Accelerator to select optimal kernel solution

Abstract

Embodiments herein describe an accelerator including circuitry configured to, during runtime, sample, using profiling circuitry, a kernel space including multiple kernels to evaluate the multiple kernels based on one or more quality metrics, identify an optimal kernel from the multiple kernels in the kernel space, and use the optimal kernel for a computation task selected by a user. The profiling circuitry monitors and analyzes how the multiple kernels behave during execution of the computation task.

Dependencies are inferred from the claim text.