Compute Bound Or Memory Bound Arithmetic Intensity Explained

Summary

There are only two things your GPU can run out of. It can run out of This lecture explains GPU roofline Have you ever wondered why your code runs slowly, even on a fast You can Join our discord to be part of our next session: go.zeroentropy.dev/discord In this video, Dilawar Mahmood, ... The Roofline model is a simple but useful performance model for multicore CPUs and GPUs. It predicts an upper limit for the ... 0:00 Introduction 0:40 Roofline Model 2:45 This video covers the fundamentals of performance engineering for ML engineers. We'll implement a matrix multiplication kernel ... Why do LLMs take so long to train? It turns out the bottleneck isn't the In Lecture 2 of the Inference Engineering series, we build the performance scoreboard every inference engineer needs — and ... Your code often isn't slow because of FLOPs — it's waiting on