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Create utils.py
Browse files- lib/vc/utils.py +84 -0
lib/vc/utils.py
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import os
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import wave
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import subprocess
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import yt_dlp
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import ffmpeg
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import logging
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from fairseq import checkpoint_utils
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logger = logging.getLogger(__name__)
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def load_hubert(config):
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path_check = os.path.exists("assets/hubert/hubert_base.pt")
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if path_check is False:
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logger.warn("hubert_base.pt is missing. Please check the documentation for to get it.")
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else:
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logger.info("hubert_base.pt found.")
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models, _, _ = checkpoint_utils.load_model_ensemble_and_task(
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[os.path.join("assets", "hubert", "hubert_base.pt")],
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suffix="",
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)
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hubert_model = models[0]
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hubert_model = hubert_model.to(config.device)
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if config.is_half:
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hubert_model = hubert_model.half()
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else:
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hubert_model = hubert_model.float()
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hubert_model.eval()
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return hubert_model
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def download_audio(url, audio_provider):
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logs = []
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if url == "":
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logs.append("URL required!")
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yield None, "\n".join(logs)
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return None, "\n".join(logs)
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if not os.path.exists("yt"):
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os.mkdir("yt")
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if audio_provider == "Youtube":
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logs.append("Downloading the audio...")
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yield None, "\n".join(logs)
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ydl_opts = {
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'noplaylist': True,
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'format': 'bestaudio/best',
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'postprocessors': [{
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'key': 'FFmpegExtractAudio',
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'preferredcodec': 'wav',
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}],
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"outtmpl": 'yt/audio',
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}
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audio_path = "yt/audio.wav"
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with yt_dlp.YoutubeDL(ydl_opts) as ydl:
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ydl.download([url])
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logs.append("Download Complete.")
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yield audio_path, "\n".join(logs)
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def cut_vocal_and_inst(split_model):
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logs = []
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logs.append("Starting the audio splitting process...")
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yield "\n".join(logs), None, None, None
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command = f"demucs --two-stems=vocals -n {split_model} yt/audio.wav -o output"
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result = subprocess.Popen(command.split(), stdout=subprocess.PIPE, text=True)
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for line in result.stdout:
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logs.append(line)
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yield "\n".join(logs), None, None, None
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logger.info(result.stdout)
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vocal = f"output/{split_model}/audio/vocals.wav"
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inst = f"output/{split_model}/audio/no_vocals.wav"
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logs.append("Audio splitting complete.")
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yield "\n".join(logs), vocal, inst, vocal
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def combine_vocal_and_inst(audio_data, vocal_volume, inst_volume, split_model):
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if not os.path.exists("output/result"):
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os.mkdir("output/result")
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vocal_path = "output/result/output.wav"
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output_path = "output/result/combine.mp3"
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inst_path = f"output/{split_model}/audio/no_vocals.wav"
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with wave.open(vocal_path, "w") as wave_file:
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wave_file.setnchannels(1)
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wave_file.setsampwidth(2)
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wave_file.setframerate(audio_data[0])
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wave_file.writeframes(audio_data[1].tobytes())
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command = f'ffmpeg -y -i {inst_path} -i {vocal_path} -filter_complex [0:a]volume={inst_volume}[i];[1:a]volume={vocal_volume}[v];[i][v]amix=inputs=2:duration=longest[a] -map [a] -b:a 320k -c:a libmp3lame {output_path}'
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result = subprocess.run(command.split(), stdout=subprocess.PIPE)
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logger.info(result.stdout.decode())
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return output_path
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