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48
xautodl/config_utils/pruning_args.py
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48
xautodl/config_utils/pruning_args.py
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import os, sys, time, random, argparse
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from .share_args import add_shared_args
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def obtain_pruning_args():
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parser = argparse.ArgumentParser(
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description="Train a classification model on typical image classification datasets.",
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formatter_class=argparse.ArgumentDefaultsHelpFormatter,
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)
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parser.add_argument("--resume", type=str, help="Resume path.")
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parser.add_argument("--init_model", type=str, help="The initialization model path.")
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parser.add_argument(
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"--model_config", type=str, help="The path to the model configuration"
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)
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parser.add_argument(
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"--optim_config", type=str, help="The path to the optimizer configuration"
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)
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parser.add_argument("--procedure", type=str, help="The procedure basic prefix.")
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parser.add_argument(
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"--keep_ratio",
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type=float,
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help="The left channel ratio compared to the original network.",
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)
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parser.add_argument("--model_version", type=str, help="The network version.")
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parser.add_argument(
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"--KD_alpha", type=float, help="The alpha parameter in knowledge distillation."
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)
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parser.add_argument(
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"--KD_temperature",
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type=float,
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help="The temperature parameter in knowledge distillation.",
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)
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parser.add_argument("--Regular_W_feat", type=float, help="The .")
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parser.add_argument("--Regular_W_conv", type=float, help="The .")
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add_shared_args(parser)
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# Optimization options
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parser.add_argument(
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"--batch_size", type=int, default=2, help="Batch size for training."
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)
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args = parser.parse_args()
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if args.rand_seed is None or args.rand_seed < 0:
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args.rand_seed = random.randint(1, 100000)
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assert args.save_dir is not None, "save-path argument can not be None"
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assert (
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args.keep_ratio > 0 and args.keep_ratio <= 1
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), "invalid keep ratio : {:}".format(args.keep_ratio)
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return args
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