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Fix some attributions, add copyrights to some file docstrings
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‎avg_checkpoints.py

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EMA (exponential moving average) of the model weights or performing SWA (stochastic
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weight averaging), but post-training.
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Hacked together by Ross Wightman (https://github.com/rwightman)
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Hacked together by / Copyright 2020 Ross Wightman (https://github.com/rwightman)
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"""
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import torch
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import argparse

‎clean_checkpoint.py

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and outputs a CPU tensor checkpoint with only the `state_dict` along with SHA256
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calculation for model zoo compatibility.
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Hacked together by / Copyright 2020 Ross Wightman (https://github.com/rwightman)
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"""
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import torch
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import argparse

‎inference.py

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An example inference script that outputs top-k class ids for images in a folder into a csv.
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Hacked together by Ross Wightman (https://github.com/rwightman)
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Hacked together by / Copyright 2020 Ross Wightman (https://github.com/rwightman)
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"""
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import os
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import time

‎timm/data/auto_augment.py

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RandAugment: Practical automated data augmentation... - https://arxiv.org/abs/1909.13719
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AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty - https://arxiv.org/abs/1912.02781
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Hacked together by / Copyright 2020 Ross Wightman
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"""
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import random
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import math

‎timm/data/dataset.py

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""" Quick n Simple Image Folder, Tarfile based DataSet
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"""
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from __future__ import absolute_import
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from __future__ import division
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from __future__ import print_function

‎timm/data/loader.py

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""" Loader Factory, Fast Collate, CUDA Prefetcher
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Prefetcher and Fast Collate inspired by NVIDIA APEX example at
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https://github.com/NVIDIA/apex/commit/d5e2bb4bdeedd27b1dfaf5bb2b24d6c000dee9be#diff-cf86c282ff7fba81fad27a559379d5bf
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Hacked together by / Copyright 2020 Ross Wightman
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"""
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import torch.utils.data
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import numpy as np
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‎timm/data/mixup.py

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""" Mixup
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Paper: `mixup: Beyond Empirical Risk Minimization` - https://arxiv.org/abs/1710.09412
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Hacked together by / Copyright 2020 Ross Wightman
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"""
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import numpy as np
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import torch
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‎timm/data/random_erasing.py

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""" Random Erasing (Cutout)
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Originally inspired by impl at https://github.com/zhunzhong07/Random-Erasing, Apache 2.0
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Copyright Zhun Zhong & Liang Zheng
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Hacked together by / Copyright 2020 Ross Wightman
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"""
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import random
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import math
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import torch

‎timm/data/real_labels.py

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""" Real labels evaluator for ImageNet
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Paper: `Are we done with ImageNet?` - https://arxiv.org/abs/2006.07159
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Based on Numpy example at https://github.com/google-research/reassessed-imagenet
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Hacked together by / Copyright 2020 Ross Wightman
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"""
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import os
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import json
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import numpy as np

‎timm/data/tf_preprocessing.py

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""" Tensorflow Preprocessing Adapter
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Allows use of Tensorflow preprocessing pipeline in PyTorch Transform
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Copyright of original Tensorflow code below.
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Hacked together by / Copyright 2020 Ross Wightman
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"""
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# Copyright 2018 The TensorFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");

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