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 ...

Microsoft is betting big on AI. Starting with integrating Bing with ChatGPT, it has implemented AI capabilities in its products. Microsoft Designer is a new product from Microsoft with AI capabilities ...

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 ...

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 ...

Overview The LLVM compiler infrastructure project lives at the heart of the Clang C/C++ compiler, and the compilers for languages like Rust and Zig. This video shows in detail the concepts behind LLVM ...

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 ...

Robbie has been an avid gamer for well over 20 years. During that time, he's watched countless franchises rise and fall. He's a big RPG fan but dabbles in a little bit of everything. Writing about ...