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 ...

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 ...

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 ...

With the advent of the tremendous compute density of new processors, it is important to understand if an application can take advantage of multicore. New systems that contain different computing ...