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app.py
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import os
from flask import Flask,render_template,request,send_from_directory
from src1.components.video_to_subtitle import SubtitleGenerator,Video2SubConfig
from src1.components.summarize import Summarizer
from src1.pipeline import run_training_pipeline
import threading
from gtts import gTTS
from src1.components.video_downloader import VideoDownloader
app=Flask(__name__)
app.config['upload_dir']=os.path.join('uploads/')
os.makedirs(app.config['upload_dir'],exist_ok=True)
print("Load summarizer Model")
summarizer=Summarizer()
summarizer.load_model()
@app.route('/',methods=['GET'])
def index():
"""
It renders the index.html file in the templates folder
Returns:
The index.html file is being returned
"""
return render_template('index.html')
@app.route('/transcribe',methods=['POST'])
def upload_file():
"""
The function upload_file() takes in a video file or a video link,transcribes the video,
and summarizes the transcript
Returns:
the transcript and summary text.
"""
if request.method =='POST':
video_file=request.files["video_file"]
subtitle_generator=SubtitleGenerator(config=Video2SubConfig)
if video_file:
filename=video_file.filename
video_path=os.path.join((os.path.join(app.config['upload_dir'],filename)))
print(video_path)
video_file.save(video_path)
task='transcribe'
if len(request.form.getlist('translate-btn')) >0:
task='translate'
print("translate task is selected:",task)
subtitle=subtitle_generator.get_subtitles(video_paths=video_path,model_path=tiny,
task=task,verbose=False)
else:
video_link=request.form["link-input"]
downloader=VideoDownloader(
url=video_link,save_path=app.config['upload_dir']
)
video_path=downloader.download()
task='transcribe'
option=request.form.get('options')
if option=='translate':
task='translate'
print("translate task is selected:",task)
print("task selected:",task)
subtitle=subtitle_generator.get_subtitles(video_paths=[video_path],
model_path='tiny',task=task,verbose=False)
transcript_text=subtitle[1]['text']
summary_text=summarizer.summarize_text(transcript_text)
tts=gTTS(summary_text,tld="co.uk")
audio_path=os.path.join(app.config['upload_dir'],'summary.mp3')
tts.save(audio_path)
return render_template('index.html',transcript=transcript_text,summary=summary_text,
audio_path=audio_path)
@app.route('/audio/<path:filename>')
def serve_audio(filename):
return send_from_directory(app.config['upload_dir'],filename,mimetype='audio/mpeg')
@app.route('/train',methods=['GET','POST'])
def start_train():
def run_training():
run_training_pipeline()
train_thread=threading.Thread(target=run_training)
train_thread.start()
return "Training has started"
if __name__=="__main__":
app.run(host='0.0.0.0',port=5000,debug=True)