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PaddleSpeech/paddlespeech/cli/executor.py

68 lines
1.9 KiB

# 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 Optional
from typing import Union
import paddle
class BaseExecutor(ABC):
"""
An abstract executor of paddlespeech tasks.
"""
def __init__(self):
self.input = None
self.output = None
@abstractmethod
def _get_default_cfg_path(self):
"""
Returns a default config file path of current task.
"""
pass
@abstractmethod
def _init_from_cfg(self, cfg_path: Optional[os.PathLike]=None):
"""
Init model from a specific config file.
"""
pass
@abstractmethod
def preprocess(self, input: Union[str, os.PathLike]):
"""
Input preprocess and return paddle.Tensor stored in self.input.
Input content can be a text(t2s), a file(s2t, cls) or a streaming(not supported yet).
"""
pass
@paddle.no_grad()
@abstractmethod
def infer(self, device: str):
"""
Model inference and result stored in self.output.
"""
pass
@abstractmethod
def postprocess(self) -> Union[str, os.PathLike]:
"""
Output postprocess and return human-readable results such as texts and audio files.
"""
pass