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import json | ||
import logging | ||
import os | ||
import subprocess | ||
import sys | ||
from collections import deque | ||
from pathlib import Path | ||
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from tafrigh import Config, TranscriptType, Writer, farrigh | ||
from tafrigh.recognizers.wit_recognizer import WitRecognizer | ||
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# Define Wit.ai API keys for languages | ||
LANGUAGE_API_KEYS = { | ||
'EN': 'YOUR_WIT_API_KEY_FOR_ENGLISH', | ||
'AR': 'YOUR_WIT_API_KEY_FOR_ARABIC', | ||
'FR': 'YOUR_WIT_API_KEY_FOR_FRENCH', | ||
'JA': 'YOUR_WIT_API_KEY_FOR_JAPANESE', | ||
# Add more languages and API keys as needed | ||
} | ||
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# Set up logging | ||
#logging.basicConfig(filename='transcription.log', level=logging.DEBUG) | ||
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def download_youtube_audio(youtube_url): | ||
output_path = Path(__file__).parent / 'downloads' / '%(id)s.%(ext)s' | ||
command = ['yt-dlp', '-x', '--audio-format', 'wav', '-o', str(output_path), youtube_url] | ||
subprocess.run(command, check=True) | ||
audio_file = next(Path(__file__).parent.glob('downloads/*.wav')) | ||
return audio_file | ||
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def convert_video_to_audio(video_path): | ||
audio_output_path = video_path.with_suffix('.wav') # Ensure output is WAV | ||
command = ['ffmpeg', '-i', str(video_path), '-vn', '-acodec', 'pcm_s16le', '-ar', '44100', '-ac', '2', str(audio_output_path)] | ||
subprocess.run(command, check=True) | ||
print(f"Video converted to audio: {audio_output_path}") | ||
return audio_output_path | ||
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def convert_mp3_to_wav(mp3_path): | ||
wav_output_path = mp3_path.with_suffix('.wav') | ||
command = ['ffmpeg', '-i', str(mp3_path), str(wav_output_path)] | ||
subprocess.run(command, check=True) | ||
print(f"MP3 converted to WAV: {wav_output_path}") | ||
return wav_output_path | ||
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def is_wav_file(file_path): | ||
try: | ||
with open(file_path, 'rb') as file: | ||
return file.read(4) == b'RIFF' | ||
except IOError: | ||
return False | ||
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def transcribe_file(file_path, language_sign): | ||
if not is_wav_file(file_path): | ||
print(f"Skipping file {file_path} as it is not in WAV format.") | ||
return | ||
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wit_api_key = LANGUAGE_API_KEYS.get(language_sign.upper()) | ||
if not wit_api_key: | ||
print(f"API key not found for language: {language_sign}") | ||
return | ||
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config = Config( | ||
urls_or_paths=[str(file_path)], | ||
skip_if_output_exist=False, | ||
playlist_items="", | ||
verbose=False, | ||
model_name_or_path="", | ||
task="", | ||
language="", | ||
use_faster_whisper=False, | ||
beam_size=0, | ||
ct2_compute_type="", | ||
wit_client_access_tokens=[wit_api_key], | ||
max_cutting_duration=5, | ||
min_words_per_segment=1, | ||
save_files_before_compact=False, | ||
save_yt_dlp_responses=False, | ||
output_sample=0, | ||
output_formats=[TranscriptType.TXT, TranscriptType.SRT], | ||
output_dir=str(file_path.parent), | ||
) | ||
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print(f"Transcribing file: {file_path}") | ||
progress = deque(farrigh(config), maxlen=0) | ||
print(f"Transcription completed. Check the output directory for the generated files.") | ||
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def main(): | ||
choice = input("Do you want to transcribe a YouTube video (Y) or a local file (L)? [Y/L]: ").strip().upper() | ||
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if choice == 'Y': | ||
youtube_url = input("Enter the YouTube video link: ") | ||
language_sign = input("Enter the language sign (e.g., EN, AR, FR, JA): ") | ||
audio_file = download_youtube_audio(youtube_url) | ||
transcribe_file(audio_file, language_sign) | ||
elif choice == 'L': | ||
file_path = input("Enter the path to the local file or directory: ") | ||
file_path = Path(file_path) | ||
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if file_path.is_dir(): | ||
# Process all audio/video files in the directory | ||
for file in file_path.glob('*'): | ||
if file.suffix.lower() in ['.wav']: | ||
language_sign = input(f"Enter the language sign for {file.name} (e.g., EN, AR, FR, JA): ") | ||
transcribe_file(file, language_sign) | ||
elif file.suffix.lower() in ['.mp3']: | ||
wav_file = convert_mp3_to_wav(file) | ||
language_sign = input(f"Enter the language sign for {file.name} (e.g., EN, AR, FR, JA): ") | ||
transcribe_file(wav_file, language_sign) | ||
elif file.suffix.lower() in ['.mp4', '.mkv', '.avi']: | ||
audio_file = convert_video_to_audio(file) | ||
language_sign = input(f"Enter the language sign for {file.name} (e.g., EN, AR, FR, JA): ") | ||
transcribe_file(audio_file, language_sign) | ||
else: | ||
if file_path.suffix.lower() in ['.mp3']: | ||
file_path = convert_mp3_to_wav(file_path) | ||
elif file_path.suffix.lower() in ['.mp4', '.mkv', '.avi']: | ||
file_path = convert_video_to_audio(file_path) | ||
language_sign = input("Enter the language sign (e.g., EN, AR, FR): ") | ||
transcribe_file(file_path, language_sign) | ||
else: | ||
print("Invalid choice. Exiting.") | ||
sys.exit(1) | ||
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if __name__ == "__main__": | ||
main() |