Add Qwen3-TTS torch.compile optimizations (based on dffdeeq/Qwen3-TTS-streaming)
Implementation:
- Integrate streaming optimizations from dffdeeq/Qwen3-TTS-streaming fork
- Add torch.compile support with mode selection (default/reduce-overhead/max-autotune)
- Add manual CUDA graph capture option for additional optimization
- Update to support PyTorch 2.10+ and triton-windows 3.6+
- Remove obsolete inductor patches (not needed for PyTorch 2.10+)
- Add comprehensive optimization documentation with benchmark results
- Enable TensorFloat32 for Ampere+ GPUs automatically
Credit: Streaming implementation based on work by dffdeeq
https://github.com/dffdeeq/Qwen3-TTS-streaming