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gemma-4-26B-A4B-it with 1M Context

gemma-4-26B-A4B-it with 1M Context

Using Docker is the absolute quickest way to install this model on your local machine.

Follow the step-by-step instructions below.

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

💾 File hash: 58f951606292b2fbf2daa568862952e7 (Update date: 2026-06-21)



  • Processor: Intel i5 or AMD Ryzen 5 for basic 7B models
  • RAM: 64 GB to avoid OOM crashes on large contexts
  • Storage: extra room for future model updates and datasets
  • Graphics: CUDA Compute Capability 8.0+ required for flash-attention

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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