Abstract Systems and methods for automated systolic array design from a high-level
program are disclosed. One implementation of a systolic array design supporting a …

Abstract We present R-Stream ⋅ TF, a polyhedral optimization tool for neural network
computations. R-Stream ⋅ TF transforms computations performed in a neural network graph …

A method for optimization of machine learning (ML) workloads on a graphics processor unit
(GPU). The method includes identifying a computation having a generic pattern commonly …

Data-parallel computation programs may be improved by, for example, determining the
functional properties user defined functions (UDFs), eliminating unnecessary data-shuffling …

In one general aspect, a computer system can include instruc tions stored on a non-
transitory computer-readable storage medium. The computer system can include a logging …

Systems and methods generate code from a source program where the generated code may
be compiled and executed on a Graphics Processing Unit (GPU). A parallel loop analysis …

The present invention relates to a method for compiling code for a multi-core processor,
comprising: detecting and opti mizing a loop, partitioning the loop into partitions execut able …

2015/0022538 A1* 1/2015 Munshi............. GO6F 9/5027 345/522* cited by examiner Primary
Examiner—Samantha (Yuehan) Wang Assistant Examiner—Michael Le (57) ABSTRACT A …

Embodiments described herein provide a solution for optimizing a compiling of program
code. A proposed state pointer, which corresponds to a current state pointer to a current …

BACKGROUND 0003) A program that a computer is to be caused to execute is created, for
example, by using a high-level language, and is transformed into a computer-executable …