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from transformers import pipeline
import gradio as gr
from pytube import YouTube
import os
pipe = pipeline(model="torileatherman/train_first_try") # change to "your-username/the-name-you-picked"
def transcribe(audio):
text = pipe(audio)["text"]
return text
def transcribe_url(url):
youtube = YouTube(str(url))
audio = youtube.streams.filter(only_audio=True).first().download('yt_video')
text = pipe(audio)["text"]
return text
url_demo = gr.Interface(
fn=transcribe_url,
inputs="text",
outputs="text",
title="Whisper Swedish",
description="Swedish speech and audio recognition using a fine-tuned Whisper small model",
)
voice_demo = gr.Interface(
fn=transcribe,
inputs=gr.Audio(source="microphone", type="filepath"),
outputs="text",
title="Whisper Swedish",
description="Swedish speech and audio recognition using a fine-tuned Whisper small model",
)
demo = gr.TabbedInterface([url_demo, voice_demo], ["YouTube Video to Text", "Audio to Text"])
demo.launch() |