How to Deploy gemma-4-E4B-it-MLX-6bit with 1M Context

How to Deploy gemma-4-E4B-it-MLX-6bit with 1M Context

Running this model locally is fastest when deployed through Docker.

Refer to the instructions below to proceed.

Next, run the Docker command to spin up the container.

📦 Hash-sum → a16e5ddd839bb5c58c5c35afd6a93471 | 📌 Updated on 2026-06-23



  • CPU: multi-threading optimized for fast prompt processing
  • RAM: 64 GB to avoid OOM crashes on large contexts
  • Disk Space: 80 GB NVMe SSD required for fast model weights loading
  • Graphics: stable 30+ tk/s at 4-bit quantization on medium setup

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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