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 ...

The following article is a follow up and a detailed analysis of a problem reported on the Intel® Developer Zone (Intel® DZ) forum1 dedicated to the Intel® C++ Compiler 2. Note: This is not an ...

As new technologies emerge that speed up computations, it is important to understand what these new features are and the benefits that can be gained by using the new technology. Vectorization has been ...

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 ...

Although a serious engineering challenge, database vectorization delivers orders-of-magnitude performance boosts for a real-time analytics engine such as StarRocks. Here’s how we did it. Improving ...