113 lines
3.3 KiB
Python
113 lines
3.3 KiB
Python
# Copyright (c) OpenMMLab. All rights reserved.
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import argparse
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import os.path as osp
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from mmcv import Config
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def parse_args():
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parser = argparse.ArgumentParser(
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description='Convert benchmark test model list to script')
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parser.add_argument('config', help='test config file path')
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parser.add_argument('--port', type=int, default=28171, help='dist port')
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parser.add_argument(
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'--work-dir',
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default='work_dirs/benchmark_evaluation',
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help='the dir to save metric')
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parser.add_argument(
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'--out',
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type=str,
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default='.dev/benchmark_evaluation.sh',
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help='path to save model benchmark script')
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return parser.parse_args()
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def process_model_info(model_info, work_dir):
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config = model_info['config'].strip()
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fname, _ = osp.splitext(osp.basename(config))
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job_name = fname
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checkpoint = model_info['checkpoint'].strip()
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work_dir = osp.join(work_dir, fname)
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evals = model_info['eval'] if isinstance(model_info['eval'],
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list) else [model_info['eval']]
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eval = ' '.join(evals)
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return dict(
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config=config,
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job_name=job_name,
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checkpoint=checkpoint,
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work_dir=work_dir,
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eval=eval)
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def create_test_bash_info(commands, model_test_dict, port, script_name,
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partition):
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config = model_test_dict['config']
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job_name = model_test_dict['job_name']
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checkpoint = model_test_dict['checkpoint']
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work_dir = model_test_dict['work_dir']
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eval = model_test_dict['eval']
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echo_info = f'\necho \'{config}\' &'
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commands.append(echo_info)
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commands.append('\n')
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command_info = f'GPUS=4 GPUS_PER_NODE=4 ' \
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f'CPUS_PER_TASK=2 {script_name} '
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command_info += f'{partition} '
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command_info += f'{job_name} '
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command_info += f'{config} '
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command_info += f'$CHECKPOINT_DIR/{checkpoint} '
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command_info += f'--eval {eval} '
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command_info += f'--work-dir {work_dir} '
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command_info += f'--cfg-options dist_params.port={port} '
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command_info += '&'
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commands.append(command_info)
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def main():
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args = parse_args()
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if args.out:
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out_suffix = args.out.split('.')[-1]
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assert args.out.endswith('.sh'), \
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f'Expected out file path suffix is .sh, but get .{out_suffix}'
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commands = []
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partition_name = 'PARTITION=$1'
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commands.append(partition_name)
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commands.append('\n')
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checkpoint_root = 'CHECKPOINT_DIR=$2'
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commands.append(checkpoint_root)
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commands.append('\n')
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script_name = osp.join('tools', 'slurm_test.sh')
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port = args.port
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work_dir = args.work_dir
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cfg = Config.fromfile(args.config)
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for model_key in cfg:
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model_infos = cfg[model_key]
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if not isinstance(model_infos, list):
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model_infos = [model_infos]
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for model_info in model_infos:
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print('processing: ', model_info['config'])
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model_test_dict = process_model_info(model_info, work_dir)
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create_test_bash_info(commands, model_test_dict, port, script_name,
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'$PARTITION')
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port += 1
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command_str = ''.join(commands)
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if args.out:
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with open(args.out, 'w') as f:
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f.write(command_str + '\n')
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if __name__ == '__main__':
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main()
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