2023-03-09 12:46:50 +01:00
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import gradio as gr
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import speech_recognition as sr
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2023-05-10 03:49:39 +02:00
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2023-04-07 20:57:29 +02:00
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from modules import shared
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2023-03-09 20:33:00 +01:00
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2023-03-09 12:46:50 +01:00
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input_hijack = {
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'state': False,
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'value': ["", ""]
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}
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2023-07-08 01:54:53 +02:00
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# parameters which can be customized in settings.json of webui
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params = {
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'whipser_language': 'english',
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'whipser_model': 'small.en',
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'auto_submit': True
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}
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2023-03-09 12:46:50 +01:00
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2023-07-12 20:33:25 +02:00
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def do_stt(audio, whipser_model, whipser_language):
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2023-03-09 12:46:50 +01:00
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transcription = ""
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r = sr.Recognizer()
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2023-03-12 21:03:07 +01:00
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# Convert to AudioData
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audio_data = sr.AudioData(sample_rate=audio[0], frame_data=audio[1], sample_width=4)
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2023-03-09 12:46:50 +01:00
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try:
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2023-07-08 01:54:53 +02:00
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transcription = r.recognize_whisper(audio_data, language=whipser_language, model=whipser_model)
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2023-03-09 12:46:50 +01:00
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except sr.UnknownValueError:
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print("Whisper could not understand audio")
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except sr.RequestError as e:
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2023-03-09 20:33:00 +01:00
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print("Could not request results from Whisper", e)
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2023-03-09 12:46:50 +01:00
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2023-04-07 20:57:29 +02:00
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return transcription
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2023-03-12 21:03:07 +01:00
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2023-03-09 12:46:50 +01:00
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2023-07-12 20:33:25 +02:00
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def auto_transcribe(audio, auto_submit, whipser_model, whipser_language):
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2023-03-13 21:41:19 +01:00
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if audio is None:
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return "", ""
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2023-07-12 20:33:25 +02:00
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transcription = do_stt(audio, whipser_model, whipser_language)
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2023-04-07 20:57:29 +02:00
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if auto_submit:
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input_hijack.update({"state": True, "value": [transcription, transcription]})
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return transcription, None
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2023-03-13 21:41:19 +01:00
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2023-03-09 12:46:50 +01:00
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def ui():
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2023-07-08 01:54:53 +02:00
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with gr.Accordion("Whisper STT", open=True):
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with gr.Row():
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audio = gr.Audio(source="microphone")
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with gr.Row():
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with gr.Accordion("Settings", open=False):
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auto_submit = gr.Checkbox(label='Submit the transcribed audio automatically', value=params['auto_submit'])
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2023-07-12 20:33:25 +02:00
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whipser_model = gr.Dropdown(label='Whisper Model', value=params['whipser_model'], choices=["tiny.en", "base.en", "small.en", "medium.en", "tiny", "base", "small", "medium", "large"])
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whipser_language = gr.Dropdown(label='Whisper Language', value=params['whipser_language'], choices=["chinese", "german", "spanish", "russian", "korean", "french", "japanese", "portuguese", "turkish", "polish", "catalan", "dutch", "arabic", "swedish", "italian", "indonesian", "hindi", "finnish", "vietnamese", "hebrew", "ukrainian", "greek", "malay", "czech", "romanian", "danish", "hungarian", "tamil", "norwegian", "thai", "urdu", "croatian", "bulgarian", "lithuanian", "latin", "maori", "malayalam", "welsh", "slovak", "telugu", "persian", "latvian", "bengali", "serbian", "azerbaijani", "slovenian", "kannada", "estonian", "macedonian", "breton", "basque", "icelandic", "armenian", "nepali", "mongolian", "bosnian", "kazakh", "albanian", "swahili", "galician", "marathi", "punjabi", "sinhala", "khmer", "shona", "yoruba", "somali", "afrikaans", "occitan", "georgian", "belarusian", "tajik", "sindhi", "gujarati", "amharic", "yiddish", "lao", "uzbek", "faroese", "haitian creole", "pashto", "turkmen", "nynorsk", "maltese", "sanskrit", "luxembourgish", "myanmar", "tibetan", "tagalog", "malagasy", "assamese", "tatar", "hawaiian", "lingala", "hausa", "bashkir", "javanese", "sundanese"])
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2023-04-13 15:40:27 +02:00
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audio.change(
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2023-07-12 20:33:25 +02:00
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auto_transcribe, [audio, auto_submit, whipser_model, whipser_language], [shared.gradio['textbox'], audio]).then(
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2023-04-13 15:40:27 +02:00
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None, auto_submit, None, _js="(check) => {if (check) { document.getElementById('Generate').click() }}")
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2023-07-08 01:54:53 +02:00
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whipser_model.change(lambda x: params.update({"whipser_model": x}), whipser_model, None)
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whipser_language.change(lambda x: params.update({"whipser_language": x}), whipser_language, None)
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auto_submit.change(lambda x: params.update({"auto_submit": x}), auto_submit, None)
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