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[Feature] Add tools to convert distill ckpt to student-only ckpt. #381

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Dec 8, 2022
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48 changes: 48 additions & 0 deletions tools/model_converters/convert_kd_ckpt_to_student.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,48 @@
# Copyright (c) OpenMMLab. All rights reserved.
import argparse
from pathlib import Path

import torch


def parse_args():
parser = argparse.ArgumentParser(
description='Convert KD checkpoint to student-only checkpoint')
parser.add_argument('checkpoint', help='input checkpoint filename')
parser.add_argument('--out-path', help='save checkpoint path')
parser.add_argument(
'--inplace', action='store_true', help='replace origin ckpt')
args = parser.parse_args()
return args


def main():
args = parse_args()
checkpoint = torch.load(args.checkpoint, map_location='cpu')
new_state_dict = dict()
new_meta = checkpoint['meta']

for key, value in checkpoint['state_dict'].items():
if key.startswith('architecture.'):
new_key = key.replace('architecture.', '')
new_state_dict[new_key] = value

checkpoint = dict()
checkpoint['meta'] = new_meta
checkpoint['state_dict'] = new_state_dict

if args.inplace:
torch.save(checkpoint, args.checkpoint)
else:
ckpt_path = Path(args.checkpoint)
ckpt_name = ckpt_path.stem
if args.out_path:
ckpt_dir = Path(args.out_path)
else:
ckpt_dir = ckpt_path.parent
new_ckpt_path = ckpt_dir / f'{ckpt_name}_student.pth'
torch.save(checkpoint, new_ckpt_path)


if __name__ == '__main__':
main()