Intel® oneAPI DPC++ FPGA Optimization Guide

Developer Guide

Contents

Utilizing Hardware Kernel Invocation Queue

Kernel invocation queue is a first-in first-out (FIFO) buffer used by the DPC++ runtime to store arguments for multiple kernel invocations on the device. Once the kernel finishes execution, the invocation queue allows the next invocation of the kernel to start immediately after. DPC++ kernels are built with invocation queue to enable immediate launch of the next invocation.
As illustrated in the following figure, when the invocation queue is used, system and DPC++ runtime environment overheads (from responding to the finish and sending in the next set of invocation arguments) are overlapped with the kernel executions. This allows kernels to execute continuously, maximizing the system level throughput.
Kernel Execution with and without Invocation Queue
Kernel Execution with and without Invocation Queue
DPC++ kernel invocations are queued in hardware when the same DPC++ kernel function is already running on the device, and the following are true:
Consider the following definitions of
simple_kernel()
 and
check_output()
 functions:

simple_kernel()

void simple_kernel(queue &deviceQueue,
                   buffer<cl_float, 1> &bufferA,
                   buffer<cl_float, 1> &bufferC)
{
  deviceQueue.submit([&](handler& cgh) {
    auto accessorA = bufferA.template get_access<access::mode::read>(cgh);
    auto accessorC = bufferC.template get_access<access::mode::discard_read_write>(cgh);
    cgh.single_task<class SimpleAdd>([=]() {
      for (int i = 0; i < N; i++) {
        accessorC[i] = accessorA[i] + accessorA[i];
      }
    });
  });
}

check_output()

void check_output(buffer<cl_float, 1> &outBuffer) {
  auto output_buf_acc = outBuffer.template get_access<access::mode::read>();
  ...
  // Check output
  ...
}
Based on the function definitions of simple_kernel() and check_output(), consider the following example code snippet where the kernel enqueue can be queued on the hardware kernel invocation queue: 
// Example 1
main()
{
  ...
  simple_kernel(device_queue, bufferA, bufferC);
  simple_kernel(device_queue, bufferX, bufferZ);
  check_output(bufferC);
  check_output(bufferZ);
  ...
}
As soon as the first enqueue of
SimpleAdd
 kernel is running, the second enqueue can be queued since they have no dependency.
Now, consider the following example code where kernel invocation cannot be queued on hardware: 
// Example 2
main()
{
  ...
  simple_kernel(device_queue, bufferA, bufferC);
  check_output(bufferC);
  simple_kernel(device_queue, bufferX, bufferZ);
  check_output(bufferZ);
  ...
}
The
get_access<access::mode::read>()
 function for the output buffer in check_output() function is a synchronization point that blocks the DPC++ runtime until the first enqueue of
SimpleAdd
 kernel is complete.
For additional information, refer to the FPGA tutorial sample "Overlapping Kernel Execution" listed in the Intel® oneAPI Samples Browser on Linux* or Intel® oneAPI Samples Browser on Windows*.

Product and Performance Information

1

Performance varies by use, configuration and other factors. Learn more at www.Intel.com/PerformanceIndex.