Open Source

llama.cpp gets Vulkan Tensor Parallel support from dev Piotr

A single PR makes multi-GPU LLM inference viable on Vulkan.

Deep Dive

The legend Piotr has made Vulkan Tensor Parallel somewhat usable, and the community is excited to see it evolve.

Key Points
  • Pull request #25051 by pwilkin adds Vulkan Tensor Parallel to llama.cpp.
  • Enables splitting LLM inference across multiple GPUs via Vulkan API.
  • Early state — described as 'somewhat usable' — but lays foundation for multi-GPU support without CUDA.

Why It Matters

Multi-GPU LLM inference on Vulkan democratizes local AI, reducing reliance on proprietary Nvidia stacks.

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