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import os | |
import time | |
from fastapi import APIRouter, Depends, HTTPException, status | |
from libs.convert_to_audio import convert_to_audio | |
from libs.transformer.get_transcript import get_transcript_gpu | |
from libs.transformer.get_transcript_2 import get_transcribe_transformers | |
from langchain_community.document_loaders.blob_loaders.youtube_audio import YoutubeAudioLoader | |
from libs.header_api_auth import get_api_key | |
from libs.transformer.youtube_download import download_youtube | |
router = APIRouter(prefix="/get-transcript-transformer", tags=["transcript"]) | |
def get_transcript(audio_path: str, model_size: str = "distil-whisper/distil-small.en", api_key: str = Depends(get_api_key)): | |
st = time.time() | |
output_audio_folder = f"./cached/audio" | |
if not os.path.exists(output_audio_folder): | |
os.makedirs(output_audio_folder) | |
if("https://www.youtube.com" in audio_path): | |
output_file = download_youtube(audio_path) | |
else: | |
output_file = f"{output_audio_folder}/{audio_path.split('/')[-1].split(".")[0]}.mp3" | |
convert_to_audio(audio_path.strip(), output_file) | |
try: | |
text, chunks = get_transcribe_transformers(output_file, model_size) | |
except Exception as error: | |
raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail=f"error>>>: {error}") | |
finally: | |
if os.path.exists(output_file): | |
os.remove(output_file) | |
listSentences = [] | |
for chunk in chunks: | |
listSentences.append({ | |
"start_time": chunk.get("timestamp")[0], | |
"end_time": chunk.get("timestamp")[1], | |
"text": chunk.get("text") | |
}) | |
et = time.time() | |
elapsed_time = et - st | |
return {"text": text, | |
'list_sentence': listSentences, | |
'elapsed_time': round(elapsed_time, 2) | |
} | |