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Snap Inc. Non-Commercial License
Copyright (c) 2025 Snap Inc. All rights reserved.
This sample code is made available by Snap Inc. for non-commercial, research purposes only.
Non-commercial means not intended for or directed towards commercial advantage or monetary compensation. Research purposes mean solely for academic study, instruction, or non-commercial research, testing or validation.
No commercial license, whether implied or otherwise, is granted in or to this sample code or any related patents, unless you have entered into a separate agreement with Snap Inc. for such rights.
This sample code is provided as-is, without warranty of any kind, express or implied, including any warranties of merchantability, title, fitness for a particular purpose, non-infringement, or that the code is free of defects, errors or viruses. In no event will Snap Inc. be liable for any damages or losses of any kind arising from this sample code or your use thereof.
Any redistribution of this sample code, including in binary form, must retain or reproduce this license text including all copyright notices, conditions and disclaimers.
Third-Party Software
This sample code may require, link to or interact with the following third-party components, each of which is governed by its own respective license:
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absl-py Copyright 2025 Google LLC. The absl-py project can be found at: https://github.com/abseil/abseil-py. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/abseil/abseil-py/blob/master/LICENSE.
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aiohappyeyeballs Copyright 2024 Jukka Niiranen. The aiohappyeyeballs project can be found at: https://github.com/jnijssi/aiohappyeyeballs. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/jnijssi/aiohappyeyeballs/blob/main/LICENSE.
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aiohttp Copyright 2025 Andrew Svetlov. The aiohttp project can be found at: https://github.com/aio-libs/aiohttp. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/aio-libs/aiohttp/blob/master/LICENSE.txt.
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aiosignal Copyright 2025 Andrew Svetlov. The aiosignal project can be found at: https://github.com/aio-libs/aiosignal. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/aio-libs/aiosignal/blob/master/LICENSE.txt.
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antlr4-python3-runtime Copyright 2012-2025 Terence Parr. The antlr4-python3-runtime project can be found at: https://github.com/antlr/antlr4/. This software is licensed under the BSD License. A copy of the license can be found at: https://github.com/antlr/antlr4/blob/master/LICENSE.txt.
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astunparse Copyright 2017-2025 astunparse authors. The astunparse project can be found at: https://github.com/simonpercivall/astunparse. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/simonpercivall/astunparse/blob/master/LICENSE.
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async-timeout Copyright 2025 Andrew Svetlov. The async-timeout project can be found at: https://github.com/aio-libs/async-timeout. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/aio-libs/async-timeout/blob/master/LICENSE.txt.
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attrs Copyright 2015-2025 Hynek Schlawack. The attrs project can be found at: https://github.com/python-attrs/attrs. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/python-attrs/attrs/blob/main/LICENSE.
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cachetools Copyright 2017-2025 Thomas Kemmer. The cachetools project can be found at: https://github.com/tkem/cachetools. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/tkem/cachetools/blob/master/LICENSE.
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certifi Copyright 2025 Mozilla Foundation. The certifi project can be found at: https://github.com/certifi/python-certifi. This software is licensed under the Mozilla Public License, Version 2.0. A copy of the license can be found at: https://www.mozilla.org/en-US/MPL/2.0/.
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charset-normalizer Copyright 2021-2025 Ahmed TAHRI. The charset-normalizer project can be found at: https://github.com/charset-normalizer/charset-normalizer. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/charset-normalizer/charset-normalizer/blob/main/LICENSE.
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fastavro Copyright 2025 fastavro authors. The fastavro project can be found at: https://github.com/fastavro/fastavro. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/fastavro/fastavro/blob/master/LICENSE.
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filelock Copyright 2025 tox-dev. The filelock project can be found at: https://github.com/tox-dev/py-filelock. This software is licensed under the The Unlicense. A copy of the license can be found at: https://github.com/tox-dev/py-filelock/blob/main/LICENSE.
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flatbuffers Copyright 2013-2025 Google LLC. The flatbuffers project can be found at: https://github.com/google/flatbuffers. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/google/flatbuffers/blob/master/LICENSE.
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frozenlist Copyright 2025 Andrew Svetlov. The frozenlist project can be found at: https://github.com/aio-libs/frozenlist. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/aio-libs/frozenlist/blob/master/LICENSE.txt.
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fsspec Copyright 2025 fsspec developers. The fsspec project can be found at: https://github.com/fsspec/filesystem_spec. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/fsspec/filesystem_spec/blob/main/LICENSE.
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gast Copyright 2019-2025 Gast contributors. The gast project can be found at: https://github.com/serge-sans-paille/gast. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/serge-sans-paille/gast/blob/master/LICENSE.
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google-auth Copyright 2015-2025 Google LLC. The google-auth project can be found at: https://github.com/googleapis/google-auth-library-python. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/googleapis/google-auth-library-python/blob/main/LICENSE.
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google-auth-oauthlib Copyright 2017-2025 Google LLC. The google-auth-oauthlib project can be found at: https://github.com/googleapis/google-auth-oauthlib-python. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/googleapis/google-auth-oauthlib-python/blob/main/LICENSE.
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google-pasta Copyright 2018-2025 Google LLC. The google-pasta project can be found at: https://github.com/google/pasta. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/google/pasta/blob/master/LICENSE.
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grpcio Copyright 2014-2025 Google LLC. The grpcio project can be found at: https://github.com/grpc/grpc. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/grpc/grpc/blob/master/LICENSE.
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h5py Copyright 2008-2025 Andrew Collette. The h5py project can be found at: https://github.com/h5py/h5py. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/h5py/h5py/blob/master/LICENSE.txt.
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hf-xet Copyright 2023-2025 Hugging Face. The hf-xet project can be found at: https://github.com/huggingface/hf-xet. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/huggingface/hf-xet/blob/main/LICENSE.
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huggingface-hub Copyright 2021-2025 Hugging Face, Inc. The huggingface-hub project can be found at: https://github.com/huggingface/huggingface_hub. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/huggingface/huggingface_hub/blob/main/LICENSE.
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hydra-core Copyright 2025 Omry Yadan. The hydra-core project can be found at: https://github.com/facebookresearch/hydra. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/facebookresearch/hydra/blob/master/LICENSE.
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idna Copyright 2015-2025 David Reid. The idna project can be found at: https://github.com/kjd/idna. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/kjd/idna/blob/master/LICENSE.rst.
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Jinja2 Copyright 2007-2025 Armin Ronacher. The Jinja2 project can be found at: https://github.com/pallets/jinja. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/pallets/jinja/blob/main/LICENSE.rst.
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keras Copyright 2015-2025 François Chollet. The keras project can be found at: https://github.com/keras-team/keras. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/keras-team/keras/blob/master/LICENSE.
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libclang Copyright 2025 LLVM Project. The libclang project can be found at: https://github.com/llvm/llvm-project. This software is licensed under the LLVM License. A copy of the license can be found at: https://github.com/llvm/llvm-project/blob/main/llvm/LICENSE.TXT.
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lightning-utilities Copyright 2025 Lightning AI. The lightning-utilities project can be found at: https://github.com/Lightning-AI/utilities. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/Lightning-AI/utilities/blob/main/LICENSE.
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Markdown Copyright 2007-2025 Python Markdown Team. The Markdown project can be found at: https://github.com/Python-Markdown/markdown. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/Python-Markdown/markdown/blob/master/LICENSE.md.
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markdown-it-py Copyright 2014-2025 Vitaly Puzrin. The markdown-it-py project can be found at: https://github.com/executablebooks/markdown-it-py. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/executablebooks/markdown-it-py/blob/main/LICENSE.
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MarkupSafe Copyright 2010-2025 Armin Ronacher. The MarkupSafe project can be found at: https://github.com/pallets/markupsafe. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/pallets/markupsafe/blob/main/LICENSE.rst.
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mdurl Copyright 2015-2025 Vitaly Puzrin. The mdurl project can be found at: https://github.com/executablebooks/mdurl. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/executablebooks/mdurl/blob/main/LICENSE.
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ml_dtypes Copyright 2024-2025 Google LLC. The ml_dtypes project can be found at: https://github.com/jax-ml/ml_dtypes. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/jax-ml/ml_dtypes/blob/main/LICENSE.
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mpmath Copyright 2025 Fredrik Johansson. The mpmath project can be found at: https://github.com/fredrik-johansson/mpmath. This software is licensed under the BSD License. A copy of the license can be found at: https://github.com/fredrik-johansson/mpmath/blob/master/LICENSE.
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multidict Copyright 2025 Andrew Svetlov. The multidict project can be found at: https://github.com/aio-libs/multidict. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/aio-libs/multidict/blob/master/LICENSE.txt.
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namex Copyright 2022-2025 Google LLC. The namex project can be found at: https://github.com/keras-team/namex. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/keras-team/namex/blob/main/LICENSE.
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networkx Copyright 2004-2025 NetworkX Developers. The networkx project can be found at: https://github.com/networkx/networkx. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/networkx/networkx/blob/main/LICENSE.txt.
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numpy Copyright 2005-2025 NumPy Developers. The numpy project can be found at: https://github.com/numpy/numpy. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/numpy/numpy/blob/main/LICENSE.txt.
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NVIDIA CUDA Toolkit Copyright 2025 NVIDIA Corporation. The NVIDIA CUDA Toolkit can be found at: https://developer.nvidia.com/cuda-toolkit. This software is licensed under a commercial license. A copy of the license can be found at: https://docs.nvidia.com/cuda/archive/13.0.0/eula/contents.html#
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oauthlib Copyright 2025 The OAuthlib Project. The oauthlib project can be found at: https://github.com/oauthlib/oauthlib. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/oauthlib/oauthlib/blob/master/COPYING.
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omegaconf Copyright 2025 Omry Yadan. The omegaconf project can be found at: https://github.com/omry/omegaconf. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/omry/omegaconf/blob/master/LICENSE.
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opt_einsum Copyright 2025 opt_einsum contributors. The opt_einsum project can be found at: https://github.com/dgasmith/opt_einsum. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/dgasmith/opt_einsum/blob/master/LICENSE.
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optree Copyright 2022-2025 Google LLC. The optree project can be found at: https://github.com/google/optree. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/google/optree/blob/main/LICENSE.
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packaging Copyright 2014-2025 Donald Stufft and individual contributors. The packaging project can be found at: https://github.com/pypa/packaging. This software is licensed under the BSD 2-Clause "Simplified" License. A copy of the license can be found at: https://github.com/pypa/packaging/blob/main/LICENSE.
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pillow Copyright 2010-2025 The Pillow Developers. The pillow project can be found at: https://github.com/python-pillow/Pillow. This software is licensed under the PIL Software License (BSD-like). A copy of the license can be found at: https://github.com/python-pillow/Pillow/blob/main/LICENSE.
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propcache Copyright 2025 Adam C. Jones. The propcache project can be found at: https://github.com/adamcjones/propcache. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/adamcjones/propcache/blob/main/LICENSE.txt.
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protobuf Copyright 2008-2025 Google LLC. The protobuf project can be found at: https://github.com/protocolbuffers/protobuf. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/protocolbuffers/protobuf/blob/main/LICENSE.
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psutil Copyright 2009-2025 Giampaolo Rodola. The psutil project can be found at: https://github.com/giampaolo/psutil. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/giampaolo/psutil/blob/master/LICENSE.
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pyarrow Copyright 2017-2025 The Apache Software Foundation. The pyarrow project can be found at: https://github.com/apache/arrow. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/apache/arrow/blob/main/LICENSE.txt.
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pyasn1 Copyright 2005-2025 Ilya Etingof. The pyasn1 project can be found at: https://github.com/etingof/pyasn1. This software is licensed under the BSD 2-Clause "Simplified" License. A copy of the license can be found at: https://github.com/etingof/pyasn1/blob/master/LICENSE.
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pyasn1_modules Copyright 2005-2025 Ilya Etingof. The pyasn1_modules project can be found at: https://github.com/etingof/pyasn1-modules. This software is licensed under the BSD 2-Clause "Simplified" License. A copy of the license can be found at: https://github.com/etingof/pyasn1-modules/blob/master/LICENSE.
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Pygments Copyright 2006-2025 Georg Brandl. The Pygments project can be found at: https://github.com/pygments/pygments. This software is licensed under the BSD 2-Clause "Simplified" License. A copy of the license can be found at: https://github.com/pygments/pygments/blob/master/LICENSE.
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python-dotenv Copyright 2025 Satoru Fujiwara. The python-dotenv project can be found at: https://github.com/theskumar/python-dotenv. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/theskumar/python-dotenv/blob/main/LICENSE.
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pytorch-lightning Copyright 2019-2025 Lightning AI. The pytorch-lightning project can be found at: https://github.com/Lightning-AI/lightning. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/Lightning-AI/lightning/blob/master/LICENSE.
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PyYAML Copyright 2017-2025 Ingy dot Net. The PyYAML project can be found at: https://github.com/yaml/pyyaml. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/yaml/pyyaml/blob/master/LICENSE.
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RapidFuzz Copyright 2022-2025 Max Bachmann. The RapidFuzz project can be found at: https://github.com/rapidfuzz/RapidFuzz. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/rapidfuzz/RapidFuzz/blob/main/LICENSE.md.
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regex Copyright 2025 Matthew Barnett. The regex project can be found at: https://github.com/mrabarnett/mrab-regex. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/mrabarnett/mrab-regex/blob/master/LICENSE.
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requests Copyright 2025 Kenneth Reitz. The requests project can be found at: https://github.com/psf/requests. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/psf/requests/blob/main/LICENSE.
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requests-oauthlib Copyright 2025 The OAuthlib Project. The requests-oauthlib project can be found at: https://github.com/requests/requests-oauthlib. This software is licensed under the BSD 2-Clause "Simplified" License. A copy of the license can be found at: https://github.com/requests/requests-oauthlib/blob/master/LICENSE.
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rich Copyright 2025 Will McGugan. The rich project can be found at: https://github.com/Textualize/rich. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/Textualize/rich/blob/master/LICENSE.
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rootutils Copyright 2022-2025 Jirka Borovec. The rootutils project can be found at: https://github.com/Lightning-AI/rootutils. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/Lightning-AI/rootutils/blob/main/LICENSE.
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rsa Copyright 2014-2025 Sybren A. Stüvel. The rsa project can be found at: https://github.com/sybrenstuvel/python-rsa. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/sybrenstuvel/python-rsa/blob/master/LICENSE.
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safetensors Copyright 2022-2025 Hugging Face, Inc. The safetensors project can be found at: https://github.com/huggingface/safetensors. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/huggingface/safetensors/blob/main/LICENSE.
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scipy Copyright 2001-2025 SciPy Developers. The scipy project can be found at: https://github.com/scipy/scipy. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/scipy/scipy/blob/main/LICENSE.txt.
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six Copyright 2010-2025 Benjamin Peterson. The six project can be found at: https://github.com/benjaminp/six. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/benjaminp/six/blob/master/LICENSE.
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sympy Copyright 2006-2025 SymPy Development Team. The sympy project can be found at: https://github.com/sympy/sympy. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/sympy/sympy/blob/master/LICENSE.
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tensorboard Copyright 2025 Google LLC. The tensorboard project can be found at: https://github.com/tensorflow/tensorboard. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/tensorflow/tensorboard/blob/master/LICENSE.
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tensorboard-data-server Copyright 2025 Google LLC. The tensorboard-data-server project can be found at: https://github.com/tensorflow/tensorboard-data-server. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/tensorflow/tensorboard-data-server/blob/master/LICENSE.
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tensorboard-plugin-wit Copyright 2025 Google LLC. The tensorboard-plugin-wit project can be found at: https://github.com/tensorflow/tensorboard-plugin-wit. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/tensorflow/tensorboard-plugin-wit/blob/master/LICENSE.
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tensorboardX Copyright 2017-2025 T. M. Li. The tensorboardX project can be found at: https://github.com/lanpa/tensorboardX. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/lanpa/tensorboardX/blob/master/LICENSE.
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tensorflow Copyright 2015-2025 Google LLC. The tensorflow project can be found at: https://github.com/tensorflow/tensorflow. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/tensorflow/tensorflow/blob/master/LICENSE.
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tensorflow-estimator Copyright 2025 Google LLC. The tensorflow-estimator project can be found at: https://github.com/tensorflow/estimator. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/tensorflow/estimator/blob/master/LICENSE.
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tensorflow-io-gcs-filesystem Copyright 2025 Google LLC. The tensorflow-io-gcs-filesystem project can be found at: https://github.com/tensorflow/io. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/tensorflow/io/blob/master/LICENSE.
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termcolor Copyright 2008-2025 Konstantin Chugui. The termcolor project can be found at: https://github.com/termcolor/termcolor. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/termcolor/termcolor/blob/master/LICENSE.
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tokenizers Copyright 2025 Hugging Face, Inc. The tokenizers project can be found at: https://github.com/huggingface/tokenizers. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/huggingface/tokenizers/blob/main/LICENSE.
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torch Copyright 2016-2025 Facebook, Inc. The torch project can be found at: https://github.com/pytorch/pytorch. This software is licensed under the BSD-style License. A copy of the license can be found at: https://github.com/pytorch/pytorch/blob/master/LICENSE.
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torchaudio Copyright 2025 Facebook, Inc. The torchaudio project can be found at: https://github.com/pytorch/audio. This software is licensed under the BSD-style License. A copy of the license can be found at: https://github.com/pytorch/audio/blob/main/LICENSE.
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torchmetrics Copyright 2020-2025 Lightning AI. The torchmetrics project can be found at: https://github.com/Lightning-AI/torchmetrics. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/Lightning-AI/torchmetrics/blob/master/LICENSE.
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torchvision Copyright 2025 Facebook, Inc. The torchvision project can be found at: https://github.com/pytorch/vision. This software is licensed under the BSD-style License. A copy of the license can be found at: https://github.com/pytorch/vision/blob/main/LICENSE.
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tqdm Copyright 2025 tqdm contributors. The tqdm project can be found at: https://github.com/tqdm/tqdm. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/tqdm/tqdm/blob/master/LICENCE.
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transformers Copyright 2019-2025 Hugging Face, Inc. The transformers project can be found at: https://github.com/huggingface/transformers. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/huggingface/transformers/blob/main/LICENSE.
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triton Copyright 2025 OpenAI and contributors. The triton project can be found at: https://github.com/openai/triton. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/openai/triton/blob/main/LICENSE.
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typing_extensions Copyright 2025 Python Software Foundation. The typing_extensions project can be found at: https://github.com/python/typing_extensions. This software is licensed under the Python Software Foundation License Version 2. A copy of the license can be found at: https://docs.python.org/3/license.html.
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urllib3 Copyright 2025 urllib3 contributors. The urllib3 project can be found at: https://github.com/urllib3/urllib3. This software is licensed under the MIT License. A copy of the license can be found at: https://github.com/urllib3/urllib3/blob/main/LICENSE.txt.
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Werkzeug Copyright 2007-2025 Armin Ronacher. The Werkzeug project can be found at: https://github.com/pallets/werkzeug. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/pallets/werkzeug/blob/main/LICENSE.rst.
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wrapt Copyright 2013-2025 Graham Dumpleton. The wrapt project can be found at: https://github.com/GrahamDumpleton/wrapt. This software is licensed under the BSD 3-Clause License. A copy of the license can be found at: https://github.com/GrahamDumpleton/wrapt/blob/master/LICENSE.
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yarl Copyright 2025 Andrew Svetlov. The yarl project can can be found at: https://github.com/aio-libs/yarl. This software is licensed under the Apache License, Version 2.0. A copy of the license can be found at: https://github.com/aio-libs/yarl/blob/master/LICENSE.txt.
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