Run gemma-4-E4B-it-MLX-6bit with Native FP4 Complete Walkthrough

Deploying this model locally is quickest when done via a simple curl command.

Proceed by following the technical instructions below.

The installer automatically pulls the model (could be multiple GBs).

The installer diagnoses your environment to deploy the most compatible profile.

🛡️ Checksum: d1cf120f2046824aab14a19a0d01b3de — ⏰ Updated on: 2026-07-05



  • CPU: 8-core / 16-thread recommended for orchestration
  • RAM: 48 GB needed to prevent memory swapping to disk
  • Disk Space: free: 80 GB on system drive for scratch space
  • 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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