# 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