File size: 1,098 Bytes
eb90a8a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 | import os
import torch
import statistics
def save_args(args, fn):
with open(fn, 'w') as f:
for k, v in args.__dict__.items():
f.write("{},{}\n".format(k, v))
print("saved args:", args)
def summary_report(val_list):
return sum(val_list)/len(val_list), statistics.stdev(val_list) if len(val_list) > 1 else 0
def create_checkpoint(checkpoint_fn, epoch, model, optimizer, results):
checkpoint = {"epoch": epoch,
"model": model.state_dict(),
"optimizer": optimizer.state_dict(),
"results": results}
torch.save(checkpoint, checkpoint_fn)
def remove_checkpoint(checkpoint_fn):
os.remove(checkpoint_fn)
def load_checkpoint(checkpoint_fn, model, optimizer):
checkpoint = torch.load(checkpoint_fn)
model.load_state_dict(checkpoint['model'])
optimizer.load_state_dict(checkpoint['optimizer'])
return checkpoint['results'], checkpoint['epoch'], model, optimizer
def load_checkpoint_results(checkpoint_fn):
checkpoint = torch.load(checkpoint_fn)
return checkpoint['results']
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