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Update app.py
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app.py
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@@ -6,7 +6,6 @@ sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), 'amt/src
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import glob
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import gradio as gr
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from gradio_helper import *
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from model_helper import *
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# @title Load Checkpoint
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@@ -43,9 +42,86 @@ else:
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model = load_model_checkpoint(args=args)
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AUDIO_EXAMPLES = glob.glob('
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YOUTUBE_EXAMPLES = ["https://www.youtube.com/watch?v=vMboypSkj3c"]
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theme = 'gradio/dracula_revamped' #'Insuz/Mocha' #gr.themes.Soft()
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import glob
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import gradio as gr
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from model_helper import *
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# @title Load Checkpoint
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model = load_model_checkpoint(args=args)
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# @title GradIO helper
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import os
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import subprocess
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from typing import Tuple, Dict, Literal
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from ctypes import ArgumentError
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from html_helper import *
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from pytube import YouTube
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import torchaudio
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def prepare_media(source_path_or_url: os.PathLike,
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source_type: Literal['audio_filepath', 'youtube_url'],
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delete_video: bool = True) -> Dict:
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"""prepare media from source path or youtube, and return audio info"""
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# Get audio_file
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if source_type == 'audio_filepath':
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audio_file = source_path_or_url
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elif source_type == 'youtube_url':
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# Download from youtube
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try:
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# Try PyTube first
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yt = YouTube(source_path_or_url)
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audio_stream = min(yt.streams.filter(only_audio=True), key=lambda s: s.bitrate)
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mp4_file = audio_stream.download(output_path='downloaded') # ./downloaded
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audio_file = mp4_file[:-3] + 'mp3'
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subprocess.run(['ffmpeg', '-i', mp4_file, '-ac', '1', audio_file])
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os.remove(mp4_file)
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except Exception as e:
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try:
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# Try alternative
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print(f"Failed with PyTube, error: {e}. Trying yt-dlp...")
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audio_file = './downloaded/yt_audio'
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subprocess.run(['yt-dlp', '-x', source_path_or_url, '-f', 'bestaudio',
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'-o', audio_file, '--audio-format', 'mp3', '--restrict-filenames',
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'--force-overwrites'])
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audio_file += '.mp3'
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except Exception as e:
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print(f"Alternative downloader failed, error: {e}. Please try again later!")
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return None
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else:
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raise ValueError(source_type)
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# Create info
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info = torchaudio.info(audio_file)
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return {
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"filepath": audio_file,
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"track_name": os.path.basename(audio_file).split('.')[0],
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"sample_rate": int(info.sample_rate),
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"bits_per_sample": int(info.bits_per_sample),
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"num_channels": int(info.num_channels),
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"num_frames": int(info.num_frames),
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"duration": int(info.num_frames / info.sample_rate),
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"encoding": str.lower(info.encoding),
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}
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def process_audio(audio_filepath):
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if audio_filepath is None:
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return None
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audio_info = prepare_media(audio_filepath, source_type='audio_filepath')
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midifile = transcribe(model, audio_info)
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midifile = to_data_url(midifile)
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return create_html_from_midi(midifile) # html midiplayer
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def process_video(youtube_url):
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if 'youtu' not in youtube_url:
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return None
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audio_info = prepare_media(youtube_url, source_type='youtube_url')
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midifile = transcribe(model, audio_info)
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midifile = to_data_url(midifile)
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return create_html_from_midi(midifile) # html midiplayer
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def play_video(youtube_url):
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if 'youtu' not in youtube_url:
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return None
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return create_html_youtube_player(youtube_url)
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AUDIO_EXAMPLES = glob.glob('examples/*.*', recursive=True)
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YOUTUBE_EXAMPLES = ["https://www.youtube.com/watch?v=vMboypSkj3c"]
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theme = 'gradio/dracula_revamped' #'Insuz/Mocha' #gr.themes.Soft()
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