2 results about "Optimizing compiler" patented technology

Disclosed are a method, an apparatus and a device for optimizing a compiler based on tensor data calculation inference. The method includes: obtaining design structure information of a compiler to be optimized, and obtaining a target intermediate conversion layer and an execution operation of the target intermediate conversion layer according to the design structure information; setting a target parameter tuning learning parameter according to the target intermediate conversion layer; determining a compiler object to be optimized according to the execution operation of the target intermediate conversion layer; and performing parameter tuning optimization on the compiler object to be optimized according to the target parameter tuning learning parameter through a target automatic parameter tuning strategy.

The disclosed systems, structures, and methods are directed to optimizing memory access to constants in heterogeneous parallel computers, including OpenCL-enabled systems. This is implemented in an optimizing compiler that converts program-scoped constants and constants scoped to the outermost level of a kernel to implicit constant pointer parameters. The optimizing compiler also attempts to determine access patterns for constants at compile time and places the constants in various memory types available in the compute device architecture based on these access patterns.