Update NATS-Bench (sss version 1.0)
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##############################################################################
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# Copyright (c) Xuanyi Dong [GitHub D-X-Y], 2020.07 #
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##############################################################################
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# This file is used to train (all) architecture candidate in the size search #
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# space in NATS-Bench (sss) with different hyper-parameters. #
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# When use mode=new, it will automatically detect whether the checkpoint of #
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# a trial exists, if so, it will skip this trial. When use mode=cover, it #
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# will ignore the (possible) existing checkpoint, run each trial, and save. #
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# (NOTE): the topology for all candidates in sss is fixed as: ######################
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# |nor_conv_3x3~0|+|nor_conv_3x3~0|nor_conv_3x3~1|+|skip_connect~0|nor_conv_3x3~1|nor_conv_3x3~2| #
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###################################################################################################
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# Please use the script of scripts/NATS-Bench/train-shapes.sh to run. #
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##############################################################################
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import os, sys, time, torch, argparse
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from typing import List, Text, Dict, Any
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from PIL import ImageFile
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