| |
| import argparse |
| import os.path as osp |
|
|
| |
| config_8gpu_list = [ |
| 'configs/swin/upernet_swin_tiny_patch4_window7_512x512_160k_ade20k_pretrain_224x224_1K.py', |
| 'configs/vit/upernet_vit-b16_ln_mln_512x512_160k_ade20k.py', |
| 'configs/vit/upernet_deit-s16_ln_mln_512x512_160k_ade20k.py', |
| ] |
|
|
|
|
| def parse_args(): |
| parser = argparse.ArgumentParser( |
| description='Convert benchmark model json to script') |
| parser.add_argument( |
| 'txt_path', type=str, help='txt path output by benchmark_filter') |
| parser.add_argument('--port', type=int, default=24727, help='dist port') |
| parser.add_argument( |
| '--out', |
| type=str, |
| default='.dev_scripts/benchmark_train.sh', |
| help='path to save model benchmark script') |
|
|
| args = parser.parse_args() |
| return args |
|
|
|
|
| def create_train_bash_info(commands, config, script_name, partition, port): |
| cfg = config.strip() |
|
|
| |
| echo_info = f'echo \'{cfg}\' &' |
| commands.append(echo_info) |
| commands.append('\n') |
|
|
| _, model_name = osp.split(osp.dirname(cfg)) |
| config_name, _ = osp.splitext(osp.basename(cfg)) |
| |
| if cfg in config_8gpu_list: |
| command_info = f'GPUS=8 GPUS_PER_NODE=8 ' \ |
| f'CPUS_PER_TASK=2 {script_name} ' |
| else: |
| command_info = f'GPUS=4 GPUS_PER_NODE=4 ' \ |
| f'CPUS_PER_TASK=2 {script_name} ' |
| command_info += f'{partition} ' |
| command_info += f'{config_name} ' |
| command_info += f'{cfg} ' |
| command_info += f'--cfg-options ' \ |
| f'checkpoint_config.max_keep_ckpts=1 ' \ |
| f'dist_params.port={port} ' |
| command_info += f'--work-dir work_dirs/{model_name}/{config_name} ' |
| |
| command_info += '>/dev/null &' |
|
|
| commands.append(command_info) |
| commands.append('\n') |
|
|
|
|
| def main(): |
| args = parse_args() |
| if args.out: |
| out_suffix = args.out.split('.')[-1] |
| assert args.out.endswith('.sh'), \ |
| f'Expected out file path suffix is .sh, but get .{out_suffix}' |
|
|
| root_name = './tools' |
| script_name = osp.join(root_name, 'slurm_train.sh') |
| port = args.port |
| partition_name = 'PARTITION=$1' |
|
|
| commands = [] |
| commands.append(partition_name) |
| commands.append('\n') |
| commands.append('\n') |
|
|
| with open(args.txt_path) as f: |
| model_cfgs = f.readlines() |
| for i, cfg in enumerate(model_cfgs): |
| create_train_bash_info(commands, cfg, script_name, '$PARTITION', |
| port) |
| port += 1 |
|
|
| command_str = ''.join(commands) |
| if args.out: |
| with open(args.out, 'w') as f: |
| f.write(command_str) |
|
|
|
|
| if __name__ == '__main__': |
| main() |
|
|
