How to Setup gemma-4-26B-A4B-it Windows 11

How to Setup gemma-4-26B-A4B-it Windows 11

Deploying this model locally is quickest when done via Docker.

Refer to the instructions below to proceed.

After that, launch the environment using docker-compose.

🔗 SHA sum: 594b789b5cbc105054c9c3feeba29e55 | Updated: 2026-06-25



  • CPU: multi-threading optimized for fast prompt processing
  • RAM: high-speed DDR5 memory preferred for CPU offloading
  • Disk Space: 80 GB NVMe SSD required for fast model weights loading
  • GPU: modern architecture (Ada Lovelace / Ampere minimum)

The gemma-4-26B-A4B-it model represents a significant advancement in open‑source language models, combining a massive 26‑billion parameter architecture with optimized inference performance. It leverages an attention‑sparse design that reduces computational load while maintaining high fidelity in both factual and creative tasks. The model supports a 2048‑token context window and incorporates a refined instruction‑tuning pipeline that improves alignment with user intent. A comparison with peer models shows superior scores in reasoning, code generation, and multilingual understanding, as summarized below.

Metric Value
Parameters 26 B
Context Length 2048 tokens
Training Data Web‑scale multilingual corpus
Inference Speed ~120 tokens/s on GPU

Users can integrate the model into production environments via standard APIs, benefiting from its balanced trade‑off between size, speed, and capability.

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