Created
February 6, 2021 15:03
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import torch | |
from pathlib import Path | |
import platform | |
from datetime import datetime | |
import git | |
from pip._internal.operations import freeze | |
def save_checkpoint(checkpoint_path, model, optimizer, config_dict): | |
run_info = { | |
'date': datetime.now().strftime('%Y-%m-%d'), | |
'directory': str(Path('.').resolve()), | |
'hostname': platform.node() | |
} | |
metadata_dict = { | |
'config': config_dict, | |
'run': run_info, | |
'pip': list(freeze.freeze()) | |
} | |
try: | |
repo = git.Repo(search_parent_directories=True) | |
head_obj = repo.head.object | |
git_info = { | |
'commit': head_obj.hexsha, | |
'branch': repo.active_branch.name, | |
'author': { | |
'name': head_obj.author.name, | |
'email': head_obj.author.email | |
} | |
} | |
try: | |
git_info['remotes'] = list(repo.remote().urls), | |
except ValueError: | |
pass | |
metadata_dict['git'] = git_info | |
except (git.exc.InvalidGitRepositoryError, ValueError): | |
pass | |
checkpoint_dict = { | |
'model': model.state_dict(), | |
'optimizer': optimizer.state_dict(), | |
'metadata': metadata_dict | |
} | |
torch.save(checkpoint_dict, checkpoint_path) |
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