56 lines
1.8 KiB
Python
56 lines
1.8 KiB
Python
#!/usr/bin/env python3
|
||
# -*- coding: utf-8 -*-
|
||
#
|
||
# Copyright 2016-2099 Ailemon.net
|
||
#
|
||
# This file is part of ASRT Speech Recognition Tool.
|
||
#
|
||
# ASRT is free software: you can redistribute it and/or modify
|
||
# it under the terms of the GNU General Public License as published by
|
||
# the Free Software Foundation, either version 3 of the License, or
|
||
# (at your option) any later version.
|
||
# ASRT is distributed in the hope that it will be useful,
|
||
# but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||
# GNU General Public License for more details.
|
||
#
|
||
# You should have received a copy of the GNU General Public License
|
||
# along with ASRT. If not, see <https://www.gnu.org/licenses/>.
|
||
# ============================================================================
|
||
|
||
"""
|
||
@author: nl8590687
|
||
用于通过ASRT语音识别系统预测一次语音文件的程序
|
||
"""
|
||
|
||
import os
|
||
|
||
from speech_model import ModelSpeech
|
||
from speech_model_zoo import SpeechModel251BN
|
||
from speech_features import Spectrogram
|
||
from language_model3 import ModelLanguage
|
||
|
||
os.environ["CUDA_VISIBLE_DEVICES"] = "0"
|
||
|
||
AUDIO_LENGTH = 1600
|
||
AUDIO_FEATURE_LENGTH = 200
|
||
CHANNELS = 1
|
||
# 默认输出的拼音的表示大小是1428，即1427个拼音+1个空白块
|
||
OUTPUT_SIZE = 1428
|
||
sm251bn = SpeechModel251BN(
|
||
input_shape=(AUDIO_LENGTH, AUDIO_FEATURE_LENGTH, CHANNELS),
|
||
output_size=OUTPUT_SIZE
|
||
)
|
||
feat = Spectrogram()
|
||
ms = ModelSpeech(sm251bn, feat, max_label_length=64)
|
||
|
||
ms.load_model('save_models/' + sm251bn.get_model_name() + '.model.h5')
|
||
res = ms.recognize_speech_from_file('filename.wav')
|
||
print('*[提示] 声学模型语音识别结果：\n', res)
|
||
|
||
ml = ModelLanguage('model_language')
|
||
ml.load_model()
|
||
str_pinyin = res
|
||
res = ml.pinyin_to_text(str_pinyin)
|
||
print('语音识别最终结果：\n',res)
|