TRELLIS.2 image-to-3D running on Mac Silicon – no Nvidia GPU needed
Runs 4B-parameter image-to-3D on Mac without CUDA—Microsoft's original required NVIDIA only.
Porting Microsoft's 4B-param 3D model to pure C++ with Vulkan support is a massive engineering flex.
Graphics programmers, AI engineers, and developers needing offline 3D asset generation
llama.cpp · stable-diffusion.cpp · TRELLIS
Runs 4B-parameter image-to-3D on Mac without CUDA—Microsoft's original required NVIDIA only.
CUDA, HIP, Vulkan, OpenCL, Metal under one API with CFD and AMG kernels.
28% faster Vulkan-to-CUDA on Qwen, but llm.c and llama.cpp already own inference.
Tile IR pipeline compiles Python kernels to Metal with automatic operator fusion for M1+.
30x faster cold start than vLLM with zero PyTorch dependencies.
Custom CUDA kernels for SSM recurrence with zero framework dependencies.