add resample module in preprocessing package, refactor demucs_wrapper.py
This commit is contained in:
@@ -0,0 +1,18 @@
|
||||
import librosa
|
||||
|
||||
def resample(waveform, org_samplerate, new_samplerate):
|
||||
"""
|
||||
Reads a waveform and returns a waveform resampled to samplerate.
|
||||
|
||||
Args:
|
||||
waveform: waveform of the target audio.
|
||||
org_samplerate : original samplerate of the audio.
|
||||
new_samplerate : samplerate to which the audio is to be resampled.
|
||||
"""
|
||||
|
||||
try:
|
||||
waveform = librosa.resample(waveform, orig_sr=org_samplerate, target_sr=new_samplerate)
|
||||
return waveform, new_samplerate
|
||||
except Exception as e:
|
||||
raise RuntimeError(f"Error reasmpling the audio file: {e}")
|
||||
|
||||
@@ -1,66 +1,35 @@
|
||||
import subprocess
|
||||
import os
|
||||
import librosa
|
||||
import soundfile as sf
|
||||
import tempfile
|
||||
from pathlib import Path
|
||||
|
||||
def preprocess_audio(input_file: str, target_sr: int = 41000):
|
||||
"""
|
||||
Preprocess the audio file by loading, converting to mono, and resampling.
|
||||
|
||||
Parameters:
|
||||
input_file (str): Path to the input audio file to be processed.
|
||||
target_sr (int): The target sample rate for the resampled audio.
|
||||
|
||||
Returns:
|
||||
str: Path to the temporary processed audio file.
|
||||
"""
|
||||
# Load the audio with librosa, converting to mono and resampling
|
||||
waveform, sr = librosa.load(input_file, sr=target_sr, mono=True)
|
||||
|
||||
# Create a temporary file to save the processed audio
|
||||
temp_audio_path = tempfile.mktemp(suffix=".wav")
|
||||
|
||||
# Save the processed audio to the temporary file
|
||||
sf.write(temp_audio_path, waveform, target_sr)
|
||||
|
||||
return temp_audio_path
|
||||
|
||||
def separate_audio_with_demucs(input_file: str, output_dir: str = './separated_output'):
|
||||
def separate_audio_with_demucs(input_file, sample_rate, output_dir: str):
|
||||
"""
|
||||
Use subprocess to run Demucs separation on an input audio file.
|
||||
|
||||
Parameters:
|
||||
input_file (str): Path to the input audio file to be separated.
|
||||
output_dir (str): Directory where the separated output will be saved.
|
||||
"""
|
||||
|
||||
|
||||
# Create the output directory if it does not exist
|
||||
os.makedirs(output_dir, exist_ok=True)
|
||||
|
||||
# Preprocess the audio file
|
||||
processed_audio = preprocess_audio(input_file)
|
||||
# Demucs command to separate the temp audio file
|
||||
command = [ 'demucs', '--out', output_dir, input_file]
|
||||
|
||||
# Demucs command to separate the audio file
|
||||
command = [
|
||||
'demucs',
|
||||
'--out', output_dir, # Output directory for separated tracks
|
||||
processed_audio # Input processed file
|
||||
]
|
||||
|
||||
try:
|
||||
# Run the command as a subprocess
|
||||
subprocess.run(command, check=True)
|
||||
print(f"Separation completed. Output saved to {output_dir}")
|
||||
except subprocess.CalledProcessError as e:
|
||||
print(f"An error occurred while running Demucs: {e}")
|
||||
print(f"An error occured while running demucs : {e}")
|
||||
except FileNotFoundError:
|
||||
print("Demucs is not installed or not found in the system PATH.")
|
||||
print("Demucs is not installed or not found in the system PATH")
|
||||
finally:
|
||||
# Clean up the temporary file
|
||||
os.remove(processed_audio)
|
||||
# Cleanup the temporary file
|
||||
os.remove(input_file)
|
||||
|
||||
if __name__ == "__main__":
|
||||
# Example usage
|
||||
input_audio_path = 'samples/pancakes_for_dinner.wav' # Path to your audio file
|
||||
output_folder = './separated_output' # Where the separated files will be stored
|
||||
separate_audio_with_demucs(input_audio_path, output_folder)
|
||||
|
||||
|
||||
Reference in New Issue
Block a user