from faster_whisper import WhisperModel from tool.json_tool import load_groups_json from ui.ui_component import * import torch import gc import tool.text_file_tool as text_file_tool gc.collect() torch.cuda.empty_cache() model_lang_list = ['en', 'id', None] model_size = ["tiny", "base", "small", "medium", "large-v2"] def start_transcribe(lang_choice: int, model_size_choice: int, progress): print( f"Starting transcribing with model size {model_size[model_size_choice]} for language {model_lang_list[lang_choice]}") model = WhisperModel(model_size[model_size_choice]) _, speaker_groups = load_groups_json() subtitle_txt_list = [] transcribe_txt_list = [] simple_transcribe_txt_list = [] for speaker, _ in zip(speaker_groups, progress.tqdm(speaker_groups, desc=current_ui_lang["progress_transcribing_audio"])): # Transcribe and save temp file audiof = f"{speaker}.wav" segments, _ = model.transcribe( audio=audiof, language=model_lang_list[lang_choice], word_timestamps=True) segments_list = list(segments) speaker_txt_list = [] shift = speaker_groups[speaker][0] + 1 print(f"Starting point: {shift}s or {time_str_subtitle(shift)}") name = str(speaker)[:10] for segment in segments_list: start = time_str_subtitle(segment.start + shift) end = time_str_subtitle(segment.end + shift) segment_txt = segment.text speaker_txt_list.append(segment_txt) subtitle = f"{len(subtitle_txt_list) + 1}\n{start} --> {end}\n[{name}] {segment_txt}\n\n" subtitle_txt_list.append(subtitle) speaker_txt = " ".join(speaker_txt_list) transcribe_txt_list.append( f"[{time_str(shift)}]\n[{name}] {speaker_txt}\n") simple_transcribe_txt_list.append(f"{speaker_txt}\n") # Write simple transcribe for summary later text_file_tool.write_simple_transcribe_file( simple_transcribe_txt_list) # Write to base as main text_file_tool.write_transcribe_subtitle_file( transcribe_txt_list, subtitle_txt_list, False) # Write to adjusted as fallout text_file_tool.write_transcribe_subtitle_file( transcribe_txt_list, subtitle_txt_list, True) def time_str_subtitle(t): return '{0:02d}:{1:02d}:{2:06.3f}'.format(round(t // 3600), round(t % 3600 // 60), t % 60) def time_str(t): return '{0:02d}:{1:02d}:{2:02d}'.format(round(t // 3600), round(t % 3600 // 60), round(t % 60))