Delete app.py
Browse files
app.py
DELETED
@@ -1,60 +0,0 @@
|
|
1 |
-
import gradio as gr
|
2 |
-
import whisper
|
3 |
-
import yt_dlp
|
4 |
-
import os
|
5 |
-
from transformers import pipeline
|
6 |
-
|
7 |
-
# Load Whisper model
|
8 |
-
whisper_model = whisper.load_model("base")
|
9 |
-
|
10 |
-
# Load Summarization pipeline (you can replace with a LLaMA fine-tuned model if you have one)
|
11 |
-
summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
|
12 |
-
|
13 |
-
def download_youtube_audio(youtube_url):
|
14 |
-
filename = "audio.mp3"
|
15 |
-
ydl_opts = {
|
16 |
-
'format': 'bestaudio/best',
|
17 |
-
'outtmpl': filename,
|
18 |
-
'quiet': True,
|
19 |
-
'postprocessors': [{
|
20 |
-
'key': 'FFmpegExtractAudio',
|
21 |
-
'preferredcodec': 'mp3',
|
22 |
-
'preferredquality': '192',
|
23 |
-
}],
|
24 |
-
}
|
25 |
-
|
26 |
-
with yt_dlp.YoutubeDL(ydl_opts) as ydl:
|
27 |
-
ydl.download([youtube_url])
|
28 |
-
|
29 |
-
return filename
|
30 |
-
|
31 |
-
def transcribe_and_summarize(youtube_url):
|
32 |
-
try:
|
33 |
-
# Step 1: Download audio
|
34 |
-
audio_file = download_youtube_audio(youtube_url)
|
35 |
-
|
36 |
-
# Step 2: Transcribe
|
37 |
-
result = whisper_model.transcribe(audio_file)
|
38 |
-
transcript = result["text"]
|
39 |
-
|
40 |
-
# Step 3: Summarize
|
41 |
-
summary = summarizer(transcript, max_length=200, min_length=50, do_sample=False)[0]["summary_text"]
|
42 |
-
|
43 |
-
# Clean up
|
44 |
-
os.remove(audio_file)
|
45 |
-
|
46 |
-
return f"📄 **Transcript:**\n\n{transcript}\n\n🧠 **Summary:**\n\n{summary}"
|
47 |
-
|
48 |
-
except Exception as e:
|
49 |
-
return f"❌ Error: {str(e)}"
|
50 |
-
|
51 |
-
# Gradio UI
|
52 |
-
demo = gr.Interface(
|
53 |
-
fn=transcribe_and_summarize,
|
54 |
-
inputs=gr.Textbox(label="Enter YouTube Video URL"),
|
55 |
-
outputs=gr.Markdown(label="Transcript and Summary"),
|
56 |
-
title="🎥 YouTube Video Summarizer",
|
57 |
-
description="Enter a YouTube video link. This app will transcribe it and summarize using AI."
|
58 |
-
)
|
59 |
-
|
60 |
-
demo.launch()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|