# 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. """A global factory to register and access all registered tasks.""" from official.core import registry _REGISTERED_TASK_CLS = {} # TODO(b/158741360): Add type annotations once pytype checks across modules. def register_task_cls(task_config_cls): """Decorates a factory of Tasks for lookup by a subclass of TaskConfig. This decorator supports registration of tasks as follows: ``` @dataclasses.dataclass class MyTaskConfig(TaskConfig): # Add fields here. pass @register_task_cls(MyTaskConfig) class MyTask(Task): # Inherits def __init__(self, task_config). pass my_task_config = MyTaskConfig() my_task = get_task(my_task_config) # Returns MyTask(my_task_config). ``` Besisdes a class itself, other callables that create a Task from a TaskConfig can be decorated by the result of this function, as long as there is at most one registration for each config class. Args: task_config_cls: a subclass of TaskConfig (*not* an instance of TaskConfig). Each task_config_cls can only be used for a single registration. Returns: A callable for use as class decorator that registers the decorated class for creation from an instance of task_config_cls. """ return registry.register(_REGISTERED_TASK_CLS, task_config_cls) def get_task(task_config, **kwargs): """Creates a Task (of suitable subclass type) from task_config.""" # TODO(hongkuny): deprecate the task factory to use config.BUILDER. if task_config.BUILDER is not None: return task_config.BUILDER(task_config, **kwargs) return get_task_cls(task_config.__class__)(task_config, **kwargs) # The user-visible get_task() is defined after classes have been registered. # TODO(b/158741360): Add type annotations once pytype checks across modules. def get_task_cls(task_config_cls): task_cls = registry.lookup(_REGISTERED_TASK_CLS, task_config_cls) return task_cls