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import json | ||
# Copyright (c) 2022 Horizon Robotics. (authors: Binbin Zhang) | ||
# 2022 Chengdong Liang (liangchengdong@mail.nwpu.edu.cn) | ||
# | ||
# 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. | ||
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import gradio as gr | ||
import numpy as np | ||
import torch | ||
import wenetruntime as wenet | ||
import wenet | ||
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# TODO: add hotword | ||
chs_model = wenet.load_model('chinese') | ||
en_model = wenet.load_model('english') | ||
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def recognition(audio, lang='CN'): | ||
if audio is None: | ||
return "Input Error! Please enter one audio!" | ||
# NOTE: model supports 16k sample_rate | ||
if lang == 'CN': | ||
ans = chs_model.transcribe(audio) | ||
elif lang == 'EN': | ||
ans = en_model.transcribe(audio) | ||
else: | ||
return "ERROR! Please select a language!" | ||
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if ans is None: | ||
return "ERROR! No text output! Please try again!" | ||
txt = ans['text'] | ||
return txt | ||
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torch.manual_seed(777) # for lint | ||
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wenet.set_log_level(2) | ||
decoder = wenet.Decoder(lang='chs') | ||
# input | ||
inputs = [ | ||
gr.inputs.Audio(source="microphone", type="filepath", label='Input audio'), | ||
gr.Radio(['EN', 'CN'], label='Language') | ||
] | ||
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def recognition(audio): | ||
sr, y = audio | ||
assert sr in [48000, 16000] | ||
if sr == 48000: # Optional resample to 16000 | ||
y = (y / max(np.max(y), 1) * 32767)[::3].astype("int16") | ||
ans = decoder.decode(y.tobytes(), True) | ||
return json.loads(ans) | ||
output = gr.outputs.Textbox(label="Output Text") | ||
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examples = [ | ||
['examples/BAC009S0767W0127.wav', 'CN'], | ||
['examples/BAC009S0767W0424.wav', 'CN'], | ||
['examples/BAC009S0767W0488.wav', 'CN'], | ||
['examples/1995-1836-0002.flac', 'EN'], | ||
['examples/61-70968-0000.flac', 'EN'], | ||
['examples/672-122797-0000.flac', 'EN'], | ||
] | ||
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text = "Speech Recognition in WeNet | 基于 WeNet 的语音识别" | ||
gr.Interface(recognition, inputs="mic", outputs="json", | ||
description=text).launch() | ||
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# description | ||
description = ( | ||
"Wenet Demo ! This is a speech recognition demo that supports Mandarin and English !" | ||
) | ||
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article = ( | ||
"<p style='text-align: center'>" | ||
"<a href='https://github.com/wenet-e2e/wenet' target='_blank'>Github: Learn more about WeNet</a>" | ||
"</p>") | ||
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interface = gr.Interface( | ||
fn=recognition, | ||
inputs=inputs, | ||
outputs=output, | ||
title=text, | ||
description=description, | ||
article=article, | ||
examples=examples, | ||
theme='huggingface', | ||
) | ||
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interface.launch(enable_queue=True) |
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wenetruntime | ||
gradio | ||
wenet @ git+https://github.com/wenet-e2e/wenet.git | ||
gradio==3.14.0 |