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Raghvender
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ca57463
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Parent(s):
3afd733
Update app.py
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app.py
CHANGED
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import gradio as gr
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import subprocess
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import os
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import whisper
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from whisper.utils import write_vtt
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model = whisper.load_model('tiny')
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title = 'Add Captions(CC) to your videos'
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def convert_mp4_mp3(file, output="mp3"):
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"""
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Convert the Input Video files to Audio files (MP4 -> MP3)
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using FFMPEG
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"""
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filename, ext = os.path.splitext(file)
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subprocess.call(['ffmpeg', '-y', '-i', file, f'{filename}.{output}'],
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stdout=subprocess.DEVNULL, stderr=subprocess.STDOUT)
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return f"{filename}.{output}"
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def transcribe(video):
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"""
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Transcribe the text in the video file using Whisper model
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and write the transcribed captions to the video
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"""
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audio_file = convert_mp4_mp3(video)
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# CFG
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options = dict(beam_size=5, best_of=5, fp16=False)
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translate_options = dict(task='translate', **options)
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result = model.transcribe(audio_file, **translate_options)
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output_dir = ''
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# audio_path = audio_file.split('.')[0]
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audio_path = os.path.splitext(os.path.basename(audio_file))[0]
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# Write Subtitle onto a .vtt file
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with open(os.path.join(output_dir, audio_path + '.vtt'), 'w') as f:
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write_vtt(result['segments'], file=f)
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# Write the subtitles on the input video
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# subtitle = audio_path + '.vtt'
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# output_video = audio_path + '_subtitled.mp4'
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# os.system(f'ffmpeg -i {video} -vf subtitles={subtitle} {output_video}')
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output_video = os.path.join(output_dir, f'{audio_path}_subtitled.mp4')
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os.system(f'ffmpeg -i {video} -vf subtitles={os.path.join(output_dir, audio_path + ".vtt")} {output_video}')
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return output_video
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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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input_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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output_video = gr.Video()
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btn = gr.Button('Generate Subtitle Video')
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btn.click(transcribe, inputs=[input_video], outputs=[output_video])
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block.launch(enable_queue=True)
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