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kabita-choudhary
commited on
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ab84c43
1
Parent(s):
465249d
Create app.py
Browse files
app.py
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import gradio as gr
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import os
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import sys
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import subprocess
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import whisper
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from whisper.utils import write_vtt
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model = whisper.load_model("medium")
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def video2mp3(video_file, output_ext="mp3"):
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filename, ext = os.path.splitext(video_file)
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subprocess.call(["ffmpeg", "-y", "-i", video_file, f"{filename}.{output_ext}"],
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stdout=subprocess.DEVNULL,
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stderr=subprocess.STDOUT)
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return f"{filename}.{output_ext}"
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def translate(input_video):
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audio_file = video2mp3(input_video)
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model = whisper.load_model("base")
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audio = whisper.load_audio(audio_file)
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#result= model.transcribe(audio)
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options = dict(beam_size=5, best_of=5)
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translate_options = dict(task="translate", **options)
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transcribe_options = dict(task="transcribe", **options)
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result_translate = model.transcribe(audio_file,**translate_options)
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result_transcribe = model.transcribe(audio_file,**transcribe_options)
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return "Transcribe result :"+result_transcribe["text"] +"\n ---Translated text in english ---- "+result_translate["text"]
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block = gr.Blocks()
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with block:
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with gr.Group():
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with gr.Box():
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with gr.Row().style():
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inp_video = gr.Video(
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label="Input Video",
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type="filepath",
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mirror_webcam = False
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)
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op_video = gr.Textbox()
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btn = gr.Button("Generate Subtitle Video")
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btn.click(translate, inputs=[inp_video], outputs=[op_video],api_name="view_api")
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block.launch(enable_queue = True,debug=True)
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