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PaddleSpeech/paddlespeech/server/engine/asr/python/asr_engine.py

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# Copyright (c) 2022 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 io
import os
from typing import List
from typing import Optional
from typing import Union
import librosa
import paddle
import soundfile
from paddlespeech.cli.asr.infer import ASRExecutor
from paddlespeech.cli.log import logger
from paddlespeech.s2t.frontend.featurizer.text_featurizer import TextFeaturizer
from paddlespeech.s2t.transform.transformation import Transformation
from paddlespeech.s2t.utils.dynamic_import import dynamic_import
from paddlespeech.s2t.utils.utility import UpdateConfig
from paddlespeech.server.engine.base_engine import BaseEngine
from paddlespeech.server.utils.config import get_config
__all__ = ['ASREngine']
class ASRServerExecutor(ASRExecutor):
def __init__(self):
super().__init__()
pass
class ASREngine(BaseEngine):
"""ASR server engine
Args:
metaclass: Defaults to Singleton.
"""
def __init__(self):
super(ASREngine, self).__init__()
def init(self, config_file: str) -> bool:
"""init engine resource
Args:
config_file (str): config file
Returns:
bool: init failed or success
"""
self.input = None
self.output = None
self.executor = ASRServerExecutor()
self.config = get_config(config_file)
paddle.set_device(paddle.get_device())
self.executor._init_from_path(
self.config.model, self.config.lang, self.config.sample_rate,
self.config.cfg_path, self.config.decode_method,
self.config.ckpt_path)
logger.info("Initialize ASR server engine successfully.")
return True
def run(self, audio_data):
"""engine run
Args:
audio_data (bytes): base64.b64decode
"""
if self.executor._check(
io.BytesIO(audio_data), self.config.sample_rate,
self.config.force_yes):
logger.info("start run asr engine")
self.executor.preprocess(self.config.model, io.BytesIO(audio_data))
self.executor.infer(self.config.model)
self.output = self.executor.postprocess() # Retrieve result of asr.
else:
logger.info("file check failed!")
self.output = None
def postprocess(self):
"""postprocess
"""
return self.output