Tag: tensor computation runtimes

AI Machine Learning & Data Science Research

Meet TQP: The First Query Processor to Run On Tensor Computation Runtimes Delivers up to 20x Speedups Over CPU-Only Systems

A research team from the University of Washington, UC San Diego and Microsoft prototypes Tensor Query Processor (TQP), a query processor that runs atop tensor computation runtimes (TCRs) such as PyTorch, TVM, and ONNX Runtime, improving query execution time by up to 20x over CPU-only systems and up to 5x over specialized GPU solutions.