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1.69 kB
| # Copyright 2024 Big Vision Authors. | |
| # | |
| # 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. | |
| """Preprocessing utils.""" | |
| from collections import abc | |
| def maybe_repeat(arg, n_reps): | |
| if not isinstance(arg, abc.Sequence) or isinstance(arg, str): | |
| arg = (arg,) * n_reps | |
| return arg | |
| class InKeyOutKey(object): | |
| """Decorator for preprocessing ops, which adds `inkey` and `outkey` arguments. | |
| Note: Only supports single-input single-output ops. | |
| """ | |
| def __init__(self, indefault="image", outdefault="image", with_data=False): | |
| self.indefault = indefault | |
| self.outdefault = outdefault | |
| self.with_data = with_data | |
| def __call__(self, orig_get_pp_fn): | |
| def get_ikok_pp_fn(*args, key=None, | |
| inkey=self.indefault, outkey=self.outdefault, **kw): | |
| orig_pp_fn = orig_get_pp_fn(*args, **kw) | |
| def _ikok_pp_fn(data): | |
| # Optionally allow the function to get the full data dict as aux input. | |
| if self.with_data: | |
| data[key or outkey] = orig_pp_fn(data[key or inkey], data=data) | |
| else: | |
| data[key or outkey] = orig_pp_fn(data[key or inkey]) | |
| return data | |
| return _ikok_pp_fn | |
| return get_ikok_pp_fn | |