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Update app.py
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app.py
CHANGED
@@ -1,12 +1,44 @@
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import gradio as gr
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from sad_tf import *
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seg = Segmenter(ffmpeg_path="ffmpeg",model_path="keras_speech_music_noise_cnn.hdf5" , device="cpu",vad_type="vad")
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def transcribe_audio(audio_file):
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# Define the Gradio interface
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interface = gr.Interface(
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import gradio as gr
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from sad_tf import *
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from autosub import SpeechRecognizer
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from autosub import GOOGLE_SPEECH_API_KEY
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import soundfile as sf
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seg = Segmenter(ffmpeg_path="ffmpeg",model_path="keras_speech_music_noise_cnn.hdf5" , device="cpu",vad_type="vad")
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recognizer = SpeechRecognizer(language="fa", rate=16000,api_key=GOOGLE_SPEECH_API_KEY, proxies=None)
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def process_segment(args):
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segment, wav = args
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start, stop = segment
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# pp = converter((start, stop))
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pp = pcm_to_flac(wav[int(start*16000) : int(stop*16000)])
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tr_beamsearch_lm = recognizer(pp)
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return start, stop, tr_beamsearch_lm
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def pcm_to_flac(pcm_data, sample_rate=16000):
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buffer = io.BytesIO()
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sf.write(buffer, pcm_data, sample_rate, format='FLAC')
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flac_data = buffer.getvalue()
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return flac_data
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def transcribe_audio(audio_file):
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text=""
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isig,wav = seg(audio_file)
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isig = filter_output(isig , max_silence=0.5 ,ignore_small_speech_segments=0.1 , max_speech_len=15 ,split_speech_bigger_than=20)
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isig = [(a,b) for x,a,b,_,_ in isig]
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results=[]
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for segment in tqdm(isig):
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results.append (process_segment((segment, wav)))
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for start, stop, tr_beamsearch_lm in results:
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try:
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text += ' ' + tr_beamsearch_lm + '\r\n'
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except:
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pass
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return text
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# Define the Gradio interface
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interface = gr.Interface(
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