How to Setup Qwen3.5-9B-MLX-4bit Quantized GGUF

How to Setup Qwen3.5-9B-MLX-4bit Quantized GGUF

The most rapid route to a local installation of this model is through Docker.

Simply follow the directions outlined below.

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The loader auto-caches the model archive (several GBs included).

During setup, the script automatically determines and applies the best settings tailored to your machine.

📡 Hash Check: 5b504113817ea55af6b8e4803be17610 | 📅 Last Update: 2026-06-22



  • CPU: AVX2/AVX-512 instruction set required for llama.cpp
  • RAM: required: 16 GB absolute minimum for small models
  • Disk: high-speed SSD 120 GB to cache model layers
  • GPU: modern architecture (Ada Lovelace / Ampere minimum)

The Qwen3.5-9B-MLX-4bit model delivers strong performance while maintaining a compact footprint thanks to its 9B parameters and 4-bit quantization. Its integration with the MLX framework enables optimized memory usage and accelerated inference on consumer‑grade hardware. The model supports an 8K token context window, allowing it to handle longer dialogues and complex reasoning tasks. Benchmarks show it achieves competitive perplexity scores compared to larger models, making it ideal for deployment in resource‑constrained environments. Additionally, the MLX optimizations reduce latency, providing smooth real‑time responses even on laptops and edge devices.

Parameter Value
Model Name Qwen3.5-9B-MLX-4bit
Parameters 9B
Quantization 4‑bit
Framework MLX
Context Length 8K tokens
Inference Speed >100 tokens/s (GPU)
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