autodl-projects/xautodl/config_utils/pruning_args.py
2021-05-18 14:08:00 +00:00

49 lines
1.9 KiB
Python

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