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MAI-UI-8B Server Deployment Package

OpenAI-compatible vision API for MAI-UI-8B (Q4_K_M + mmproj).

Contents

Path Purpose
bin/llama-server CUDA-built inference server
bin/lib*.so* Required shared libraries
models/*.gguf Quantized weights + vision projector
start_server.sh Launch script

Requirements (target machine)

  • Linux x86_64
  • NVIDIA GPU with CUDA 12+ drivers (built for RTX 50-series / sm_120)
  • ~11 GB VRAM for inference (16 GB GPU recommended)

Start

chmod +x start_server.sh
CUDA_VISIBLE_DEVICES=0 ./start_server.sh

API: http://localhost:8080/v1

Verify

curl http://localhost:8080/v1/models

Client

Point agents at http://<host>:8080/v1 with model_name matching the served GGUF name.

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GGUF
Model size
8B params
Architecture
qwen3vl
Hardware compatibility
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4-bit

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