gemma-4-26B-A4B-it with Native FP4

gemma-4-26B-A4B-it with Native FP4

The fastest way to get this model running locally is via Docker.

Simply follow the directions outlined below.

Then, run the specified Docker command to start the environment.

🖹 HASH-SUM: a3cf1c6b21aa02fb1c123d9dba484684 | 📅 Updated on: 2026-06-27



  • CPU: multi-threading optimized for fast prompt processing
  • RAM: 32 GB or higher for smooth 32k context lengths
  • Storage:100 GB free space for HuggingFace cache folder
  • Graphics: 12 GB VRAM minimum required for basic quantization

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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