Vulkan
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A developer released Janus, a single Go binary that runs GGUF models on AMD, Intel, or NVIDIA GPUs via Vulkan or CPU, exposing an OpenAI-compatible API. It requires no Python, Docker, or Ollama, and supports hot-swapping models and thinking models.
virtio-nvgpu forwards NVIDIA kernel driver ioctls at the driver ABI level, letting a Linux guest run the vendor's own unmodified user-mode drivers. On an RTX 3060, guest performance is within 2% of bare metal above about 2 ms per frame and costs the same CPU; four guests together hit about 103.7 fps, targeting headless streaming.
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