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| # Copyright 2021 AlQuraishi Laboratory | |
| # Copyright 2021 DeepMind Technologies Limited | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| """Common utilities for data pipeline tools.""" | |
| import contextlib | |
| import datetime | |
| import logging | |
| import shutil | |
| import tempfile | |
| import time | |
| from typing import Optional, Mapping, Dict | |
| import numpy as np | |
| import torch | |
| FeatureDict = Dict[str, np.ndarray] | |
| FeatureTensorDict = Dict[str, torch.Tensor] | |
| def tmpdir_manager(base_dir: Optional[str] = None): | |
| """Context manager that deletes a temporary directory on exit.""" | |
| tmpdir = tempfile.mkdtemp(dir=base_dir) | |
| try: | |
| yield tmpdir | |
| finally: | |
| shutil.rmtree(tmpdir, ignore_errors=True) | |
| def timing(msg: str): | |
| logging.info("Started %s", msg) | |
| tic = time.perf_counter() | |
| yield | |
| toc = time.perf_counter() | |
| logging.info("Finished %s in %.3f seconds", msg, toc - tic) | |
| def to_date(s: str): | |
| return datetime.datetime( | |
| year=int(s[:4]), month=int(s[5:7]), day=int(s[8:10]) | |
| ) | |