fast-reid/projects/FastShoe/train_net.py

61 lines
1.4 KiB
Python

# -*- coding: utf-8 -*-
# @Time : 2021/10/11 10:12:28
# @Author : zuchen.wang@vipshop.com
# @File : train_net.py.py
import json
import os
import sys
sys.path.append('.')
from fastreid.config import get_cfg
from fastreid.engine import default_argument_parser, default_setup, launch
from fastreid.utils.checkpoint import Checkpointer
from fastreid.utils import bughook
from fastshoe import PairTrainer
def setup(args):
"""
Create configs and perform basic setups.
"""
cfg = get_cfg()
cfg.merge_from_file(args.config_file)
cfg.merge_from_list(args.opts)
setattr(cfg, 'eval_only', args.eval_only)
cfg.freeze()
default_setup(cfg, args)
return cfg
def main(args):
cfg = setup(args)
if args.eval_only:
cfg.defrost()
cfg.MODEL.BACKBONE.PRETRAIN = False
model = PairTrainer.build_model(cfg)
Checkpointer(model).load(cfg.MODEL.WEIGHTS) # load trained model
res = PairTrainer.test(cfg, model)
return res
else:
trainer = PairTrainer(cfg)
trainer.resume_or_load(resume=args.resume)
return trainer.train()
if __name__ == "__main__":
args = default_argument_parser().parse_args()
print("Command Line Args:", args)
launch(
main,
args.num_gpus,
num_machines=args.num_machines,
machine_rank=args.machine_rank,
dist_url=args.dist_url,
args=(args,),
)