Use the Roofline Model to Analyze Prefill and Decoding
Company: AMD
Role: Software Engineer
Category: Software Engineering Fundamentals
Difficulty: medium
Interview Round: Onsite
Overview: Apply roofline analysis to LLM prefill and decoding using arithmetic intensity, sustainable bandwidth, batching, KV-cache traffic, and measured kernel behavior.
Read the full AMD Software Engineer interview experience this question came from