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Bump release version into v2.2 (#1034)
Signed-off-by: chensuyue <suyue.chen@intel.com>
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‎README.md‎

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<h3> An open-source Python library supporting popular model compression techniques on all mainstream deep learning frameworks (TensorFlow, PyTorch, ONNX Runtime, and MXNet)</h3>
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[![python](https://img.shields.io/badge/python-3.7%2B-blue)](https://github.com/intel/neural-compressor)
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[![version](https://img.shields.io/badge/release-2.1-green)](https://github.com/intel/neural-compressor/releases)
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[![version](https://img.shields.io/badge/release-2.2-green)](https://github.com/intel/neural-compressor/releases)
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[![license](https://img.shields.io/badge/license-Apache%202-blue)](https://github.com/intel/neural-compressor/blob/master/LICENSE)
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[![coverage](https://img.shields.io/badge/coverage-85%25-green)](https://github.com/intel/neural-compressor)
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[![Downloads](https://static.pepy.tech/personalized-badge/neural-compressor?period=total&units=international_system&left_color=grey&right_color=green&left_text=downloads)](https://pepy.tech/project/neural-compressor)
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calib_dataloader=dataloader,
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eval_dataloader=dataloader)
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```
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> More quick samples can be found in [Get Started Page](./docs/source/get_started.md).
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## Documentation
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‎docs/source/diagnosis.md‎

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</tr>
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<tr>
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<td rowspan="2" align="center">Benchmark Profiling</td>
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<td rowspan="2" align="center">OP, execution and duration</td>
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<td rowspan="2" align="center">OP execute duration</td>
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<td align="center">TensorFlow</td>
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<td align="center"><a href="https://github.com/tensorflow/tensorflow">TensorFlow</a>/<a href="https://github.com/Intel-tensorflow/tensorflow">Intel TensorFlow</a></td>
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‎docs/source/user_guide.md‎

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<td colspan="3" align="center"><a href="adaptor.md">Adaptor</a></td>
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<td colspan="3" align="center"><a href="tuning_strategies.md">Strategy</a></td>
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<td colspan="3" align="center"><a href="distillation_quantization.md">Distillation for Quantization</a></td>
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<td colspan="3" align="center"><a href="metric.md">Metric</a></td>
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</tr>
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<tr>
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<td colspan="3" align="center"><a href="objective.md">Objective</a></td>
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<td colspan="4" align="center"><a href="smooth_quant.md">SmoothQuant</a></td>
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<td colspan="5" align="center"><a href="add_new_data_type.md">Add New Data Type</a></td>
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<td colspan="2" align="center"><a href="objective.md">Objective</a></td>
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<td colspan="2" align="center"><a href="smooth_quant.md">SmoothQuant</a></td>
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<td colspan="3" align="center"><a href="add_new_data_type.md">Add New Data Type</a></td>
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<td colspan="2" align="center"><a href="diagnosis.md">Diagnosis</a></td>
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</tr>
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</tbody>
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</table>

‎neural_insights/README.md‎

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Neural Insights
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===========================
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<h3>Neural Insights is a web application for easier use of Intel® Neural Compressor diagnosis.</h3>
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</div>
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<div align="left">
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Neural Insights is a web application for easier use of Intel® Neural Compressor [diagnosis](/docs/source/diagnosis.md) feature.
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It provides the capability to show the model graph, histograms of weights and activations, quantization configs, etc.
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The workflow shows the relationship of Neural Insights and diagnosis.
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![workflow](/docs/source/imgs/workflow.jpg)
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## Installation
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‎third-party-programs.txt‎

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pytorch-mobilenet-v3
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rxjs
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Copyright (c) 2015-2018 Google, Inc., Netflix, Inc., Microsoft Corp. and contributors
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tensor2tensor
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tensorflow-yolo-v3
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nnUnet
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Copyright [2019] [Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany]
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Ultra-Light-Fast-Generic-Face-Detector-1MB
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Copyright (c) 2019 linzai
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Diffusers
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web-vitals
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Copyright 2020 Google LLC
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plotly
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web-worker
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diffusers
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Apache License
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Version 2.0, January 2004
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http://www.apache.org/licenses/
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TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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1. Definitions.
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"License" shall mean the terms and conditions for use, reproduction,
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dlrm
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Copyright (c) Facebook, Inc. and its affiliates.
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example-pytorch-plain_cnn-cifar100
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Copyright (c) 2019 Iman Mirzadeh
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example-pytorch-WideResNet-cifar10
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Copyright (c) 2019 xternalz
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example-TensorFlow-DCGAN
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Copyright (c) 2016 Taehoon Kim
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MMdnn
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Copyright (c) Microsoft Corporation. All rights reserved.
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FileSaver.js
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Copyright © 2016 Eli Grey.
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@angular/animations
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Copyright (c) 2010-2020 Google LLC.
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haq/model/mobilenetv2
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Copyright (c) 2019 MIT HAN Lab
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@angular/cdk
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Copyright (c) 2010-2020 Google LLC.
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microsoft/table-transformer
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Copyright (c) Microsoft Corporation.
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@angular/common
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Copyright (c) 2010-2020 Google LLC.
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MMdnn
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Copyright (c) Microsoft Corporation. All rights reserved.
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@angular/compiler
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Copyright (c) 2010-2020 Google LLC.
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mnist
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Copyright (c) Microsoft Corporation. All rights reserved.
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@angular/core
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Copyright (c) 2010-2020 Google LLC.
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onnxconverter-common
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Copyright (c) Microsoft Corporation. All rights reserved.
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@angular/flex-layout
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Copyright (c) 2010-2020 Google LLC.
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socket.io-client
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Copyright (c) 2014 Guillermo Rauch
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@angular/forms
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Copyright (c) 2010-2020 Google LLC.
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Ultra-Light-Fast-Generic-Face-Detector-1MB
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Copyright (c) 2019 linzai
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@angular/material
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Copyright (c) 2010-2020 Google LLC.
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@testing-library/jest-dom
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Copyright (c) 2017 Kent C. Dodds
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@angular/platform-browser
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Copyright (c) 2010-2020 Google LLC.
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@testing-library/react
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Copyright (c) 2017-Present Kent C. Dodds
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@angular/platform-browser-dynamic
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Copyright (c) 2010-2020 Google LLC.
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@testing-library/user-event
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Copyright (c) 2020 Giorgio Polvara
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@angular/router
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Copyright (c) 2010-2020 Google LLC.
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axios
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Copyright (c) 2014-present Matt Zabriskie & Collaborators
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socket.io-client
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Copyright (c) 2014 Guillermo Rauch
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bootstrap
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Copyright (c) 2011-2018 Twitter, Inc.
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Copyright (c) 2011-2018 The Bootstrap Authors
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ts-md5
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Copyright (C) 2014 Raymond Hill
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cytoscape-elk
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Copyright (c) 2016-2018, 2020, The Cytoscape Consortium.
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zone.js
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Copyright (c) 2010-2020 Google LLC.
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moment
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Copyright (c) JS Foundation and other contributors
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js-sha256
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Copyright (c) 2014-2017 Chen, Yi-Cyuan
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node-sass
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Copyright (c) 2013-2016 Andrew Nesbitt
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@swimlane/ngx-graph
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Copyright (c) 2016 Swimlane <info@swimlane.com>
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react
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Copyright (c) Meta Platforms, Inc. and affiliates.
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ngx-pipes
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Copyright (c) Dan Revah
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react-bootstrap
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Copyright (c) 2014-present Stephen J. Collings, Matthew Honnibal, Pieter Vanderwerff
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ngx-charts
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react-cytoscapejs
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Copyright (c) 2018 Plotly Technologies Inc.
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ngx-joyride
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Copyright (c) 2018 Tommasi Nicola.
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react-dom
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Copyright (c) 2017 Tylor Steinberger
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example-pytorch-WideResNet-cifar10
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Copyright (c) 2019 xternalz
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plotly.js
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Copyright (c) 2021 Plotly, Inc
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example-pytorch-plain_cnn-cifar100
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Copyright (c) 2019 Iman Mirzadeh
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react-plotly.js
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Copyright (c) 2017 Plotly, Inc.
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haq/model/mobilenetv2
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Copyright (c) 2019 MIT HAN Lab
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react-scripts
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Copyright (c) 2013-present, Facebook, Inc.
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mnist
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Copyright (c) Microsoft Corporation. All rights reserved.
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onnxconverter-common
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Copyright (c) Microsoft Corporation. All rights reserved.
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socket.io
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Copyright (c) 2014-2018 Automattic <dev@cloudup.com>
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FileSaver.js
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Copyright © 2016 Eli Grey.
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Hardware Aware Transformers
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Copyright (c) 2020, Hanrui Wang, Zhanghao Wu, Zhijian Liu, Han Cai, Ligeng Zhu, Chuang Gan and Song Han. All rights reserved.
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Copyright (c) Facebook, Inc. and its affiliates.
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The MIT License (MIT)
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------------------------------------------------------------------
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6. tslib
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Copyright (c) Microsoft Corporation.
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BSD Zero Clause License
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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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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
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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
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OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
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PERFORMANCE OF THIS SOFTWARE.
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7. sha.js
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Copyright (c) 2013-2018 sha.js contributors
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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Copyright (c) 1998 - 2009, Paul Johnston & Contributors
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All rights reserved.
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Redistribution and use in source and binary forms, with or without
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modification, are permitted provided that the following conditions are met:
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Redistributions of source code must retain the above copyright notice, this
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list of conditions and the following disclaimer.
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Redistributions in binary form must reproduce the above copyright notice, this
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list of conditions and the following disclaimer in the documentation and/or
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other materials provided with the distribution.
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Neither the name of the author nor the names of its contributors may be used to
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endorse or promote products derived from this software without specific prior
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written permission.
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
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ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
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WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
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ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
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(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
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LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
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ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
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(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
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SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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8. FastFormers
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6. FastFormers
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Permission is hereby granted, free of charge, to any person obtaining a copy
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-------------------------------------------------------------
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9. protobuf
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7. protobuf-compiler
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Copyright 2008 Google Inc. All rights reserved.
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Redistribution and use in source and binary forms, with or without
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standalone and requires a support library to be linked with it. This
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support library is itself covered by the above license.
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-------------------------------------------------------------
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7. Hardware-Aware Transformer software
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------------ LICENSE For Hardware-Aware Transformer software ---------------
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Copyright (c) 2020, Hanrui Wang, Zhanghao Wu, Zhijian Liu, Han Cai,
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Ligeng Zhu, Chuang Gan and Song Han
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All rights reserved.
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Redistribution and use in source and binary forms, with or without
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modification, are permitted provided that the following conditions are met:
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* Redistributions of source code must retain the above copyright notice, this
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list of conditions and the following disclaimer.
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* Redistributions in binary form must reproduce the above copyright notice,
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this list of conditions and the following disclaimer in the documentation
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and/or other materials provided with the distribution.
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
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FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
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DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
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CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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------------------------- LICENSE FOR Fairseq ------------------------------
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MIT License
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Copyright (c) Facebook, Inc. and its affiliates.
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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The following third party programs have their own third party program files. These additional
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third party program files are as follows:
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1. Intel® AI Quantization Tools for Tensorflow*: python3.7/site-packages/neural_compressor-1.11.dist-info
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1. Intel® AI Quantization Tools for Tensorflow*: https://github.com/IntelAI/tools/blob/master/api/third-party-programs.txt
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-------------------------------------------------------------
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Other names and brands may be claimed as the property of others

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