# Copyright 2022 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. """RetinaNet task definition.""" import tensorflow as tf from official.core import task_factory from official.projects.qat.vision.configs import retinanet as exp_cfg from official.projects.qat.vision.modeling import factory from official.vision.beta.tasks import retinanet @task_factory.register_task_cls(exp_cfg.RetinaNetTask) class RetinaNetTask(retinanet.RetinaNetTask): """A task for RetinaNet object detection with QAT.""" def build_model(self) -> tf.keras.Model: """Builds RetinaNet model with QAT.""" model = super(RetinaNetTask, self).build_model() if self.task_config.quantization: model = factory.build_qat_retinanet( model, self.task_config.quantization, model_config=self.task_config.model) return model