_x86_64.whl", hash = "sha256:229e2c79c00e85989a34b5981a2b67aa079fd08c903f0aaead522a1d68d79e51"},
+    {file = "Pillow-9.5.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:9adf58f5d64e474bed00d69bcd86ec4bcaa4123bfa70a65ce72e424bfb88ed96"},
+    {file = "Pillow-9.5.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:662da1f3f89a302cc22faa9f14a262c2e3951f9dbc9617609a47521c69dd9f8f"},
+    {file = "Pillow-9.5.0-cp38-cp38-win32.whl", hash = "sha256:6608ff3bf781eee0cd14d0901a2b9cc3d3834516532e3bd673a0a204dc8615fc"},
+    {file = "Pillow-9.5.0-cp38-cp38-win_amd64.whl", hash = "sha256:e49eb4e95ff6fd7c0c402508894b1ef0e01b99a44320ba7d8ecbabefddcc5569"},
+    {file = "Pillow-9.5.0-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:482877592e927fd263028c105b36272398e3e1be3269efda09f6ba21fd83ec66"},
+    {file = "Pillow-9.5.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:3ded42b9ad70e5f1754fb7c2e2d6465a9c842e41d178f262e08b8c85ed8a1d8e"},
+    {file = "Pillow-9.5.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c446d2245ba29820d405315083d55299a796695d747efceb5717a8b450324115"},
+    {file = "Pillow-9.5.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8aca1152d93dcc27dc55395604dcfc55bed5f25ef4c98716a928bacba90d33a3"},
+    {file = "Pillow-9.5.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:608488bdcbdb4ba7837461442b90ea6f3079397ddc968c31265c1e056964f1ef"},
+    {file = "Pillow-9.5.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:60037a8db8750e474af7ffc9faa9b5859e6c6d0a50e55c45576bf28be7419705"},
+    {file = "Pillow-9.5.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:07999f5834bdc404c442146942a2ecadd1cb6292f5229f4ed3b31e0a108746b1"},
+    {file = "Pillow-9.5.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:a127ae76092974abfbfa38ca2d12cbeddcdeac0fb71f9627cc1135bedaf9d51a"},
+    {file = "Pillow-9.5.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:489f8389261e5ed43ac8ff7b453162af39c3e8abd730af8363587ba64bb2e865"},
+    {file = "Pillow-9.5.0-cp39-cp39-win32.whl", hash = "sha256:9b1af95c3a967bf1da94f253e56b6286b50af23392a886720f563c547e48e964"},
+    {file = "Pillow-9.5.0-cp39-cp39-win_amd64.whl", hash = "sha256:77165c4a5e7d5a284f10a6efaa39a0ae8ba839da344f20b111d62cc932fa4e5d"},
+    {file = "Pillow-9.5.0-pp38-pypy38_pp73-macosx_10_10_x86_64.whl", hash = "sha256:833b86a98e0ede388fa29363159c9b1a294b0905b5128baf01db683672f230f5"},
+    {file = "Pillow-9.5.0-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:aaf305d6d40bd9632198c766fb64f0c1a83ca5b667f16c1e79e1661ab5060140"},
+    {file = "Pillow-9.5.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0852ddb76d85f127c135b6dd1f0bb88dbb9ee990d2cd9aa9e28526c93e794fba"},
+    {file = "Pillow-9.5.0-pp38-pypy38_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:91ec6fe47b5eb5a9968c79ad9ed78c342b1f97a091677ba0e012701add857829"},
+    {file = "Pillow-9.5.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:cb841572862f629b99725ebaec3287fc6d275be9b14443ea746c1dd325053cbd"},
+    {file = "Pillow-9.5.0-pp39-pypy39_pp73-macosx_10_10_x86_64.whl", hash = "sha256:c380b27d041209b849ed246b111b7c166ba36d7933ec6e41175fd15ab9eb1572"},
+    {file = "Pillow-9.5.0-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7c9af5a3b406a50e313467e3565fc99929717f780164fe6fbb7704edba0cebbe"},
+    {file = "Pillow-9.5.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5671583eab84af046a397d6d0ba25343c00cd50bce03787948e0fff01d4fd9b1"},
+    {file = "Pillow-9.5.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:84a6f19ce086c1bf894644b43cd129702f781ba5751ca8572f08aa40ef0ab7b7"},
+    {file = "Pillow-9.5.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:1e7723bd90ef94eda669a3c2c19d549874dd5badaeefabefd26053304abe5799"},
+    {file = "Pillow-9.5.0.tar.gz", hash = "sha256:bf548479d336726d7a0eceb6e767e179fbde37833ae42794602631a070d630f1"},
+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "pluggy"
+version = "1.0.0"
+description = "plugin and hook calling mechanisms for python"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
+    {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
+]
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
+
+[[package]]
+name = "preshed"
+version = "3.0.8"
+description = "Cython hash table that trusts the keys are pre-hashed"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "preshed-3.0.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ea4b6df8ef7af38e864235256793bc3056e9699d991afcf6256fa298858582fc"},
+    {file = "preshed-3.0.8-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e945fc814bdc29564a2ce137c237b3a9848aa1e76a1160369b6e0d328151fdd"},
+    {file = "preshed-3.0.8-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f9a4833530fe53001c351974e0c8bb660211b8d0358e592af185fec1ae12b2d0"},
+    {file = "preshed-3.0.8-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e1472ee231f323b4f4368b1b5f8f08481ed43af89697d45450c6ae4af46ac08a"},
+    {file = "preshed-3.0.8-cp310-cp310-win_amd64.whl", hash = "sha256:c8a2e2931eea7e500fbf8e014b69022f3fab2e35a70da882e2fc753e5e487ae3"},
+    {file = "preshed-3.0.8-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0e1bb8701df7861af26a312225bdf7c4822ac06fcf75aeb60fe2b0a20e64c222"},
+    {file = "preshed-3.0.8-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e9aef2b0b7687aecef48b1c6ff657d407ff24e75462877dcb888fa904c4a9c6d"},
+    {file = "preshed-3.0.8-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:854d58a8913ebf3b193b0dc8064155b034e8987de25f26838dfeca09151fda8a"},
+    {file = "preshed-3.0.8-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:135e2ac0db1a3948d6ec295598c7e182b52c394663f2fcfe36a97ae51186be21"},
+    {file = "preshed-3.0.8-cp311-cp311-win_amd64.whl", hash = "sha256:019d8fa4161035811fb2804d03214143298739e162d0ad24e087bd46c50970f5"},
+    {file = "preshed-3.0.8-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6a49ce52856fbb3ef4f1cc744c53f5d7e1ca370b1939620ac2509a6d25e02a50"},
+    {file = "preshed-3.0.8-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fdbc2957b36115a576c515ffe963919f19d2683f3c76c9304ae88ef59f6b5ca6"},
+    {file = "preshed-3.0.8-cp36-cp36m-win_amd64.whl", hash = "sha256:09cc9da2ac1b23010ce7d88a5e20f1033595e6dd80be14318e43b9409f4c7697"},
+    {file = "preshed-3.0.8-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:e19c8069f1a1450f835f23d47724530cf716d581fcafb398f534d044f806b8c2"},
+    {file = "preshed-3.0.8-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:25b5ef5e387a0e17ff41202a8c1816184ab6fb3c0d0b847bf8add0ed5941eb8d"},
+    {file = "preshed-3.0.8-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:53d3e2456a085425c66af7baba62d7eaa24aa5e460e1a9e02c401a2ed59abd7b"},
+    {file = "preshed-3.0.8-cp37-cp37m-win_amd64.whl", hash = "sha256:85e98a618fb36cdcc37501d8b9b8c1246651cc2f2db3a70702832523e0ae12f4"},
+    {file = "preshed-3.0.8-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:7f8837bf616335464f3713cbf562a3dcaad22c3ca9193f957018964ef871a68b"},
+    {file = "preshed-3.0.8-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:720593baf2c2e295f855192974799e486da5f50d4548db93c44f5726a43cefb9"},
+    {file = "preshed-3.0.8-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e0ad3d860b9ce88a74cf7414bb4b1c6fd833813e7b818e76f49272c4974b19ce"},
+    {file = "preshed-3.0.8-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd19d48440b152657966a52e627780c0ddbe9d907b8d7ee4598505e80a3c55c7"},
+    {file = "preshed-3.0.8-cp38-cp38-win_amd64.whl", hash = "sha256:246e7c6890dc7fe9b10f0e31de3346b906e3862b6ef42fcbede37968f46a73bf"},
+    {file = "preshed-3.0.8-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:67643e66691770dc3434b01671648f481e3455209ce953727ef2330b16790aaa"},
+    {file = "preshed-3.0.8-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0ae25a010c9f551aa2247ee621457f679e07c57fc99d3fd44f84cb40b925f12c"},
+    {file = "preshed-3.0.8-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5a6a7fcf7dd2e7711051b3f0432da9ec9c748954c989f49d2cd8eabf8c2d953e"},
+    {file = "preshed-3.0.8-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5942858170c4f53d9afc6352a86bbc72fc96cc4d8964b6415492114a5920d3ed"},
+    {file = "preshed-3.0.8-cp39-cp39-win_amd64.whl", hash = "sha256:06793022a56782ef51d74f1399925a2ba958e50c5cfbc6fa5b25c4945e158a07"},
+    {file = "preshed-3.0.8.tar.gz", hash = "sha256:6c74c70078809bfddda17be96483c41d06d717934b07cab7921011d81758b357"},
+]
+
+[package.dependencies]
+cymem = ">=2.0.2,<2.1.0"
+murmurhash = ">=0.28.0,<1.1.0"
+
+[[package]]
+name = "pydantic"
+version = "1.10.9"
+description = "Data validation and settings management using python type hints"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pydantic-1.10.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e692dec4a40bfb40ca530e07805b1208c1de071a18d26af4a2a0d79015b352ca"},
+    {file = "pydantic-1.10.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3c52eb595db83e189419bf337b59154bdcca642ee4b2a09e5d7797e41ace783f"},
+    {file = "pydantic-1.10.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:939328fd539b8d0edf244327398a667b6b140afd3bf7e347cf9813c736211896"},
+    {file = "pydantic-1.10.9-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b48d3d634bca23b172f47f2335c617d3fcb4b3ba18481c96b7943a4c634f5c8d"},
+    {file = "pydantic-1.10.9-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:f0b7628fb8efe60fe66fd4adadd7ad2304014770cdc1f4934db41fe46cc8825f"},
+    {file = "pydantic-1.10.9-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:e1aa5c2410769ca28aa9a7841b80d9d9a1c5f223928ca8bec7e7c9a34d26b1d4"},
+    {file = "pydantic-1.10.9-cp310-cp310-win_amd64.whl", hash = "sha256:eec39224b2b2e861259d6f3c8b6290d4e0fbdce147adb797484a42278a1a486f"},
+    {file = "pydantic-1.10.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d111a21bbbfd85c17248130deac02bbd9b5e20b303338e0dbe0faa78330e37e0"},
+    {file = "pydantic-1.10.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2e9aec8627a1a6823fc62fb96480abe3eb10168fd0d859ee3d3b395105ae19a7"},
+    {file = "pydantic-1.10.9-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:07293ab08e7b4d3c9d7de4949a0ea571f11e4557d19ea24dd3ae0c524c0c334d"},
+    {file = "pydantic-1.10.9-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7ee829b86ce984261d99ff2fd6e88f2230068d96c2a582f29583ed602ef3fc2c"},
+    {file = "pydantic-1.10.9-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:4b466a23009ff5cdd7076eb56aca537c745ca491293cc38e72bf1e0e00de5b91"},
+    {file = "pydantic-1.10.9-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:7847ca62e581e6088d9000f3c497267868ca2fa89432714e21a4fb33a04d52e8"},
+    {file = "pydantic-1.10.9-cp311-cp311-win_amd64.whl", hash = "sha256:7845b31959468bc5b78d7b95ec52fe5be32b55d0d09983a877cca6aedc51068f"},
+    {file = "pydantic-1.10.9-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:517a681919bf880ce1dac7e5bc0c3af1e58ba118fd774da2ffcd93c5f96eaece"},
+    {file = "pydantic-1.10.9-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:67195274fd27780f15c4c372f4ba9a5c02dad6d50647b917b6a92bf00b3d301a"},
+    {file = "pydantic-1.10.9-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2196c06484da2b3fded1ab6dbe182bdabeb09f6318b7fdc412609ee2b564c49a"},
+    {file = "pydantic-1.10.9-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:6257bb45ad78abacda13f15bde5886efd6bf549dd71085e64b8dcf9919c38b60"},
+    {file = "pydantic-1.10.9-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:3283b574b01e8dbc982080d8287c968489d25329a463b29a90d4157de4f2baaf"},
+    {file = "pydantic-1.10.9-cp37-cp37m-win_amd64.whl", hash = "sha256:5f8bbaf4013b9a50e8100333cc4e3fa2f81214033e05ac5aa44fa24a98670a29"},
+    {file = "pydantic-1.10.9-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:b9cd67fb763248cbe38f0593cd8611bfe4b8ad82acb3bdf2b0898c23415a1f82"},
+    {file = "pydantic-1.10.9-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f50e1764ce9353be67267e7fd0da08349397c7db17a562ad036aa7c8f4adfdb6"},
+    {file = "pydantic-1.10.9-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:73ef93e5e1d3c8e83f1ff2e7fdd026d9e063c7e089394869a6e2985696693766"},
+    {file = "pydantic-1.10.9-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:128d9453d92e6e81e881dd7e2484e08d8b164da5507f62d06ceecf84bf2e21d3"},
+    {file = "pydantic-1.10.9-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:ad428e92ab68798d9326bb3e5515bc927444a3d71a93b4a2ca02a8a5d795c572"},
+    {file = "pydantic-1.10.9-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:fab81a92f42d6d525dd47ced310b0c3e10c416bbfae5d59523e63ea22f82b31e"},
+    {file = "pydantic-1.10.9-cp38-cp38-win_amd64.whl", hash = "sha256:963671eda0b6ba6926d8fc759e3e10335e1dc1b71ff2a43ed2efd6996634dafb"},
+    {file = "pydantic-1.10.9-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:970b1bdc6243ef663ba5c7e36ac9ab1f2bfecb8ad297c9824b542d41a750b298"},
+    {file = "pydantic-1.10.9-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7e1d5290044f620f80cf1c969c542a5468f3656de47b41aa78100c5baa2b8276"},
+    {file = "pydantic-1.10.9-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:83fcff3c7df7adff880622a98022626f4f6dbce6639a88a15a3ce0f96466cb60"},
+    {file = "pydantic-1.10.9-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0da48717dc9495d3a8f215e0d012599db6b8092db02acac5e0d58a65248ec5bc"},
+    {file = "pydantic-1.10.9-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:0a2aabdc73c2a5960e87c3ffebca6ccde88665616d1fd6d3db3178ef427b267a"},
+    {file = "pydantic-1.10.9-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:9863b9420d99dfa9c064042304868e8ba08e89081428a1c471858aa2af6f57c4"},
+    {file = "pydantic-1.10.9-cp39-cp39-win_amd64.whl", hash = "sha256:e7c9900b43ac14110efa977be3da28931ffc74c27e96ee89fbcaaf0b0fe338e1"},
+    {file = "pydantic-1.10.9-py3-none-any.whl", hash = "sha256:6cafde02f6699ce4ff643417d1a9223716ec25e228ddc3b436fe7e2d25a1f305"},
+    {file = "pydantic-1.10.9.tar.gz", hash = "sha256:95c70da2cd3b6ddf3b9645ecaa8d98f3d80c606624b6d245558d202cd23ea3be"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.2.0"
+
+[package.extras]
+dotenv = ["python-dotenv (>=0.10.4)"]
+email = ["email-validator (>=1.0.3)"]
+
+[[package]]
+name = "pytest"
+version = "7.3.2"
+description = "pytest: simple powerful testing with Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pytest-7.3.2-py3-none-any.whl", hash = "sha256:cdcbd012c9312258922f8cd3f1b62a6580fdced17db6014896053d47cddf9295"},
+    {file = "pytest-7.3.2.tar.gz", hash = "sha256:ee990a3cc55ba808b80795a79944756f315c67c12b56abd3ac993a7b8c17030b"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=0.12,<2.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+
+[[package]]
+name = "pyyaml"
+version = "6.0"
+description = "YAML parser and emitter for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "PyYAML-6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d4db7c7aef085872ef65a8fd7d6d09a14ae91f691dec3e87ee5ee0539d516f53"},
+    {file = "PyYAML-6.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9df7ed3b3d2e0ecfe09e14741b857df43adb5a3ddadc919a2d94fbdf78fea53c"},
+    {file = "PyYAML-6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:77f396e6ef4c73fdc33a9157446466f1cff553d979bd00ecb64385760c6babdc"},
+    {file = "PyYAML-6.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a80a78046a72361de73f8f395f1f1e49f956c6be882eed58505a15f3e430962b"},
+    {file = "PyYAML-6.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:f84fbc98b019fef2ee9a1cb3ce93e3187a6df0b2538a651bfb890254ba9f90b5"},
+    {file = "PyYAML-6.0-cp310-cp310-win32.whl", hash = "sha256:2cd5df3de48857ed0544b34e2d40e9fac445930039f3cfe4bcc592a1f836d513"},
+    {file = "PyYAML-6.0-cp310-cp310-win_amd64.whl", hash = "sha256:daf496c58a8c52083df09b80c860005194014c3698698d1a57cbcfa182142a3a"},
+    {file = "PyYAML-6.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d4b0ba9512519522b118090257be113b9468d804b19d63c71dbcf4a48fa32358"},
+    {file = "PyYAML-6.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:81957921f441d50af23654aa6c5e5eaf9b06aba7f0a19c18a538dc7ef291c5a1"},
+    {file = "PyYAML-6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:afa17f5bc4d1b10afd4466fd3a44dc0e245382deca5b3c353d8b757f9e3ecb8d"},
+    {file = "PyYAML-6.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dbad0e9d368bb989f4515da330b88a057617d16b6a8245084f1b05400f24609f"},
+    {file = "PyYAML-6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:432557aa2c09802be39460360ddffd48156e30721f5e8d917f01d31694216782"},
+    {file = "PyYAML-6.0-cp311-cp311-win32.whl", hash = "sha256:bfaef573a63ba8923503d27530362590ff4f576c626d86a9fed95822a8255fd7"},
+    {file = "PyYAML-6.0-cp311-cp311-win_amd64.whl", hash = "sha256:01b45c0191e6d66c470b6cf1b9531a771a83c1c4208272ead47a3ae4f2f603bf"},
+    {file = "PyYAML-6.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:897b80890765f037df3403d22bab41627ca8811ae55e9a722fd0392850ec4d86"},
+    {file = "PyYAML-6.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:50602afada6d6cbfad699b0c7bb50d5ccffa7e46a3d738092afddc1f9758427f"},
+    {file = "PyYAML-6.0-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:48c346915c114f5fdb3ead70312bd042a953a8ce5c7106d5bfb1a5254e47da92"},
+    {file = "PyYAML-6.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:98c4d36e99714e55cfbaaee6dd5badbc9a1ec339ebfc3b1f52e293aee6bb71a4"},
+    {file = "PyYAML-6.0-cp36-cp36m-win32.whl", hash = "sha256:0283c35a6a9fbf047493e3a0ce8d79ef5030852c51e9d911a27badfde0605293"},
+    {file = "PyYAML-6.0-cp36-cp36m-win_amd64.whl", hash = "sha256:07751360502caac1c067a8132d150cf3d61339af5691fe9e87803040dbc5db57"},
+    {file = "PyYAML-6.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:819b3830a1543db06c4d4b865e70ded25be52a2e0631ccd2f6a47a2822f2fd7c"},
+    {file = "PyYAML-6.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:473f9edb243cb1935ab5a084eb238d842fb8f404ed2193a915d1784b5a6b5fc0"},
+    {file = "PyYAML-6.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0ce82d761c532fe4ec3f87fc45688bdd3a4c1dc5e0b4a19814b9009a29baefd4"},
+    {file = "PyYAML-6.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:231710d57adfd809ef5d34183b8ed1eeae3f76459c18fb4a0b373ad56bedcdd9"},
+    {file = "PyYAML-6.0-cp37-cp37m-win32.whl", hash = "sha256:c5687b8d43cf58545ade1fe3e055f70eac7a5a1a0bf42824308d868289a95737"},
+    {file = "PyYAML-6.0-cp37-cp37m-win_amd64.whl", hash = "sha256:d15a181d1ecd0d4270dc32edb46f7cb7733c7c508857278d3d378d14d606db2d"},
+    {file = "PyYAML-6.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0b4624f379dab24d3725ffde76559cff63d9ec94e1736b556dacdfebe5ab6d4b"},
+    {file = "PyYAML-6.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:213c60cd50106436cc818accf5baa1aba61c0189ff610f64f4a3e8c6726218ba"},
+    {file = "PyYAML-6.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9fa600030013c4de8165339db93d182b9431076eb98eb40ee068700c9c813e34"},
+    {file = "PyYAML-6.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:277a0ef2981ca40581a47093e9e2d13b3f1fbbeffae064c1d21bfceba2030287"},
+    {file = "PyYAML-6.0-cp38-cp38-win32.whl", hash = "sha256:d4eccecf9adf6fbcc6861a38015c2a64f38b9d94838ac1810a9023a0609e1b78"},
+    {file = "PyYAML-6.0-cp38-cp38-win_amd64.whl", hash = "sha256:1e4747bc279b4f613a09eb64bba2ba602d8a6664c6ce6396a4d0cd413a50ce07"},
+    {file = "PyYAML-6.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:055d937d65826939cb044fc8c9b08889e8c743fdc6a32b33e2390f66013e449b"},
+    {file = "PyYAML-6.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:e61ceaab6f49fb8bdfaa0f92c4b57bcfbea54c09277b1b4f7ac376bfb7a7c174"},
+    {file = "PyYAML-6.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d67d839ede4ed1b28a4e8909735fc992a923cdb84e618544973d7dfc71540803"},
+    {file = "PyYAML-6.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:cba8c411ef271aa037d7357a2bc8f9ee8b58b9965831d9e51baf703280dc73d3"},
+    {file = "PyYAML-6.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:40527857252b61eacd1d9af500c3337ba8deb8fc298940291486c465c8b46ec0"},
+    {file = "PyYAML-6.0-cp39-cp39-win32.whl", hash = "sha256:b5b9eccad747aabaaffbc6064800670f0c297e52c12754eb1d976c57e4f74dcb"},
+    {file = "PyYAML-6.0-cp39-cp39-win_amd64.whl", hash = "sha256:b3d267842bf12586ba6c734f89d1f5b871df0273157918b0ccefa29deb05c21c"},
+    {file = "PyYAML-6.0.tar.gz", hash = "sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2"},
+]
+
+[[package]]
+name = "regex"
+version = "2023.6.3"
+description = "Alternative regular expression module, to replace re."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "regex-2023.6.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:824bf3ac11001849aec3fa1d69abcb67aac3e150a933963fb12bda5151fe1bfd"},
+    {file = "regex-2023.6.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:05ed27acdf4465c95826962528f9e8d41dbf9b1aa8531a387dee6ed215a3e9ef"},
+    {file = "regex-2023.6.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0b49c764f88a79160fa64f9a7b425620e87c9f46095ef9c9920542ab2495c8bc"},
+    {file = "regex-2023.6.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8e3f1316c2293e5469f8f09dc2d76efb6c3982d3da91ba95061a7e69489a14ef"},
+    {file = "regex-2023.6.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:43e1dd9d12df9004246bacb79a0e5886b3b6071b32e41f83b0acbf293f820ee8"},
+    {file = "regex-2023.6.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4959e8bcbfda5146477d21c3a8ad81b185cd252f3d0d6e4724a5ef11c012fb06"},
+    {file = "regex-2023.6.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:af4dd387354dc83a3bff67127a124c21116feb0d2ef536805c454721c5d7993d"},
+    {file = "regex-2023.6.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2239d95d8e243658b8dbb36b12bd10c33ad6e6933a54d36ff053713f129aa536"},
+    {file = "regex-2023.6.3-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:890e5a11c97cf0d0c550eb661b937a1e45431ffa79803b942a057c4fb12a2da2"},
+    {file = "regex-2023.6.3-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:a8105e9af3b029f243ab11ad47c19b566482c150c754e4c717900a798806b222"},
+    {file = "regex-2023.6.3-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:25be746a8ec7bc7b082783216de8e9473803706723b3f6bef34b3d0ed03d57e2"},
+    {file = "regex-2023.6.3-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:3676f1dd082be28b1266c93f618ee07741b704ab7b68501a173ce7d8d0d0ca18"},
+    {file = "regex-2023.6.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:10cb847aeb1728412c666ab2e2000ba6f174f25b2bdc7292e7dd71b16db07568"},
+    {file = "regex-2023.6.3-cp310-cp310-win32.whl", hash = "sha256:dbbbfce33cd98f97f6bffb17801b0576e653f4fdb1d399b2ea89638bc8d08ae1"},
+    {file = "regex-2023.6.3-cp310-cp310-win_amd64.whl", hash = "sha256:c5f8037000eb21e4823aa485149f2299eb589f8d1fe4b448036d230c3f4e68e0"},
+    {file = "regex-2023.6.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c123f662be8ec5ab4ea72ea300359023a5d1df095b7ead76fedcd8babbedf969"},
+    {file = "regex-2023.6.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9edcbad1f8a407e450fbac88d89e04e0b99a08473f666a3f3de0fd292badb6aa"},
+    {file = "regex-2023.6.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dcba6dae7de533c876255317c11f3abe4907ba7d9aa15d13e3d9710d4315ec0e"},
+    {file = "regex-2023.6.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:29cdd471ebf9e0f2fb3cac165efedc3c58db841d83a518b082077e612d3ee5df"},
+    {file = "regex-2023.6.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:12b74fbbf6cbbf9dbce20eb9b5879469e97aeeaa874145517563cca4029db65c"},
+    {file = "regex-2023.6.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0c29ca1bd61b16b67be247be87390ef1d1ef702800f91fbd1991f5c4421ebae8"},
+    {file = "regex-2023.6.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d77f09bc4b55d4bf7cc5eba785d87001d6757b7c9eec237fe2af57aba1a071d9"},
+    {file = "regex-2023.6.3-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:ea353ecb6ab5f7e7d2f4372b1e779796ebd7b37352d290096978fea83c4dba0c"},
+    {file = "regex-2023.6.3-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:10590510780b7541969287512d1b43f19f965c2ece6c9b1c00fc367b29d8dce7"},
+    {file = "regex-2023.6.3-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:e2fbd6236aae3b7f9d514312cdb58e6494ee1c76a9948adde6eba33eb1c4264f"},
+    {file = "regex-2023.6.3-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:6b2675068c8b56f6bfd5a2bda55b8accbb96c02fd563704732fd1c95e2083461"},
+    {file = "regex-2023.6.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:74419d2b50ecb98360cfaa2974da8689cb3b45b9deff0dcf489c0d333bcc1477"},
+    {file = "regex-2023.6.3-cp311-cp311-win32.whl", hash = "sha256:fb5ec16523dc573a4b277663a2b5a364e2099902d3944c9419a40ebd56a118f9"},
+    {file = "regex-2023.6.3-cp311-cp311-win_amd64.whl", hash = "sha256:09e4a1a6acc39294a36b7338819b10baceb227f7f7dbbea0506d419b5a1dd8af"},
+    {file = "regex-2023.6.3-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:0654bca0cdf28a5956c83839162692725159f4cda8d63e0911a2c0dc76166525"},
+    {file = "regex-2023.6.3-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:463b6a3ceb5ca952e66550a4532cef94c9a0c80dc156c4cc343041951aec1697"},
+    {file = "regex-2023.6.3-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:87b2a5bb5e78ee0ad1de71c664d6eb536dc3947a46a69182a90f4410f5e3f7dd"},
+    {file = "regex-2023.6.3-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6343c6928282c1f6a9db41f5fd551662310e8774c0e5ebccb767002fcf663ca9"},
+    {file = "regex-2023.6.3-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b6192d5af2ccd2a38877bfef086d35e6659566a335b1492786ff254c168b1693"},
+    {file = "regex-2023.6.3-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:74390d18c75054947e4194019077e243c06fbb62e541d8817a0fa822ea310c14"},
+    {file = "regex-2023.6.3-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:742e19a90d9bb2f4a6cf2862b8b06dea5e09b96c9f2df1779e53432d7275331f"},
+    {file = "regex-2023.6.3-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:8abbc5d54ea0ee80e37fef009e3cec5dafd722ed3c829126253d3e22f3846f1e"},
+    {file = "regex-2023.6.3-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:c2b867c17a7a7ae44c43ebbeb1b5ff406b3e8d5b3e14662683e5e66e6cc868d3"},
+    {file = "regex-2023.6.3-cp36-cp36m-musllinux_1_1_ppc64le.whl", hash = "sha256:d831c2f8ff278179705ca59f7e8524069c1a989e716a1874d6d1aab6119d91d1"},
+    {file = "regex-2023.6.3-cp36-cp36m-musllinux_1_1_s390x.whl", hash = "sha256:ee2d1a9a253b1729bb2de27d41f696ae893507c7db224436abe83ee25356f5c1"},
+    {file = "regex-2023.6.3-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:61474f0b41fe1a80e8dfa70f70ea1e047387b7cd01c85ec88fa44f5d7561d787"},
+    {file = "regex-2023.6.3-cp36-cp36m-win32.whl", hash = "sha256:0b71e63226e393b534105fcbdd8740410dc6b0854c2bfa39bbda6b0d40e59a54"},
+    {file = "regex-2023.6.3-cp36-cp36m-win_amd64.whl", hash = "sha256:bbb02fd4462f37060122e5acacec78e49c0fbb303c30dd49c7f493cf21fc5b27"},
+    {file = "regex-2023.6.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:b862c2b9d5ae38a68b92e215b93f98d4c5e9454fa36aae4450f61dd33ff48487"},
+    {file = "regex-2023.6.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:976d7a304b59ede34ca2921305b57356694f9e6879db323fd90a80f865d355a3"},
+    {file = "regex-2023.6.3-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:83320a09188e0e6c39088355d423aa9d056ad57a0b6c6381b300ec1a04ec3d16"},
+    {file = "regex-2023.6.3-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9427a399501818a7564f8c90eced1e9e20709ece36be701f394ada99890ea4b3"},
+    {file = "regex-2023.6.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7178bbc1b2ec40eaca599d13c092079bf529679bf0371c602edaa555e10b41c3"},
+    {file = "regex-2023.6.3-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:837328d14cde912af625d5f303ec29f7e28cdab588674897baafaf505341f2fc"},
+    {file = "regex-2023.6.3-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2d44dc13229905ae96dd2ae2dd7cebf824ee92bc52e8cf03dcead37d926da019"},
+    {file = "regex-2023.6.3-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:d54af539295392611e7efbe94e827311eb8b29668e2b3f4cadcfe6f46df9c777"},
+    {file = "regex-2023.6.3-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:7117d10690c38a622e54c432dfbbd3cbd92f09401d622902c32f6d377e2300ee"},
+    {file = "regex-2023.6.3-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:bb60b503ec8a6e4e3e03a681072fa3a5adcbfa5479fa2d898ae2b4a8e24c4591"},
+    {file = "regex-2023.6.3-cp37-cp37m-musllinux_1_1_s390x.whl", hash = "sha256:65ba8603753cec91c71de423a943ba506363b0e5c3fdb913ef8f9caa14b2c7e0"},
+    {file = "regex-2023.6.3-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:271f0bdba3c70b58e6f500b205d10a36fb4b58bd06ac61381b68de66442efddb"},
+    {file = "regex-2023.6.3-cp37-cp37m-win32.whl", hash = "sha256:9beb322958aaca059f34975b0df135181f2e5d7a13b84d3e0e45434749cb20f7"},
+    {file = "regex-2023.6.3-cp37-cp37m-win_amd64.whl", hash = "sha256:fea75c3710d4f31389eed3c02f62d0b66a9da282521075061ce875eb5300cf23"},
+    {file = "regex-2023.6.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:8f56fcb7ff7bf7404becdfc60b1e81a6d0561807051fd2f1860b0d0348156a07"},
+    {file = "regex-2023.6.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:d2da3abc88711bce7557412310dfa50327d5769a31d1c894b58eb256459dc289"},
+    {file = "regex-2023.6.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a99b50300df5add73d307cf66abea093304a07eb017bce94f01e795090dea87c"},
+    {file = "regex-2023.6.3-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5708089ed5b40a7b2dc561e0c8baa9535b77771b64a8330b684823cfd5116036"},
+    {file = "regex-2023.6.3-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:687ea9d78a4b1cf82f8479cab23678aff723108df3edeac098e5b2498879f4a7"},
+    {file = "regex-2023.6.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4d3850beab9f527f06ccc94b446c864059c57651b3f911fddb8d9d3ec1d1b25d"},
+    {file = "regex-2023.6.3-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e8915cc96abeb8983cea1df3c939e3c6e1ac778340c17732eb63bb96247b91d2"},
+    {file = "regex-2023.6.3-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:841d6e0e5663d4c7b4c8099c9997be748677d46cbf43f9f471150e560791f7ff"},
+    {file = "regex-2023.6.3-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:9edce5281f965cf135e19840f4d93d55b3835122aa76ccacfd389e880ba4cf82"},
+    {file = "regex-2023.6.3-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:b956231ebdc45f5b7a2e1f90f66a12be9610ce775fe1b1d50414aac1e9206c06"},
+    {file = "regex-2023.6.3-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:36efeba71c6539d23c4643be88295ce8c82c88bbd7c65e8a24081d2ca123da3f"},
+    {file = "regex-2023.6.3-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:cf67ca618b4fd34aee78740bea954d7c69fdda419eb208c2c0c7060bb822d747"},
+    {file = "regex-2023.6.3-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:b4598b1897837067a57b08147a68ac026c1e73b31ef6e36deeeb1fa60b2933c9"},
+    {file = "regex-2023.6.3-cp38-cp38-win32.whl", hash = "sha256:f415f802fbcafed5dcc694c13b1292f07fe0befdb94aa8a52905bd115ff41e88"},
+    {file = "regex-2023.6.3-cp38-cp38-win_amd64.whl", hash = "sha256:d4f03bb71d482f979bda92e1427f3ec9b220e62a7dd337af0aa6b47bf4498f72"},
+    {file = "regex-2023.6.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:ccf91346b7bd20c790310c4147eee6ed495a54ddb6737162a36ce9dbef3e4751"},
+    {file = "regex-2023.6.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b28f5024a3a041009eb4c333863d7894d191215b39576535c6734cd88b0fcb68"},
+    {file = "regex-2023.6.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e0bb18053dfcfed432cc3ac632b5e5e5c5b7e55fb3f8090e867bfd9b054dbcbf"},
+    {file = "regex-2023.6.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9a5bfb3004f2144a084a16ce19ca56b8ac46e6fd0651f54269fc9e230edb5e4a"},
+    {file = "regex-2023.6.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5c6b48d0fa50d8f4df3daf451be7f9689c2bde1a52b1225c5926e3f54b6a9ed1"},
+    {file = "regex-2023.6.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:051da80e6eeb6e239e394ae60704d2b566aa6a7aed6f2890a7967307267a5dc6"},
+    {file = "regex-2023.6.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a4c3b7fa4cdaa69268748665a1a6ff70c014d39bb69c50fda64b396c9116cf77"},
+    {file = "regex-2023.6.3-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:457b6cce21bee41ac292d6753d5e94dcbc5c9e3e3a834da285b0bde7aa4a11e9"},
+    {file = "regex-2023.6.3-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:aad51907d74fc183033ad796dd4c2e080d1adcc4fd3c0fd4fd499f30c03011cd"},
+    {file = "regex-2023.6.3-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:0385e73da22363778ef2324950e08b689abdf0b108a7d8decb403ad7f5191938"},
+    {file = "regex-2023.6.3-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:c6a57b742133830eec44d9b2290daf5cbe0a2f1d6acee1b3c7b1c7b2f3606df7"},
+    {file = "regex-2023.6.3-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:3e5219bf9e75993d73ab3d25985c857c77e614525fac9ae02b1bebd92f7cecac"},
+    {file = "regex-2023.6.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:e5087a3c59eef624a4591ef9eaa6e9a8d8a94c779dade95d27c0bc24650261cd"},
+    {file = "regex-2023.6.3-cp39-cp39-win32.whl", hash = "sha256:20326216cc2afe69b6e98528160b225d72f85ab080cbdf0b11528cbbaba2248f"},
+    {file = "regex-2023.6.3-cp39-cp39-win_amd64.whl", hash = "sha256:bdff5eab10e59cf26bc479f565e25ed71a7d041d1ded04ccf9aee1d9f208487a"},
+    {file = "regex-2023.6.3.tar.gz", hash = "sha256:72d1a25bf36d2050ceb35b517afe13864865268dfb45910e2e17a84be6cbfeb0"},
+]
+
+[[package]]
+name = "requests"
+version = "2.31.0"
+description = "Python HTTP for Humans."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
+    {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
+]
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "safetensors"
+version = "0.3.1"
+description = "Fast and Safe Tensor serialization"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "safetensors-0.3.1-cp310-cp310-macosx_10_11_x86_64.whl", hash = "sha256:2ae9b7dd268b4bae6624729dac86deb82104820e9786429b0583e5168db2f770"},
+    {file = "safetensors-0.3.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:08c85c1934682f1e2cd904d38433b53cd2a98245a7cc31f5689f9322a2320bbf"},
+    {file = "safetensors-0.3.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ba625c7af9e1c5d0d91cb83d2fba97d29ea69d4db2015d9714d24c7f6d488e15"},
+    {file = "safetensors-0.3.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b57d5890c619ec10d9f1b6426b8690d0c9c2868a90dc52f13fae6f6407ac141f"},
+    {file = "safetensors-0.3.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5c9f562ea696d50b95cadbeb1716dc476714a87792ffe374280c0835312cbfe2"},
+    {file = "safetensors-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5c115951b3a865ece8d98ee43882f2fd0a999c0200d6e6fec24134715ebe3b57"},
+    {file = "safetensors-0.3.1-cp310-cp310-win32.whl", hash = "sha256:118f8f7503ea312fc7af27e934088a1b589fb1eff5a7dea2cd1de6c71ee33391"},
+    {file = "safetensors-0.3.1-cp310-cp310-win_amd64.whl", hash = "sha256:54846eaae25fded28a7bebbb66be563cad221b4c80daee39e2f55df5e5e0266f"},
+    {file = "safetensors-0.3.1-cp311-cp311-macosx_10_11_universal2.whl", hash = "sha256:5af82e10946c4822506db0f29269f43147e889054704dde994d4e22f0c37377b"},
+    {file = "safetensors-0.3.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:626c86dd1d930963c8ea7f953a3787ae85322551e3a5203ac731d6e6f3e18f44"},
+    {file = "safetensors-0.3.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:12e30677e6af1f4cc4f2832546e91dbb3b0aa7d575bfa473d2899d524e1ace08"},
+    {file = "safetensors-0.3.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d534b80bc8d39945bb902f34b0454773971fe9e5e1f2142af451759d7e52b356"},
+    {file = "safetensors-0.3.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ddd0ddd502cf219666e7d30f23f196cb87e829439b52b39f3e7da7918c3416df"},
+    {file = "safetensors-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:997a2cc14023713f423e6d16536d55cb16a3d72850f142e05f82f0d4c76d383b"},
+    {file = "safetensors-0.3.1-cp311-cp311-win32.whl", hash = "sha256:6ae9ca63d9e22f71ec40550207bd284a60a6b4916ae6ca12c85a8d86bf49e0c3"},
+    {file = "safetensors-0.3.1-cp311-cp311-win_amd64.whl", hash = "sha256:62aa7421ca455418423e35029524489480adda53e3f702453580180ecfebe476"},
+    {file = "safetensors-0.3.1-cp37-cp37m-macosx_10_11_x86_64.whl", hash = "sha256:6d54b3ed367b6898baab75dfd057c24f36ec64d3938ffff2af981d56bfba2f42"},
+    {file = "safetensors-0.3.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:262423aeda91117010f8c607889066028f680fbb667f50cfe6eae96f22f9d150"},
+    {file = "safetensors-0.3.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:10efe2513a8327fd628cea13167089588acc23093ba132aecfc536eb9a4560fe"},
+    {file = "safetensors-0.3.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:689b3d6a7ebce70ee9438267ee55ea89b575c19923876645e927d08757b552fe"},
+    {file = "safetensors-0.3.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:14cd9a87bc73ce06903e9f8ee8b05b056af6f3c9f37a6bd74997a16ed36ff5f4"},
+    {file = "safetensors-0.3.1-cp37-cp37m-win32.whl", hash = "sha256:a77cb39624480d5f143c1cc272184f65a296f573d61629eff5d495d2e0541d3e"},
+    {file = "safetensors-0.3.1-cp37-cp37m-win_amd64.whl", hash = "sha256:9eff3190bfbbb52eef729911345c643f875ca4dbb374aa6c559675cfd0ab73db"},
+    {file = "safetensors-0.3.1-cp38-cp38-macosx_10_11_x86_64.whl", hash = "sha256:05cbfef76e4daa14796db1bbb52072d4b72a44050c368b2b1f6fd3e610669a89"},
+    {file = "safetensors-0.3.1-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:c49061461f4a81e5ec3415070a3f135530834c89cbd6a7db7cd49e3cb9d9864b"},
+    {file = "safetensors-0.3.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:22cf7e73ca42974f098ce0cf4dd8918983700b6b07a4c6827d50c8daefca776e"},
+    {file = "safetensors-0.3.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:04f909442d6223ff0016cd2e1b2a95ef8039b92a558014627363a2e267213f62"},
+    {file = "safetensors-0.3.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2c573c5a0d5d45791ae8c179e26d74aff86e719056591aa7edb3ca7be55bc961"},
+    {file = "safetensors-0.3.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6994043b12e717cf2a6ba69077ac41f0d3675b2819734f07f61819e854c622c7"},
+    {file = "safetensors-0.3.1-cp38-cp38-win32.whl", hash = "sha256:158ede81694180a0dbba59422bc304a78c054b305df993c0c6e39c6330fa9348"},
+    {file = "safetensors-0.3.1-cp38-cp38-win_amd64.whl", hash = "sha256:afdc725beff7121ea8d39a7339f5a6abcb01daa189ea56290b67fe262d56e20f"},
+    {file = "safetensors-0.3.1-cp39-cp39-macosx_10_11_x86_64.whl", hash = "sha256:cba910fcc9e5e64d32d62b837388721165e9c7e45d23bc3a38ad57694b77f40d"},
+    {file = "safetensors-0.3.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:a4f7dbfe7285573cdaddd85ef6fa84ebbed995d3703ab72d71257944e384612f"},
+    {file = "safetensors-0.3.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:54aed0802f9eaa83ca7b1cbb986bfb90b8e2c67b6a4bcfe245627e17dad565d4"},
+    {file = "safetensors-0.3.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:34b75a766f3cfc99fd4c33e329b76deae63f5f388e455d863a5d6e99472fca8e"},
+    {file = "safetensors-0.3.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1a0f31904f35dc14919a145b2d7a2d8842a43a18a629affe678233c4ea90b4af"},
+    {file = "safetensors-0.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dcf527ecc5f58907fd9031510378105487f318cc91ecdc5aee3c7cc8f46030a8"},
+    {file = "safetensors-0.3.1-cp39-cp39-win32.whl", hash = "sha256:e2f083112cf97aa9611e2a05cc170a2795eccec5f6ff837f4565f950670a9d83"},
+    {file = "safetensors-0.3.1-cp39-cp39-win_amd64.whl", hash = "sha256:5f4f614b8e8161cd8a9ca19c765d176a82b122fa3d3387b77862145bfe9b4e93"},
+    {file = "safetensors-0.3.1.tar.gz", hash = "sha256:571da56ff8d0bec8ae54923b621cda98d36dcef10feb36fd492c4d0c2cd0e869"},
+]
+
+[package.extras]
+all = ["black (==22.3)", "click (==8.0.4)", "flake8 (>=3.8.3)", "flax (>=0.6.3)", "h5py (>=3.7.0)", "huggingface-hub (>=0.12.1)", "isort (>=5.5.4)", "jax (>=0.3.25)", "jaxlib (>=0.3.25)", "numpy (>=1.21.6)", "paddlepaddle (>=2.4.1)", "pytest (>=7.2.0)", "pytest-benchmark (>=4.0.0)", "setuptools-rust (>=1.5.2)", "tensorflow (>=2.11.0)", "torch (>=1.10)"]
+dev = ["black (==22.3)", "click (==8.0.4)", "flake8 (>=3.8.3)", "flax (>=0.6.3)", "h5py (>=3.7.0)", "huggingface-hub (>=0.12.1)", "isort (>=5.5.4)", "jax (>=0.3.25)", "jaxlib (>=0.3.25)", "numpy (>=1.21.6)", "paddlepaddle (>=2.4.1)", "pytest (>=7.2.0)", "pytest-benchmark (>=4.0.0)", "setuptools-rust (>=1.5.2)", "tensorflow (>=2.11.0)", "torch (>=1.10)"]
+jax = ["flax (>=0.6.3)", "jax (>=0.3.25)", "jaxlib (>=0.3.25)"]
+numpy = ["numpy (>=1.21.6)"]
+paddlepaddle = ["paddlepaddle (>=2.4.1)"]
+quality = ["black (==22.3)", "click (==8.0.4)", "flake8 (>=3.8.3)", "isort (>=5.5.4)"]
+tensorflow = ["tensorflow (>=2.11.0)"]
+testing = ["h5py (>=3.7.0)", "huggingface-hub (>=0.12.1)", "numpy (>=1.21.6)", "pytest (>=7.2.0)", "pytest-benchmark (>=4.0.0)", "setuptools-rust (>=1.5.2)"]
+torch = ["torch (>=1.10)"]
+
+[[package]]
+name = "scikit-learn"
+version = "1.2.2"
+description = "A set of python modules for machine learning and data mining"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "scikit-learn-1.2.2.tar.gz", hash = "sha256:8429aea30ec24e7a8c7ed8a3fa6213adf3814a6efbea09e16e0a0c71e1a1a3d7"},
+    {file = "scikit_learn-1.2.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:99cc01184e347de485bf253d19fcb3b1a3fb0ee4cea5ee3c43ec0cc429b6d29f"},
+    {file = "scikit_learn-1.2.2-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:e6e574db9914afcb4e11ade84fab084536a895ca60aadea3041e85b8ac963edb"},
+    {file = "scikit_learn-1.2.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6fe83b676f407f00afa388dd1fdd49e5c6612e551ed84f3b1b182858f09e987d"},
+    {file = "scikit_learn-1.2.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2e2642baa0ad1e8f8188917423dd73994bf25429f8893ddbe115be3ca3183584"},
+    {file = "scikit_learn-1.2.2-cp310-cp310-win_amd64.whl", hash = "sha256:ad66c3848c0a1ec13464b2a95d0a484fd5b02ce74268eaa7e0c697b904f31d6c"},
+    {file = "scikit_learn-1.2.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:dfeaf8be72117eb61a164ea6fc8afb6dfe08c6f90365bde2dc16456e4bc8e45f"},
+    {file = "scikit_learn-1.2.2-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:fe0aa1a7029ed3e1dcbf4a5bc675aa3b1bc468d9012ecf6c6f081251ca47f590"},
+    {file = "scikit_learn-1.2.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:065e9673e24e0dc5113e2dd2b4ca30c9d8aa2fa90f4c0597241c93b63130d233"},
+    {file = "scikit_learn-1.2.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf036ea7ef66115e0d49655f16febfa547886deba20149555a41d28f56fd6d3c"},
+    {file = "scikit_learn-1.2.2-cp311-cp311-win_amd64.whl", hash = "sha256:8b0670d4224a3c2d596fd572fb4fa673b2a0ccfb07152688ebd2ea0b8c61025c"},
+    {file = "scikit_learn-1.2.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9c710ff9f9936ba8a3b74a455ccf0dcf59b230caa1e9ba0223773c490cab1e51"},
+    {file = "scikit_learn-1.2.2-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:2dd3ffd3950e3d6c0c0ef9033a9b9b32d910c61bd06cb8206303fb4514b88a49"},
+    {file = "scikit_learn-1.2.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:44b47a305190c28dd8dd73fc9445f802b6ea716669cfc22ab1eb97b335d238b1"},
+    {file = "scikit_learn-1.2.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:953236889928d104c2ef14027539f5f2609a47ebf716b8cbe4437e85dce42744"},
+    {file = "scikit_learn-1.2.2-cp38-cp38-win_amd64.whl", hash = "sha256:7f69313884e8eb311460cc2f28676d5e400bd929841a2c8eb8742ae78ebf7c20"},
+    {file = "scikit_learn-1.2.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:8156db41e1c39c69aa2d8599ab7577af53e9e5e7a57b0504e116cc73c39138dd"},
+    {file = "scikit_learn-1.2.2-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:fe175ee1dab589d2e1033657c5b6bec92a8a3b69103e3dd361b58014729975c3"},
+    {file = "scikit_learn-1.2.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7d5312d9674bed14f73773d2acf15a3272639b981e60b72c9b190a0cffed5bad"},
+    {file = "scikit_learn-1.2.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ea061bf0283bf9a9f36ea3c5d3231ba2176221bbd430abd2603b1c3b2ed85c89"},
+    {file = "scikit_learn-1.2.2-cp39-cp39-win_amd64.whl", hash = "sha256:6477eed40dbce190f9f9e9d0d37e020815825b300121307942ec2110302b66a3"},
+]
+
+[package.dependencies]
+joblib = ">=1.1.1"
+numpy = ">=1.17.3"
+scipy = ">=1.3.2"
+threadpoolctl = ">=2.0.0"
+
+[package.extras]
+benchmark = ["matplotlib (>=3.1.3)", "memory-profiler (>=0.57.0)", "pandas (>=1.0.5)"]
+docs = ["Pillow (>=7.1.2)", "matplotlib (>=3.1.3)", "memory-profiler (>=0.57.0)", "numpydoc (>=1.2.0)", "pandas (>=1.0.5)", "plotly (>=5.10.0)", "pooch (>=1.6.0)", "scikit-image (>=0.16.2)", "seaborn (>=0.9.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+examples = ["matplotlib (>=3.1.3)", "pandas (>=1.0.5)", "plotly (>=5.10.0)", "pooch (>=1.6.0)", "scikit-image (>=0.16.2)", "seaborn (>=0.9.0)"]
+tests = ["black (>=22.3.0)", "flake8 (>=3.8.2)", "matplotlib (>=3.1.3)", "mypy (>=0.961)", "numpydoc (>=1.2.0)", "pandas (>=1.0.5)", "pooch (>=1.6.0)", "pyamg (>=4.0.0)", "pytest (>=5.3.1)", "pytest-cov (>=2.9.0)", "scikit-image (>=0.16.2)"]
+
+[[package]]
+name = "scipy"
+version = "1.9.3"
+description = "Fundamental algorithms for scientific computing in Python"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "scipy-1.9.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1884b66a54887e21addf9c16fb588720a8309a57b2e258ae1c7986d4444d3bc0"},
+    {file = "scipy-1.9.3-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:83b89e9586c62e787f5012e8475fbb12185bafb996a03257e9675cd73d3736dd"},
+    {file = "scipy-1.9.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1a72d885fa44247f92743fc20732ae55564ff2a519e8302fb7e18717c5355a8b"},
+    {file = "scipy-1.9.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d01e1dd7b15bd2449c8bfc6b7cc67d630700ed655654f0dfcf121600bad205c9"},
+    {file = "scipy-1.9.3-cp310-cp310-win_amd64.whl", hash = "sha256:68239b6aa6f9c593da8be1509a05cb7f9efe98b80f43a5861cd24c7557e98523"},
+    {file = "scipy-1.9.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b41bc822679ad1c9a5f023bc93f6d0543129ca0f37c1ce294dd9d386f0a21096"},
+    {file = "scipy-1.9.3-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:90453d2b93ea82a9f434e4e1cba043e779ff67b92f7a0e85d05d286a3625df3c"},
+    {file = "scipy-1.9.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:83c06e62a390a9167da60bedd4575a14c1f58ca9dfde59830fc42e5197283dab"},
+    {file = "scipy-1.9.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:abaf921531b5aeaafced90157db505e10345e45038c39e5d9b6c7922d68085cb"},
+    {file = "scipy-1.9.3-cp311-cp311-win_amd64.whl", hash = "sha256:06d2e1b4c491dc7d8eacea139a1b0b295f74e1a1a0f704c375028f8320d16e31"},
+    {file = "scipy-1.9.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:5a04cd7d0d3eff6ea4719371cbc44df31411862b9646db617c99718ff68d4840"},
+    {file = "scipy-1.9.3-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:545c83ffb518094d8c9d83cce216c0c32f8c04aaf28b92cc8283eda0685162d5"},
+    {file = "scipy-1.9.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d54222d7a3ba6022fdf5773931b5d7c56efe41ede7f7128c7b1637700409108"},
+    {file = "scipy-1.9.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cff3a5295234037e39500d35316a4c5794739433528310e117b8a9a0c76d20fc"},
+    {file = "scipy-1.9.3-cp38-cp38-win_amd64.whl", hash = "sha256:2318bef588acc7a574f5bfdff9c172d0b1bf2c8143d9582e05f878e580a3781e"},
+    {file = "scipy-1.9.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d644a64e174c16cb4b2e41dfea6af722053e83d066da7343f333a54dae9bc31c"},
+    {file = "scipy-1.9.3-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:da8245491d73ed0a994ed9c2e380fd058ce2fa8a18da204681f2fe1f57f98f95"},
+    {file = "scipy-1.9.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4db5b30849606a95dcf519763dd3ab6fe9bd91df49eba517359e450a7d80ce2e"},
+    {file = "scipy-1.9.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c68db6b290cbd4049012990d7fe71a2abd9ffbe82c0056ebe0f01df8be5436b0"},
+    {file = "scipy-1.9.3-cp39-cp39-win_amd64.whl", hash = "sha256:5b88e6d91ad9d59478fafe92a7c757d00c59e3bdc3331be8ada76a4f8d683f58"},
+    {file = "scipy-1.9.3.tar.gz", hash = "sha256:fbc5c05c85c1a02be77b1ff591087c83bc44579c6d2bd9fb798bb64ea5e1a027"},
+]
+
+[package.dependencies]
+numpy = ">=1.18.5,<1.26.0"
+
+[package.extras]
+dev = ["flake8", "mypy", "pycodestyle", "typing_extensions"]
+doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-panels (>=0.5.2)", "sphinx-tabs"]
+test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+
+[[package]]
+name = "sentence-transformers"
+version = "2.2.2"
+description = "Multilingual text embeddings"
+category = "main"
+optional = false
+python-versions = ">=3.6.0"
+files = [
+    {file = "sentence-transformers-2.2.2.tar.gz", hash = "sha256:dbc60163b27de21076c9a30d24b5b7b6fa05141d68cf2553fa9a77bf79a29136"},
+]
+
+[package.dependencies]
+huggingface-hub = ">=0.4.0"
+nltk = "*"
+numpy = "*"
+scikit-learn = "*"
+scipy = "*"
+sentencepiece = "*"
+torch = ">=1.6.0"
+torchvision = "*"
+tqdm = "*"
+transformers = ">=4.6.0,<5.0.0"
+
+[[package]]
+name = "sentencepiece"
+version = "0.1.99"
+description = "SentencePiece python wrapper"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "sentencepiece-0.1.99-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0eb528e70571b7c02723e5804322469b82fe7ea418c96051d0286c0fa028db73"},
+    {file = "sentencepiece-0.1.99-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:77d7fafb2c4e4659cbdf303929503f37a26eabc4ff31d3a79bf1c5a1b338caa7"},
+    {file = "sentencepiece-0.1.99-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:be9cf5b9e404c245aeb3d3723c737ba7a8f5d4ba262ef233a431fa6c45f732a0"},
+    {file = "sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:baed1a26464998f9710d20e52607c29ffd4293e7c71c6a1f83f51ad0911ec12c"},
+    {file = "sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9832f08bb372d4c8b567612f8eab9e36e268dff645f1c28f9f8e851be705f6d1"},
+    {file = "sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:019e7535108e309dae2b253a75834fc3128240aa87c00eb80732078cdc182588"},
+    {file = "sentencepiece-0.1.99-cp310-cp310-win32.whl", hash = "sha256:fa16a830416bb823fa2a52cbdd474d1f7f3bba527fd2304fb4b140dad31bb9bc"},
+    {file = "sentencepiece-0.1.99-cp310-cp310-win_amd64.whl", hash = "sha256:14b0eccb7b641d4591c3e12ae44cab537d68352e4d3b6424944f0c447d2348d5"},
+    {file = "sentencepiece-0.1.99-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:6d3c56f24183a1e8bd61043ff2c58dfecdc68a5dd8955dc13bab83afd5f76b81"},
+    {file = "sentencepiece-0.1.99-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:ed6ea1819fd612c989999e44a51bf556d0ef6abfb553080b9be3d347e18bcfb7"},
+    {file = "sentencepiece-0.1.99-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a2a0260cd1fb7bd8b4d4f39dc2444a8d5fd4e0a0c4d5c899810ef1abf99b2d45"},
+    {file = "sentencepiece-0.1.99-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8a1abff4d1ff81c77cac3cc6fefa34fa4b8b371e5ee51cb7e8d1ebc996d05983"},
+    {file = "sentencepiece-0.1.99-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:004e6a621d4bc88978eecb6ea7959264239a17b70f2cbc348033d8195c9808ec"},
+    {file = "sentencepiece-0.1.99-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db361e03342c41680afae5807590bc88aa0e17cfd1a42696a160e4005fcda03b"},
+    {file = "sentencepiece-0.1.99-cp311-cp311-win32.whl", hash = "sha256:2d95e19168875b70df62916eb55428a0cbcb834ac51d5a7e664eda74def9e1e0"},
+    {file = "sentencepiece-0.1.99-cp311-cp311-win_amd64.whl", hash = "sha256:f90d73a6f81248a909f55d8e6ef56fec32d559e1e9af045f0b0322637cb8e5c7"},
+    {file = "sentencepiece-0.1.99-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:62e24c81e74bd87a6e0d63c51beb6527e4c0add67e1a17bac18bcd2076afcfeb"},
+    {file = "sentencepiece-0.1.99-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:57efcc2d51caff20d9573567d9fd3f854d9efe613ed58a439c78c9f93101384a"},
+    {file = "sentencepiece-0.1.99-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6a904c46197993bd1e95b93a6e373dca2f170379d64441041e2e628ad4afb16f"},
+    {file = "sentencepiece-0.1.99-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d89adf59854741c0d465f0e1525b388c0d174f611cc04af54153c5c4f36088c4"},
+    {file = "sentencepiece-0.1.99-cp36-cp36m-win32.whl", hash = "sha256:47c378146928690d1bc106fdf0da768cebd03b65dd8405aa3dd88f9c81e35dba"},
+    {file = "sentencepiece-0.1.99-cp36-cp36m-win_amd64.whl", hash = "sha256:9ba142e7a90dd6d823c44f9870abdad45e6c63958eb60fe44cca6828d3b69da2"},
+    {file = "sentencepiece-0.1.99-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:b7b1a9ae4d7c6f1f867e63370cca25cc17b6f4886729595b885ee07a58d3cec3"},
+    {file = "sentencepiece-0.1.99-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d0f644c9d4d35c096a538507b2163e6191512460035bf51358794a78515b74f7"},
+    {file = "sentencepiece-0.1.99-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c8843d23a0f686d85e569bd6dcd0dd0e0cbc03731e63497ca6d5bacd18df8b85"},
+    {file = "sentencepiece-0.1.99-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:33e6f690a1caebb4867a2e367afa1918ad35be257ecdb3455d2bbd787936f155"},
+    {file = "sentencepiece-0.1.99-cp37-cp37m-win32.whl", hash = "sha256:8a321866c2f85da7beac74a824b4ad6ddc2a4c9bccd9382529506d48f744a12c"},
+    {file = "sentencepiece-0.1.99-cp37-cp37m-win_amd64.whl", hash = "sha256:c42f753bcfb7661c122a15b20be7f684b61fc8592c89c870adf52382ea72262d"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:85b476406da69c70586f0bb682fcca4c9b40e5059814f2db92303ea4585c650c"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:cfbcfe13c69d3f87b7fcd5da168df7290a6d006329be71f90ba4f56bc77f8561"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:445b0ec381af1cd4eef95243e7180c63d9c384443c16c4c47a28196bd1cda937"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c6890ea0f2b4703f62d0bf27932e35808b1f679bdb05c7eeb3812b935ba02001"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fb71af492b0eefbf9f2501bec97bcd043b6812ab000d119eaf4bd33f9e283d03"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:27b866b5bd3ddd54166bbcbf5c8d7dd2e0b397fac8537991c7f544220b1f67bc"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-win32.whl", hash = "sha256:b133e8a499eac49c581c3c76e9bdd08c338cc1939e441fee6f92c0ccb5f1f8be"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-win_amd64.whl", hash = "sha256:0eaf3591dd0690a87f44f4df129cf8d05d8a4029b5b6709b489b8e27f9a9bcff"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:38efeda9bbfb55052d482a009c6a37e52f42ebffcea9d3a98a61de7aee356a28"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:6c030b081dc1e1bcc9fadc314b19b740715d3d566ad73a482da20d7d46fd444c"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:84dbe53e02e4f8a2e45d2ac3e430d5c83182142658e25edd76539b7648928727"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0b0f55d0a0ee1719b4b04221fe0c9f0c3461dc3dabd77a035fa2f4788eb3ef9a"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:18e800f206cd235dc27dc749299e05853a4e4332e8d3dfd81bf13d0e5b9007d9"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ae1c40cda8f9d5b0423cfa98542735c0235e7597d79caf318855cdf971b2280"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-win32.whl", hash = "sha256:c84ce33af12ca222d14a1cdd37bd76a69401e32bc68fe61c67ef6b59402f4ab8"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-win_amd64.whl", hash = "sha256:350e5c74d739973f1c9643edb80f7cc904dc948578bcb1d43c6f2b173e5d18dd"},
+    {file = "sentencepiece-0.1.99.tar.gz", hash = "sha256:189c48f5cb2949288f97ccdb97f0473098d9c3dcf5a3d99d4eabe719ec27297f"},
+]
+
+[[package]]
+name = "setuptools"
+version = "67.8.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "setuptools-67.8.0-py3-none-any.whl", hash = "sha256:5df61bf30bb10c6f756eb19e7c9f3b473051f48db77fddbe06ff2ca307df9a6f"},
+    {file = "setuptools-67.8.0.tar.gz", hash = "sha256:62642358adc77ffa87233bc4d2354c4b2682d214048f500964dbe760ccedf102"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
+[[package]]
+name = "smart-open"
+version = "6.3.0"
+description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
+category = "main"
+optional = false
+python-versions = ">=3.6,<4.0"
+files = [
+    {file = "smart_open-6.3.0-py3-none-any.whl", hash = "sha256:b4c9ae193ad6d3e7add50944b86afa0d150bd821ab8ec21edb26d9a06b66f6a8"},
+    {file = "smart_open-6.3.0.tar.gz", hash = "sha256:d5238825fe9a9340645fac3d75b287c08fbb99fb2b422477de781c9f5f09e019"},
+]
+
+[package.extras]
+all = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "paramiko", "requests"]
+azure = ["azure-common", "azure-core", "azure-storage-blob"]
+gcs = ["google-cloud-storage (>=2.6.0)"]
+http = ["requests"]
+s3 = ["boto3"]
+ssh = ["paramiko"]
+test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "moto[server]", "paramiko", "pytest", "pytest-rerunfailures", "requests", "responses"]
+webhdfs = ["requests"]
+
+[[package]]
+name = "spacy"
+version = "3.5.3"
+description = "Industrial-strength Natural Language Processing (NLP) in Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "spacy-3.5.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4eaa68b677b1292381bade13d5b20342e31791d3ffdaa261eca3c3c0687bf53f"},
+    {file = "spacy-3.5.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0b628bdeb6484eb4bfb1141d43013420d0356fc111033430292aea29b34b79e3"},
+    {file = "spacy-3.5.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:860702748e654489e37464a5fca1444ee1b2534572084d416534a88646639c48"},
+    {file = "spacy-3.5.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6ff8e6408d7672cdfd1b2035d2b5ca36b6c107c9b46debd9e5ba634700f761f5"},
+    {file = "spacy-3.5.3-cp310-cp310-win_amd64.whl", hash = "sha256:2474f1a78557c5697529c48c5c9190f590ead21fbddf47cde757b399b807746c"},
+    {file = "spacy-3.5.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:59a473b8fbd79a22fdc98c017b14135b5c60c1813de01490a1eaa232a95a538b"},
+    {file = "spacy-3.5.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:902f511ea8f8d9336d62b252f61d9068d93824ae70c5cb048954a3017cc38f1b"},
+    {file = "spacy-3.5.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c555e20187d7db210e3823eedff0f6fb029d23bc8e138342791f305510bf0c66"},
+    {file = "spacy-3.5.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a59cea275f5724494c77aec66b1758e42268504c34d055a6db2e95f652bd87a5"},
+    {file = "spacy-3.5.3-cp311-cp311-win_amd64.whl", hash = "sha256:3549364d4b2bf01736667e3fba3ce599e73ba281f003225de1033a648d5563f9"},
+    {file = "spacy-3.5.3-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0c83c11310f9dd3872659e7907ee44b128b850775f9765557f890d817362e1df"},
+    {file = "spacy-3.5.3-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9248ed4f4daa1e969dda69fe725b2085edbda10c562642d37212f2703971b4ca"},
+    {file = "spacy-3.5.3-cp36-cp36m-win_amd64.whl", hash = "sha256:98dc4240dd2e27ce33a63f796ed3baf1c1b474e85ade5083b6cb604021423bf1"},
+    {file = "spacy-3.5.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:0ef98c2f5e36682a88b55ed841548e27bf8a400746c6bba406933f299ea873fc"},
+    {file = "spacy-3.5.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9f01ee5285a40d09c45c71bf756eb360de6ca4bb7d00aab4ca20e5379bb69bce"},
+    {file = "spacy-3.5.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa543a185aabf8b33b7e280849fa4f1ae552a34e95a4b6a910d322527def7064"},
+    {file = "spacy-3.5.3-cp37-cp37m-win_amd64.whl", hash = "sha256:13e54e45b447b6f52c7a050c69898fb7cab5dfc769dc073cc325b4ee8b278893"},
+    {file = "spacy-3.5.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:acc3ec415ba804515ff1449b13fefc07b393ea6a1ac3461b66b32f62b852467b"},
+    {file = "spacy-3.5.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:87caac0b18404a3cd43da1823914f7f54b60d640e36cc7240a8d05dff548be9e"},
+    {file = "spacy-3.5.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d82d1aeae9e8ee04ccf863a42690493b0b0b912be81783bf737c5963e6e5a8c4"},
+    {file = "spacy-3.5.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77032fb9f1434ead183e5755e8b4edb58383577c9a14cdb784106aa9771126fc"},
+    {file = "spacy-3.5.3-cp38-cp38-win_amd64.whl", hash = "sha256:f58297c982823b19476a8efab302d269202af997c0b6500590ee55cd363428e8"},
+    {file = "spacy-3.5.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d584ff7e6f0c044a5b17ceb6276ea65f054b157f31ce924318bf9b2c75fb8729"},
+    {file = "spacy-3.5.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:87a5d0d87bc00b0b2c620bea3e8b226cd6913130a723dcaaa07b03e5d933ff59"},
+    {file = "spacy-3.5.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a06285f19aaf1b4ea8d0c60285cd8712f9577a4cc64984e0841fa213a465e364"},
+    {file = "spacy-3.5.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9f5c4ca98f12e14f13dba08139c62671a623e6ff2d0d96783f8d09b33a8cd973"},
+    {file = "spacy-3.5.3-cp39-cp39-win_amd64.whl", hash = "sha256:c28b1bfda0d5b0abba961c8679e21767493d48572c94d54acb4018d27f89f4e1"},
+    {file = "spacy-3.5.3.tar.gz", hash = "sha256:35971d6721576538d6c423c66a09ce00bf66e10e40726a57b7a81993180c248c"},
+]
+
+[package.dependencies]
+catalogue = ">=2.0.6,<2.1.0"
+cymem = ">=2.0.2,<2.1.0"
+jinja2 = "*"
+langcodes = ">=3.2.0,<4.0.0"
+murmurhash = ">=0.28.0,<1.1.0"
+numpy = ">=1.15.0"
+packaging = ">=20.0"
+pathy = ">=0.10.0"
+preshed = ">=3.0.2,<3.1.0"
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0"
+requests = ">=2.13.0,<3.0.0"
+setuptools = "*"
+smart-open = ">=5.2.1,<7.0.0"
+spacy-legacy = ">=3.0.11,<3.1.0"
+spacy-loggers = ">=1.0.0,<2.0.0"
+srsly = ">=2.4.3,<3.0.0"
+thinc = ">=8.1.8,<8.2.0"
+tqdm = ">=4.38.0,<5.0.0"
+typer = ">=0.3.0,<0.8.0"
+wasabi = ">=0.9.1,<1.2.0"
+
+[package.extras]
+apple = ["thinc-apple-ops (>=0.1.0.dev0,<1.0.0)"]
+cuda = ["cupy (>=5.0.0b4,<13.0.0)"]
+cuda-autodetect = ["cupy-wheel (>=11.0.0,<13.0.0)"]
+cuda100 = ["cupy-cuda100 (>=5.0.0b4,<13.0.0)"]
+cuda101 = ["cupy-cuda101 (>=5.0.0b4,<13.0.0)"]
+cuda102 = ["cupy-cuda102 (>=5.0.0b4,<13.0.0)"]
+cuda110 = ["cupy-cuda110 (>=5.0.0b4,<13.0.0)"]
+cuda111 = ["cupy-cuda111 (>=5.0.0b4,<13.0.0)"]
+cuda112 = ["cupy-cuda112 (>=5.0.0b4,<13.0.0)"]
+cuda113 = ["cupy-cuda113 (>=5.0.0b4,<13.0.0)"]
+cuda114 = ["cupy-cuda114 (>=5.0.0b4,<13.0.0)"]
+cuda115 = ["cupy-cuda115 (>=5.0.0b4,<13.0.0)"]
+cuda116 = ["cupy-cuda116 (>=5.0.0b4,<13.0.0)"]
+cuda117 = ["cupy-cuda117 (>=5.0.0b4,<13.0.0)"]
+cuda11x = ["cupy-cuda11x (>=11.0.0,<13.0.0)"]
+cuda80 = ["cupy-cuda80 (>=5.0.0b4,<13.0.0)"]
+cuda90 = ["cupy-cuda90 (>=5.0.0b4,<13.0.0)"]
+cuda91 = ["cupy-cuda91 (>=5.0.0b4,<13.0.0)"]
+cuda92 = ["cupy-cuda92 (>=5.0.0b4,<13.0.0)"]
+ja = ["sudachidict-core (>=20211220)", "sudachipy (>=0.5.2,!=0.6.1)"]
+ko = ["natto-py (>=0.9.0)"]
+lookups = ["spacy-lookups-data (>=1.0.3,<1.1.0)"]
+ray = ["spacy-ray (>=0.1.0,<1.0.0)"]
+th = ["pythainlp (>=2.0)"]
+transformers = ["spacy-transformers (>=1.1.2,<1.3.0)"]
+
+[[package]]
+name = "spacy-legacy"
+version = "3.0.12"
+description = "Legacy registered functions for spaCy backwards compatibility"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "spacy-legacy-3.0.12.tar.gz", hash = "sha256:b37d6e0c9b6e1d7ca1cf5bc7152ab64a4c4671f59c85adaf7a3fcb870357a774"},
+    {file = "spacy_legacy-3.0.12-py2.py3-none-any.whl", hash = "sha256:476e3bd0d05f8c339ed60f40986c07387c0a71479245d6d0f4298dbd52cda55f"},
+]
+
+[[package]]
+name = "spacy-loggers"
+version = "1.0.4"
+description = "Logging utilities for SpaCy"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "spacy-loggers-1.0.4.tar.gz", hash = "sha256:e6f983bf71230091d5bb7b11bf64bd54415eca839108d5f83d9155d0ba93bf28"},
+    {file = "spacy_loggers-1.0.4-py3-none-any.whl", hash = "sha256:e050bf2e63208b2f096b777e494971c962ad7c1dc997641c8f95c622550044ae"},
+]
+
+[[package]]
+name = "srsly"
+version = "2.4.6"
+description = "Modern high-performance serialization utilities for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "srsly-2.4.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9b96569976420be2ac3716db9ac05b06bf4cd7a358953879ba34f03c9533c123"},
+    {file = "srsly-2.4.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5a9833c0a870e17c67a9452ed107b3ec033fa5b7addead51af5977fdafd32452"},
+    {file = "srsly-2.4.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0355d57e89382bc0852d30b000f1d04f0bf1da2a739f60f0427a00b6ea1cd146"},
+    {file = "srsly-2.4.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2261ef76f6b8d4029b9d2fc4a65ac505a760d2ea1de0132fc4b423883f7df52e"},
+    {file = "srsly-2.4.6-cp310-cp310-win_amd64.whl", hash = "sha256:02ab79c59e4b0eba4ba44d64b4aeccb5df1379270f3970dc7e30f1eef6cd3851"},
+    {file = "srsly-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:73acd407c66fa943bbaa8d473c30ea548b31ba4079b51483eda65df94910b61f"},
+    {file = "srsly-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:99131465fea74aa5e80dbba6effad10ae661bee2c3fbc1fd6da8a1e954e031d0"},
+    {file = "srsly-2.4.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e4a0152f766930aa41f45bf571b7f6e99206a02810d964cc7bcbd81685e3b624"},
+    {file = "srsly-2.4.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9742e5f4205c5484cea925ff24b1bd850f1e9291bd0ada6dfe1ec2b715e732b5"},
+    {file = "srsly-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:73ce7c532fecbd8d7ab946fd2b5fa1d767d554526e330e55d7704bcf522c9f66"},
+    {file = "srsly-2.4.6-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e5c5074628249385640f4fe4ac237fd93631a023938476ea258139d12abb17f9"},
+    {file = "srsly-2.4.6-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:12b9e6d5a87c64e1d4a4a43fd6c94f98b5c48076c569804072e5fe45f1703c32"},
+    {file = "srsly-2.4.6-cp36-cp36m-win_amd64.whl", hash = "sha256:bac2b2fa1f315c8a50e7807002a064e892be21c95735334f39d2ec104c00a8f0"},
+    {file = "srsly-2.4.6-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:3a6811eb797101b549fece201c03ba794ed731e9e2d58b81ea56eb3219ed2c8e"},
+    {file = "srsly-2.4.6-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:03477c648b76571a5ab0723423fc03ada74e747c4354357feef92c098853246f"},
+    {file = "srsly-2.4.6-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9fb1426313af7c560c728fbe8c3cc8e7cc443f5aa489b04a26adc73645214b91"},
+    {file = "srsly-2.4.6-cp37-cp37m-win_amd64.whl", hash = "sha256:f1fb1ca8e2415bfd9ce1e3d8612dbbd85dd06c574a0a96a0223265c382950b5a"},
+    {file = "srsly-2.4.6-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:02b0708878f6a1e344284ae7c65b36a9ad8178eeff71583cd212d2d379f0e2ce"},
+    {file = "srsly-2.4.6-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:720715be0efb9646ab64850185ecd22fe6ace93027d02f6367bdc8842450b369"},
+    {file = "srsly-2.4.6-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1da8ac70f994644069451b4ab5fe5d2649218871409ab89f8421e79b0eace76b"},
+    {file = "srsly-2.4.6-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7dc1c3877618d67a44ec74830510cd72d54fcfb32339388f2c6cbd559d27d20e"},
+    {file = "srsly-2.4.6-cp38-cp38-win_amd64.whl", hash = "sha256:0ca1b1065edeca0cbc4a75ef15e915189bfd4b87c8256d542ec662168dd17627"},
+    {file = "srsly-2.4.6-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:0522d9aeaf58c6d58ee0cec247653a460545422d3266b2d970df7af1530f3dcc"},
+    {file = "srsly-2.4.6-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:52e3a0a760fb7723c74e566d0c064da78e5707d65d8f69b1d3c2e05b72e3efb2"},
+    {file = "srsly-2.4.6-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:da8d393ac59cba12b92c27c53550417200601d0f2a9aa50c1559cf5ce9cb9473"},
+    {file = "srsly-2.4.6-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0e5725f18a76971fc00e788a254bc2da6e119d69d491a811a6d387de77b72ca2"},
+    {file = "srsly-2.4.6-cp39-cp39-win_amd64.whl", hash = "sha256:52a3b4d2949d9b7623b459054526bc3df04cbd9a8243c4786f13e3c956faf251"},
+    {file = "srsly-2.4.6.tar.gz", hash = "sha256:47b41f323aba4c9c3311abf60e443c03a9efe9c69f65dc402d173c32f7744a6f"},
+]
+
+[package.dependencies]
+catalogue = ">=2.0.3,<2.1.0"
+
+[[package]]
+name = "sympy"
+version = "1.12"
+description = "Computer algebra system (CAS) in Python"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "sympy-1.12-py3-none-any.whl", hash = "sha256:c3588cd4295d0c0f603d0f2ae780587e64e2efeedb3521e46b9bb1d08d184fa5"},
+    {file = "sympy-1.12.tar.gz", hash = "sha256:ebf595c8dac3e0fdc4152c51878b498396ec7f30e7a914d6071e674d49420fb8"},
+]
+
+[package.dependencies]
+mpmath = ">=0.19"
+
+[[package]]
+name = "thinc"
+version = "8.1.10"
+description = "A refreshing functional take on deep learning, compatible with your favorite libraries"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "thinc-8.1.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dbd1dc4394352d80af22131e1a238238eded59de19b55f77e6237436f4865b2c"},
+    {file = "thinc-8.1.10-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:524e6eb2436084968db1a713cfb5ea99b1b2e3363330d4aac8a403487a16d7c2"},
+    {file = "thinc-8.1.10-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ea3da2c0fb9012b6bff8b43d86dc34fd2db463f5b5e5fa725e2f5c49d29620b5"},
+    {file = "thinc-8.1.10-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d9bee276fb1f820b9a5f80c08655eb78dc2f368f3c22fd33e958e0fedeaac09b"},
+    {file = "thinc-8.1.10-cp310-cp310-win_amd64.whl", hash = "sha256:e5b2232e737c25fef3116597d1458fef38ddb7237649747686ce4d4531bb84a3"},
+    {file = "thinc-8.1.10-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:575b7dbe3a5d773c12f5dd6e366d942ad3c3ef7a5381332ba842bdbaf4d3e820"},
+    {file = "thinc-8.1.10-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0bdf3f4e4a2fc0a4c5887e9114340ddb60ccc7b85f2cf92affdc68da82430575"},
+    {file = "thinc-8.1.10-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5c9cf2c9d8e44e1edeffe878cb137cbfe5ae1540621b5878be8e5e8d4924d757"},
+    {file = "thinc-8.1.10-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5fd1aa467f445860ae8f0943ab80e41be9b64243522c165bea452ad39d4ff46f"},
+    {file = "thinc-8.1.10-cp311-cp311-win_amd64.whl", hash = "sha256:108dcfef6ad1bef46d00ad31edc5fd3ab4d36c0cadb92cfbdb2f92d060acd8a0"},
+    {file = "thinc-8.1.10-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5af0392bdc63c621ba1def80ec98d753be9a27ebe1cf812bed2760371f20456"},
+    {file = "thinc-8.1.10-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:83da33e05fda126e85e385aaeb2eb8d1ae19368c5bc67f23b88bc2927738b5cf"},
+    {file = "thinc-8.1.10-cp36-cp36m-win_amd64.whl", hash = "sha256:bc321d0fbb8e146de4c152d36ea6000de0669fe081fd9777c8768ad9b4478839"},
+    {file = "thinc-8.1.10-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:bd9b678bcbf3f3a21260b2f55a65742aeeb7f5442c3ceb475378d95e0e99dc44"},
+    {file = "thinc-8.1.10-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:042be0f014d896b826d8c0891b7bc8772464a91661938c61cdd7296cef19280d"},
+    {file = "thinc-8.1.10-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a65a1e824711b30e0c35ebfb833681b64c6cb2762364548a210c3740838b9d91"},
+    {file = "thinc-8.1.10-cp37-cp37m-win_amd64.whl", hash = "sha256:d63fa0bd3e60931c76617e993042deef875f57b1679354ac2f0072e621e106d1"},
+    {file = "thinc-8.1.10-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:ee75162bfb8aab24bd59604c01935abe1602bbd478064a4a6199d3506cb57679"},
+    {file = "thinc-8.1.10-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:715ed60ddf1ddf5f98b454b2495fddbbfdb947d77bd47a241d1981d3f58ac9a0"},
+    {file = "thinc-8.1.10-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b432bf27e4724e2f470e5f36455530906d86a81505a3b406f2f4f5b4644f77d8"},
+    {file = "thinc-8.1.10-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d31f6834f1b1c428718a9668b7a06b74854a9217ba1d8186b41e48146d487fa3"},
+    {file = "thinc-8.1.10-cp38-cp38-win_amd64.whl", hash = "sha256:21a41c90122e9b8a6b33d5ba05913fd8a763757a2b49e0243eed0bce7722d661"},
+    {file = "thinc-8.1.10-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:0bf181b47d88c60a961e0cd05eec1143d949dd8e7e3523e13f4e8f1ea32f0004"},
+    {file = "thinc-8.1.10-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:18380a440d617fa704daa5018ed5e7d5a50efd9c237ad536a84047be3bcb767c"},
+    {file = "thinc-8.1.10-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:50271826c3737168cd9409620c9fcd3f6315136d2fff08279c213a21a5c438e8"},
+    {file = "thinc-8.1.10-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2d08eb7c15592d4212cd729d782b8be1daa2ed5248a8169991c4f63659bc6266"},
+    {file = "thinc-8.1.10-cp39-cp39-win_amd64.whl", hash = "sha256:c245e6a5fcb71fcf23cb329f296349a4925b176fad5713571bb4f0fc8787ad7c"},
+    {file = "thinc-8.1.10.tar.gz", hash = "sha256:6c4a48d7da07e044e84a68cbb9b22f32f8490995a2bab0bfc60e412d14afb991"},
+]
+
+[package.dependencies]
+blis = ">=0.7.8,<0.8.0"
+catalogue = ">=2.0.4,<2.1.0"
+confection = ">=0.0.1,<1.0.0"
+cymem = ">=2.0.2,<2.1.0"
+murmurhash = ">=1.0.2,<1.1.0"
+numpy = ">=1.15.0"
+packaging = ">=20.0"
+preshed = ">=3.0.2,<3.1.0"
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0"
+setuptools = "*"
+srsly = ">=2.4.0,<3.0.0"
+wasabi = ">=0.8.1,<1.2.0"
+
+[package.extras]
+cuda = ["cupy (>=5.0.0b4)"]
+cuda-autodetect = ["cupy-wheel (>=11.0.0)"]
+cuda100 = ["cupy-cuda100 (>=5.0.0b4)"]
+cuda101 = ["cupy-cuda101 (>=5.0.0b4)"]
+cuda102 = ["cupy-cuda102 (>=5.0.0b4)"]
+cuda110 = ["cupy-cuda110 (>=5.0.0b4)"]
+cuda111 = ["cupy-cuda111 (>=5.0.0b4)"]
+cuda112 = ["cupy-cuda112 (>=5.0.0b4)"]
+cuda113 = ["cupy-cuda113 (>=5.0.0b4)"]
+cuda114 = ["cupy-cuda114 (>=5.0.0b4)"]
+cuda115 = ["cupy-cuda115 (>=5.0.0b4)"]
+cuda116 = ["cupy-cuda116 (>=5.0.0b4)"]
+cuda117 = ["cupy-cuda117 (>=5.0.0b4)"]
+cuda11x = ["cupy-cuda11x (>=11.0.0)"]
+cuda80 = ["cupy-cuda80 (>=5.0.0b4)"]
+cuda90 = ["cupy-cuda90 (>=5.0.0b4)"]
+cuda91 = ["cupy-cuda91 (>=5.0.0b4)"]
+cuda92 = ["cupy-cuda92 (>=5.0.0b4)"]
+datasets = ["ml-datasets (>=0.2.0,<0.3.0)"]
+mxnet = ["mxnet (>=1.5.1,<1.6.0)"]
+tensorflow = ["tensorflow (>=2.0.0,<2.6.0)"]
+torch = ["torch (>=1.6.0)"]
+
+[[package]]
+name = "threadpoolctl"
+version = "3.1.0"
+description = "threadpoolctl"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "threadpoolctl-3.1.0-py3-none-any.whl", hash = "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b"},
+    {file = "threadpoolctl-3.1.0.tar.gz", hash = "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"},
+]
+
+[[package]]
+name = "tokenizers"
+version = "0.13.3"
+description = "Fast and Customizable Tokenizers"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "tokenizers-0.13.3-cp310-cp310-macosx_10_11_x86_64.whl", hash = "sha256:f3835c5be51de8c0a092058a4d4380cb9244fb34681fd0a295fbf0a52a5fdf33"},
+    {file = "tokenizers-0.13.3-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:4ef4c3e821730f2692489e926b184321e887f34fb8a6b80b8096b966ba663d07"},
+    {file = "tokenizers-0.13.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c5fd1a6a25353e9aa762e2aae5a1e63883cad9f4e997c447ec39d071020459bc"},
+    {file = "tokenizers-0.13.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ee0b1b311d65beab83d7a41c56a1e46ab732a9eed4460648e8eb0bd69fc2d059"},
+    {file = "tokenizers-0.13.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5ef4215284df1277dadbcc5e17d4882bda19f770d02348e73523f7e7d8b8d396"},
+    {file = "tokenizers-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a4d53976079cff8a033f778fb9adca2d9d69d009c02fa2d71a878b5f3963ed30"},
+    {file = "tokenizers-0.13.3-cp310-cp310-win32.whl", hash = "sha256:1f0e3b4c2ea2cd13238ce43548959c118069db7579e5d40ec270ad77da5833ce"},
+    {file = "tokenizers-0.13.3-cp310-cp310-win_amd64.whl", hash = "sha256:89649c00d0d7211e8186f7a75dfa1db6996f65edce4b84821817eadcc2d3c79e"},
+    {file = "tokenizers-0.13.3-cp311-cp311-macosx_10_11_universal2.whl", hash = "sha256:56b726e0d2bbc9243872b0144515ba684af5b8d8cd112fb83ee1365e26ec74c8"},
+    {file = "tokenizers-0.13.3-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:cc5c022ce692e1f499d745af293ab9ee6f5d92538ed2faf73f9708c89ee59ce6"},
+    {file = "tokenizers-0.13.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f55c981ac44ba87c93e847c333e58c12abcbb377a0c2f2ef96e1a266e4184ff2"},
+    {file = "tokenizers-0.13.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f247eae99800ef821a91f47c5280e9e9afaeed9980fc444208d5aa6ba69ff148"},
+    {file = "tokenizers-0.13.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4b3e3215d048e94f40f1c95802e45dcc37c5b05eb46280fc2ccc8cd351bff839"},
+    {file = "tokenizers-0.13.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9ba2b0bf01777c9b9bc94b53764d6684554ce98551fec496f71bc5be3a03e98b"},
+    {file = "tokenizers-0.13.3-cp311-cp311-win32.whl", hash = "sha256:cc78d77f597d1c458bf0ea7c2a64b6aa06941c7a99cb135b5969b0278824d808"},
+    {file = "tokenizers-0.13.3-cp311-cp311-win_amd64.whl", hash = "sha256:ecf182bf59bd541a8876deccf0360f5ae60496fd50b58510048020751cf1724c"},
+    {file = "tokenizers-0.13.3-cp37-cp37m-macosx_10_11_x86_64.whl", hash = "sha256:0527dc5436a1f6bf2c0327da3145687d3bcfbeab91fed8458920093de3901b44"},
+    {file = "tokenizers-0.13.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:07cbb2c307627dc99b44b22ef05ff4473aa7c7cc1fec8f0a8b37d8a64b1a16d2"},
+    {file = "tokenizers-0.13.3-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4560dbdeaae5b7ee0d4e493027e3de6d53c991b5002d7ff95083c99e11dd5ac0"},
+    {file = "tokenizers-0.13.3-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:64064bd0322405c9374305ab9b4c07152a1474370327499911937fd4a76d004b"},
+    {file = "tokenizers-0.13.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b8c6e2ab0f2e3d939ca66aa1d596602105fe33b505cd2854a4c1717f704c51de"},
+    {file = "tokenizers-0.13.3-cp37-cp37m-win32.whl", hash = "sha256:6cc29d410768f960db8677221e497226e545eaaea01aa3613fa0fdf2cc96cff4"},
+    {file = "tokenizers-0.13.3-cp37-cp37m-win_amd64.whl", hash = "sha256:fc2a7fdf864554a0dacf09d32e17c0caa9afe72baf9dd7ddedc61973bae352d8"},
+    {file = "tokenizers-0.13.3-cp38-cp38-macosx_10_11_x86_64.whl", hash = "sha256:8791dedba834c1fc55e5f1521be325ea3dafb381964be20684b92fdac95d79b7"},
+    {file = "tokenizers-0.13.3-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:d607a6a13718aeb20507bdf2b96162ead5145bbbfa26788d6b833f98b31b26e1"},
+    {file = "tokenizers-0.13.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3791338f809cd1bf8e4fee6b540b36822434d0c6c6bc47162448deee3f77d425"},
+    {file = "tokenizers-0.13.3-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c2f35f30e39e6aab8716f07790f646bdc6e4a853816cc49a95ef2a9016bf9ce6"},
+    {file = "tokenizers-0.13.3-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:310204dfed5aa797128b65d63538a9837cbdd15da2a29a77d67eefa489edda26"},
+    {file = "tokenizers-0.13.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a0f9b92ea052305166559f38498b3b0cae159caea712646648aaa272f7160963"},
+    {file = "tokenizers-0.13.3-cp38-cp38-win32.whl", hash = "sha256:9a3fa134896c3c1f0da6e762d15141fbff30d094067c8f1157b9fdca593b5806"},
+    {file = "tokenizers-0.13.3-cp38-cp38-win_amd64.whl", hash = "sha256:8e7b0cdeace87fa9e760e6a605e0ae8fc14b7d72e9fc19c578116f7287bb873d"},
+    {file = "tokenizers-0.13.3-cp39-cp39-macosx_10_11_x86_64.whl", hash = "sha256:00cee1e0859d55507e693a48fa4aef07060c4bb6bd93d80120e18fea9371c66d"},
+    {file = "tokenizers-0.13.3-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:a23ff602d0797cea1d0506ce69b27523b07e70f6dda982ab8cf82402de839088"},
+    {file = "tokenizers-0.13.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:70ce07445050b537d2696022dafb115307abdffd2a5c106f029490f84501ef97"},
+    {file = "tokenizers-0.13.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:280ffe95f50eaaf655b3a1dc7ff1d9cf4777029dbbc3e63a74e65a056594abc3"},
+    {file = "tokenizers-0.13.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:97acfcec592f7e9de8cadcdcda50a7134423ac8455c0166b28c9ff04d227b371"},
+    {file = "tokenizers-0.13.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dd7730c98a3010cd4f523465867ff95cd9d6430db46676ce79358f65ae39797b"},
+    {file = "tokenizers-0.13.3-cp39-cp39-win32.whl", hash = "sha256:48625a108029cb1ddf42e17a81b5a3230ba6888a70c9dc14e81bc319e812652d"},
+    {file = "tokenizers-0.13.3-cp39-cp39-win_amd64.whl", hash = "sha256:bc0a6f1ba036e482db6453571c9e3e60ecd5489980ffd95d11dc9f960483d783"},
+    {file = "tokenizers-0.13.3.tar.gz", hash = "sha256:2e546dbb68b623008a5442353137fbb0123d311a6d7ba52f2667c8862a75af2e"},
+]
+
+[package.extras]
+dev = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
+docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
+
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+
+[[package]]
+name = "torch"
+version = "2.0.1"
+description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+category = "main"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "torch-2.0.1-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:8ced00b3ba471856b993822508f77c98f48a458623596a4c43136158781e306a"},
+    {file = "torch-2.0.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:359bfaad94d1cda02ab775dc1cc386d585712329bb47b8741607ef6ef4950747"},
+    {file = "torch-2.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:7c84e44d9002182edd859f3400deaa7410f5ec948a519cc7ef512c2f9b34d2c4"},
+    {file = "torch-2.0.1-cp310-none-macosx_10_9_x86_64.whl", hash = "sha256:567f84d657edc5582d716900543e6e62353dbe275e61cdc36eda4929e46df9e7"},
+    {file = "torch-2.0.1-cp310-none-macosx_11_0_arm64.whl", hash = "sha256:787b5a78aa7917465e9b96399b883920c88a08f4eb63b5a5d2d1a16e27d2f89b"},
+    {file = "torch-2.0.1-cp311-cp311-manylinux1_x86_64.whl", hash = "sha256:e617b1d0abaf6ced02dbb9486803abfef0d581609b09641b34fa315c9c40766d"},
+    {file = "torch-2.0.1-cp311-cp311-manylinux2014_aarch64.whl", hash = "sha256:b6019b1de4978e96daa21d6a3ebb41e88a0b474898fe251fd96189587408873e"},
+    {file = "torch-2.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:dbd68cbd1cd9da32fe5d294dd3411509b3d841baecb780b38b3b7b06c7754434"},
+    {file = "torch-2.0.1-cp311-none-macosx_10_9_x86_64.whl", hash = "sha256:ef654427d91600129864644e35deea761fb1fe131710180b952a6f2e2207075e"},
+    {file = "torch-2.0.1-cp311-none-macosx_11_0_arm64.whl", hash = "sha256:25aa43ca80dcdf32f13da04c503ec7afdf8e77e3a0183dd85cd3e53b2842e527"},
+    {file = "torch-2.0.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:5ef3ea3d25441d3957348f7e99c7824d33798258a2bf5f0f0277cbcadad2e20d"},
+    {file = "torch-2.0.1-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:0882243755ff28895e8e6dc6bc26ebcf5aa0911ed81b2a12f241fc4b09075b13"},
+    {file = "torch-2.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:f66aa6b9580a22b04d0af54fcd042f52406a8479e2b6a550e3d9f95963e168c8"},
+    {file = "torch-2.0.1-cp38-none-macosx_10_9_x86_64.whl", hash = "sha256:1adb60d369f2650cac8e9a95b1d5758e25d526a34808f7448d0bd599e4ae9072"},
+    {file = "torch-2.0.1-cp38-none-macosx_11_0_arm64.whl", hash = "sha256:1bcffc16b89e296826b33b98db5166f990e3b72654a2b90673e817b16c50e32b"},
+    {file = "torch-2.0.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:e10e1597f2175365285db1b24019eb6f04d53dcd626c735fc502f1e8b6be9875"},
+    {file = "torch-2.0.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:423e0ae257b756bb45a4b49072046772d1ad0c592265c5080070e0767da4e490"},
+    {file = "torch-2.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:8742bdc62946c93f75ff92da00e3803216c6cce9b132fbca69664ca38cfb3e18"},
+    {file = "torch-2.0.1-cp39-none-macosx_10_9_x86_64.whl", hash = "sha256:c62df99352bd6ee5a5a8d1832452110435d178b5164de450831a3a8cc14dc680"},
+    {file = "torch-2.0.1-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:671a2565e3f63b8fe8e42ae3e36ad249fe5e567435ea27b94edaa672a7d0c416"},
+]
+
+[package.dependencies]
+filelock = "*"
+jinja2 = "*"
+networkx = "*"
+sympy = "*"
+typing-extensions = "*"
+
+[package.extras]
+opt-einsum = ["opt-einsum (>=3.3)"]
+
+[[package]]
+name = "torchvision"
+version = "0.15.2"
+description = "image and video datasets and models for torch deep learning"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "torchvision-0.15.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7754088774e810c5672b142a45dcf20b1bd986a5a7da90f8660c43dc43fb850c"},
+    {file = "torchvision-0.15.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:37eb138e13f6212537a3009ac218695483a635c404b6cc1d8e0d0d978026a86d"},
+    {file = "torchvision-0.15.2-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:54143f7cc0797d199b98a53b7d21c3f97615762d4dd17ad45a41c7e80d880e73"},
+    {file = "torchvision-0.15.2-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:1eefebf5fbd01a95fe8f003d623d941601c94b5cec547b420da89cb369d9cf96"},
+    {file = "torchvision-0.15.2-cp310-cp310-win_amd64.whl", hash = "sha256:96fae30c5ca8423f4b9790df0f0d929748e32718d88709b7b567d2f630c042e3"},
+    {file = "torchvision-0.15.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5f35f6bd5bcc4568e6522e4137fa60fcc72f4fa3e615321c26cd87e855acd398"},
+    {file = "torchvision-0.15.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:757505a0ab2be7096cb9d2bf4723202c971cceddb72c7952a7e877f773de0f8a"},
+    {file = "torchvision-0.15.2-cp311-cp311-manylinux1_x86_64.whl", hash = "sha256:012ad25cfd9019ff9b0714a168727e3845029be1af82296ff1e1482931fa4b80"},
+    {file = "torchvision-0.15.2-cp311-cp311-manylinux2014_aarch64.whl", hash = "sha256:b02a7ffeaa61448737f39a4210b8ee60234bda0515a0c0d8562f884454105b0f"},
+    {file = "torchvision-0.15.2-cp311-cp311-win_amd64.whl", hash = "sha256:10be76ceded48329d0a0355ac33da131ee3993ff6c125e4a02ab34b5baa2472c"},
+    {file = "torchvision-0.15.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:8f12415b686dba884fb086f53ac803f692be5a5cdd8a758f50812b30fffea2e4"},
+    {file = "torchvision-0.15.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:31211c01f8b8ec33b8a638327b5463212e79a03e43c895f88049f97af1bd12fd"},
+    {file = "torchvision-0.15.2-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:c55f9889e436f14b4f84a9c00ebad0d31f5b4626f10cf8018e6c676f92a6d199"},
+    {file = "torchvision-0.15.2-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:9a192f2aa979438f23c20e883980b23d13268ab9f819498774a6d2eb021802c2"},
+    {file = "torchvision-0.15.2-cp38-cp38-win_amd64.whl", hash = "sha256:c07071bc8d02aa8fcdfe139ab6a1ef57d3b64c9e30e84d12d45c9f4d89fb6536"},
+    {file = "torchvision-0.15.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:4790260fcf478a41c7ecc60a6d5200a88159fdd8d756e9f29f0f8c59c4a67a68"},
+    {file = "torchvision-0.15.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:987ab62225b4151a11e53fd06150c5258ced24ac9d7c547e0e4ab6fbca92a5ce"},
+    {file = "torchvision-0.15.2-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:63df26673e66cba3f17e07c327a8cafa3cce98265dbc3da329f1951d45966838"},
+    {file = "torchvision-0.15.2-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:b85f98d4cc2f72452f6792ab4463a3541bc5678a8cdd3da0e139ba2fe8b56d42"},
+    {file = "torchvision-0.15.2-cp39-cp39-win_amd64.whl", hash = "sha256:07c462524cc1bba5190c16a9d47eac1fca024d60595a310f23c00b4ffff18b30"},
+]
+
+[package.dependencies]
+numpy = "*"
+pillow = ">=5.3.0,<8.3.0 || >=8.4.0"
+requests = "*"
+torch = "2.0.1"
+
+[package.extras]
+scipy = ["scipy"]
+
+[[package]]
+name = "tqdm"
+version = "4.65.0"
+description = "Fast, Extensible Progress Meter"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.65.0-py3-none-any.whl", hash = "sha256:c4f53a17fe37e132815abceec022631be8ffe1b9381c2e6e30aa70edc99e9671"},
+    {file = "tqdm-4.65.0.tar.gz", hash = "sha256:1871fb68a86b8fb3b59ca4cdd3dcccbc7e6d613eeed31f4c332531977b89beb5"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "transformers"
+version = "4.30.1"
+description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
+category = "main"
+optional = false
+python-versions = ">=3.7.0"
+files = [
+    {file = "transformers-4.30.1-py3-none-any.whl", hash = "sha256:9b12bd9d69f21b7c56cd512117fd52856b3def1c9bfc1da97ab0ee4e8bcbd797"},
+    {file = "transformers-4.30.1.tar.gz", hash = "sha256:fa74fc271d0692f385d571ce83ec898e3350455f6076d21631f4eed4916e6ffd"},
+]
+
+[package.dependencies]
+filelock = "*"
+huggingface-hub = ">=0.14.1,<1.0"
+numpy = ">=1.17"
+packaging = ">=20.0"
+pyyaml = ">=5.1"
+regex = "!=2019.12.17"
+requests = "*"
+safetensors = ">=0.3.1"
+tokenizers = ">=0.11.1,<0.11.3 || >0.11.3,<0.14"
+tqdm = ">=4.27"
+
+[package.extras]
+accelerate = ["accelerate (>=0.20.2)"]
+agents = ["Pillow", "accelerate (>=0.20.2)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch (>=1.9,!=1.12.0)"]
+all = ["Pillow", "accelerate (>=0.20.2)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.6.9)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf (<=3.20.3)", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"]
+audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+codecarbon = ["codecarbon (==1.2.0)"]
+deepspeed = ["accelerate (>=0.20.2)", "deepspeed (>=0.8.3)"]
+deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.20.2)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.8.3)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "optuna", "parameterized", "protobuf (<=3.20.3)", "psutil", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "timeout-decorator"]
+dev = ["GitPython (<3.1.19)", "Pillow", "accelerate (>=0.20.2)", "av (==9.2.0)", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.6.9)", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf (<=3.20.3)", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+dev-tensorflow = ["GitPython (<3.1.19)", "Pillow", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf (<=3.20.3)", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "urllib3 (<2.0.0)"]
+dev-torch = ["GitPython (<3.1.19)", "Pillow", "accelerate (>=0.20.2)", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "librosa", "nltk", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf (<=3.20.3)", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+docs = ["Pillow", "accelerate (>=0.20.2)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.6.9)", "hf-doc-builder", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf (<=3.20.3)", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"]
+docs-specific = ["hf-doc-builder"]
+fairscale = ["fairscale (>0.3)"]
+flax = ["flax (>=0.4.1,<=0.6.9)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "optax (>=0.0.8,<=0.1.4)"]
+flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+ftfy = ["ftfy"]
+integrations = ["optuna", "ray[tune]", "sigopt"]
+ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "rhoknp (>=1.1.0,<1.3.1)", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"]
+modelcreation = ["cookiecutter (==1.7.3)"]
+natten = ["natten (>=0.14.6)"]
+onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"]
+onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
+optuna = ["optuna"]
+quality = ["GitPython (<3.1.19)", "black (>=23.1,<24.0)", "datasets (!=2.5.0)", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "ruff (>=0.0.241,<=0.0.259)", "urllib3 (<2.0.0)"]
+ray = ["ray[tune]"]
+retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
+sagemaker = ["sagemaker (>=2.31.0)"]
+sentencepiece = ["protobuf (<=3.20.3)", "sentencepiece (>=0.1.91,!=0.1.92)"]
+serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
+sigopt = ["sigopt"]
+sklearn = ["scikit-learn"]
+speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
+testing = ["GitPython (<3.1.19)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "parameterized", "protobuf (<=3.20.3)", "psutil", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "timeout-decorator"]
+tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx"]
+tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx"]
+tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+timm = ["timm"]
+tokenizers = ["tokenizers (>=0.11.1,!=0.11.3,<0.14)"]
+torch = ["accelerate (>=0.20.2)", "torch (>=1.9,!=1.12.0)"]
+torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
+torch-vision = ["Pillow", "torchvision"]
+torchhub = ["filelock", "huggingface-hub (>=0.14.1,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf (<=3.20.3)", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"]
+video = ["av (==9.2.0)", "decord (==0.6.0)"]
+vision = ["Pillow"]
+
+[[package]]
+name = "typer"
+version = "0.7.0"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "typer-0.7.0-py3-none-any.whl", hash = "sha256:b5e704f4e48ec263de1c0b3a2387cd405a13767d2f907f44c1a08cbad96f606d"},
+    {file = "typer-0.7.0.tar.gz", hash = "sha256:ff797846578a9f2a201b53442aedeb543319466870fbe1c701eab66dd7681165"},
+]
+
+[package.dependencies]
+click = ">=7.1.1,<9.0.0"
+
+[package.extras]
+all = ["colorama (>=0.4.3,<0.5.0)", "rich (>=10.11.0,<13.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
+doc = ["cairosvg (>=2.5.2,<3.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pillow (>=9.3.0,<10.0.0)"]
+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<13.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.6.3"
+description = "Backported and Experimental Type Hints for Python 3.7+"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "typing_extensions-4.6.3-py3-none-any.whl", hash = "sha256:88a4153d8505aabbb4e13aacb7c486c2b4a33ca3b3f807914a9b4c844c471c26"},
+    {file = "typing_extensions-4.6.3.tar.gz", hash = "sha256:d91d5919357fe7f681a9f2b5b4cb2a5f1ef0a1e9f59c4d8ff0d3491e05c0ffd5"},
+]
+
+[[package]]
+name = "urllib3"
+version = "2.0.3"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "urllib3-2.0.3-py3-none-any.whl", hash = "sha256:48e7fafa40319d358848e1bc6809b208340fafe2096f1725d05d67443d0483d1"},
+    {file = "urllib3-2.0.3.tar.gz", hash = "sha256:bee28b5e56addb8226c96f7f13ac28cb4c301dd5ea8a6ca179c0b9835e032825"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "wasabi"
+version = "1.1.2"
+description = "A lightweight console printing and formatting toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "wasabi-1.1.2-py3-none-any.whl", hash = "sha256:0a3f933c4bf0ed3f93071132c1b87549733256d6c8de6473c5f7ed2e171b5cf9"},
+    {file = "wasabi-1.1.2.tar.gz", hash = "sha256:1aaef3aceaa32edb9c91330d29d3936c0c39fdb965743549c173cb54b16c30b5"},
+]
+
+[package.dependencies]
+colorama = {version = ">=0.4.6", markers = "sys_platform == \"win32\" and python_version >= \"3.7\""}
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.9"
+content-hash = "ed986321552d32651d8cb73546c3acb1790b3f9134d78433e8cc0f51e54b65f0"

pyproject.toml

@@ -0,0 +1,25 @@
+[tool.poetry]
+name = "semantic-split"
+version = "0.1.0"
+description = "A better way to split (chunk/group) your text before inserting them into an LLM/Vector DB."
+authors = ["Agam More <agam@agam.me>"]
+license = "MIT"
+readme = "README.md"
+packages = [{include = "semantic_split"}]
+
+[[tool.poetry.source]]
+name = "semnatic-split"
+url = "https://github.com/agamm/semantic-split"
+
+[tool.poetry.dependencies]
+python = "*"
+sentence-transformers = "^2.2.2"
+spacy = "^3.5.3"
+
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.3.1"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"

semantic_split/SentenceSimilarity.py

@@ -0,0 +1,20 @@
+from typing import List
+from sentence_transformers import SentenceTransformer, util
+
+class SentenceTransformersSimilarity():
+    def __init__(self, model='all-MiniLM-L6-v2', similarity_threshold=0.2):
+        self.model = SentenceTransformer(model)
+        self.similarity_threshold = similarity_threshold
+
+
+    def similarities(self, sentences: List[str]):
+        # Encode all sentences 
+        embeddings = self.model.encode(sentences)
+
+        # Calculate cosine similarities for neighboring sentences
+        similarities = []
+        for i in range(1, len(embeddings)):
+            sim = util.pytorch_cos_sim(embeddings[i-1], embeddings[i]).item()
+            similarities.append(sim)
+
+        return similarities

semantic_split/__init__.py

@@ -0,0 +1,11 @@
+
+# Similarity models
+from .SentenceSimilarity import SentenceTransformersSimilarity
+
+# Splitters
+from .splitters.Splitter import Splitter
+from .splitters.SpacySentenceSplitter import SpacySentenceSplitter
+from .splitters.SimilarSentenceSplitter import SimilarSentenceSplitter
+
+__all__ = ['SentenceTransformersSimilarity', 'Splitter', 'SpacySentenceSplitter', 
+           'SimilarSentenceSplitter' ]

semantic_split/splitters/SimilarSentenceSplitter.py

@@ -0,0 +1,39 @@
+
+
+from typing import List
+from .Splitter import Splitter
+
+
+
+class SimilarSentenceSplitter(Splitter):
+
+    def __init__(self, similarity_model, sentence_splitter: Splitter):
+        self.model = similarity_model
+        self.sentence_splitter = sentence_splitter
+
+    def split(self, text: str, group_max_sentences=5) -> List[str]:
+        '''
+            group_max_sentences: The maximum number of sentences in a group.
+        '''
+        sentences = self.sentence_splitter.split(text)
+
+        if len(sentences) == 0:
+            return []
+
+        
+        similarities = self.model.similarities(sentences)
+
+        # The first sentence is always in the first group.
+        groups = [[sentences[0]]]
+
+        # Using the group min/max sentences contraints, 
+        # group together the rest of the sentences.
+        for i in range(1, len(sentences)):
+            if len(groups[-1]) >= group_max_sentences:
+                groups.append([sentences[i]])
+            elif similarities[i-1] >= self.model.similarity_threshold:
+                groups[-1].append(sentences[i])
+            else:
+                groups.append([sentences[i]])
+
+        return groups

semantic_split/splitters/SpacySentenceSplitter.py

@@ -0,0 +1,15 @@
+
+from typing import List
+from .Splitter import Splitter
+
+import spacy
+
+
+class SpacySentenceSplitter(Splitter):
+
+    def __init__(self):
+        self.nlp = spacy.load("en_core_web_sm")
+
+    def split(self, text: str) -> List[str]:
+        doc = self.nlp(text)
+        return [str(sent).strip() for sent in doc.sents]

semantic_split/splitters/Splitter.py

@@ -0,0 +1,12 @@
+from abc import ABC, abstractmethod
+from typing import List
+
+
+class Splitter(ABC):
+
+    def __init__(self):
+        pass
+
+    @abstractmethod
+    def split(self, text: str) -> List[str]:
+        pass

tests/splitters/test_similar_sentences_splitter.py

@@ -0,0 +1,66 @@
+import pytest
+from utls import load_testdata
+from semantic_split import SentenceTransformersSimilarity, \
+    SimilarSentenceSplitter, SpacySentenceSplitter
+
+
+splitter = None
+
+# Loading Spacy and The SentenceTransformer takes time, so we do it once for all tests.
+@pytest.fixture(autouse=True)
+def run_before_and_after_tests(tmpdir):
+    global splitter
+    model = SentenceTransformersSimilarity()
+    sentence_splitter = SpacySentenceSplitter()
+    splitter = SimilarSentenceSplitter(similarity_model = model, 
+                                       sentence_splitter=sentence_splitter)
+    yield  # this is where the testing happens
+
+
+def test_two_similar_sentences():
+
+    text = """I love dogs. I love cats."""
+    res = splitter.split(text)
+
+    assert res == [["I love dogs.", "I love cats."]]
+
+def test_similar_sentences():
+
+    text = """I dogs are amazing. 
+    Cats must be the easiest pets around. 
+    Robots are advanced now with AI. 
+    Flying in space can only be done by Artificial intelligence."""
+
+    res = splitter.split(text)
+
+    assert res == [
+        ["I dogs are amazing.", 
+         "Cats must be the easiest pets around."], 
+        ["Robots are advanced now with AI.", 
+         "Flying in space can only be done by Artificial intelligence."]]
+
+def test_different_sentences():
+
+    text = """I love dogs. He has flowers at home."""
+    res = splitter.split(text)
+
+    print(res)
+
+    assert res[0][0] == 'I love dogs.'
+    assert res[1][0] == 'He has flowers at home.'
+    assert res == [['I love dogs.'], ['He has flowers at home.']]
+
+
+def test_5th_sentences():
+    text = load_testdata('sentences.txt')
+    res = splitter.split(text)
+
+    assert len(res) == 5
+
+
+def test_max_group_sentences():
+    text = load_testdata('sentences.txt')
+    res = splitter.split(text, group_max_sentences=1)
+    
+    assert len(res) == 20
+

tests/test_files/sentences.txt

@@ -0,0 +1,20 @@
+In the heart of the city, amidst the hustle and bustle, there was a tiny café that served the best croissants in town.
+Its owner, a kindly old woman named Madeleine, had learned the art of baking from her grandmother, a native of Paris.
+Every morning, as the sun rose, the aroma of freshly baked pastries would waft through the narrow streets, waking up the neighborhood with a promise of a delectable breakfast.
+Locals, tourists, and food critics alike were drawn to Madeleine's café, all eager for a taste of her legendary croissants.
+Shifting gears, on the edge of the observable universe, scientists discovered a galaxy far older than any previously known.
+This ancient celestial body, named Antiquus by its discoverers, seemed to defy many of our established notions about the lifespan and evolution of galaxies.
+The stars within Antiquus were dense and aged, glowing with the wisdom of the universe, a stark contrast to the young, bright stars of our own galaxy.
+Researchers, astronomers, and space enthusiasts around the world were entranced by the mysteries that Antiquus presented.
+Meanwhile, in the world of literature, a new author named Aravind Iyer was making waves with his debut novel.
+This evocative story, set against the backdrop of rural India, weaved a poignant narrative of love, loss, and the resilience of the human spirit.
+Readers were drawn in by Aravind's lyrical prose and the depth of his characters, feeling their joys and sorrows as if they were their own.
+Literary critics praised the novel for its authentic portrayal of rural life and the complexities of human relationships.
+In a completely different scenario, new advancements in the field of robotics were transforming the face of modern medicine.
+Surgical robots, guided by precision artificial intelligence, were performing procedures with a degree of accuracy that surpassed even the most skilled human surgeons.
+These innovations held the promise of reducing surgical errors and improving patient outcomes.
+Despite concerns about the role of AI in healthcare, most agreed that these technological advances marked a significant step forward in medical science.
+Over on Wall Street, investors were keeping a close eye on a new startup known as Ecolytics.
+Ecolytics had created a groundbreaking machine learning algorithm that could accurately predict the environmental impact of various industrial processes.
+As concerns about climate change became increasingly urgent, the technology offered by Ecolytics was seen as a game-changer.
+With their innovative approach, Ecolytics stood as a symbol of hope in the ongoing fight against global warming.

tests/test_sentence_similarity.py

@@ -0,0 +1,13 @@
+from semantic_split import SentenceTransformersSimilarity
+
+
+def test_basic_usage():
+
+    sentence0 = "I love dogs." 
+    sentence1 = "I love cats."
+
+    model = SentenceTransformersSimilarity()
+    similarities = model.similarities([sentence0, sentence1])
+
+    assert similarities[0] - 0.7728430 < 0.0001
+

tests/utls.py

@@ -0,0 +1,14 @@
+import os
+FIXTURE_DIR = os.path.join(
+    os.path.dirname(os.path.realpath(__file__)),
+    'test_files',
+)
+
+
+def test_path(file):
+    return os.path.join(FIXTURE_DIR, file)
+
+
+def load_testdata(file):
+    with open(test_path(file), 'r') as f:
+        return f.read()