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Developer ToolsJul 22, 2026

Gemma4 inference optimized for AWS Inferentia2

The Gemma4 26B-parameter model was successfully run on a single-core AWS Inferentia2 instance by quantizing experts and lm_head to int8, demonstrating effective optimization for constrained hardware.

Why now

This development highlights the importance of efficient model optimization for cost-effective deployment on AWS Inferentia2 instances, a key consideration for developers and cloud providers.

Key signals

Quantizing the Gemma4 model to int8 allows it to run efficiently on AWS Inferentia2 instances.
Efficient model optimization is crucial for cost-effective deployment on AWS Inferentia2 instances.

Sources

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