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Gemma 4 E2B on an AMD MI300X: Which Weight Format Should You Serve?

This article provides a step by step guide to serving ten weight formats of Gemma 4 E2B on one AMD Instinct MI300X through vLLM, with every build timed across a grid of request counts and prompt…

  • fp8 format matches bf16 speed on AMD MI300X, achieving 0.75x for single request
  • Int8 W8A8 format significantly slower, from 0.29x to 0.87x
  • fp8 format has largest deviation from Google's trained weights

Aymeric Lim Is Building AI-Literacy for a New Generation of Health Care

Lim said the culture of learning at NUH helps them continue to improve and adapt as health care evolves.

  • Aymeric Lim is NUH CEO in Singapore, transforming hospital into AI-literate institution.
  • Lim's leadership focuses on future-readiness, new care models, investing in people.
  • Lim values teaching, learning, and humanitarian service in healthcare.

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