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import gradio as gr
import requests
from yt_dlp import YoutubeDL
import os
import tempfile
from typing import Optional
import json
import subprocess
# Define the FastAPI URL
API_URL = "http://localhost:9998"
def download_youtube_audio(url: str, output_dir: Optional[str] = None) -> str:
if output_dir is None:
output_dir = tempfile.gettempdir()
yt_dlp_command = [
"/home/ubuntu/miniconda3/envs/gradio_whisper/bin/yt-dlp",
"-f", "bestaudio/best",
"-x", # Extract audio
"--audio-format", "mp3",
"--audio-quality", "192K",
"-o", os.path.join(output_dir, "%(id)s.%(ext)s"),
"-v",
"--print", "after_move:filepath", # Print the output filepath
"--username", "oauth2",
"--password", "",
"--no-playlist",
"--print-json",
url
]
try:
print(' '.join(yt_dlp_command))
result = subprocess.run(yt_dlp_command, capture_output=True, text=True, check=True)
# Parse the JSON output to get video information
video_info = json.loads(result.stdout.splitlines()[-2]) # The last line is the filepath
# Get the output filepath from the last line of stdout
audio_file = result.stdout.splitlines()[-1].strip()
print(f"Successfully downloaded: {video_info['title']}")
return audio_file
except subprocess.CalledProcessError as e:
raise Exception(f"Error downloading YouTube audio: {e.stderr}")
except json.JSONDecodeError:
raise Exception("Error parsing video information")
except Exception as e:
raise Exception(f"Unexpected error: {str(e)}")
def run_asr(audio_file, youtube_url):
temp_file = None
try:
if youtube_url:
# It's a YouTube URL
audio_file = download_youtube_audio(youtube_url)
temp_file = audio_file
elif not audio_file:
return "Please provide either an audio file or a YouTube URL."
files = {'file': open(audio_file, 'rb')}
data = {'language': 'en', 'model_name': 'whisper-large-v2-imda'}
response = requests.post(f"{API_URL}/asr", data=data, files=files)
if response.status_code == 200:
return response.json().get("text", "")
else:
return f"Error: {response.status_code}"
except Exception as e:
return f"Error: {str(e)}"
finally:
# Clean up the temporary file if it was a YouTube download
if temp_file and os.path.exists(temp_file):
os.remove(temp_file)
def embed_youtube(youtube_url):
if youtube_url:
try:
# video_id = YoutubeDL().extract_info(youtube_url, download=False)['id']\
video_id = youtube_url.split("v=")[1]
print(video_id)
embed_html = f'<iframe width="560" height="315" src="https://www.youtube.com/embed/{video_id}" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>'
return gr.update(value=embed_html, visible=True), "", None
except:
return gr.update(value="", visible=False), "Invalid YouTube URL", None
return gr.update(value="", visible=False), "", None
def clear_on_audio_input(audio):
if audio is not None:
return "", gr.update(value="", visible=False), ""
return gr.update(), gr.update(), gr.update()
# Create the Gradio interface with improved aesthetics
with gr.Blocks(theme=gr.themes.Soft()) as demo:
gr.Markdown("# 🎙️ Audio Transcription Service")
gr.Markdown("Upload an audio file, record your voice, or paste a YouTube URL to get an English transcription.")
with gr.Row():
with gr.Column(scale=2):
audio_input = gr.Audio(sources=['microphone', 'upload'], type="filepath", label="Audio Input")
youtube_input = gr.Textbox(label="YouTube URL", placeholder="Or paste a YouTube URL here...")
video_player = gr.HTML(visible=False)
with gr.Column(scale=3):
result = gr.Textbox(
label="Transcription Result",
placeholder="Your transcription will appear here...",
lines=10
)
run_button = gr.Button("🚀 Transcribe Audio", variant="primary")
run_button.click(run_asr, inputs=[audio_input, youtube_input], outputs=[result])
# Update video player and clear transcription and audio input when YouTube URL is entered
youtube_input.change(
fn=embed_youtube,
inputs=[youtube_input],
outputs=[video_player, result, audio_input]
)
# Clear transcription, YouTube input, and video player when audio is input
audio_input.change(
fn=clear_on_audio_input,
inputs=[audio_input],
outputs=[result, video_player, youtube_input]
)
gr.Markdown("### How to use:")
gr.Markdown("1. Upload an audio file or record your voice using the microphone, OR paste a YouTube URL.")
gr.Markdown("2. If you paste a YouTube URL, the video will be displayed for your reference, and any previous transcription or audio input will be cleared.")
gr.Markdown("3. If you upload or record audio, any previous transcription, YouTube URL, and video will be cleared.")
gr.Markdown("4. Click the 'Transcribe Audio' button to start the process.")
gr.Markdown("5. Wait for a few seconds, and your transcription will appear in the result box.")
# Launch the Gradio interface
demo.launch(
server_name='0.0.0.0',
server_port=5008,
ssl_certfile='/home/ubuntu/astarwiz_com/astarwiz_com.crt',
ssl_keyfile='/home/ubuntu/astarwiz_com/astarwiz_com.key',
ssl_verify=False
)
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