File size: 1,684 Bytes
39da493 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 | #!/usr/bin/env python3
"""
Fine-tune XTTS v2 for Nigerian languages (Yoruba, Hausa, Igbo, Pidgin).
Uses Coqui TTS framework.
"""
import os
import sys
from pathlib import Path
# Check for GPU
import torch
print(f"PyTorch version: {torch.__version__}")
print(f"CUDA available: {torch.cuda.is_available()}")
if torch.cuda.is_available():
print(f"GPU: {torch.cuda.get_device_name(0)}")
print(f"GPU Memory: {torch.cuda.get_device_properties(0).total_memory / 1024**3:.1f} GB")
BASE_DIR = Path.home() / "voice-training"
PREPARED_DIR = BASE_DIR / "prepared_data"
OUTPUT_DIR = BASE_DIR / "output"
def setup_xtts_training():
"""Setup XTTS v2 fine-tuning."""
try:
from TTS.tts.configs.xtts_config import XttsConfig
from TTS.tts.models.xtts import Xtts
print("XTTS modules imported successfully")
return True
except ImportError as e:
print(f"Error importing TTS: {e}")
print("Installing coqui-tts...")
os.system("pip install coqui-tts")
return False
def main():
print("=== XTTS v2 Fine-tuning for Nigerian Languages ===")
print(f"Base directory: {BASE_DIR}")
if not setup_xtts_training():
print("Please install dependencies and try again")
sys.exit(1)
# Check for prepared data
if not PREPARED_DIR.exists():
print(f"Prepared data not found at {PREPARED_DIR}")
print("Run prepare_data.py first")
sys.exit(1)
print("Ready for fine-tuning!")
print("\nNext steps:")
print("1. Ensure audio data is prepared")
print("2. Configure training parameters")
print("3. Start training")
if __name__ == "__main__":
main()
|