Spaces:
Runtime error
Runtime error
basic gradio app, init!
Browse files- app.py +47 -0
- requirements.txt +3 -0
app.py
ADDED
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import whisper
|
3 |
+
from pytube import YouTube
|
4 |
+
|
5 |
+
loaded_model = whisper.load_model("base")
|
6 |
+
|
7 |
+
def inference(link):
|
8 |
+
yt = YouTube(link)
|
9 |
+
path = yt.streams.filter(only_audio=True)[0].download(filename="audio.mp4")
|
10 |
+
options = whisper.DecodingOptions(without_timestamps=True)
|
11 |
+
results = loaded_model.transcribe(path)
|
12 |
+
return results['text']
|
13 |
+
|
14 |
+
def change_model(size):
|
15 |
+
loaded_model = whisper.load_model(size)
|
16 |
+
|
17 |
+
title="Youtube Whisperer"
|
18 |
+
description="Speech to text transcription of Youtube videos using OpenAI's Whisper"
|
19 |
+
block = gr.Blocks()
|
20 |
+
|
21 |
+
with block:
|
22 |
+
gr.HTML(
|
23 |
+
"""
|
24 |
+
<div style="text-align: center; max-width: 500px; margin: 0 auto;">
|
25 |
+
<div>
|
26 |
+
<h1>Youtube Whisperer</h1>
|
27 |
+
</div>
|
28 |
+
<p style="margin-bottom: 10px; font-size: 94%">
|
29 |
+
Speech to text transcription of Youtube videos using OpenAI's Whisper
|
30 |
+
</p>
|
31 |
+
</div>
|
32 |
+
"""
|
33 |
+
)
|
34 |
+
with gr.Group():
|
35 |
+
with gr.Box():
|
36 |
+
sz = gr.Dropdown(label="Model Size", choices=['base','small', 'medium', 'large'], value='base')
|
37 |
+
sz.change(change_model, inputs=[sz], outputs=[])
|
38 |
+
link = gr.Textbox(label="YouTube Link")
|
39 |
+
text = gr.Textbox(
|
40 |
+
label="Transcription",
|
41 |
+
placeholder="Transcription Output",
|
42 |
+
lines=5)
|
43 |
+
with gr.Row().style(mobile_collapse=False, equal_height=True):
|
44 |
+
btn = gr.Button("Transcribe")
|
45 |
+
btn.click(inference, inputs=[link], outputs=[text])
|
46 |
+
|
47 |
+
block.launch()
|
requirements.txt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
transformers
|
2 |
+
git+https://github.com/openai/whisper.git
|
3 |
+
pytube
|