JAX is one of the fastest-growing tools in machine learning, and this video breaks it down in just 100 seconds. We explain how JAX uses XLA, JIT compilation, and auto-vectorization to turn ordinary ...

Autograph first extracts loops and builds dependency graphs capturing instruction semantics and data flow, which are then converted into embeddings by Graph Neural Network. These embeddings are then ...

Let’s be honest, nobody dreams about spending a weekend hand-tuning kernels or cursing at their compiler logs. But if you’ve ever tried squeezing a deep learning model onto an edge device like a tiny ...

Imagine this: you’re in the middle of an important project, juggling deadlines, and collaborating with a team scattered across time zones. Suddenly, your computer crashes, and hours of work vanish in ...

Ayyoun is a staff writer who loves all things gaming and tech. His journey into the realm of gaming began with a PlayStation 1 but he chose PC as his platform of choice. With over 6 years of ...

Completing the GTA Online tutorial involves a few steps, including creating your character, meeting Lamar, and completing a few missions. While we would not suggest skipping the tutorial, there are a ...

LoopInterchange is effective to get a vectorization opportunity in some cases. However, the current implementation of LoopInterchange doesn't consider about vectorization very much. There are several ...

We recently encountered a performance regression in one of our triton kernels and identified the culprit as the upstream LLVM SLP vectorization pass change (llvm/llvm-project@88e7b8b / ...

Antonia Haynes is a Game Rant writer who resides in a small seaside town in England where she has lived her whole life. Beginning her video game writing career in 2014, and having an avid love of ...