Xujia Yang commited on
Create utils.py
Browse files
utils.py
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| 1 |
+
# utils.py - Combined audio utilities for 9year Anniversary App
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| 2 |
+
"""
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| 3 |
+
Audio processing utilities:
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| 4 |
+
- Voice/instrumental separation (Demucs)
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| 5 |
+
- Voice conversion (RVC)
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| 6 |
+
- Audio mixing and synthesis
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| 7 |
+
"""
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| 8 |
+
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| 9 |
+
from pathlib import Path
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| 10 |
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from pydub import AudioSegment
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| 11 |
+
import subprocess
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| 12 |
+
import sys
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| 13 |
+
import os
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| 14 |
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import tempfile
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| 15 |
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import shutil
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| 16 |
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import traceback
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| 17 |
+
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| 18 |
+
# ============ Audio Utils ============
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| 19 |
+
def load_audio(file_path):
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| 20 |
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"""Load audio file"""
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| 21 |
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import librosa
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| 22 |
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audio, sr = librosa.load(file_path, sr=None)
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| 23 |
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return audio, sr
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| 24 |
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def save_audio(file_path, audio, sr):
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| 26 |
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"""Save audio file"""
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| 27 |
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import soundfile as sf
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| 28 |
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sf.write(file_path, audio, sr)
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| 29 |
+
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| 30 |
+
# ============ Vocal Separation ============
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| 31 |
+
def separate_vocals_and_instrumental(input_audio: Path, output_dir: Path):
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| 32 |
+
"""
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| 33 |
+
Separate vocals and instrumental using Demucs
|
| 34 |
+
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| 35 |
+
Returns:
|
| 36 |
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tuple: (vocals_path, instrumental_path) or (None, None) if failed
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| 37 |
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"""
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| 38 |
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output_dir = Path(output_dir)
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| 39 |
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output_dir.mkdir(parents=True, exist_ok=True)
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| 40 |
+
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| 41 |
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vocals_path = output_dir / "vocals.wav"
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| 42 |
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instrumental_path = output_dir / "instrumental.wav"
|
| 43 |
+
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| 44 |
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try:
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| 45 |
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print("🎵 Starting vocal separation with Demucs...")
|
| 46 |
+
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| 47 |
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cmd = [
|
| 48 |
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sys.executable, "-m", "demucs",
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| 49 |
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"--two-stems", "vocals",
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| 50 |
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"-n", "htdemucs",
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| 51 |
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"-o", str(output_dir),
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| 52 |
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str(input_audio)
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| 53 |
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]
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| 54 |
+
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| 55 |
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result = subprocess.run(
|
| 56 |
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cmd,
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| 57 |
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capture_output=True,
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| 58 |
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text=True,
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| 59 |
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timeout=600 # 10 minute timeout
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| 60 |
+
)
|
| 61 |
+
|
| 62 |
+
# Find output files
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| 63 |
+
input_stem = Path(input_audio).stem
|
| 64 |
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demucs_output = output_dir / "htdemucs" / input_stem
|
| 65 |
+
|
| 66 |
+
if demucs_output.exists():
|
| 67 |
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vocals_file = demucs_output / "vocals.wav"
|
| 68 |
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no_vocals_file = demucs_output / "no_vocals.wav"
|
| 69 |
+
|
| 70 |
+
if vocals_file.exists() and no_vocals_file.exists():
|
| 71 |
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shutil.move(str(vocals_file), str(vocals_path))
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| 72 |
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shutil.move(str(no_vocals_file), str(instrumental_path))
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| 73 |
+
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| 74 |
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# Cleanup
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| 75 |
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shutil.rmtree(output_dir / "htdemucs", ignore_errors=True)
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| 76 |
+
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| 77 |
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print(f"✅ Separation complete!")
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| 78 |
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return vocals_path, instrumental_path
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| 79 |
+
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| 80 |
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print(f"⚠️ Demucs output not found")
|
| 81 |
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return None, None
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| 82 |
+
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| 83 |
+
except subprocess.TimeoutExpired:
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| 84 |
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print("⚠️ Demucs timeout, skipping separation")
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| 85 |
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return None, None
|
| 86 |
+
except Exception as e:
|
| 87 |
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print(f"⚠️ Separation failed: {e}")
|
| 88 |
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return None, None
|
| 89 |
+
|
| 90 |
+
# ============ Audio Merging ============
|
| 91 |
+
def merge_vocals_and_instrumental(converted_vocals: Path, instrumental: Path, output_file: Path):
|
| 92 |
+
"""
|
| 93 |
+
Merge converted vocals with instrumental
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| 94 |
+
|
| 95 |
+
Returns:
|
| 96 |
+
bool: Success status
|
| 97 |
+
"""
|
| 98 |
+
try:
|
| 99 |
+
vocals_audio = AudioSegment.from_file(str(converted_vocals))
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| 100 |
+
instrumental_audio = AudioSegment.from_file(str(instrumental))
|
| 101 |
+
|
| 102 |
+
# Normalize sample rates
|
| 103 |
+
target_sr = 44100
|
| 104 |
+
if vocals_audio.frame_rate != target_sr:
|
| 105 |
+
vocals_audio = vocals_audio.set_frame_rate(target_sr)
|
| 106 |
+
if instrumental_audio.frame_rate != target_sr:
|
| 107 |
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instrumental_audio = instrumental_audio.set_frame_rate(target_sr)
|
| 108 |
+
|
| 109 |
+
# Stereo
|
| 110 |
+
if vocals_audio.channels == 1:
|
| 111 |
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vocals_audio = vocals_audio.set_channels(2)
|
| 112 |
+
if instrumental_audio.channels == 1:
|
| 113 |
+
instrumental_audio = instrumental_audio.set_channels(2)
|
| 114 |
+
|
| 115 |
+
# Match lengths
|
| 116 |
+
vocals_len = len(vocals_audio)
|
| 117 |
+
instrumental_len = len(instrumental_audio)
|
| 118 |
+
|
| 119 |
+
if vocals_len > instrumental_len:
|
| 120 |
+
vocals_audio = vocals_audio[:instrumental_len]
|
| 121 |
+
elif instrumental_len > vocals_len:
|
| 122 |
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instrumental_audio = instrumental_audio[:vocals_len]
|
| 123 |
+
|
| 124 |
+
# Adjust vocal volume (slightly lower than instrumental)
|
| 125 |
+
vocals_dBFS = vocals_audio.dBFS
|
| 126 |
+
instrumental_dBFS = instrumental_audio.dBFS
|
| 127 |
+
target_vocals_dBFS = instrumental_dBFS - 4.0
|
| 128 |
+
|
| 129 |
+
if vocals_dBFS > target_vocals_dBFS:
|
| 130 |
+
vocals_audio = vocals_audio + (target_vocals_dBFS - vocals_dBFS)
|
| 131 |
+
|
| 132 |
+
# Mix
|
| 133 |
+
mixed_audio = instrumental_audio.overlay(vocals_audio)
|
| 134 |
+
|
| 135 |
+
# Normalize final volume
|
| 136 |
+
mixed_dBFS = mixed_audio.dBFS
|
| 137 |
+
if mixed_dBFS < -25:
|
| 138 |
+
mixed_audio = mixed_audio + (-20.0 - mixed_dBFS)
|
| 139 |
+
elif mixed_dBFS > -10:
|
| 140 |
+
mixed_audio = mixed_audio + (-20.0 - mixed_dBFS)
|
| 141 |
+
|
| 142 |
+
# Export
|
| 143 |
+
output_file = Path(output_file)
|
| 144 |
+
output_file.parent.mkdir(parents=True, exist_ok=True)
|
| 145 |
+
mixed_audio.export(str(output_file), format="wav")
|
| 146 |
+
|
| 147 |
+
return True
|
| 148 |
+
|
| 149 |
+
except Exception as e:
|
| 150 |
+
print(f"❌ Merge failed: {e}")
|
| 151 |
+
traceback.print_exc()
|
| 152 |
+
return False
|
| 153 |
+
|
| 154 |
+
def optimize_audio(input_file: Path, output_file: Path):
|
| 155 |
+
"""Optimize audio quality"""
|
| 156 |
+
try:
|
| 157 |
+
audio = AudioSegment.from_file(str(input_file))
|
| 158 |
+
|
| 159 |
+
if audio.frame_rate != 44100:
|
| 160 |
+
audio = audio.set_frame_rate(44100)
|
| 161 |
+
if audio.channels == 1:
|
| 162 |
+
audio = audio.set_channels(2)
|
| 163 |
+
|
| 164 |
+
# Normalize volume
|
| 165 |
+
dBFS = audio.dBFS
|
| 166 |
+
if dBFS < -30 or dBFS > -10:
|
| 167 |
+
audio = audio + (-20.0 - dBFS)
|
| 168 |
+
|
| 169 |
+
output_file = Path(output_file)
|
| 170 |
+
output_file.parent.mkdir(parents=True, exist_ok=True)
|
| 171 |
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audio.export(str(output_file), format="wav")
|
| 172 |
+
|
| 173 |
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return True
|
| 174 |
+
except Exception as e:
|
| 175 |
+
print(f"Audio optimization failed: {e}")
|
| 176 |
+
shutil.copy2(input_file, output_file)
|
| 177 |
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return False
|
| 178 |
+
|
| 179 |
+
# ============ Simple Mix (Fallback) ============
|
| 180 |
+
def simple_mix_audio(voice_file: Path, background_music: Path, output_file: Path,
|
| 181 |
+
voice_volume_db: float = 0.0, music_volume_db: float = -10.0):
|
| 182 |
+
"""
|
| 183 |
+
Simple mix mode: overlay voice on background music
|
| 184 |
+
"""
|
| 185 |
+
try:
|
| 186 |
+
voice_audio = AudioSegment.from_file(str(voice_file))
|
| 187 |
+
music_audio = AudioSegment.from_file(str(background_music))
|
| 188 |
+
|
| 189 |
+
if voice_volume_db != 0.0:
|
| 190 |
+
voice_audio = voice_audio + voice_volume_db
|
| 191 |
+
if music_volume_db != 0.0:
|
| 192 |
+
music_audio = music_audio + music_volume_db
|
| 193 |
+
|
| 194 |
+
# Match lengths
|
| 195 |
+
voice_len = len(voice_audio)
|
| 196 |
+
music_len = len(music_audio)
|
| 197 |
+
|
| 198 |
+
if voice_len > music_len:
|
| 199 |
+
voice_audio = voice_audio[:music_len]
|
| 200 |
+
elif music_len > voice_len:
|
| 201 |
+
num_loops = (music_len // voice_len) + 1
|
| 202 |
+
voice_audio = voice_audio * num_loops
|
| 203 |
+
voice_audio = voice_audio[:music_len]
|
| 204 |
+
|
| 205 |
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mixed_audio = music_audio.overlay(voice_audio)
|
| 206 |
+
|
| 207 |
+
output_file = Path(output_file)
|
| 208 |
+
output_file.parent.mkdir(parents=True, exist_ok=True)
|
| 209 |
+
mixed_audio.export(str(output_file), format="wav")
|
| 210 |
+
|
| 211 |
+
return True
|
| 212 |
+
|
| 213 |
+
except Exception as e:
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| 214 |
+
print(f"Simple mix failed: {e}")
|
| 215 |
+
return False
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