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.venv/Lib/site-packages/transformers-4.47.0.dist-info/METADATA
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1 |
+
Metadata-Version: 2.1
|
2 |
+
Name: transformers
|
3 |
+
Version: 4.47.0
|
4 |
+
Summary: State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow
|
5 |
+
Home-page: https://github.com/huggingface/transformers
|
6 |
+
Author: The Hugging Face team (past and future) with the help of all our contributors (https://github.com/huggingface/transformers/graphs/contributors)
|
7 |
+
Author-email: [email protected]
|
8 |
+
License: Apache 2.0 License
|
9 |
+
Keywords: NLP vision speech deep learning transformer pytorch tensorflow jax BERT GPT-2 Wav2Vec2 ViT
|
10 |
+
Classifier: Development Status :: 5 - Production/Stable
|
11 |
+
Classifier: Intended Audience :: Developers
|
12 |
+
Classifier: Intended Audience :: Education
|
13 |
+
Classifier: Intended Audience :: Science/Research
|
14 |
+
Classifier: License :: OSI Approved :: Apache Software License
|
15 |
+
Classifier: Operating System :: OS Independent
|
16 |
+
Classifier: Programming Language :: Python :: 3
|
17 |
+
Classifier: Programming Language :: Python :: 3.9
|
18 |
+
Classifier: Programming Language :: Python :: 3.10
|
19 |
+
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
|
20 |
+
Requires-Python: >=3.9.0
|
21 |
+
Description-Content-Type: text/markdown
|
22 |
+
License-File: LICENSE
|
23 |
+
Requires-Dist: filelock
|
24 |
+
Requires-Dist: huggingface-hub<1.0,>=0.24.0
|
25 |
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Requires-Dist: numpy>=1.17
|
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Requires-Dist: packaging>=20.0
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Requires-Dist: pyyaml>=5.1
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28 |
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Requires-Dist: regex!=2019.12.17
|
29 |
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Requires-Dist: requests
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30 |
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Requires-Dist: tokenizers<0.22,>=0.21
|
31 |
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Requires-Dist: safetensors>=0.4.1
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Requires-Dist: tqdm>=4.27
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33 |
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Provides-Extra: accelerate
|
34 |
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Requires-Dist: accelerate>=0.26.0; extra == "accelerate"
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35 |
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Provides-Extra: agents
|
36 |
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Requires-Dist: diffusers; extra == "agents"
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Requires-Dist: accelerate>=0.26.0; extra == "agents"
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38 |
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Requires-Dist: datasets!=2.5.0; extra == "agents"
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39 |
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Requires-Dist: torch; extra == "agents"
|
40 |
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Requires-Dist: sentencepiece!=0.1.92,>=0.1.91; extra == "agents"
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Requires-Dist: opencv-python; extra == "agents"
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Requires-Dist: Pillow<=15.0,>=10.0.1; extra == "agents"
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Provides-Extra: all
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44 |
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Requires-Dist: tensorflow<2.16,>2.9; extra == "all"
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Requires-Dist: onnxconverter-common; extra == "all"
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Requires-Dist: tf2onnx; extra == "all"
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Requires-Dist: tensorflow-text<2.16; extra == "all"
|
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Requires-Dist: keras-nlp<0.14.0,>=0.3.1; extra == "all"
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Requires-Dist: torch; extra == "all"
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50 |
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Requires-Dist: accelerate>=0.26.0; extra == "all"
|
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Requires-Dist: jax<=0.4.13,>=0.4.1; extra == "all"
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Requires-Dist: jaxlib<=0.4.13,>=0.4.1; extra == "all"
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Requires-Dist: flax<=0.7.0,>=0.4.1; extra == "all"
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Requires-Dist: optax<=0.1.4,>=0.0.8; extra == "all"
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Requires-Dist: scipy<1.13.0; extra == "all"
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Requires-Dist: sentencepiece!=0.1.92,>=0.1.91; extra == "all"
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Requires-Dist: protobuf; extra == "all"
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Requires-Dist: tokenizers<0.22,>=0.21; extra == "all"
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Requires-Dist: torchaudio; extra == "all"
|
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Requires-Dist: librosa; extra == "all"
|
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Requires-Dist: pyctcdecode>=0.4.0; extra == "all"
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Requires-Dist: phonemizer; extra == "all"
|
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Requires-Dist: kenlm; extra == "all"
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Requires-Dist: Pillow<=15.0,>=10.0.1; extra == "all"
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Requires-Dist: optuna; extra == "all"
|
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Requires-Dist: ray[tune]>=2.7.0; extra == "all"
|
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Provides-Extra: torch
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Provides-Extra: torch-vision
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Requires-Dist: torchvision; extra == "torch-vision"
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Requires-Dist: Pillow<=15.0,>=10.0.1; extra == "torch-vision"
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Provides-Extra: torchhub
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Requires-Dist: torch; extra == "torchhub"
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Requires-Dist: tokenizers<0.22,>=0.21; extra == "torchhub"
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Requires-Dist: av==9.2.0; extra == "video"
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Requires-Dist: Pillow<=15.0,>=10.0.1; extra == "vision"
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+
|
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+
<!---
|
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+
Copyright 2020 The HuggingFace Team. All rights reserved.
|
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+
|
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+
Licensed under the Apache License, Version 2.0 (the "License");
|
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+
you may not use this file except in compliance with the License.
|
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+
You may obtain a copy of the License at
|
432 |
+
|
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+
http://www.apache.org/licenses/LICENSE-2.0
|
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+
|
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+
Unless required by applicable law or agreed to in writing, software
|
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+
distributed under the License is distributed on an "AS IS" BASIS,
|
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+
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
438 |
+
See the License for the specific language governing permissions and
|
439 |
+
limitations under the License.
|
440 |
+
-->
|
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+
|
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+
<p align="center">
|
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+
<picture>
|
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+
<source media="(prefers-color-scheme: dark)" srcset="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/transformers-logo-dark.svg">
|
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+
<source media="(prefers-color-scheme: light)" srcset="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/transformers-logo-light.svg">
|
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+
<img alt="Hugging Face Transformers Library" src="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/transformers-logo-light.svg" width="352" height="59" style="max-width: 100%;">
|
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+
</picture>
|
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+
<br/>
|
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+
<br/>
|
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+
</p>
|
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+
|
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+
<p align="center">
|
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+
<a href="https://circleci.com/gh/huggingface/transformers"><img alt="Build" src="https://img.shields.io/circleci/build/github/huggingface/transformers/main"></a>
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/LICENSE"><img alt="GitHub" src="https://img.shields.io/github/license/huggingface/transformers.svg?color=blue"></a>
|
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+
<a href="https://huggingface.co/docs/transformers/index"><img alt="Documentation" src="https://img.shields.io/website/http/huggingface.co/docs/transformers/index.svg?down_color=red&down_message=offline&up_message=online"></a>
|
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+
<a href="https://github.com/huggingface/transformers/releases"><img alt="GitHub release" src="https://img.shields.io/github/release/huggingface/transformers.svg"></a>
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/CODE_OF_CONDUCT.md"><img alt="Contributor Covenant" src="https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg"></a>
|
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+
<a href="https://zenodo.org/badge/latestdoi/155220641"><img src="https://zenodo.org/badge/155220641.svg" alt="DOI"></a>
|
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+
</p>
|
460 |
+
|
461 |
+
<h4 align="center">
|
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+
<p>
|
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+
<b>English</b> |
|
464 |
+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_zh-hans.md">简体中文</a> |
|
465 |
+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_zh-hant.md">繁體中文</a> |
|
466 |
+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_ko.md">한국어</a> |
|
467 |
+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_es.md">Español</a> |
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_ja.md">日本語</a> |
|
469 |
+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_hd.md">हिन्दी</a> |
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_ru.md">Русский</a> |
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_pt-br.md">Рortuguês</a> |
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_te.md">తెలుగు</a> |
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_fr.md">Français</a> |
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_de.md">Deutsch</a> |
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_vi.md">Tiếng Việt</a> |
|
476 |
+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_ar.md">العربية</a> |
|
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+
<a href="https://github.com/huggingface/transformers/blob/main/i18n/README_ur.md">اردو</a> |
|
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+
</p>
|
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+
</h4>
|
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+
|
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+
<h3 align="center">
|
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+
<p>State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow</p>
|
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+
</h3>
|
484 |
+
|
485 |
+
<h3 align="center">
|
486 |
+
<a href="https://hf.co/course"><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/course_banner.png"></a>
|
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+
</h3>
|
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+
|
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+
🤗 Transformers provides thousands of pretrained models to perform tasks on different modalities such as text, vision, and audio.
|
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+
|
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+
These models can be applied on:
|
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+
|
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+
* 📝 Text, for tasks like text classification, information extraction, question answering, summarization, translation, and text generation, in over 100 languages.
|
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+
* 🖼️ Images, for tasks like image classification, object detection, and segmentation.
|
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+
* 🗣️ Audio, for tasks like speech recognition and audio classification.
|
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+
|
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+
Transformer models can also perform tasks on **several modalities combined**, such as table question answering, optical character recognition, information extraction from scanned documents, video classification, and visual question answering.
|
498 |
+
|
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+
🤗 Transformers provides APIs to quickly download and use those pretrained models on a given text, fine-tune them on your own datasets and then share them with the community on our [model hub](https://huggingface.co/models). At the same time, each python module defining an architecture is fully standalone and can be modified to enable quick research experiments.
|
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+
|
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+
🤗 Transformers is backed by the three most popular deep learning libraries — [Jax](https://jax.readthedocs.io/en/latest/), [PyTorch](https://pytorch.org/) and [TensorFlow](https://www.tensorflow.org/) — with a seamless integration between them. It's straightforward to train your models with one before loading them for inference with the other.
|
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+
|
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+
## Online demos
|
504 |
+
|
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+
You can test most of our models directly on their pages from the [model hub](https://huggingface.co/models). We also offer [private model hosting, versioning, & an inference API](https://huggingface.co/pricing) for public and private models.
|
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+
|
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+
Here are a few examples:
|
508 |
+
|
509 |
+
In Natural Language Processing:
|
510 |
+
- [Masked word completion with BERT](https://huggingface.co/google-bert/bert-base-uncased?text=Paris+is+the+%5BMASK%5D+of+France)
|
511 |
+
- [Named Entity Recognition with Electra](https://huggingface.co/dbmdz/electra-large-discriminator-finetuned-conll03-english?text=My+name+is+Sarah+and+I+live+in+London+city)
|
512 |
+
- [Text generation with Mistral](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2)
|
513 |
+
- [Natural Language Inference with RoBERTa](https://huggingface.co/FacebookAI/roberta-large-mnli?text=The+dog+was+lost.+Nobody+lost+any+animal)
|
514 |
+
- [Summarization with BART](https://huggingface.co/facebook/bart-large-cnn?text=The+tower+is+324+metres+%281%2C063+ft%29+tall%2C+about+the+same+height+as+an+81-storey+building%2C+and+the+tallest+structure+in+Paris.+Its+base+is+square%2C+measuring+125+metres+%28410+ft%29+on+each+side.+During+its+construction%2C+the+Eiffel+Tower+surpassed+the+Washington+Monument+to+become+the+tallest+man-made+structure+in+the+world%2C+a+title+it+held+for+41+years+until+the+Chrysler+Building+in+New+York+City+was+finished+in+1930.+It+was+the+first+structure+to+reach+a+height+of+300+metres.+Due+to+the+addition+of+a+broadcasting+aerial+at+the+top+of+the+tower+in+1957%2C+it+is+now+taller+than+the+Chrysler+Building+by+5.2+metres+%2817+ft%29.+Excluding+transmitters%2C+the+Eiffel+Tower+is+the+second+tallest+free-standing+structure+in+France+after+the+Millau+Viaduct)
|
515 |
+
- [Question answering with DistilBERT](https://huggingface.co/distilbert/distilbert-base-uncased-distilled-squad?text=Which+name+is+also+used+to+describe+the+Amazon+rainforest+in+English%3F&context=The+Amazon+rainforest+%28Portuguese%3A+Floresta+Amaz%C3%B4nica+or+Amaz%C3%B4nia%3B+Spanish%3A+Selva+Amaz%C3%B3nica%2C+Amazon%C3%ADa+or+usually+Amazonia%3B+French%3A+For%C3%AAt+amazonienne%3B+Dutch%3A+Amazoneregenwoud%29%2C+also+known+in+English+as+Amazonia+or+the+Amazon+Jungle%2C+is+a+moist+broadleaf+forest+that+covers+most+of+the+Amazon+basin+of+South+America.+This+basin+encompasses+7%2C000%2C000+square+kilometres+%282%2C700%2C000+sq+mi%29%2C+of+which+5%2C500%2C000+square+kilometres+%282%2C100%2C000+sq+mi%29+are+covered+by+the+rainforest.+This+region+includes+territory+belonging+to+nine+nations.+The+majority+of+the+forest+is+contained+within+Brazil%2C+with+60%25+of+the+rainforest%2C+followed+by+Peru+with+13%25%2C+Colombia+with+10%25%2C+and+with+minor+amounts+in+Venezuela%2C+Ecuador%2C+Bolivia%2C+Guyana%2C+Suriname+and+French+Guiana.+States+or+departments+in+four+nations+contain+%22Amazonas%22+in+their+names.+The+Amazon+represents+over+half+of+the+planet%27s+remaining+rainforests%2C+and+comprises+the+largest+and+most+biodiverse+tract+of+tropical+rainforest+in+the+world%2C+with+an+estimated+390+billion+individual+trees+divided+into+16%2C000+species)
|
516 |
+
- [Translation with T5](https://huggingface.co/google-t5/t5-base?text=My+name+is+Wolfgang+and+I+live+in+Berlin)
|
517 |
+
|
518 |
+
In Computer Vision:
|
519 |
+
- [Image classification with ViT](https://huggingface.co/google/vit-base-patch16-224)
|
520 |
+
- [Object Detection with DETR](https://huggingface.co/facebook/detr-resnet-50)
|
521 |
+
- [Semantic Segmentation with SegFormer](https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512)
|
522 |
+
- [Panoptic Segmentation with Mask2Former](https://huggingface.co/facebook/mask2former-swin-large-coco-panoptic)
|
523 |
+
- [Depth Estimation with Depth Anything](https://huggingface.co/docs/transformers/main/model_doc/depth_anything)
|
524 |
+
- [Video Classification with VideoMAE](https://huggingface.co/docs/transformers/model_doc/videomae)
|
525 |
+
- [Universal Segmentation with OneFormer](https://huggingface.co/shi-labs/oneformer_ade20k_dinat_large)
|
526 |
+
|
527 |
+
In Audio:
|
528 |
+
- [Automatic Speech Recognition with Whisper](https://huggingface.co/openai/whisper-large-v3)
|
529 |
+
- [Keyword Spotting with Wav2Vec2](https://huggingface.co/superb/wav2vec2-base-superb-ks)
|
530 |
+
- [Audio Classification with Audio Spectrogram Transformer](https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593)
|
531 |
+
|
532 |
+
In Multimodal tasks:
|
533 |
+
- [Table Question Answering with TAPAS](https://huggingface.co/google/tapas-base-finetuned-wtq)
|
534 |
+
- [Visual Question Answering with ViLT](https://huggingface.co/dandelin/vilt-b32-finetuned-vqa)
|
535 |
+
- [Image captioning with LLaVa](https://huggingface.co/llava-hf/llava-1.5-7b-hf)
|
536 |
+
- [Zero-shot Image Classification with SigLIP](https://huggingface.co/google/siglip-so400m-patch14-384)
|
537 |
+
- [Document Question Answering with LayoutLM](https://huggingface.co/impira/layoutlm-document-qa)
|
538 |
+
- [Zero-shot Video Classification with X-CLIP](https://huggingface.co/docs/transformers/model_doc/xclip)
|
539 |
+
- [Zero-shot Object Detection with OWLv2](https://huggingface.co/docs/transformers/en/model_doc/owlv2)
|
540 |
+
- [Zero-shot Image Segmentation with CLIPSeg](https://huggingface.co/docs/transformers/model_doc/clipseg)
|
541 |
+
- [Automatic Mask Generation with SAM](https://huggingface.co/docs/transformers/model_doc/sam)
|
542 |
+
|
543 |
+
|
544 |
+
## 100 projects using Transformers
|
545 |
+
|
546 |
+
Transformers is more than a toolkit to use pretrained models: it's a community of projects built around it and the
|
547 |
+
Hugging Face Hub. We want Transformers to enable developers, researchers, students, professors, engineers, and anyone
|
548 |
+
else to build their dream projects.
|
549 |
+
|
550 |
+
In order to celebrate the 100,000 stars of transformers, we have decided to put the spotlight on the
|
551 |
+
community, and we have created the [awesome-transformers](./awesome-transformers.md) page which lists 100
|
552 |
+
incredible projects built in the vicinity of transformers.
|
553 |
+
|
554 |
+
If you own or use a project that you believe should be part of the list, please open a PR to add it!
|
555 |
+
|
556 |
+
## Serious about AI in your organisation? Build faster with the Hugging Face Enterprise Hub.
|
557 |
+
|
558 |
+
<a target="_blank" href="https://huggingface.co/enterprise">
|
559 |
+
<img alt="Hugging Face Enterprise Hub" src="https://github.com/user-attachments/assets/247fb16d-d251-4583-96c4-d3d76dda4925">
|
560 |
+
</a><br>
|
561 |
+
|
562 |
+
## Quick tour
|
563 |
+
|
564 |
+
To immediately use a model on a given input (text, image, audio, ...), we provide the `pipeline` API. Pipelines group together a pretrained model with the preprocessing that was used during that model's training. Here is how to quickly use a pipeline to classify positive versus negative texts:
|
565 |
+
|
566 |
+
```python
|
567 |
+
>>> from transformers import pipeline
|
568 |
+
|
569 |
+
# Allocate a pipeline for sentiment-analysis
|
570 |
+
>>> classifier = pipeline('sentiment-analysis')
|
571 |
+
>>> classifier('We are very happy to introduce pipeline to the transformers repository.')
|
572 |
+
[{'label': 'POSITIVE', 'score': 0.9996980428695679}]
|
573 |
+
```
|
574 |
+
|
575 |
+
The second line of code downloads and caches the pretrained model used by the pipeline, while the third evaluates it on the given text. Here, the answer is "positive" with a confidence of 99.97%.
|
576 |
+
|
577 |
+
Many tasks have a pre-trained `pipeline` ready to go, in NLP but also in computer vision and speech. For example, we can easily extract detected objects in an image:
|
578 |
+
|
579 |
+
``` python
|
580 |
+
>>> import requests
|
581 |
+
>>> from PIL import Image
|
582 |
+
>>> from transformers import pipeline
|
583 |
+
|
584 |
+
# Download an image with cute cats
|
585 |
+
>>> url = "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/coco_sample.png"
|
586 |
+
>>> image_data = requests.get(url, stream=True).raw
|
587 |
+
>>> image = Image.open(image_data)
|
588 |
+
|
589 |
+
# Allocate a pipeline for object detection
|
590 |
+
>>> object_detector = pipeline('object-detection')
|
591 |
+
>>> object_detector(image)
|
592 |
+
[{'score': 0.9982201457023621,
|
593 |
+
'label': 'remote',
|
594 |
+
'box': {'xmin': 40, 'ymin': 70, 'xmax': 175, 'ymax': 117}},
|
595 |
+
{'score': 0.9960021376609802,
|
596 |
+
'label': 'remote',
|
597 |
+
'box': {'xmin': 333, 'ymin': 72, 'xmax': 368, 'ymax': 187}},
|
598 |
+
{'score': 0.9954745173454285,
|
599 |
+
'label': 'couch',
|
600 |
+
'box': {'xmin': 0, 'ymin': 1, 'xmax': 639, 'ymax': 473}},
|
601 |
+
{'score': 0.9988006353378296,
|
602 |
+
'label': 'cat',
|
603 |
+
'box': {'xmin': 13, 'ymin': 52, 'xmax': 314, 'ymax': 470}},
|
604 |
+
{'score': 0.9986783862113953,
|
605 |
+
'label': 'cat',
|
606 |
+
'box': {'xmin': 345, 'ymin': 23, 'xmax': 640, 'ymax': 368}}]
|
607 |
+
```
|
608 |
+
|
609 |
+
Here, we get a list of objects detected in the image, with a box surrounding the object and a confidence score. Here is the original image on the left, with the predictions displayed on the right:
|
610 |
+
|
611 |
+
<h3 align="center">
|
612 |
+
<a><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/coco_sample.png" width="400"></a>
|
613 |
+
<a><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/coco_sample_post_processed.png" width="400"></a>
|
614 |
+
</h3>
|
615 |
+
|
616 |
+
You can learn more about the tasks supported by the `pipeline` API in [this tutorial](https://huggingface.co/docs/transformers/task_summary).
|
617 |
+
|
618 |
+
In addition to `pipeline`, to download and use any of the pretrained models on your given task, all it takes is three lines of code. Here is the PyTorch version:
|
619 |
+
```python
|
620 |
+
>>> from transformers import AutoTokenizer, AutoModel
|
621 |
+
|
622 |
+
>>> tokenizer = AutoTokenizer.from_pretrained("google-bert/bert-base-uncased")
|
623 |
+
>>> model = AutoModel.from_pretrained("google-bert/bert-base-uncased")
|
624 |
+
|
625 |
+
>>> inputs = tokenizer("Hello world!", return_tensors="pt")
|
626 |
+
>>> outputs = model(**inputs)
|
627 |
+
```
|
628 |
+
|
629 |
+
And here is the equivalent code for TensorFlow:
|
630 |
+
```python
|
631 |
+
>>> from transformers import AutoTokenizer, TFAutoModel
|
632 |
+
|
633 |
+
>>> tokenizer = AutoTokenizer.from_pretrained("google-bert/bert-base-uncased")
|
634 |
+
>>> model = TFAutoModel.from_pretrained("google-bert/bert-base-uncased")
|
635 |
+
|
636 |
+
>>> inputs = tokenizer("Hello world!", return_tensors="tf")
|
637 |
+
>>> outputs = model(**inputs)
|
638 |
+
```
|
639 |
+
|
640 |
+
The tokenizer is responsible for all the preprocessing the pretrained model expects and can be called directly on a single string (as in the above examples) or a list. It will output a dictionary that you can use in downstream code or simply directly pass to your model using the ** argument unpacking operator.
|
641 |
+
|
642 |
+
The model itself is a regular [Pytorch `nn.Module`](https://pytorch.org/docs/stable/nn.html#torch.nn.Module) or a [TensorFlow `tf.keras.Model`](https://www.tensorflow.org/api_docs/python/tf/keras/Model) (depending on your backend) which you can use as usual. [This tutorial](https://huggingface.co/docs/transformers/training) explains how to integrate such a model into a classic PyTorch or TensorFlow training loop, or how to use our `Trainer` API to quickly fine-tune on a new dataset.
|
643 |
+
|
644 |
+
## Why should I use transformers?
|
645 |
+
|
646 |
+
1. Easy-to-use state-of-the-art models:
|
647 |
+
- High performance on natural language understanding & generation, computer vision, and audio tasks.
|
648 |
+
- Low barrier to entry for educators and practitioners.
|
649 |
+
- Few user-facing abstractions with just three classes to learn.
|
650 |
+
- A unified API for using all our pretrained models.
|
651 |
+
|
652 |
+
1. Lower compute costs, smaller carbon footprint:
|
653 |
+
- Researchers can share trained models instead of always retraining.
|
654 |
+
- Practitioners can reduce compute time and production costs.
|
655 |
+
- Dozens of architectures with over 400,000 pretrained models across all modalities.
|
656 |
+
|
657 |
+
1. Choose the right framework for every part of a model's lifetime:
|
658 |
+
- Train state-of-the-art models in 3 lines of code.
|
659 |
+
- Move a single model between TF2.0/PyTorch/JAX frameworks at will.
|
660 |
+
- Seamlessly pick the right framework for training, evaluation, and production.
|
661 |
+
|
662 |
+
1. Easily customize a model or an example to your needs:
|
663 |
+
- We provide examples for each architecture to reproduce the results published by its original authors.
|
664 |
+
- Model internals are exposed as consistently as possible.
|
665 |
+
- Model files can be used independently of the library for quick experiments.
|
666 |
+
|
667 |
+
## Why shouldn't I use transformers?
|
668 |
+
|
669 |
+
- This library is not a modular toolbox of building blocks for neural nets. The code in the model files is not refactored with additional abstractions on purpose, so that researchers can quickly iterate on each of the models without diving into additional abstractions/files.
|
670 |
+
- The training API is not intended to work on any model but is optimized to work with the models provided by the library. For generic machine learning loops, you should use another library (possibly, [Accelerate](https://huggingface.co/docs/accelerate)).
|
671 |
+
- While we strive to present as many use cases as possible, the scripts in our [examples folder](https://github.com/huggingface/transformers/tree/main/examples) are just that: examples. It is expected that they won't work out-of-the-box on your specific problem and that you will be required to change a few lines of code to adapt them to your needs.
|
672 |
+
|
673 |
+
## Installation
|
674 |
+
|
675 |
+
### With pip
|
676 |
+
|
677 |
+
This repository is tested on Python 3.9+, Flax 0.4.1+, PyTorch 1.11+, and TensorFlow 2.6+.
|
678 |
+
|
679 |
+
You should install 🤗 Transformers in a [virtual environment](https://docs.python.org/3/library/venv.html). If you're unfamiliar with Python virtual environments, check out the [user guide](https://packaging.python.org/guides/installing-using-pip-and-virtual-environments/).
|
680 |
+
|
681 |
+
First, create a virtual environment with the version of Python you're going to use and activate it.
|
682 |
+
|
683 |
+
Then, you will need to install at least one of Flax, PyTorch, or TensorFlow.
|
684 |
+
Please refer to [TensorFlow installation page](https://www.tensorflow.org/install/), [PyTorch installation page](https://pytorch.org/get-started/locally/#start-locally) and/or [Flax](https://github.com/google/flax#quick-install) and [Jax](https://github.com/google/jax#installation) installation pages regarding the specific installation command for your platform.
|
685 |
+
|
686 |
+
When one of those backends has been installed, 🤗 Transformers can be installed using pip as follows:
|
687 |
+
|
688 |
+
```bash
|
689 |
+
pip install transformers
|
690 |
+
```
|
691 |
+
|
692 |
+
If you'd like to play with the examples or need the bleeding edge of the code and can't wait for a new release, you must [install the library from source](https://huggingface.co/docs/transformers/installation#installing-from-source).
|
693 |
+
|
694 |
+
### With conda
|
695 |
+
|
696 |
+
🤗 Transformers can be installed using conda as follows:
|
697 |
+
|
698 |
+
```shell script
|
699 |
+
conda install conda-forge::transformers
|
700 |
+
```
|
701 |
+
|
702 |
+
> **_NOTE:_** Installing `transformers` from the `huggingface` channel is deprecated.
|
703 |
+
|
704 |
+
Follow the installation pages of Flax, PyTorch or TensorFlow to see how to install them with conda.
|
705 |
+
|
706 |
+
> **_NOTE:_** On Windows, you may be prompted to activate Developer Mode in order to benefit from caching. If this is not an option for you, please let us know in [this issue](https://github.com/huggingface/huggingface_hub/issues/1062).
|
707 |
+
|
708 |
+
## Model architectures
|
709 |
+
|
710 |
+
**[All the model checkpoints](https://huggingface.co/models)** provided by 🤗 Transformers are seamlessly integrated from the huggingface.co [model hub](https://huggingface.co/models), where they are uploaded directly by [users](https://huggingface.co/users) and [organizations](https://huggingface.co/organizations).
|
711 |
+
|
712 |
+
Current number of checkpoints: 
|
713 |
+
|
714 |
+
🤗 Transformers currently provides the following architectures: see [here](https://huggingface.co/docs/transformers/model_summary) for a high-level summary of each them.
|
715 |
+
|
716 |
+
To check if each model has an implementation in Flax, PyTorch or TensorFlow, or has an associated tokenizer backed by the 🤗 Tokenizers library, refer to [this table](https://huggingface.co/docs/transformers/index#supported-frameworks).
|
717 |
+
|
718 |
+
These implementations have been tested on several datasets (see the example scripts) and should match the performance of the original implementations. You can find more details on performance in the Examples section of the [documentation](https://github.com/huggingface/transformers/tree/main/examples).
|
719 |
+
|
720 |
+
|
721 |
+
## Learn more
|
722 |
+
|
723 |
+
| Section | Description |
|
724 |
+
|-|-|
|
725 |
+
| [Documentation](https://huggingface.co/docs/transformers/) | Full API documentation and tutorials |
|
726 |
+
| [Task summary](https://huggingface.co/docs/transformers/task_summary) | Tasks supported by 🤗 Transformers |
|
727 |
+
| [Preprocessing tutorial](https://huggingface.co/docs/transformers/preprocessing) | Using the `Tokenizer` class to prepare data for the models |
|
728 |
+
| [Training and fine-tuning](https://huggingface.co/docs/transformers/training) | Using the models provided by 🤗 Transformers in a PyTorch/TensorFlow training loop and the `Trainer` API |
|
729 |
+
| [Quick tour: Fine-tuning/usage scripts](https://github.com/huggingface/transformers/tree/main/examples) | Example scripts for fine-tuning models on a wide range of tasks |
|
730 |
+
| [Model sharing and uploading](https://huggingface.co/docs/transformers/model_sharing) | Upload and share your fine-tuned models with the community |
|
731 |
+
|
732 |
+
## Citation
|
733 |
+
|
734 |
+
We now have a [paper](https://www.aclweb.org/anthology/2020.emnlp-demos.6/) you can cite for the 🤗 Transformers library:
|
735 |
+
```bibtex
|
736 |
+
@inproceedings{wolf-etal-2020-transformers,
|
737 |
+
title = "Transformers: State-of-the-Art Natural Language Processing",
|
738 |
+
author = "Thomas Wolf and Lysandre Debut and Victor Sanh and Julien Chaumond and Clement Delangue and Anthony Moi and Pierric Cistac and Tim Rault and Rémi Louf and Morgan Funtowicz and Joe Davison and Sam Shleifer and Patrick von Platen and Clara Ma and Yacine Jernite and Julien Plu and Canwen Xu and Teven Le Scao and Sylvain Gugger and Mariama Drame and Quentin Lhoest and Alexander M. Rush",
|
739 |
+
booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations",
|
740 |
+
month = oct,
|
741 |
+
year = "2020",
|
742 |
+
address = "Online",
|
743 |
+
publisher = "Association for Computational Linguistics",
|
744 |
+
url = "https://www.aclweb.org/anthology/2020.emnlp-demos.6",
|
745 |
+
pages = "38--45"
|
746 |
+
}
|
747 |
+
```
|
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|
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|
|
|
|
1 |
+
A. HISTORY OF THE SOFTWARE
|
2 |
+
==========================
|
3 |
+
|
4 |
+
Python was created in the early 1990s by Guido van Rossum at Stichting
|
5 |
+
Mathematisch Centrum (CWI, see http://www.cwi.nl) in the Netherlands
|
6 |
+
as a successor of a language called ABC. Guido remains Python's
|
7 |
+
principal author, although it includes many contributions from others.
|
8 |
+
|
9 |
+
In 1995, Guido continued his work on Python at the Corporation for
|
10 |
+
National Research Initiatives (CNRI, see http://www.cnri.reston.va.us)
|
11 |
+
in Reston, Virginia where he released several versions of the
|
12 |
+
software.
|
13 |
+
|
14 |
+
In May 2000, Guido and the Python core development team moved to
|
15 |
+
BeOpen.com to form the BeOpen PythonLabs team. In October of the same
|
16 |
+
year, the PythonLabs team moved to Digital Creations (now Zope
|
17 |
+
Corporation, see http://www.zope.com). In 2001, the Python Software
|
18 |
+
Foundation (PSF, see http://www.python.org/psf/) was formed, a
|
19 |
+
non-profit organization created specifically to own Python-related
|
20 |
+
Intellectual Property. Zope Corporation is a sponsoring member of
|
21 |
+
the PSF.
|
22 |
+
|
23 |
+
All Python releases are Open Source (see http://www.opensource.org for
|
24 |
+
the Open Source Definition). Historically, most, but not all, Python
|
25 |
+
releases have also been GPL-compatible; the table below summarizes
|
26 |
+
the various releases.
|
27 |
+
|
28 |
+
Release Derived Year Owner GPL-
|
29 |
+
from compatible? (1)
|
30 |
+
|
31 |
+
0.9.0 thru 1.2 1991-1995 CWI yes
|
32 |
+
1.3 thru 1.5.2 1.2 1995-1999 CNRI yes
|
33 |
+
1.6 1.5.2 2000 CNRI no
|
34 |
+
2.0 1.6 2000 BeOpen.com no
|
35 |
+
1.6.1 1.6 2001 CNRI yes (2)
|
36 |
+
2.1 2.0+1.6.1 2001 PSF no
|
37 |
+
2.0.1 2.0+1.6.1 2001 PSF yes
|
38 |
+
2.1.1 2.1+2.0.1 2001 PSF yes
|
39 |
+
2.1.2 2.1.1 2002 PSF yes
|
40 |
+
2.1.3 2.1.2 2002 PSF yes
|
41 |
+
2.2 and above 2.1.1 2001-now PSF yes
|
42 |
+
|
43 |
+
Footnotes:
|
44 |
+
|
45 |
+
(1) GPL-compatible doesn't mean that we're distributing Python under
|
46 |
+
the GPL. All Python licenses, unlike the GPL, let you distribute
|
47 |
+
a modified version without making your changes open source. The
|
48 |
+
GPL-compatible licenses make it possible to combine Python with
|
49 |
+
other software that is released under the GPL; the others don't.
|
50 |
+
|
51 |
+
(2) According to Richard Stallman, 1.6.1 is not GPL-compatible,
|
52 |
+
because its license has a choice of law clause. According to
|
53 |
+
CNRI, however, Stallman's lawyer has told CNRI's lawyer that 1.6.1
|
54 |
+
is "not incompatible" with the GPL.
|
55 |
+
|
56 |
+
Thanks to the many outside volunteers who have worked under Guido's
|
57 |
+
direction to make these releases possible.
|
58 |
+
|
59 |
+
|
60 |
+
B. TERMS AND CONDITIONS FOR ACCESSING OR OTHERWISE USING PYTHON
|
61 |
+
===============================================================
|
62 |
+
|
63 |
+
PYTHON SOFTWARE FOUNDATION LICENSE VERSION 2
|
64 |
+
--------------------------------------------
|
65 |
+
|
66 |
+
1. This LICENSE AGREEMENT is between the Python Software Foundation
|
67 |
+
("PSF"), and the Individual or Organization ("Licensee") accessing and
|
68 |
+
otherwise using this software ("Python") in source or binary form and
|
69 |
+
its associated documentation.
|
70 |
+
|
71 |
+
2. Subject to the terms and conditions of this License Agreement, PSF hereby
|
72 |
+
grants Licensee a nonexclusive, royalty-free, world-wide license to reproduce,
|
73 |
+
analyze, test, perform and/or display publicly, prepare derivative works,
|
74 |
+
distribute, and otherwise use Python alone or in any derivative version,
|
75 |
+
provided, however, that PSF's License Agreement and PSF's notice of copyright,
|
76 |
+
i.e., "Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010,
|
77 |
+
2011, 2012, 2013, 2014 Python Software Foundation; All Rights Reserved" are
|
78 |
+
retained in Python alone or in any derivative version prepared by Licensee.
|
79 |
+
|
80 |
+
3. In the event Licensee prepares a derivative work that is based on
|
81 |
+
or incorporates Python or any part thereof, and wants to make
|
82 |
+
the derivative work available to others as provided herein, then
|
83 |
+
Licensee hereby agrees to include in any such work a brief summary of
|
84 |
+
the changes made to Python.
|
85 |
+
|
86 |
+
4. PSF is making Python available to Licensee on an "AS IS"
|
87 |
+
basis. PSF MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
|
88 |
+
IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, PSF MAKES NO AND
|
89 |
+
DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
|
90 |
+
FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON WILL NOT
|
91 |
+
INFRINGE ANY THIRD PARTY RIGHTS.
|
92 |
+
|
93 |
+
5. PSF SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON
|
94 |
+
FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS
|
95 |
+
A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON,
|
96 |
+
OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
|
97 |
+
|
98 |
+
6. This License Agreement will automatically terminate upon a material
|
99 |
+
breach of its terms and conditions.
|
100 |
+
|
101 |
+
7. Nothing in this License Agreement shall be deemed to create any
|
102 |
+
relationship of agency, partnership, or joint venture between PSF and
|
103 |
+
Licensee. This License Agreement does not grant permission to use PSF
|
104 |
+
trademarks or trade name in a trademark sense to endorse or promote
|
105 |
+
products or services of Licensee, or any third party.
|
106 |
+
|
107 |
+
8. By copying, installing or otherwise using Python, Licensee
|
108 |
+
agrees to be bound by the terms and conditions of this License
|
109 |
+
Agreement.
|
110 |
+
|
111 |
+
|
112 |
+
BEOPEN.COM LICENSE AGREEMENT FOR PYTHON 2.0
|
113 |
+
-------------------------------------------
|
114 |
+
|
115 |
+
BEOPEN PYTHON OPEN SOURCE LICENSE AGREEMENT VERSION 1
|
116 |
+
|
117 |
+
1. This LICENSE AGREEMENT is between BeOpen.com ("BeOpen"), having an
|
118 |
+
office at 160 Saratoga Avenue, Santa Clara, CA 95051, and the
|
119 |
+
Individual or Organization ("Licensee") accessing and otherwise using
|
120 |
+
this software in source or binary form and its associated
|
121 |
+
documentation ("the Software").
|
122 |
+
|
123 |
+
2. Subject to the terms and conditions of this BeOpen Python License
|
124 |
+
Agreement, BeOpen hereby grants Licensee a non-exclusive,
|
125 |
+
royalty-free, world-wide license to reproduce, analyze, test, perform
|
126 |
+
and/or display publicly, prepare derivative works, distribute, and
|
127 |
+
otherwise use the Software alone or in any derivative version,
|
128 |
+
provided, however, that the BeOpen Python License is retained in the
|
129 |
+
Software, alone or in any derivative version prepared by Licensee.
|
130 |
+
|
131 |
+
3. BeOpen is making the Software available to Licensee on an "AS IS"
|
132 |
+
basis. BEOPEN MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
|
133 |
+
IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, BEOPEN MAKES NO AND
|
134 |
+
DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
|
135 |
+
FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF THE SOFTWARE WILL NOT
|
136 |
+
INFRINGE ANY THIRD PARTY RIGHTS.
|
137 |
+
|
138 |
+
4. BEOPEN SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF THE
|
139 |
+
SOFTWARE FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS
|
140 |
+
AS A RESULT OF USING, MODIFYING OR DISTRIBUTING THE SOFTWARE, OR ANY
|
141 |
+
DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
|
142 |
+
|
143 |
+
5. This License Agreement will automatically terminate upon a material
|
144 |
+
breach of its terms and conditions.
|
145 |
+
|
146 |
+
6. This License Agreement shall be governed by and interpreted in all
|
147 |
+
respects by the law of the State of California, excluding conflict of
|
148 |
+
law provisions. Nothing in this License Agreement shall be deemed to
|
149 |
+
create any relationship of agency, partnership, or joint venture
|
150 |
+
between BeOpen and Licensee. This License Agreement does not grant
|
151 |
+
permission to use BeOpen trademarks or trade names in a trademark
|
152 |
+
sense to endorse or promote products or services of Licensee, or any
|
153 |
+
third party. As an exception, the "BeOpen Python" logos available at
|
154 |
+
http://www.pythonlabs.com/logos.html may be used according to the
|
155 |
+
permissions granted on that web page.
|
156 |
+
|
157 |
+
7. By copying, installing or otherwise using the software, Licensee
|
158 |
+
agrees to be bound by the terms and conditions of this License
|
159 |
+
Agreement.
|
160 |
+
|
161 |
+
|
162 |
+
CNRI LICENSE AGREEMENT FOR PYTHON 1.6.1
|
163 |
+
---------------------------------------
|
164 |
+
|
165 |
+
1. This LICENSE AGREEMENT is between the Corporation for National
|
166 |
+
Research Initiatives, having an office at 1895 Preston White Drive,
|
167 |
+
Reston, VA 20191 ("CNRI"), and the Individual or Organization
|
168 |
+
("Licensee") accessing and otherwise using Python 1.6.1 software in
|
169 |
+
source or binary form and its associated documentation.
|
170 |
+
|
171 |
+
2. Subject to the terms and conditions of this License Agreement, CNRI
|
172 |
+
hereby grants Licensee a nonexclusive, royalty-free, world-wide
|
173 |
+
license to reproduce, analyze, test, perform and/or display publicly,
|
174 |
+
prepare derivative works, distribute, and otherwise use Python 1.6.1
|
175 |
+
alone or in any derivative version, provided, however, that CNRI's
|
176 |
+
License Agreement and CNRI's notice of copyright, i.e., "Copyright (c)
|
177 |
+
1995-2001 Corporation for National Research Initiatives; All Rights
|
178 |
+
Reserved" are retained in Python 1.6.1 alone or in any derivative
|
179 |
+
version prepared by Licensee. Alternately, in lieu of CNRI's License
|
180 |
+
Agreement, Licensee may substitute the following text (omitting the
|
181 |
+
quotes): "Python 1.6.1 is made available subject to the terms and
|
182 |
+
conditions in CNRI's License Agreement. This Agreement together with
|
183 |
+
Python 1.6.1 may be located on the Internet using the following
|
184 |
+
unique, persistent identifier (known as a handle): 1895.22/1013. This
|
185 |
+
Agreement may also be obtained from a proxy server on the Internet
|
186 |
+
using the following URL: http://hdl.handle.net/1895.22/1013".
|
187 |
+
|
188 |
+
3. In the event Licensee prepares a derivative work that is based on
|
189 |
+
or incorporates Python 1.6.1 or any part thereof, and wants to make
|
190 |
+
the derivative work available to others as provided herein, then
|
191 |
+
Licensee hereby agrees to include in any such work a brief summary of
|
192 |
+
the changes made to Python 1.6.1.
|
193 |
+
|
194 |
+
4. CNRI is making Python 1.6.1 available to Licensee on an "AS IS"
|
195 |
+
basis. CNRI MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
|
196 |
+
IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, CNRI MAKES NO AND
|
197 |
+
DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
|
198 |
+
FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON 1.6.1 WILL NOT
|
199 |
+
INFRINGE ANY THIRD PARTY RIGHTS.
|
200 |
+
|
201 |
+
5. CNRI SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON
|
202 |
+
1.6.1 FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS
|
203 |
+
A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON 1.6.1,
|
204 |
+
OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
|
205 |
+
|
206 |
+
6. This License Agreement will automatically terminate upon a material
|
207 |
+
breach of its terms and conditions.
|
208 |
+
|
209 |
+
7. This License Agreement shall be governed by the federal
|
210 |
+
intellectual property law of the United States, including without
|
211 |
+
limitation the federal copyright law, and, to the extent such
|
212 |
+
U.S. federal law does not apply, by the law of the Commonwealth of
|
213 |
+
Virginia, excluding Virginia's conflict of law provisions.
|
214 |
+
Notwithstanding the foregoing, with regard to derivative works based
|
215 |
+
on Python 1.6.1 that incorporate non-separable material that was
|
216 |
+
previously distributed under the GNU General Public License (GPL), the
|
217 |
+
law of the Commonwealth of Virginia shall govern this License
|
218 |
+
Agreement only as to issues arising under or with respect to
|
219 |
+
Paragraphs 4, 5, and 7 of this License Agreement. Nothing in this
|
220 |
+
License Agreement shall be deemed to create any relationship of
|
221 |
+
agency, partnership, or joint venture between CNRI and Licensee. This
|
222 |
+
License Agreement does not grant permission to use CNRI trademarks or
|
223 |
+
trade name in a trademark sense to endorse or promote products or
|
224 |
+
services of Licensee, or any third party.
|
225 |
+
|
226 |
+
8. By clicking on the "ACCEPT" button where indicated, or by copying,
|
227 |
+
installing or otherwise using Python 1.6.1, Licensee agrees to be
|
228 |
+
bound by the terms and conditions of this License Agreement.
|
229 |
+
|
230 |
+
ACCEPT
|
231 |
+
|
232 |
+
|
233 |
+
CWI LICENSE AGREEMENT FOR PYTHON 0.9.0 THROUGH 1.2
|
234 |
+
--------------------------------------------------
|
235 |
+
|
236 |
+
Copyright (c) 1991 - 1995, Stichting Mathematisch Centrum Amsterdam,
|
237 |
+
The Netherlands. All rights reserved.
|
238 |
+
|
239 |
+
Permission to use, copy, modify, and distribute this software and its
|
240 |
+
documentation for any purpose and without fee is hereby granted,
|
241 |
+
provided that the above copyright notice appear in all copies and that
|
242 |
+
both that copyright notice and this permission notice appear in
|
243 |
+
supporting documentation, and that the name of Stichting Mathematisch
|
244 |
+
Centrum or CWI not be used in advertising or publicity pertaining to
|
245 |
+
distribution of the software without specific, written prior
|
246 |
+
permission.
|
247 |
+
|
248 |
+
STICHTING MATHEMATISCH CENTRUM DISCLAIMS ALL WARRANTIES WITH REGARD TO
|
249 |
+
THIS SOFTWARE, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND
|
250 |
+
FITNESS, IN NO EVENT SHALL STICHTING MATHEMATISCH CENTRUM BE LIABLE
|
251 |
+
FOR ANY SPECIAL, INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES
|
252 |
+
WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN
|
253 |
+
ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT
|
254 |
+
OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.
|
.venv/Lib/site-packages/typing-3.10.0.0.dist-info/METADATA
ADDED
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
Metadata-Version: 2.1
|
2 |
+
Name: typing
|
3 |
+
Version: 3.10.0.0
|
4 |
+
Summary: Type Hints for Python
|
5 |
+
Home-page: https://docs.python.org/3/library/typing.html
|
6 |
+
Author: Guido van Rossum, Jukka Lehtosalo, Łukasz Langa, Ivan Levkivskyi
|
7 |
+
Author-email: [email protected]
|
8 |
+
License: PSF
|
9 |
+
Project-URL: Source, https://github.com/python/typing
|
10 |
+
Keywords: typing function annotations type hints hinting checking checker typehints typehinting typechecking backport
|
11 |
+
Platform: UNKNOWN
|
12 |
+
Classifier: Development Status :: 5 - Production/Stable
|
13 |
+
Classifier: Environment :: Console
|
14 |
+
Classifier: Intended Audience :: Developers
|
15 |
+
Classifier: License :: OSI Approved :: Python Software Foundation License
|
16 |
+
Classifier: Operating System :: OS Independent
|
17 |
+
Classifier: Programming Language :: Python :: 2.7
|
18 |
+
Classifier: Programming Language :: Python :: 3.4
|
19 |
+
Classifier: Topic :: Software Development
|
20 |
+
Requires-Python: >=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, <3.5
|
21 |
+
|
22 |
+
Typing -- Type Hints for Python
|
23 |
+
|
24 |
+
This is a backport of the standard library typing module to Python
|
25 |
+
versions older than 3.5. (See note below for newer versions.)
|
26 |
+
|
27 |
+
Typing defines a standard notation for Python function and variable
|
28 |
+
type annotations. The notation can be used for documenting code in a
|
29 |
+
concise, standard format, and it has been designed to also be used by
|
30 |
+
static and runtime type checkers, static analyzers, IDEs and other
|
31 |
+
tools.
|
32 |
+
|
33 |
+
NOTE: in Python 3.5 and later, the typing module lives in the stdlib,
|
34 |
+
and installing this package has NO EFFECT, because stdlib takes higher
|
35 |
+
precedence than the installation directory. To get a newer version of
|
36 |
+
the typing module in Python 3.5 or later, you have to upgrade to a
|
37 |
+
newer Python (bugfix) version. For example, typing in Python 3.6.0 is
|
38 |
+
missing the definition of 'Type' -- upgrading to 3.6.2 will fix this.
|
39 |
+
|
40 |
+
Also note that most improvements to the typing module in Python 3.7
|
41 |
+
will not be included in this package, since Python 3.7 has some
|
42 |
+
built-in support that is not present in older versions (See PEP 560.)
|
43 |
+
|
44 |
+
For package maintainers, it is preferred to use
|
45 |
+
``typing;python_version<"3.5"`` if your package requires it to support
|
46 |
+
earlier Python versions. This will avoid shadowing the stdlib typing
|
47 |
+
module when your package is installed via ``pip install -t .`` on
|
48 |
+
Python 3.5 or later.
|
49 |
+
|
50 |
+
|
.venv/Lib/site-packages/typing-3.10.0.0.dist-info/RECORD
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
typing-3.10.0.0.dist-info/LICENSE,sha256=_xfOlOECAk3raHc-scx0ynbaTmWPNzUx8Kwi1oprsa0,12755
|
2 |
+
typing-3.10.0.0.dist-info/METADATA,sha256=ZMrqFtMBF5truoFjyvYNNd44n84-wErUFcPTKMNrln8,2265
|
3 |
+
typing-3.10.0.0.dist-info/RECORD,,
|
4 |
+
typing-3.10.0.0.dist-info/WHEEL,sha256=OqRkF0eY5GHssMorFjlbTIq072vpHpF60fIQA6lS9xA,92
|
5 |
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typing-3.10.0.0.dist-info/top_level.txt,sha256=oG8QCMTRcfcgGpEVbdwBU2DM8MthjmZSDaaQ6WWHx4o,7
|
6 |
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typing-3.10.0.0.dist-info\INSTALLER,sha256=5hhM4Q4mYTT9z6QB6PGpUAW81PGNFrYrdXMj4oM_6ak,2
|
7 |
+
typing-3.10.0.0.dist-info\REQUESTED,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
|
8 |
+
typing.py,sha256=mgQm2VsmoYw-_Uk5k4PGImBqtQxWmhp6x0nrP7l2flw,81922
|
.venv/Lib/site-packages/typing-3.10.0.0.dist-info/REQUESTED
ADDED
File without changes
|
.venv/Lib/site-packages/typing-3.10.0.0.dist-info/WHEEL
ADDED
@@ -0,0 +1,5 @@
|
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|
|
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|
1 |
+
Wheel-Version: 1.0
|
2 |
+
Generator: bdist_wheel (0.36.2)
|
3 |
+
Root-Is-Purelib: true
|
4 |
+
Tag: py3-none-any
|
5 |
+
|
.venv/Lib/site-packages/typing-3.10.0.0.dist-info/top_level.txt
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
typing
|
.venv/Lib/site-packages/typing_extensions-4.9.0.dist-info/INSTALLER
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
uv
|
.venv/Lib/site-packages/typing_extensions-4.9.0.dist-info/LICENSE
ADDED
@@ -0,0 +1,279 @@
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|
|
|
|
1 |
+
A. HISTORY OF THE SOFTWARE
|
2 |
+
==========================
|
3 |
+
|
4 |
+
Python was created in the early 1990s by Guido van Rossum at Stichting
|
5 |
+
Mathematisch Centrum (CWI, see https://www.cwi.nl) in the Netherlands
|
6 |
+
as a successor of a language called ABC. Guido remains Python's
|
7 |
+
principal author, although it includes many contributions from others.
|
8 |
+
|
9 |
+
In 1995, Guido continued his work on Python at the Corporation for
|
10 |
+
National Research Initiatives (CNRI, see https://www.cnri.reston.va.us)
|
11 |
+
in Reston, Virginia where he released several versions of the
|
12 |
+
software.
|
13 |
+
|
14 |
+
In May 2000, Guido and the Python core development team moved to
|
15 |
+
BeOpen.com to form the BeOpen PythonLabs team. In October of the same
|
16 |
+
year, the PythonLabs team moved to Digital Creations, which became
|
17 |
+
Zope Corporation. In 2001, the Python Software Foundation (PSF, see
|
18 |
+
https://www.python.org/psf/) was formed, a non-profit organization
|
19 |
+
created specifically to own Python-related Intellectual Property.
|
20 |
+
Zope Corporation was a sponsoring member of the PSF.
|
21 |
+
|
22 |
+
All Python releases are Open Source (see https://opensource.org for
|
23 |
+
the Open Source Definition). Historically, most, but not all, Python
|
24 |
+
releases have also been GPL-compatible; the table below summarizes
|
25 |
+
the various releases.
|
26 |
+
|
27 |
+
Release Derived Year Owner GPL-
|
28 |
+
from compatible? (1)
|
29 |
+
|
30 |
+
0.9.0 thru 1.2 1991-1995 CWI yes
|
31 |
+
1.3 thru 1.5.2 1.2 1995-1999 CNRI yes
|
32 |
+
1.6 1.5.2 2000 CNRI no
|
33 |
+
2.0 1.6 2000 BeOpen.com no
|
34 |
+
1.6.1 1.6 2001 CNRI yes (2)
|
35 |
+
2.1 2.0+1.6.1 2001 PSF no
|
36 |
+
2.0.1 2.0+1.6.1 2001 PSF yes
|
37 |
+
2.1.1 2.1+2.0.1 2001 PSF yes
|
38 |
+
2.1.2 2.1.1 2002 PSF yes
|
39 |
+
2.1.3 2.1.2 2002 PSF yes
|
40 |
+
2.2 and above 2.1.1 2001-now PSF yes
|
41 |
+
|
42 |
+
Footnotes:
|
43 |
+
|
44 |
+
(1) GPL-compatible doesn't mean that we're distributing Python under
|
45 |
+
the GPL. All Python licenses, unlike the GPL, let you distribute
|
46 |
+
a modified version without making your changes open source. The
|
47 |
+
GPL-compatible licenses make it possible to combine Python with
|
48 |
+
other software that is released under the GPL; the others don't.
|
49 |
+
|
50 |
+
(2) According to Richard Stallman, 1.6.1 is not GPL-compatible,
|
51 |
+
because its license has a choice of law clause. According to
|
52 |
+
CNRI, however, Stallman's lawyer has told CNRI's lawyer that 1.6.1
|
53 |
+
is "not incompatible" with the GPL.
|
54 |
+
|
55 |
+
Thanks to the many outside volunteers who have worked under Guido's
|
56 |
+
direction to make these releases possible.
|
57 |
+
|
58 |
+
|
59 |
+
B. TERMS AND CONDITIONS FOR ACCESSING OR OTHERWISE USING PYTHON
|
60 |
+
===============================================================
|
61 |
+
|
62 |
+
Python software and documentation are licensed under the
|
63 |
+
Python Software Foundation License Version 2.
|
64 |
+
|
65 |
+
Starting with Python 3.8.6, examples, recipes, and other code in
|
66 |
+
the documentation are dual licensed under the PSF License Version 2
|
67 |
+
and the Zero-Clause BSD license.
|
68 |
+
|
69 |
+
Some software incorporated into Python is under different licenses.
|
70 |
+
The licenses are listed with code falling under that license.
|
71 |
+
|
72 |
+
|
73 |
+
PYTHON SOFTWARE FOUNDATION LICENSE VERSION 2
|
74 |
+
--------------------------------------------
|
75 |
+
|
76 |
+
1. This LICENSE AGREEMENT is between the Python Software Foundation
|
77 |
+
("PSF"), and the Individual or Organization ("Licensee") accessing and
|
78 |
+
otherwise using this software ("Python") in source or binary form and
|
79 |
+
its associated documentation.
|
80 |
+
|
81 |
+
2. Subject to the terms and conditions of this License Agreement, PSF hereby
|
82 |
+
grants Licensee a nonexclusive, royalty-free, world-wide license to reproduce,
|
83 |
+
analyze, test, perform and/or display publicly, prepare derivative works,
|
84 |
+
distribute, and otherwise use Python alone or in any derivative version,
|
85 |
+
provided, however, that PSF's License Agreement and PSF's notice of copyright,
|
86 |
+
i.e., "Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010,
|
87 |
+
2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation;
|
88 |
+
All Rights Reserved" are retained in Python alone or in any derivative version
|
89 |
+
prepared by Licensee.
|
90 |
+
|
91 |
+
3. In the event Licensee prepares a derivative work that is based on
|
92 |
+
or incorporates Python or any part thereof, and wants to make
|
93 |
+
the derivative work available to others as provided herein, then
|
94 |
+
Licensee hereby agrees to include in any such work a brief summary of
|
95 |
+
the changes made to Python.
|
96 |
+
|
97 |
+
4. PSF is making Python available to Licensee on an "AS IS"
|
98 |
+
basis. PSF MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
|
99 |
+
IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, PSF MAKES NO AND
|
100 |
+
DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
|
101 |
+
FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON WILL NOT
|
102 |
+
INFRINGE ANY THIRD PARTY RIGHTS.
|
103 |
+
|
104 |
+
5. PSF SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON
|
105 |
+
FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS
|
106 |
+
A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON,
|
107 |
+
OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
|
108 |
+
|
109 |
+
6. This License Agreement will automatically terminate upon a material
|
110 |
+
breach of its terms and conditions.
|
111 |
+
|
112 |
+
7. Nothing in this License Agreement shall be deemed to create any
|
113 |
+
relationship of agency, partnership, or joint venture between PSF and
|
114 |
+
Licensee. This License Agreement does not grant permission to use PSF
|
115 |
+
trademarks or trade name in a trademark sense to endorse or promote
|
116 |
+
products or services of Licensee, or any third party.
|
117 |
+
|
118 |
+
8. By copying, installing or otherwise using Python, Licensee
|
119 |
+
agrees to be bound by the terms and conditions of this License
|
120 |
+
Agreement.
|
121 |
+
|
122 |
+
|
123 |
+
BEOPEN.COM LICENSE AGREEMENT FOR PYTHON 2.0
|
124 |
+
-------------------------------------------
|
125 |
+
|
126 |
+
BEOPEN PYTHON OPEN SOURCE LICENSE AGREEMENT VERSION 1
|
127 |
+
|
128 |
+
1. This LICENSE AGREEMENT is between BeOpen.com ("BeOpen"), having an
|
129 |
+
office at 160 Saratoga Avenue, Santa Clara, CA 95051, and the
|
130 |
+
Individual or Organization ("Licensee") accessing and otherwise using
|
131 |
+
this software in source or binary form and its associated
|
132 |
+
documentation ("the Software").
|
133 |
+
|
134 |
+
2. Subject to the terms and conditions of this BeOpen Python License
|
135 |
+
Agreement, BeOpen hereby grants Licensee a non-exclusive,
|
136 |
+
royalty-free, world-wide license to reproduce, analyze, test, perform
|
137 |
+
and/or display publicly, prepare derivative works, distribute, and
|
138 |
+
otherwise use the Software alone or in any derivative version,
|
139 |
+
provided, however, that the BeOpen Python License is retained in the
|
140 |
+
Software, alone or in any derivative version prepared by Licensee.
|
141 |
+
|
142 |
+
3. BeOpen is making the Software available to Licensee on an "AS IS"
|
143 |
+
basis. BEOPEN MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
|
144 |
+
IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, BEOPEN MAKES NO AND
|
145 |
+
DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
|
146 |
+
FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF THE SOFTWARE WILL NOT
|
147 |
+
INFRINGE ANY THIRD PARTY RIGHTS.
|
148 |
+
|
149 |
+
4. BEOPEN SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF THE
|
150 |
+
SOFTWARE FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS
|
151 |
+
AS A RESULT OF USING, MODIFYING OR DISTRIBUTING THE SOFTWARE, OR ANY
|
152 |
+
DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
|
153 |
+
|
154 |
+
5. This License Agreement will automatically terminate upon a material
|
155 |
+
breach of its terms and conditions.
|
156 |
+
|
157 |
+
6. This License Agreement shall be governed by and interpreted in all
|
158 |
+
respects by the law of the State of California, excluding conflict of
|
159 |
+
law provisions. Nothing in this License Agreement shall be deemed to
|
160 |
+
create any relationship of agency, partnership, or joint venture
|
161 |
+
between BeOpen and Licensee. This License Agreement does not grant
|
162 |
+
permission to use BeOpen trademarks or trade names in a trademark
|
163 |
+
sense to endorse or promote products or services of Licensee, or any
|
164 |
+
third party. As an exception, the "BeOpen Python" logos available at
|
165 |
+
http://www.pythonlabs.com/logos.html may be used according to the
|
166 |
+
permissions granted on that web page.
|
167 |
+
|
168 |
+
7. By copying, installing or otherwise using the software, Licensee
|
169 |
+
agrees to be bound by the terms and conditions of this License
|
170 |
+
Agreement.
|
171 |
+
|
172 |
+
|
173 |
+
CNRI LICENSE AGREEMENT FOR PYTHON 1.6.1
|
174 |
+
---------------------------------------
|
175 |
+
|
176 |
+
1. This LICENSE AGREEMENT is between the Corporation for National
|
177 |
+
Research Initiatives, having an office at 1895 Preston White Drive,
|
178 |
+
Reston, VA 20191 ("CNRI"), and the Individual or Organization
|
179 |
+
("Licensee") accessing and otherwise using Python 1.6.1 software in
|
180 |
+
source or binary form and its associated documentation.
|
181 |
+
|
182 |
+
2. Subject to the terms and conditions of this License Agreement, CNRI
|
183 |
+
hereby grants Licensee a nonexclusive, royalty-free, world-wide
|
184 |
+
license to reproduce, analyze, test, perform and/or display publicly,
|
185 |
+
prepare derivative works, distribute, and otherwise use Python 1.6.1
|
186 |
+
alone or in any derivative version, provided, however, that CNRI's
|
187 |
+
License Agreement and CNRI's notice of copyright, i.e., "Copyright (c)
|
188 |
+
1995-2001 Corporation for National Research Initiatives; All Rights
|
189 |
+
Reserved" are retained in Python 1.6.1 alone or in any derivative
|
190 |
+
version prepared by Licensee. Alternately, in lieu of CNRI's License
|
191 |
+
Agreement, Licensee may substitute the following text (omitting the
|
192 |
+
quotes): "Python 1.6.1 is made available subject to the terms and
|
193 |
+
conditions in CNRI's License Agreement. This Agreement together with
|
194 |
+
Python 1.6.1 may be located on the internet using the following
|
195 |
+
unique, persistent identifier (known as a handle): 1895.22/1013. This
|
196 |
+
Agreement may also be obtained from a proxy server on the internet
|
197 |
+
using the following URL: http://hdl.handle.net/1895.22/1013".
|
198 |
+
|
199 |
+
3. In the event Licensee prepares a derivative work that is based on
|
200 |
+
or incorporates Python 1.6.1 or any part thereof, and wants to make
|
201 |
+
the derivative work available to others as provided herein, then
|
202 |
+
Licensee hereby agrees to include in any such work a brief summary of
|
203 |
+
the changes made to Python 1.6.1.
|
204 |
+
|
205 |
+
4. CNRI is making Python 1.6.1 available to Licensee on an "AS IS"
|
206 |
+
basis. CNRI MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
|
207 |
+
IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, CNRI MAKES NO AND
|
208 |
+
DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
|
209 |
+
FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON 1.6.1 WILL NOT
|
210 |
+
INFRINGE ANY THIRD PARTY RIGHTS.
|
211 |
+
|
212 |
+
5. CNRI SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON
|
213 |
+
1.6.1 FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS
|
214 |
+
A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON 1.6.1,
|
215 |
+
OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
|
216 |
+
|
217 |
+
6. This License Agreement will automatically terminate upon a material
|
218 |
+
breach of its terms and conditions.
|
219 |
+
|
220 |
+
7. This License Agreement shall be governed by the federal
|
221 |
+
intellectual property law of the United States, including without
|
222 |
+
limitation the federal copyright law, and, to the extent such
|
223 |
+
U.S. federal law does not apply, by the law of the Commonwealth of
|
224 |
+
Virginia, excluding Virginia's conflict of law provisions.
|
225 |
+
Notwithstanding the foregoing, with regard to derivative works based
|
226 |
+
on Python 1.6.1 that incorporate non-separable material that was
|
227 |
+
previously distributed under the GNU General Public License (GPL), the
|
228 |
+
law of the Commonwealth of Virginia shall govern this License
|
229 |
+
Agreement only as to issues arising under or with respect to
|
230 |
+
Paragraphs 4, 5, and 7 of this License Agreement. Nothing in this
|
231 |
+
License Agreement shall be deemed to create any relationship of
|
232 |
+
agency, partnership, or joint venture between CNRI and Licensee. This
|
233 |
+
License Agreement does not grant permission to use CNRI trademarks or
|
234 |
+
trade name in a trademark sense to endorse or promote products or
|
235 |
+
services of Licensee, or any third party.
|
236 |
+
|
237 |
+
8. By clicking on the "ACCEPT" button where indicated, or by copying,
|
238 |
+
installing or otherwise using Python 1.6.1, Licensee agrees to be
|
239 |
+
bound by the terms and conditions of this License Agreement.
|
240 |
+
|
241 |
+
ACCEPT
|
242 |
+
|
243 |
+
|
244 |
+
CWI LICENSE AGREEMENT FOR PYTHON 0.9.0 THROUGH 1.2
|
245 |
+
--------------------------------------------------
|
246 |
+
|
247 |
+
Copyright (c) 1991 - 1995, Stichting Mathematisch Centrum Amsterdam,
|
248 |
+
The Netherlands. All rights reserved.
|
249 |
+
|
250 |
+
Permission to use, copy, modify, and distribute this software and its
|
251 |
+
documentation for any purpose and without fee is hereby granted,
|
252 |
+
provided that the above copyright notice appear in all copies and that
|
253 |
+
both that copyright notice and this permission notice appear in
|
254 |
+
supporting documentation, and that the name of Stichting Mathematisch
|
255 |
+
Centrum or CWI not be used in advertising or publicity pertaining to
|
256 |
+
distribution of the software without specific, written prior
|
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+
permission.
|
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+
|
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+
STICHTING MATHEMATISCH CENTRUM DISCLAIMS ALL WARRANTIES WITH REGARD TO
|
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+
THIS SOFTWARE, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND
|
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+
FITNESS, IN NO EVENT SHALL STICHTING MATHEMATISCH CENTRUM BE LIABLE
|
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+
FOR ANY SPECIAL, INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES
|
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+
WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN
|
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+
ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT
|
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+
OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.
|
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+
|
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+
ZERO-CLAUSE BSD LICENSE FOR CODE IN THE PYTHON DOCUMENTATION
|
268 |
+
----------------------------------------------------------------------
|
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+
|
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+
Permission to use, copy, modify, and/or distribute this software for any
|
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+
purpose with or without fee is hereby granted.
|
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+
|
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+
THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH
|
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+
REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY
|
275 |
+
AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,
|
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+
INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM
|
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+
LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR
|
278 |
+
OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
|
279 |
+
PERFORMANCE OF THIS SOFTWARE.
|
.venv/Lib/site-packages/typing_extensions-4.9.0.dist-info/METADATA
ADDED
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|
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+
Metadata-Version: 2.1
|
2 |
+
Name: typing_extensions
|
3 |
+
Version: 4.9.0
|
4 |
+
Summary: Backported and Experimental Type Hints for Python 3.8+
|
5 |
+
Keywords: annotations,backport,checker,checking,function,hinting,hints,type,typechecking,typehinting,typehints,typing
|
6 |
+
Author-email: "Guido van Rossum, Jukka Lehtosalo, Łukasz Langa, Michael Lee" <[email protected]>
|
7 |
+
Requires-Python: >=3.8
|
8 |
+
Description-Content-Type: text/markdown
|
9 |
+
Classifier: Development Status :: 5 - Production/Stable
|
10 |
+
Classifier: Environment :: Console
|
11 |
+
Classifier: Intended Audience :: Developers
|
12 |
+
Classifier: License :: OSI Approved :: Python Software Foundation License
|
13 |
+
Classifier: Operating System :: OS Independent
|
14 |
+
Classifier: Programming Language :: Python :: 3
|
15 |
+
Classifier: Programming Language :: Python :: 3 :: Only
|
16 |
+
Classifier: Programming Language :: Python :: 3.8
|
17 |
+
Classifier: Programming Language :: Python :: 3.9
|
18 |
+
Classifier: Programming Language :: Python :: 3.10
|
19 |
+
Classifier: Programming Language :: Python :: 3.11
|
20 |
+
Classifier: Programming Language :: Python :: 3.12
|
21 |
+
Classifier: Topic :: Software Development
|
22 |
+
Project-URL: Bug Tracker, https://github.com/python/typing_extensions/issues
|
23 |
+
Project-URL: Changes, https://github.com/python/typing_extensions/blob/main/CHANGELOG.md
|
24 |
+
Project-URL: Documentation, https://typing-extensions.readthedocs.io/
|
25 |
+
Project-URL: Home, https://github.com/python/typing_extensions
|
26 |
+
Project-URL: Q & A, https://github.com/python/typing/discussions
|
27 |
+
Project-URL: Repository, https://github.com/python/typing_extensions
|
28 |
+
|
29 |
+
# Typing Extensions
|
30 |
+
|
31 |
+
[](https://gitter.im/python/typing)
|
32 |
+
|
33 |
+
[Documentation](https://typing-extensions.readthedocs.io/en/latest/#) –
|
34 |
+
[PyPI](https://pypi.org/project/typing-extensions/)
|
35 |
+
|
36 |
+
## Overview
|
37 |
+
|
38 |
+
The `typing_extensions` module serves two related purposes:
|
39 |
+
|
40 |
+
- Enable use of new type system features on older Python versions. For example,
|
41 |
+
`typing.TypeGuard` is new in Python 3.10, but `typing_extensions` allows
|
42 |
+
users on previous Python versions to use it too.
|
43 |
+
- Enable experimentation with new type system PEPs before they are accepted and
|
44 |
+
added to the `typing` module.
|
45 |
+
|
46 |
+
`typing_extensions` is treated specially by static type checkers such as
|
47 |
+
mypy and pyright. Objects defined in `typing_extensions` are treated the same
|
48 |
+
way as equivalent forms in `typing`.
|
49 |
+
|
50 |
+
`typing_extensions` uses
|
51 |
+
[Semantic Versioning](https://semver.org/). The
|
52 |
+
major version will be incremented only for backwards-incompatible changes.
|
53 |
+
Therefore, it's safe to depend
|
54 |
+
on `typing_extensions` like this: `typing_extensions >=x.y, <(x+1)`,
|
55 |
+
where `x.y` is the first version that includes all features you need.
|
56 |
+
|
57 |
+
## Included items
|
58 |
+
|
59 |
+
See [the documentation](https://typing-extensions.readthedocs.io/en/latest/#) for a
|
60 |
+
complete listing of module contents.
|
61 |
+
|
62 |
+
## Contributing
|
63 |
+
|
64 |
+
See [CONTRIBUTING.md](https://github.com/python/typing_extensions/blob/main/CONTRIBUTING.md)
|
65 |
+
for how to contribute to `typing_extensions`.
|
66 |
+
|
.venv/Lib/site-packages/typing_extensions-4.9.0.dist-info/RECORD
ADDED
@@ -0,0 +1,7 @@
|
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|
1 |
+
typing_extensions-4.9.0.dist-info/LICENSE,sha256=Oy-B_iHRgcSZxZolbI4ZaEVdZonSaaqFNzv7avQdo78,13936
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2 |
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typing_extensions-4.9.0.dist-info/METADATA,sha256=ebx5L9BIL5U8F_82bApE9QHP5izlymctyyI4Ey1bTck,2966
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typing_extensions-4.9.0.dist-info/RECORD,,
|
4 |
+
typing_extensions-4.9.0.dist-info/WHEEL,sha256=EZbGkh7Ie4PoZfRQ8I0ZuP9VklN_TvcZ6DSE5Uar4z4,81
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5 |
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typing_extensions-4.9.0.dist-info\INSTALLER,sha256=5hhM4Q4mYTT9z6QB6PGpUAW81PGNFrYrdXMj4oM_6ak,2
|
6 |
+
typing_extensions-4.9.0.dist-info\REQUESTED,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
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+
typing_extensions.py,sha256=R1TPIKi5cxfmdVZfNaDB7WjKgEY4deP5D2CS3XR3hcQ,110125
|
.venv/Lib/site-packages/typing_extensions-4.9.0.dist-info/REQUESTED
ADDED
File without changes
|
.venv/Lib/site-packages/typing_extensions-4.9.0.dist-info/WHEEL
ADDED
@@ -0,0 +1,4 @@
|
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|
1 |
+
Wheel-Version: 1.0
|
2 |
+
Generator: flit 3.9.0
|
3 |
+
Root-Is-Purelib: true
|
4 |
+
Tag: py3-none-any
|
.venv/Lib/site-packages/tzdata/__init__.py
ADDED
@@ -0,0 +1,6 @@
|
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|
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|
|
|
|
|
1 |
+
# IANA versions like 2020a are not valid PEP 440 identifiers; the recommended
|
2 |
+
# way to translate the version is to use YYYY.n where `n` is a 0-based index.
|
3 |
+
__version__ = "2024.2"
|
4 |
+
|
5 |
+
# This exposes the original IANA version number.
|
6 |
+
IANA_VERSION = "2024b"
|
.venv/Lib/site-packages/tzdata/zoneinfo/CET
ADDED
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.venv/Lib/site-packages/tzdata/zoneinfo/CST6CDT
ADDED
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.venv/Lib/site-packages/tzdata/zoneinfo/Cuba
ADDED
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