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annotated-types 0.8.0: https://github.com/annotated-types/annotated-types : MIT License
black 26.3.1: https://github.com/ambv/black : MIT License
Click - Python Command Line Utility 8.4.2: http://click.pocoo.org/ : BSD 3-clause "New" or "Revised" License
ddt 1.7.2: http://ddt.readthedocs.org/ : MIT License
einops 0.8.2: https://github.com/arogozhnikov/einops : MIT License
exceptiongroup 1.3.1: https://github.com/python-trio/exceptiongroup : MIT License
expecttest 0.1.3: https://github.com/ezyang/ghstack : MIT License
looseversion 1.3.0: https://github.com/effigies/looseversion : Python Software Foundation License 2.0
mypy-extensions 1.1.0: http://www.mypy-lang.org/ : MIT License
Packaging 26.2: https://github.com/pypa/packaging : (BSD 2-clause "Simplified" License OR Apache License 2.0)
pathspec 1.1.1: https://github.com/cpburnz/python-path-specification : Mozilla Public License 2.0
platformdirs 4.11.3: https://platformdirs.readthedocs.io : MIT License
pydantic 2.13.4: https://pydantic-docs.helpmanual.io/ : MIT License
pydantic-core 2.46.4: https://github.com/pydantic/pydantic-core : MIT License
Pygments - Python syntax highlighter 2.21.0: http://pygments.org/ : BSD 2-clause "Simplified" License
pypi/setuptools 69.5.1: https://pypi.org/project/setuptools/ : MIT License
pytest 9.0.2: http://pytest.org : MIT License
python-pluggy 1.6.0: https://pypi.python.org/pypi/pluggy : MIT License
python-typing-extensions 4.16.0 : Python Software Foundation License 2.0
pytokens 0.4.1: https://github.com/tusharsadhwani/pytokens : MIT License
pytorch 2.9.0: http://pytorch.org : BSD 3-clause "New" or "Revised" License
RonnyPfannschmidt/iniconfig 2.3.0: https://github.com/RonnyPfannschmidt/iniconfig : MIT License
tomli 2.4.1: https://github.com/hukkin/tomli : MIT License
typing-inspection 0.4.4 : MIT License
vllm 0.8.5: https://docs.vllm.ai : Apache License 2.0
vllm v0.11.1rc1: https://docs.vllm.ai : Apache License 2.0
xformers 0.0.20.dev537: https://facebookresearch.github.io/xformers/ : BSD 3-clause "New" or "Revised" License

Copyright Text: 

annotated-types 0.8.0 pypi:annotated-types/0.8.0: https://github.com/annotated-types/annotated-types
	Copyright (C) 2022 the contributors
black 26.3.1 pypi:black/26.3.1: https://github.com/ambv/black
	Copyright (C) 1991-1995 Stichting Mathematisch Centrum Amsterdam, The Netherlands. All rights reserved
	Copyright (C) 1995-2001 Corporation for National Research Initiatives; All Rights
	Copyright (C) 2001-2006 Python Software Foundation.
	Copyright (C) 2004-2005 Elemental Security, Inc. All Rights Reserved
	Copyright (C) 2006 Google, Inc. All Rights Reserved
	Copyright (C) 2019 Reece Hart
Click - Python Command Line Utility 8.4.2 pypi:click/8.4.2: http://click.pocoo.org/
	Copyright (C) 2001-2006 Gregory P. Ward
	Copyright (C) 2001-2006 Gregory P. Ward. All rights reserved
	Copyright (C) 2002-2006 Python Software Foundation
	Copyright (C) 2002-2006 Python Software Foundation. All rights reserved
	Copyright (C) 2014 Pallets
ddt 1.7.2 pypi:ddt/1.7.2: http://ddt.readthedocs.org/
	No Copyrights found
einops 0.8.2 pypi:einops/0.8.2: https://github.com/arogozhnikov/einops
	Copyright (C) 2018 Alex Rogozhnikov
exceptiongroup 1.3.1 pypi:exceptiongroup/1.3.1: https://github.com/python-trio/exceptiongroup
	Copyright (C) 2022 Alex Gr
expecttest 0.1.3 pypi:expecttest/0.1.3: https://github.com/ezyang/ghstack
	No Copyrights found
looseversion 1.3.0 pypi:looseversion/1.3.0: https://github.com/effigies/looseversion
	No Copyrights found
mypy-extensions 1.1.0 pypi:mypy-extensions/1.1.0: http://www.mypy-lang.org/
	Copyright (C) 2016-2017 Jukka Lehtosalo and contributors
Packaging 26.2 pypi:packaging/26.2: https://github.com/pypa/packaging
	Copyright (C) 2017present Ofek Lev <oss@ofek.dev>
pathspec 1.1.1 pypi:pathspec/1.1.1: https://github.com/cpburnz/python-path-specification
	Copyright (C) 2013-2026 Caleb P. Burns
platformdirs 4.11.3 pypi:platformdirs/4.11.3: https://platformdirs.readthedocs.io
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pydantic 2.13.4 pypi:pydantic/2.13.4: https://pydantic-docs.helpmanual.io/
	Copyright (C) 2017 to present Pydantic Services Inc. and individual contributors.
pydantic-core 2.46.4 pypi:pydantic_core/2.46.4: https://github.com/pydantic/pydantic-core
	Copyright (C) 2022 Samuel Colvin
Pygments - Python syntax highlighter 2.21.0 pypi:Pygments/2.21.0: http://pygments.org/
	No Copyrights found
pypi/setuptools 69.5.1 pypi:setuptools/69.5.1: https://pypi.org/project/setuptools/
	Copyright (C) 2002 Lars Gustaebel <lars@gustaebel.de>
pytest 9.0.2 pypi:pytest/9.0.2: http://pytest.org
	Copyright (C) 2004 Holger Krekel and others
	Copyright (C) 2014 Gregory Boissinot
	Copyright (C) Holger Krekel and others, 2004.
python-pluggy 1.6.0 pypi:pluggy/1.6.0: https://pypi.python.org/pypi/pluggy
	Copyright (C) 2015 holger krekel (rather uses bitbucket/hpk42)
python-typing-extensions 4.16.0 pypi:typing-extensions/4.16.0
	Copyright (C) 1991-1995 Stichting Mathematisch Centrum Amsterdam, The Netherlands. All rights reserved
pytokens 0.4.1 pypi:pytokens/0.4.1: https://github.com/tusharsadhwani/pytokens
	Copyright (C) 2024 Tushar Sadhwani
pytorch 2.9.0 github:pytorch/pytorch:v2.9.0: http://pytorch.org
	Copyright (C) (c) 2008-2009 Bjoern Hoehrmann <bjoern@hoehrmann.de> @sa http://bjoern.hoehrmann.de/utf-8/decoder/dfa/ static std::uint8_t decode(std::uint8_t& state, std::uint32_t& codep, const s
	Copyright (C) (c) 2017-2025 NVIDIA CORPORATION
	Copyright (C) 1984, 1987, 1992, 2000 by Stephen L. Moshier Permission has been kindly provided by the original author to incorporate the Cephes software into the Eigen codebase:
	Copyright (C) 1984, 1989-1991, 1999, 2000-2015 Free Software Foundation, Inc.
	Copyright (C) 1985, 1987, 1992 by Stephen L. Moshier Direct inquiries to 30 Frost Street, Cambridge, MA 02140
	Copyright (C) 1985, 1987, 1992 by Stephen L. Moshier Direct inquiries to 30 Frost Street, Cambridge, MA 02140 const Scalar zero = 0; const Scalar one = 1; const Scalar nan = NumTraits<Scalar>::quiet_NaN()
	Copyright (C) 1990-2001 Lucent Technologies Permission to use, copy, modify, and distribute this software and its documentation for any purpose and without fee is hereby granted, provided that the a
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	Copyright (C) 1994-2012 Lua.org, PUC-Rio" define LUA_AUTHORS "R. Ierusalimschy, L. H. de Figueiredo & W. Celes"
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	Copyright (C) 1997-2001 Authors: Andrew Lumsdaine <lums@osl.iu.edu> Lie-Quan Lee <llee@osl.iu.edu> This file is part of the Iterative Template Library
	Copyright (C) 1997-2002 Makoto Matsumoto and Takuji Nishimura
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	Copyright (C) 2001 Dr Martin Porter,
	Copyright (C) 2001 Intel Corporation. Permition is granted to use, copy, distribute and prepare derivative works of this library for any purpose and without fee, provided, that the above copyright not
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	Copyright (C) 2001-2004 Idiap Research Institute (Ronan Collobert, Samy Bengio, Johnny Mariethoz) From Caffe2:
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	Copyright (C) 2002 by Lucent Technologies. Permission to use, copy, modify, and distribute this software for any purpose without fee is hereby granted, provided that this entire notice is included in 
	Copyright (C) 2002 Niels Provos <provos@citi.umich.edu> All rights reserved
	Copyright (C) 2002 NVIDIA Corporation. NVIDIA Corporation("NVIDIA") supplies this software to you in consideration of your agreement to the following terms, and your use, installation, modification o
	Copyright (C) 2002 Richard Boulton. All rights reserved
	Copyright (C) 2002-2007 Yves Renard This file is a part of GETFEM++
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	Copyright (C) 2002-2016 Tiago Dionizio, Doug Currie
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	Copyright (C) 2003 SKC, Inc. Permission to use, copy, modify, and distribute this software and its documentation for any purpose, without fee, and without a written agreement is hereby granted, provid
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	Copyright (C) 2003-2008 Jouni Malinen <j@w1.fi> and contributors All Rights Reserved
	Copyright (C) 2003-2009 Mark Borgerding template <typename _Scalar> struct kiss_cpx_fft
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	Copyright (C) 2003-2017 Kepler Project"); lua_setfield(L, -2, "_COPYRIGHT"); lua_pushliteral(L, "LuaFileSystem is a Lua library developed to complement " "the set of functions related to file systems 
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	Copyright (C) 2004 by Internet Systems Consortium, Inc. ("ISC")
	Copyright (C) 2004 Daniel Aarno
	Copyright (C) 2004 the University Corporation for Atmospheric Research ("UCAR"). All rights reserved
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	Copyright (C) 2004-2013 Sergey Lyubka
	Copyright (C) 2004-2013 Sergey Lyubka >
	Copyright (C) 2004-2013 Sergey Lyubka char buf[MG_BUF_LEN], p = buf; mark_point(); ck_assert(alloc_printf(&p, sizeof(buf), "%s", "hi") == 2); ck_assert(p == buf);
	Copyright (C) 2004-2013 Sergey Lyubka char x[] = "a=1, b=2, c='hi ' there', d='here\, there'", s = x, p; mark_point();
	Copyright (C) 2004-2013 Sergey Lyubka ck_assert_int_eq(4, match_prefix("/api", 4, "/api")); ck_assert_int_eq(3, match_prefix("/a/", 3, "/a/b/c")); ck_assert_int_eq(-1, match_prefix("/a/", 3, "/ab/c"))
	Copyright (C) 2004-2013 Sergey Lyubka const char p, list = "x/8,/y=1;2k,z"; struct vec a, b; int i; mark_point();
	Copyright (C) 2004-2013 Sergey Lyubka static const char big1 = "abcdef"; mark_point(); ck_assert(mg_strcasestr("Y", "X") == NULL); ck_assert(mg_strcasestr("Y", "y") != NULL); ck_assert(mg_strcasestr(b
	Copyright (C) 2004-2013 Sergey Lyubka struct mg_connection conn; struct mg_context ctx; char req1[] = "GET / HTTP/1.1 "; char req2[] = "GET / HTTP/1.0 "; char req3[] = "GET / HTTP/1.1 Connection: clos
	Copyright (C) 2004-2013 Sergey Lyubka struct mg_request_info ri; struct mg_response_info respi; char empty[] = ""; char space[] = " x00"; char req1[] = "GET / HTTP/1.1 "; char req2[] = "BLAH / HTTP/1.
	Copyright (C) 2004-2013 Sergey Lyubka struct t_test_parse_port_string { const char port_string; int valid; int ip_family; uint16_t port_num; };
	Copyright (C) 2004-2013 Sergey Lyubka va_list ap; int ret = 0; mark_point();
	Copyright (C) 2004-2013 Sergey Lyubka, MIT license).
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	Copyright (C) 2005 Robert Kern (robert.kern@gmail.com)
	Copyright (C) 2005 the Regents of the University of Minnesota released under the terms of the GNU LGPL:
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	Copyright (C) 2008 Gael Guennebaud <g.gael@free.fr>=====================================================
	Copyright (C) 2008 Gael Guennebaud <gael.guennebaud@inria.fr> Adapted from FindEigen.cmake:
	Copyright (C) 2008 Gael Guennebaud <gael.guennebaud@inria.fr> NOTE The functions of this file have been adapted from the GMM++ library
	Copyright (C) 2008 Gael Guennebaud <gael.guennebaud@inria.fr>=====================================================
	Copyright (C) 2008 Google Inc. https://developers.google.com/protocol-buffers/
	Copyright (C) 2008 Google Inc. https://developers.google.com/protocol-buffers/ This package contains a precompiled binary version of the protocol buffer compiler (protoc). This binary is intended for user
	Copyright (C) 2008 Google Inc. This directory contains conformance tests for testing completeness and correctness of Protocol Buffers implementations. These tests are designed to be easy to run against an
	Copyright (C) 2008 Google Inc. This directory contains the JavaScript Protocol Buffers runtime library.
	Copyright (C) 2008 Google Inc. This directory contains the Objective C Protocol Buffers runtime library.
	Copyright (C) 2008 Google Inc. This directory contains the Python Protocol Buffers runtime library.
	Copyright (C) 2008 Paolo Bonzini <bonzini@gnu.org>
	Copyright (C) 2008 Paolo Bonzini <bonzini@gnu.org> Copying and distribution of this file, with or without modification, are permitted in any medium without royalty provided the copyright notice and th
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	Copyright (C) 2008-2009 Gael Guennebaud <gael.guennebaud@inria.fr> NOTE The class IterationController has been adapted from the iteration class of the GMM++ and ITL libraries.
	Copyright (C) 2008-2009 Gael Guennebaud, <g.gael@free.fr>
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	Copyright (C) 2009 Florian Loitsch. For a detailed description of the algorithm see:
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	Copyright (C) 2009 Thomas Capricelli <orzel@freehackers.org> include <stdio.h>
	Copyright (C) 2009 Thomas Capricelli <orzel@freehackers.org> This code initially comes from MINPACK whose original authors are:
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	Copyright (C) 2012 - present, Victor Zverovich import os from pathlib import Path from typing import Any, List, Mapping, Optional from subprocess import CalledProcessError, PIPE, Popen, STDOUT import 
	Copyright (C) 2012 Alexey Korepanov <kaikaikai@yandex.ru>
	Copyright (C) 2012 Avionic Design GmbH Based on the AX_PROG_CC_FOR_BUILD macro by Paolo Bonzini.
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	Copyright (C) 2012 desire Nuentsa <desire.nuentsa_wakam@inria.fr
	Copyright (C) 2012 Desire Nuentsa <desire.nuentsa_wakam@inria.fr> The algorithm of this class initially comes from MINPACK whose original authors are:
	Copyright (C) 2012 Desire Nuentsa <desire.nuentsa_wakam@inria.fr> This code initially comes from MINPACK whose original authors are:
	Copyright (C) 2012 Desire NUENTSA WAKAM <desire.nuentsa_wakam@inria.fr
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	Copyright (C) 2012 Giovanni Garberoglio Interdisciplinary Laboratory for Computational Science (LISC) Fondazione Bruno Kessler and University of Trento via Sommarive, 18 I-38123 Trento (Italy) This so
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	Copyright (C) 2013 Julien Pommier ( pommier@modartt.com ) Based on original fortran 77 code from FFTPACKv4 from NETLIB (http://www.netlib.org/fftpack), authored by Dr Paul Swarztrauber of NCAR, in 198
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	Copyright (C) 2013-2017 Georgia Institute of Technology All rights reserved
	Copyright (C) 2013-2020 Cameron Desrochers.
	Copyright (C) 2013-2020 Cameron Desrochers. All rights reserved
	Copyright (C) 2013-2021 the Civetweb developers
	Copyright (C) 2013-2021 The CivetWeb developers ( >
	Copyright (C) 2013-2021 the CivetWeb developers, MIT license). A list of authors can be found in [CREDITS.md](https://github.com/civetweb/civetweb/blob/master/CREDITS.md).
	Copyright (C) 2013-2022 Niels Lohmann <http://nlohmann.me>.
	Copyright (C) 2013-2022 Niels Lohmann"); CHECK(j["url"] == "https://github.com/nlohmann/json"); CHECK(j["version"] == json( { {"string", "3.10.5"}, {"major", 3}, {"minor", 10}, {"patch", 5}
	Copyright (C) 2013-2022 Niels Lohmann"); CHECK(j["url"] == "https://github.com/nlohmann/json"); CHECK(j["version"] == json( { {"string", "3.11.2"}, {"major", 3}, {"minor", 11}, {"patch", 2}
	Copyright (C) 2013-2022 Niels Lohmann"; result["name"] = "JSON for Modern C++"; result["url"] = "https://github.com/nlohmann/json"; result["version"]["string"] = std::to_string(NLOHMANN_JSON_VERSION_MAJOR) + ".
	Copyright (C) 2013-2023 Niels Lohmann
	Copyright (C) 2013-2023 Niels Lohmann"); CHECK(j["url"] == "https://github.com/nlohmann/json"); CHECK(j["version"] == json( { {"string", "3.11.3"}, {"major", 3}, {"minor", 11}, {"patch", 3}
	Copyright (C) 2013-2025 Niels Lohmann"); CHECK(j["url"] == "https://github.com/nlohmann/json"); CHECK(j["version"] == json( { {"string", "3.12.0"}, {"major", 3}, {"minor", 12}, {"patch", 0}
	Copyright (C) 2013-2025 Niels Lohmann"; result["name"] = "JSON for Modern C++"; result["url"] = "https://github.com/nlohmann/json"; result["version"]["string"] = detail::concat(std::to_string(NLOHMANN_JSON_VERS
	Copyright (C) 2014 Benoit Steiner <benoit.steiner.goog@gmail.com>=====================================================
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	Copyright (C) 2020 Jan Tojnar https://github.com/jtojnar/cmake-snips Modelled after Python’s os.path.join https://docs.python.org/3.7/library/os.path.htmlos.path.join Windows not supported function(join_p
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	Copyright (C) 2022 Apple Inc. define AT_DISPATCH_MPS_TYPES(TYPE, NAME, ...) AT_DISPATCH_SWITCH( TYPE, NAME, AT_DISPATCH_CASE(at::ScalarType::Float, __VA_ARGS__) AT_DISPATCH_CASE( at::ScalarType::Half, _
	Copyright (C) 2022 Apple Inc. define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/MemoryOverlap.h> include <ATen/WrapDimUtils.h> include <ATen/native/TensorShape.h> include <ATen/native/TypeProperti
	Copyright (C) 2022 Apple Inc. define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/mps/MPSProfiler.h> include <ATen/native/mps/Copy.h> include <ATen/native/mps/MPSGraphSonomaOps.h> include <ATen/nati
	Copyright (C) 2022 Apple Inc. define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/native/LinearAlgebraUtils.h> include <ATen/native/mps/OperationUtils.h> ifdef __OBJC__ include <MetalPerformanceShad
	Copyright (C) 2022 Apple Inc. define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/native/LinearAlgebraUtils.h> include <ATen/native/mps/OperationUtils.h> ifndef AT_PER_OPERATOR_HEADERS include <ATen
	Copyright (C) 2022 Apple Inc. define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/native/Pool.h> include <ATen/native/mps/OperationUtils.h> ifndef AT_PER_OPERATOR_HEADERS include <ATen/Functions.h> 
	Copyright (C) 2022 Apple Inc. define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/native/Resize.h> include <ATen/native/mps/MPSGraphVenturaOps.h> include <ATen/native/mps/OperationUtils.h> ifndef AT
	Copyright (C) 2022 Apple Inc. define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/TensorIterator.h> include <ATen/mps/MPSProfiler.h> include <ATen/native/Cross.h> include <ATen/native/mps/OperationU
	Copyright (C) 2022 Apple Inc. define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/TensorOperators.h> include <ATen/mps/MPSGeneratorImpl.h> include <ATen/native/DistributionTemplates.h> include <ATen
	Copyright (C) 2022 Apple Inc. include <ATen/ATen.h> include <ATen/Tensor.h> include <ATen/Utils.h> include <torch/library.h> include <ATen/mps/EmptyTensor.h> include <ATen/mps/MPSDevice.h> include <ATen
	Copyright (C) 2022 Apple Inc. include <ATen/detail/MPSHooksInterface.h>
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	Copyright (C) 2022 Apple Inc. include <ATen/Utils.h> include <ATen/mps/MPSGeneratorImpl.h> include <algorithm>
	Copyright (C) 2022 Apple Inc. include <c10/util/CallOnce.h>
	Copyright (C) 2022 Apple Inc. include <optional> define TORCH_ASSERT_ONLY_METHOD_OPERATORS include <ATen/mps/EmptyTensor.h> include <ATen/native/LinearAlgebraUtils.h> include <ATen/native/TensorFactorie
	Copyright (C) 2022 Apple Inc. pragma once include <ATen/core/Tensor.h>
	Copyright (C) 2022 Apple Inc. pragma once include <ATen/core/TensorBase.h>
	Copyright (C) 2022 Cruise LLC
	Copyright (C) 2022 Cruise LLC import logging import warnings from collections import OrderedDict from collections.abc import Iterable from typing import Union import torch import torch.distributed as dist
	Copyright (C) 2022 Cruise LLC.
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	Copyright (C) 2022 Tri Dao. Inspired by / adapted from https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/vision_transformer.py import math import re from collections import Or
	Copyright (C) 2022 Tri Dao. This BERT implementation is based on our MLPerf 2.0 and MLPerf 2.1 BERT implementation. https://github.com/mlcommons/training_results_v2.0/blob/main/HazyResearch/benchmark
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	Copyright (C) 2023 NVIDIA </div> Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s <a href="https://github.com/pradyunsg/
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	Copyright (C) 2024 NVIDIA Corporation import logging import math import os import unittest from typing import Optional, Tuple
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	Copyright (C) 2024 The pybind Community. if defined(PYBIND11_INTERNALS_VERSION) undef PYBIND11_INTERNALS_VERSION endif define PYBIND11_INTERNALS_VERSION 900000001
	Copyright (C) 2024 The pybind Community. include "pybind11_tests.h" include "test_cpp_conduit_traveler_bindings.h"
	Copyright (C) 2024 The pybind Community. include "test_cpp_conduit_traveler_bindings.h"
	Copyright (C) 2024 The pybind Community. STRONG REQUIREMENT:
	Copyright (C) 2024 The pybind Community. THIS MUST STAY AT THE TOP! include <pybind11/pybind11.h> EXCLUSIVELY for PYBIND11_PLATFORM_ABI_ID Potential future direction to maximize reusability:
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	Copyright (C) 2023 The vLLM team. """Inference-only Qwen2-RM model compatible with HuggingFace weights.""" from typing import Iterable, Optional, Set, Tuple, Union import torch from torch import nn
	Copyright (C) 2023 The vLLM team. Adapted from https://github.com/NVIDIA/Megatron-LM/blob/main/megatron/core/parallel_state.py
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	Copyright (C) 2024 Tri Dao, Albert Gu. Adapted from https://github.com/state-spaces/mamba/blob/v2.2.4/mamba_ssm/ops/triton/selective_state_update.py import torch import triton import triton.language 
	Copyright (C) 2024 Tri Dao, Albert Gu. Adapted from https://github.com/state-spaces/mamba/blob/v2.2.4/mamba_ssm/ops/triton/ssd_bmm.py ruff: noqa: E501,SIM102
	Copyright (C) 2024 Tri Dao, Albert Gu. Adapted from https://github.com/state-spaces/mamba/blob/v2.2.4/mamba_ssm/ops/triton/ssd_chunk_scan.py ruff: noqa: E501,SIM102
	Copyright (C) 2024 Tri Dao, Albert Gu. Adapted from https://github.com/state-spaces/mamba/blob/v2.2.4/mamba_ssm/ops/triton/ssd_chunk_state.py ruff: noqa: E501
	Copyright (C) 2024 Tri Dao, Albert Gu. Adapted from https://github.com/state-spaces/mamba/blob/v2.2.4/mamba_ssm/ops/triton/ssd_combined.py ruff: noqa: E501
	Copyright (C) 2024 Tri Dao, Albert Gu. Adapted from https://github.com/state-spaces/mamba/blob/v2.2.4/mamba_ssm/ops/triton/ssd_state_passing.py ruff: noqa: E501
	Copyright (C) 2024 Tri Dao. Adapted from https://github.com/Dao-AILab/causal-conv1d/blob/main/causal_conv1d/causal_conv1d_interface.py from typing import Optional
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	Copyright (C) 2022 Tri Dao. """ Useful functions for writing test code. """ import torch import torch.utils.benchmark as benchmark
	Copyright (C) 2022 Tri Dao. Adapted from https://github.com/NVIDIA/apex/blob/master/apex/contrib/layer_norm/layer_norm.py import torch from torch.nn import init
	Copyright (C) 2022 Tri Dao. from typing import Optional from functools import partial
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	Copyright (C) 2022 Tri Dao. import torch import torch.nn as nn import torch.nn.functional as F
	Copyright (C) 2022 Tri Dao. Inspired by / adapted from https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/vision_transformer.py import math import re from functools import part
	Copyright (C) 2022 Tri Dao. This BERT implementation is based on our MLPerf 2.0 and MLPerf 2.1 BERT implementation. https://github.com/mlcommons/training_results_v2.0/blob/main/HazyResearch/benchmark
	Copyright (C) 2023 Tri Dao. Adapted from https://github.com/NVIDIA/Megatron-LM/blob/0bb597b42c53355a567aba2a1357cc34b9d99ddd/megatron/text_generation/forward_step.pyL31 from typing import Optional, U
	Copyright (C) 2023 Tri Dao. from typing import Tuple import math
	Copyright (C) 2023 Tri Dao. import logging import math import re from functools import partial
	Copyright (C) 2023 Tri Dao. import math import json import re from pathlib import Path
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	Copyright (C) 2023 Tri Dao. Inspired by https://github.com/NVIDIA/apex/blob/master/apex/fused_dense/fused_dense.py We make it work with pytorch amp and with bfloat16. The TensorParallel linear module

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and improving the Work, but excluding communication that is conspicuously marked
or otherwise designated in writing by the copyright owner as "Not a
Contribution."

"Contributor" shall mean Licensor and any individual or Legal Entity on behalf of
whom a Contribution has been received by Licensor and subsequently incorporated
within the Work.

2. Grant of Copyright License. Subject to the terms and conditions of this
License, each Contributor hereby grants to You a perpetual, worldwide,
non-exclusive, no-charge, royalty-free, irrevocable copyright license to
reproduce, prepare Derivative Works of, publicly display, publicly perform,
sublicense, and distribute the Work and such Derivative Works in Source or Object
form.

3. Grant of Patent License. Subject to the terms and conditions of this License,
each Contributor hereby grants to You a perpetual, worldwide, non-exclusive,
no-charge, royalty-free, irrevocable (except as stated in this section) patent
license to make, have made, use, offer to sell, sell, import, and otherwise
transfer the Work, where such license applies only to those patent claims
licensable by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s) with the Work to
which such Contribution(s) was submitted. If You institute patent litigation
against any entity (including a cross-claim or counterclaim in a lawsuit)
alleging that the Work or a Contribution incorporated within the Work constitutes
direct or contributory patent infringement, then any patent licenses granted to
You under this License for that Work shall terminate as of the date such
litigation is filed.

4. Redistribution. You may reproduce and distribute copies of the Work or
Derivative Works thereof in any medium, with or without modifications, and in
Source or Object form, provided that You meet the following conditions:

  a. You must give any other recipients of the Work or Derivative Works a copy of
    this License; and

  b. You must cause any modified files to carry prominent notices stating that
    You changed the files; and

  c. You must retain, in the Source form of any Derivative Works that You
    distribute, all copyright, patent, trademark, and attribution notices from
    the Source form of the Work, excluding those notices that do not pertain to
    any part of the Derivative Works; and

  d. If the Work includes a "NOTICE" text file as part of its distribution, then
    any Derivative Works that You distribute must include a readable copy of the
    attribution notices contained within such NOTICE file, excluding those
    notices that do not pertain to any part of the Derivative Works, in at least
    one of the following places: within a NOTICE text file distributed as part of
    the Derivative Works; within the Source form or documentation, if provided
    along with the Derivative Works; or, within a display generated by the
    Derivative Works, if and wherever such third-party notices normally appear.
    The contents of the NOTICE file are for informational purposes only and do
    not modify the License. You may add Your own attribution notices within
    Derivative Works that You distribute, alongside or as an addendum to the
    NOTICE text from the Work, provided that such additional attribution notices
    cannot be construed as modifying the License.

You may add Your own copyright statement to Your modifications and may provide
additional or different license terms and conditions for use, reproduction, or
distribution of Your modifications, or for any such Derivative Works as a whole,
provided Your use, reproduction, and distribution of the Work otherwise complies
with the conditions stated in this License.

5. Submission of Contributions. Unless You explicitly state otherwise, any
Contribution intentionally submitted for inclusion in the Work by You to the
Licensor shall be under the terms and conditions of this License, without any
additional terms or conditions. Notwithstanding the above, nothing herein shall
supersede or modify the terms of any separate license agreement you may have
executed with Licensor regarding such Contributions.

6. Trademarks. This License does not grant permission to use the trade names,
trademarks, service marks, or product names of the Licensor, except as required
for reasonable and customary use in describing the origin of the Work and
reproducing the content of the NOTICE file.

7. Disclaimer of Warranty. Unless required by applicable law or agreed to in
writing, Licensor provides the Work (and each Contributor provides its
Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND,
either express or implied, including, without limitation, any warranties or
conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any risks
associated with Your exercise of permissions under this License.

8. Limitation of Liability. In no event and under no legal theory, whether in
tort (including negligence), contract, or otherwise, unless required by
applicable law (such as deliberate and grossly negligent acts) or agreed to in
writing, shall any Contributor be liable to You for damages, including any
direct, indirect, special, incidental, or consequential damages of any character
arising as a result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill, work stoppage,
computer failure or malfunction, or any and all other commercial damages or
losses), even if such Contributor has been advised of the possibility of such
damages.

9. Accepting Warranty or Additional Liability. While redistributing the Work or
Derivative Works thereof, You may choose to offer, and charge a fee for,
acceptance of support, warranty, indemnity, or other liability obligations and/or
rights consistent with this License. However, in accepting such obligations, You
may act only on Your own behalf and on Your sole responsibility, not on behalf of
any other Contributor, and only if You agree to indemnify, defend, and hold each
Contributor harmless for any liability incurred by, or claims asserted against,
such Contributor by reason of your accepting any such warranty or additional
liability.

END OF TERMS AND CONDITIONS

APPENDIX: How to apply the Apache License to your work

To apply the Apache License to your work, attach the following boilerplate
notice, with the fields enclosed by brackets "[]" replaced with your own
identifying information. (Don't include the brackets!) The text should be
enclosed in the appropriate comment syntax for the file format. We also recommend
that a file or class name and description of purpose be included on the same
"printed page" as the copyright notice for easier identification within
third-party archives.

  Copyright [yyyy] [name of copyright owner] Licensed under the Apache License,
  Version 2.0 (the "License"); you may not use this file except in compliance
  with the License. You may obtain a copy of the License at
  http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law
  or agreed to in writing, software distributed under the License is
  distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
  KIND, either express or implied. See the License for the specific language
  governing permissions and limitations under the License.

---

BSD 2-clause "Simplified" License
(Packaging 26.2, Pygments - Python syntax highlighter 2.21.0)

BSD Two Clause License
======================

Redistribution and use in source and binary forms, with or without modification,
are permitted provided that the following conditions are met:

  1. Redistributions of source code must retain the above copyright notice, this
    list of conditions and the following disclaimer.

  2. Redistributions in binary form must reproduce the above copyright notice,
    this list of conditions and the following disclaimer in the documentation
    and/or other materials provided with the distribution.

THIS SOFTWARE IS PROVIDED BY THE AUTHOR "AS IS" AND ANY EXPRESS OR IMPLIED
WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF
MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT
SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT
OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY
OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH
DAMAGE.

---

BSD 3-clause "New" or "Revised" License
(Click - Python Command Line Utility 8.4.2, pytorch 2.9.0, xformers 0.0.20.dev537)

Copyright (c) <YEAR>, <OWNER>
All rights reserved.

Redistribution and use in source and binary forms, with or without modification,
are permitted provided that the following conditions are met:

  * Redistributions of source code must retain the above copyright notice, this
    list of conditions and the following disclaimer.

  * Redistributions in binary form must reproduce the above copyright notice,
    this list of conditions and the following disclaimer in the documentation
    and/or other materials provided with the distribution.

  * Neither the name of the <ORGANIZATION> nor the names of its contributors may
    be used to endorse or promote products derived from this software without
    specific prior written permission.


THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN
IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

---

MIT License
(annotated-types 0.8.0, black 26.3.1, ddt 1.7.2, einops 0.8.2, exceptiongroup 1.3.1, expecttest 0.1.3, mypy-extensions 1.1.0, platformdirs 4.11.3, pydantic 2.13.4, pydantic-core 2.46.4, pypi/setuptools 69.5.1, pytest 9.0.2, python-pluggy 1.6.0, pytokens 0.4.1, RonnyPfannschmidt/iniconfig 2.3.0, tomli 2.4.1, typing-inspection 0.4.4)

The MIT License
===============

Copyright (c) <year> <copyright holders>

Permission is hereby granted, free of charge, to any person obtaining a copy of
this software and associated documentation files (the "Software"), to deal in the
Software without restriction, including without limitation the rights to use,
copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the
Software, and to permit persons to whom the Software is furnished to do so,
subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN
AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

---

Mozilla Public License 2.0
(pathspec 1.1.1)

Mozilla Public License
Version 2.0
======================


1. Definitions
--------------

  1.1. "Contributor"

  means each individual or legal entity that creates, contributes to the creation
  of, or owns Covered Software.

  1.2. "Contributor Version"

  means the combination of the Contributions of others (if any) used by a
  Contributor and that particular Contributor's Contribution.

  1.3. "Contribution"

  means Covered Software of a particular Contributor.

  1.4. "Covered Software"

  means Source Code Form to which the initial Contributor has attached the notice
  in Exhibit A, the Executable Form of such Source Code Form, and Modifications
  of such Source Code Form, in each case including portions thereof.

  1.5. "Incompatible With Secondary Licenses"

  means

    a. 

      that the initial Contributor has attached the notice described in Exhibit B
      to the Covered Software; or

    b. 

      that the Covered Software was made available under the terms of version 1.1
      or earlier of the License, but not also under the terms of a Secondary
      License.

  1.6. "Executable Form"

  means any form of the work other than Source Code Form.

  1.7. "Larger Work"

  means a work that combines Covered Software with other material, in a separate
  file or files, that is not Covered Software.

  1.8. "License"

  means this document.

  1.9. "Licensable"

  means having the right to grant, to the maximum extent possible, whether at the
  time of the initial grant or subsequently, any and all of the rights conveyed
  by this License.

  1.10. "Modifications"

  means any of the following:

    a. 

      any file in Source Code Form that results from an addition to, deletion
      from, or modification of the contents of Covered Software; or

    b. 

      any new file in Source Code Form that contains any Covered Software.

  1.11. "Patent Claims" of a Contributor

  means any patent claim(s), including without limitation, method, process, and
  apparatus claims, in any patent Licensable by such Contributor that would be
  infringed, but for the grant of the License, by the making, using, selling,
  offering for sale, having made, import, or transfer of either its Contributions
  or its Contributor Version.

  1.12. "Secondary License"

  means either the GNU General Public License, Version 2.0, the GNU Lesser
  General Public License, Version 2.1, the GNU Affero General Public License,
  Version 3.0, or any later versions of those licenses.

  1.13. "Source Code Form"

  means the form of the work preferred for making modifications.

  1.14. "You" (or "Your")

  means an individual or a legal entity exercising rights under this License. For
  legal entities, "You" includes any entity that controls, is controlled by, or
  is under common control with You. For purposes of this definition, "control"
  means (a) the power, direct or indirect, to cause the direction or management
  of such entity, whether by contract or otherwise, or (b) ownership of more than
  fifty percent (50%) of the outstanding shares or beneficial ownership of such
  entity.


2. License Grants and Conditions
--------------------------------


  2.1. Grants

  Each Contributor hereby grants You a world-wide, royalty-free, non-exclusive
  license:

    a. 

      under intellectual property rights (other than patent or trademark)
      Licensable by such Contributor to use, reproduce, make available, modify,
      display, perform, distribute, and otherwise exploit its Contributions,
      either on an unmodified basis, with Modifications, or as part of a Larger
      Work; and

    b. 

      under Patent Claims of such Contributor to make, use, sell, offer for sale,
      have made, import, and otherwise transfer either its Contributions or its
      Contributor Version.


  2.2. Effective Date

  The licenses granted in Section 2.1 with respect to any Contribution become
  effective for each Contribution on the date the Contributor first distributes
  such Contribution.


  2.3. Limitations on Grant Scope

  The licenses granted in this Section 2 are the only rights granted under this
  License. No additional rights or licenses will be implied from the distribution
  or licensing of Covered Software under this License. Notwithstanding
  Section 2.1(b) above, no patent license is granted by a Contributor:

    a. 

      for any code that a Contributor has removed from Covered Software; or

    b. 

      for infringements caused by: (i) Your and any other third party's
      modifications of Covered Software, or (ii) the combination of its
      Contributions with other software (except as part of its Contributor
      Version); or

    c. 

      under Patent Claims infringed by Covered Software in the absence of its
      Contributions.

  This License does not grant any rights in the trademarks, service marks, or
  logos of any Contributor (except as may be necessary to comply with the notice
  requirements in Section 3.4).


  2.4. Subsequent Licenses

  No Contributor makes additional grants as a result of Your choice to distribute
  the Covered Software under a subsequent version of this License (see
  Section 10.2) or under the terms of a Secondary License (if permitted under the
  terms of Section 3.3).


  2.5. Representation

  Each Contributor represents that the Contributor believes its Contributions are
  its original creation(s) or it has sufficient rights to grant the rights to its
  Contributions conveyed by this License.


  2.6. Fair Use

  This License is not intended to limit any rights You have under applicable
  copyright doctrines of fair use, fair dealing, or other equivalents.


  2.7. Conditions

  Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted in
  Section 2.1.


3. Responsibilities
-------------------


  3.1. Distribution of Source Form

  All distribution of Covered Software in Source Code Form, including any
  Modifications that You create or to which You contribute, must be under the
  terms of this License. You must inform recipients that the Source Code Form of
  the Covered Software is governed by the terms of this License, and how they can
  obtain a copy of this License. You may not attempt to alter or restrict the
  recipients' rights in the Source Code Form.


  3.2. Distribution of Executable Form

  If You distribute Covered Software in Executable Form then:

    a. 

      such Covered Software must also be made available in Source Code Form, as
      described in Section 3.1, and You must inform recipients of the Executable
      Form how they can obtain a copy of such Source Code Form by reasonable
      means in a timely manner, at a charge no more than the cost of distribution
      to the recipient; and

    b. 

      You may distribute such Executable Form under the terms of this License, or
      sublicense it under different terms, provided that the license for the
      Executable Form does not attempt to limit or alter the recipients' rights
      in the Source Code Form under this License.


  3.3. Distribution of a Larger Work

  You may create and distribute a Larger Work under terms of Your choice,
  provided that You also comply with the requirements of this License for the
  Covered Software. If the Larger Work is a combination of Covered Software with
  a work governed by one or more Secondary Licenses, and the Covered Software is
  not Incompatible With Secondary Licenses, this License permits You to
  additionally distribute such Covered Software under the terms of such Secondary
  License(s), so that the recipient of the Larger Work may, at their option,
  further distribute the Covered Software under the terms of either this License
  or such Secondary License(s).


  3.4. Notices

  You may not remove or alter the substance of any license notices (including
  copyright notices, patent notices, disclaimers of warranty, or limitations of
  liability) contained within the Source Code Form of the Covered Software,
  except that You may alter any license notices to the extent required to remedy
  known factual inaccuracies.


  3.5. Application of Additional Terms

  You may choose to offer, and to charge a fee for, warranty, support, indemnity
  or liability obligations to one or more recipients of Covered Software.
  However, You may do so only on Your own behalf, and not on behalf of any
  Contributor. You must make it absolutely clear that any such warranty, support,
  indemnity, or liability obligation is offered by You alone, and You hereby
  agree to indemnify every Contributor for any liability incurred by such
  Contributor as a result of warranty, support, indemnity or liability terms You
  offer. You may include additional disclaimers of warranty and limitations of
  liability specific to any jurisdiction.


4. Inability to Comply Due to Statute or Regulation
---------------------------------------------------

If it is impossible for You to comply with any of the terms of this License with
respect to some or all of the Covered Software due to statute, judicial order, or
regulation then You must: (a) comply with the terms of this License to the
maximum extent possible; and (b) describe the limitations and the code they
affect. Such description must be placed in a text file included with all
distributions of the Covered Software under this License. Except to the extent
prohibited by statute or regulation, such description must be sufficiently
detailed for a recipient of ordinary skill to be able to understand it.


5. Termination
--------------

  5.1. The rights granted under this License will terminate automatically if You
  fail to comply with any of its terms. However, if You become compliant, then
  the rights granted under this License from a particular Contributor are
  reinstated (a) provisionally, unless and until such Contributor explicitly and
  finally terminates Your grants, and (b) on an ongoing basis, if such
  Contributor fails to notify You of the non-compliance by some reasonable means
  prior to 60 days after You have come back into compliance. Moreover, Your
  grants from a particular Contributor are reinstated on an ongoing basis if such
  Contributor notifies You of the non-compliance by some reasonable means, this
  is the first time You have received notice of non-compliance with this License
  from such Contributor, and You become compliant prior to 30 days after Your
  receipt of the notice.

  5.2. If You initiate litigation against any entity by asserting a patent
  infringement claim (excluding declaratory judgment actions, counter-claims, and
  cross-claims) alleging that a Contributor Version directly or indirectly
  infringes any patent, then the rights granted to You by any and all
  Contributors for the Covered Software under Section 2.1 of this License shall
  terminate.

  5.3. In the event of termination under Sections 5.1 or 5.2 above, all end user
  license agreements (excluding distributors and resellers) which have been
  validly granted by You or Your distributors under this License prior to
  termination shall survive termination.


6. Disclaimer of Warranty
-------------------------

Covered Software is provided under this License on an "as is" basis, without
warranty of any kind, either expressed, implied, or statutory, including, without
limitation, warranties that the Covered Software is free of defects,
merchantable, fit for a particular purpose or non-infringing. The entire risk as
to the quality and performance of the Covered Software is with You. Should any
Covered Software prove defective in any respect, You (not any Contributor) assume
the cost of any necessary servicing, repair, or correction. This disclaimer of
warranty constitutes an essential part of this License. No use of any Covered
Software is authorized under this License except under this disclaimer.


7. Limitation of Liability
--------------------------

Under no circumstances and under no legal theory, whether tort (including
negligence), contract, or otherwise, shall any Contributor, or anyone who
distributes Covered Software as permitted above, be liable to You for any direct,
indirect, special, incidental, or consequential damages of any character
including, without limitation, damages for lost profits, loss of goodwill, work
stoppage, computer failure or malfunction, or any and all other commercial
damages or losses, even if such party shall have been informed of the possibility
of such damages. This limitation of liability shall not apply to liability for
death or personal injury resulting from such party's negligence to the extent
applicable law prohibits such limitation. Some jurisdictions do not allow the
exclusion or limitation of incidental or consequential damages, so this exclusion
and limitation may not apply to You.


8. Litigation
-------------

Any litigation relating to this License may be brought only in the courts of a
jurisdiction where the defendant maintains its principal place of business and
such litigation shall be governed by laws of that jurisdiction, without reference
to its conflict-of-law provisions. Nothing in this Section shall prevent a
party's ability to bring cross-claims or counter-claims.


9. Miscellaneous
----------------

This License represents the complete agreement concerning the subject matter
hereof. If any provision of this License is held to be unenforceable, such
provision shall be reformed only to the extent necessary to make it enforceable.
Any law or regulation which provides that the language of a contract shall be
construed against the drafter shall not be used to construe this License against
a Contributor.


10. Versions of the License
---------------------------


  10.1. New Versions

  Mozilla Foundation is the license steward. Except as provided in Section 10.3,
  no one other than the license steward has the right to modify or publish new
  versions of this License. Each version will be given a distinguishing version
  number.


  10.2. Effect of New Versions

  You may distribute the Covered Software under the terms of the version of the
  License under which You originally received the Covered Software, or under the
  terms of any subsequent version published by the license steward.


  10.3. Modified Versions

  If you create software not governed by this License, and you want to create a
  new license for such software, you may create and use a modified version of
  this License if you rename the license and remove any references to the name of
  the license steward (except to note that such modified license differs from
  this License).


  10.4. Distributing Source Code Form that is Incompatible With Secondary
  Licenses

  If You choose to distribute Source Code Form that is Incompatible With
  Secondary Licenses under the terms of this version of the License, the notice
  described in Exhibit B of this License must be attached.


Exhibit A - Source Code Form License Notice
-------------------------------------------

  This Source Code Form is subject to the terms of the Mozilla Public License,
  v. 2.0. If a copy of the MPL was not distributed with this file, You can
  obtain one at http://mozilla.org/MPL/2.0/.

If it is not possible or desirable to put the notice in a particular file, then
You may include the notice in a location (such as a LICENSE file in a relevant
directory) where a recipient would be likely to look for such a notice.

You may add additional accurate notices of copyright ownership.


Exhibit B - "Incompatible With Secondary Licenses" Notice
---------------------------------------------------------

  This Source Code Form is "Incompatible With Secondary Licenses", as defined
  by the Mozilla Public License, v. 2.0.

---

Python Software Foundation License 2.0
(looseversion 1.3.0, python-typing-extensions 4.16.0)

This license was approved as the official PSF License Version 2 on October 22,
2004. The only differences between this and version 1 of the PSF license consist
of removing Python version numbers (like 2.1.1 or 2.3).



PYTHON SOFTWARE FOUNDATION LICENSE VERSION 2
============================================

--------------------------------------------

  1.  This LICENSE AGREEMENT is between the Python Software Foundation ("PSF"),
    and the Individual or Organization ("Licensee") accessing and otherwise using
    this software ("Python") in source or binary form and its associated
    documentation.

  2.  Subject to the terms and conditions of this License Agreement, PSF hereby
    grants Licensee a nonexclusive, royalty-free, world-wide license to
    reproduce, analyze, test, perform and/or display publicly, prepare derivative
    works, distribute, and otherwise use Python alone or in any derivative
    version, provided, however, that PSF's License Agreement and PSF's notice of
    copyright, i.e., "Copyright (c) 2001, 2002, 2003, 2004 Python Software
    Foundation; All Rights Reserved" are retained in Python alone or in any
    derivative version prepared by Licensee.

  3. In the event Licensee prepares a derivative work that is based on or
    incorporates Python or any part thereof, and wants to make the derivative
    work available to others as provided herein, then Licensee hereby agrees to
    include in any such work a brief summary of the changes made to Python.

  4.  PSF is making Python available to Licensee on an "AS IS" basis. PSF MAKES
    NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR IMPLIED. BY WAY OF EXAMPLE, BUT
    NOT LIMITATION, PSF MAKES NO AND DISCLAIMS ANY REPRESENTATION OR WARRANTY OF
    MERCHANTABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF
    PYTHON WILL NOT INFRINGE ANY THIRD PARTY RIGHTS.

  5.  PSF SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON FOR ANY
    INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS A RESULT OF
    MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON, OR ANY DERIVATIVE
    THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.

  6.  This License Agreement will automatically terminate upon a material breach
    of its terms and conditions.

  7.  Nothing in this License Agreement shall be deemed to create any
    relationship of agency, partnership, or joint venture between PSF and
    Licensee. This License Agreement does not grant permission to use PSF
    trademarks or trade name in a trademark sense to endorse or promote products
    or services of Licensee, or any third party.

  8.  By copying, installing or otherwise using Python, Licensee agrees to be
    bound by the terms and conditions of this License Agreement.

---