# Copyright 2023 The TensorFlow Authors. All Rights Reserved. # # 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. """Factory for getting TF-Vision input readers.""" from official.common import dataset_fn as dataset_fn_util from official.core import config_definitions as cfg from official.core import input_reader as core_input_reader from official.vision.dataloaders import input_reader as vision_input_reader def input_reader_generator(params: cfg.DataConfig, **kwargs) -> core_input_reader.InputReader: """Instantiates an input reader class according to the params. Args: params: A config_definitions.DataConfig object. **kwargs: Additional arguments passed to input reader initialization. Returns: An InputReader object. """ if params.is_training and params.get('pseudo_label_data', False): return vision_input_reader.CombinationDatasetInputReader( params, pseudo_label_dataset_fn=dataset_fn_util.pick_dataset_fn( params.pseudo_label_data.file_type), **kwargs) else: return core_input_reader.InputReader(params, **kwargs)