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Deploy gemma-4-E4B-it-MLX-6bit Windows

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

Just follow the guidelines provided below.

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

The deployment tool scans your environment and automatically chooses the ideal parameters for your OS.

🔗 SHA sum: 48aaa190210b3e413c720c320da73585 | Updated: 2026-06-22



  • Processor: Intel i5 or AMD Ryzen 5 for basic 7B models
  • RAM: 64 GB to avoid OOM crashes on large contexts
  • Disk: 150+ GB for high-context vector database storage
  • GPU: RTX 4080 / RTX 4090 recommended for 26B-A4B fast inference

The **gemma-4-E4B-it-MLX-6bit** model represents a compact yet powerful language model designed for efficient inference on consumer hardware. Built on the **E4B** architecture, it leverages **MLX** optimization frameworks to achieve high throughput while maintaining accuracy. With **6-bit quantization**, the model reduces memory footprint and enables deployment on devices with limited resources without significant performance loss. Key specifications are summarized below

Parameter Value
Model Size 4 B parameters
Quantization 6‑bit integer
Framework MLX
Throughput >200 tokens/s on CPU

. Overall, the model delivers impressive **performance** and **efficiency**, making it suitable for real‑time applications and edge AI deployments. Developers appreciate its seamless integration with existing **MLX** tooling, which simplifies model loading and inference pipelines.

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