Developer Guide

Intel oneAPI DPC++/C++ Compiler Handbook for Intel FPGAs

ID 785441
Date 5/08/2024
Public
Document Table of Contents

Measure Kernel Performance

The Profiler instruments and connects performance counters in a daisy chain throughout the pipeline generated for the kernel program. The host then reads data collected by these counters. For example, in PCI Express® (PCIe®)-based systems, the host reads the Profiler data over the PCIe interface.

Consider the following SYCL example code:

// Vector Add Kernel
h.single_task<VectorAdd>([=]() {
  for (int i = 0; i < kSize; ++i) {
    r[i] = a[i] + b[i];
  }
});

The profiler instruments and connects performance counters in a daisy chain throughout the pipeline generated for the kernel as shown in Figure 1. The host then reads the data collected by these counters. For example, in PCI Express® (PCIe)-based systems, the host reads the data via the PCIe control register access (CRA) or control and status register (CSR) port.

Intel® FPGA Dynamic Profiler for DPC++: Performance Counters Instrumentation

Applications that use many pipes or memory accesses might stall frequently to enable the completion of memory transfers. The dynamic profiler collects various performance metrics such as stall, occupancy, idle, and bandwidth data at these points in the pipeline to help identify memory or pipe operations that create stalls.