Spaces:
Runtime error
Runtime error
File size: 2,294 Bytes
7288748 a717b8a 7288748 a717b8a 7288748 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 |
import os
from pathlib import Path
from typing import Any
from collections import OrderedDict
from pytube import YouTube
import whisper
from transforming.transform import Transform
from video import YoutubeVideo
from utils import accepts_types
class WhisperTransform(Transform):
"""
Transform a Video object using Whisper model. It's a
concrete Transform.
Args:
model (`str`):
Size of Whisper model. Can be tiny, base (default), small, medium, and large.
without_timestamps (`bool`, defaults to `False`):
To add phrase-level timestamps.
"""
def __init__(self, model: str="base", without_timestamps: bool=False) -> None:
self.model = whisper.load_model(model)
self.without_timestamps = without_timestamps
@accepts_types(YoutubeVideo)
def apply(self, video: YoutubeVideo) -> YoutubeVideo:
"""Creates a new video with transcriptions created by Whisper.
"""
# Create a YouTube object
try:
yt = YouTube(video.url)
except (Exception):
print ("Video not available \n")
print(f"Exception: {e}")
# Get audio from video
else:
audio_file = self._get_audio_from_video(yt)
result = self.model.transcribe(audio_file,
without_timestamps=self.without_timestamps)
transcription = result["text"]
data = []
for seg in result['segments']:
data.append(OrderedDict({'start': seg['start'], 'end': seg['end'],'text': seg['text']}))
os.remove(audio_file)
return YoutubeVideo(channel_name = video.channel_name,
url = video.url,
title = video.title,
description = video.description,
transcription = transcription,
segments = data)
def _get_audio_from_video(self, yt: Any) -> Path:
# TODO: Add credits
video = yt.streams.filter(only_audio=True).first()
out_file = video.download(output_path=".")
base, _ = os.path.splitext(out_file)
new_file = base + ".mp3"
os.rename(out_file, new_file)
return new_file |