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import os | |
import gradio as gr | |
from scipy.io.wavfile import write | |
import subprocess | |
from audio_separator import Separator # Ensure this is correctly implemented | |
def inference(audio): | |
os.makedirs("out", exist_ok=True) | |
audio_path = 'test.wav' | |
write(audio_path, audio[0], audio[1]) | |
try: | |
# Using subprocess.run for better control | |
command = f"python3 -m demucs.separate -n htdemucs_6s -d cpu {audio_path} -o out" | |
process = subprocess.run(command, shell=True, check=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE) | |
print("Demucs script output:", process.stdout.decode()) | |
except subprocess.CalledProcessError as e: | |
print("Error in Demucs script:", e.stderr.decode()) | |
return None | |
try: | |
# Separating the stems using your custom separator | |
separator = Separator("./out/htdemucs_6s/test/vocals.wav", model_name='UVR_MDXNET_KARA_2', use_cuda=False, output_format='mp3') | |
primary_stem_path, secondary_stem_path = separator.separate() | |
except Exception as e: | |
print("Error in custom separation:", str(e)) | |
return None | |
# Collecting all file paths | |
files = [f"./out/htdemucs_6s/test/{stem}.wav" for stem in ["vocals", "bass", "drums", "other", "piano", "guitar"]] | |
files.extend([secondary_stem_path,primary_stem_path ]) | |
# Check if files exist | |
existing_files = [file for file in files if os.path.isfile(file)] | |
if not existing_files: | |
print("No files were created.") | |
return None | |
return existing_files | |
# Gradio Interface | |
title = "Source Separation Demo" | |
description = "Music Source Separation in the Waveform Domain. To use it, simply upload your audio." | |
gr.Interface( | |
inference, | |
gr.components.Audio(type="numpy", label="Input"), | |
[gr.components.Audio(type="filepath", label=stem) for stem in ["Full Vocals","Bass", "Drums", "Other", "Piano", "Guitar", "Lead Vocals", "Chorus" ]], | |
title=title, | |
description=description, | |
).launch() | |