# Copyright (c) 2021 PaddlePaddle 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. import os from abc import ABC from abc import abstractmethod from typing import Any from typing import List from typing import Union import paddle class BaseExecutor(ABC): """ An abstract executor of paddlespeech tasks. """ def __init__(self): self._inputs = dict() self._outputs = dict() @abstractmethod def _get_pretrained_path(self, tag: str) -> os.PathLike: """ Download and returns pretrained resources path of current task. Args: tag (str): A tag of pretrained model. Returns: os.PathLike: The path on which resources of pretrained model locate. """ pass @abstractmethod def _init_from_path(self, *args, **kwargs): """ Init model and other resources from arguments. This method should be called by `__call__()`. """ pass @abstractmethod def preprocess(self, input: Any, *args, **kwargs): """ Input preprocess and return paddle.Tensor stored in self._inputs. Input content can be a text(tts), a file(asr, cls), a stream(not supported yet) or anything needed. Args: input (Any): Input text/file/stream or other content. """ pass @paddle.no_grad() @abstractmethod def infer(self, *args, **kwargs): """ Model inference and put results into self._outputs. This method get input tensors from self._inputs, and write output tensors into self._outputs. """ pass @abstractmethod def postprocess(self, *args, **kwargs) -> Union[str, os.PathLike]: """ Output postprocess and return results. This method get model output from self._outputs and convert it into human-readable results. Returns: Union[str, os.PathLike]: Human-readable results such as texts and audio files. """ pass @abstractmethod def execute(self, argv: List[str]) -> bool: """ Command line entry. This method can only be accessed by a command line such as `paddlespeech asr`. Args: argv (List[str]): Arguments from command line. Returns: int: Result of the command execution. `True` for a success and `False` for a failure. """ pass @abstractmethod def __call__(self, *arg, **kwargs): """ Python API to call an executor. """ pass