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whisper bulk STT (speech-to-text) conversion, pass a glob to process multiple files
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#!/usr/bin/env python3 | |
import sys | |
from pathlib import Path | |
# from: https://community.openai.com/t/transcribe-lines-are-way-too-long-for-both-subtitles-and-karaoke/289059/7 | |
print('loading whisper...', end='') | |
import whisper | |
from whisper.utils import get_writer | |
print('Ok') | |
if __name__ == '__main__': | |
# mac specific | |
# import torch | |
# print(f'MPS is available: {torch.backends.mps.is_available()}') | |
model = whisper.load_model(name='large-v3') | |
# will this ever be fixed?? | |
# model = whisper.load_model(name='large-v3', device="mps") # for macos, not working YET | |
for audio in Path(".").glob(sys.argv[1]): | |
srt_path = audio.with_suffix('.srt') | |
if srt_path.exists(): | |
print(f'βοΈ {srt_path.absolute()} already exists! skipping...') | |
continue | |
print(f'\n\nπ π π Processing:\n\t{audio.absolute()}...\n') | |
result = model.transcribe(audio=str(audio), | |
temperature=0, | |
no_speech_threshold=0.8, | |
hallucination_silence_threshold=1.0, | |
beam_size=3, | |
condition_on_previous_text=False, | |
compression_ratio_threshold=2.4, | |
task="transcribe", | |
fp16=False, | |
# word_timestamps=True, | |
# temperature=0.1, | |
verbose=True | |
) | |
# Set VTT Line and words width | |
word_options = { | |
# "highlight_words": True, ### << karaoke style subs | |
"max_line_count": 3, | |
"max_line_width": 42 | |
} | |
# "txt": WriteTXT, | |
# "vtt": WriteVTT, | |
# "srt": WriteSRT, | |
# "tsv": WriteTSV, | |
# "json": WriteJSON, | |
all_formats_writer = get_writer(output_format='all', output_dir='.') | |
all_formats_writer(result, str(audio.absolute()), word_options) | |
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