Deploy Qwen3.5-9B-MLX-4bit Offline Setup

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Deploy Qwen3.5-9B-MLX-4bit Offline Setup



The fastest method for installing this model locally is by using Docker.





Follow the guidelines below to continue.





The installer will automatically analyze your hardware and select the optimal configuration for your system.



馃柟 HASH-SUM: 9fa43ad389e5c5a067a342bb40675890 | 馃搮 Updated on: 2026-06-27


  • Processor: 4.0 GHz+ boost clock recommended for CPU inference
  • RAM: required: 16 GB absolute minimum for small models
  • Disk Space: required: fast PCIe 4.0 drive for instant boots
  • Graphics: 12 GB VRAM minimum required for basic quantization

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鈥慻rade 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鈥慶onstrained environments. Additionally, the MLX optimizations reduce latency, providing smooth real鈥憈ime responses even on laptops and edge devices.

ParameterValue
Model NameQwen3.5-9B-MLX-4bit
Parameters9B
Quantization4鈥慴it
FrameworkMLX
Context Length8K tokens
Inference Speed>100 tokens/s (GPU)
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