- Use meta device initialization to avoid unnecessary memory allocation during model creation
- Reduces DiT and VAE initialization time by ~90% when loading to CPU
- Explicitly delete state dicts after loading to free memory immediately
- Refactor configure_model_inference() into focused helper functions for DRY code
- Improve debug logging with timestamps and cleaner section separators for readability