lesson_21_auto_scheduler_run.cpp

// Halide tutorial lesson 21: Auto-Scheduler

// Before reading this file, see lesson_21_auto_scheduler_generate.cpp

// This is the code that actually uses the Halide pipeline we've
// compiled. It does not depend on libHalide, so we won't be including
// Halide.h.
//
// Instead, it depends on the header files that lesson_21_auto_scheduler_generator produced.
#include "auto_schedule_false.h"
#include "auto_schedule_true.h"

// We'll use the Halide::Runtime::Buffer class for passing data into and out of
// the pipeline.
#include "HalideBuffer.h"
#include "halide_benchmark.h"

#include <assert.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>

int main(int argc, char **argv) {
    // Let's declare and initialize the input images
    Halide::Runtime::Buffer<float> input(1024, 1024, 3);

    for (int c = 0; c < input.channels(); ++c) {
        for (int y = 0; y < input.height(); ++y) {
            for (int x = 0; x < input.width(); ++x) {
                input(x, y, c) = rand();
            }
        }
    }

    Halide::Runtime::Buffer<float> output1(1024, 1024);
    Halide::Runtime::Buffer<float> output2(1024, 1024);
    // Run each version of the codes (with no auto-schedule and with
    // auto-schedule) multiple times for benchmarking.
    double auto_schedule_off = Halide::Tools::benchmark(2, 5, [&]() {
        auto_schedule_false(input, 2.0f, output1, output2);
    });
    printf("Manual schedule: %gms\n", auto_schedule_off * 1e3);

    double auto_schedule_on = Halide::Tools::benchmark(2, 5, [&]() {
        auto_schedule_true(input, 2.0f, output1, output2);
    });
    printf("Auto schedule: %gms\n", auto_schedule_on * 1e3);

    // auto_schedule_on should be faster since in the auto_schedule_off version,
    // the schedule is very simple.
    if (!(auto_schedule_on < auto_schedule_off)) {
        fprintf(stderr, "Warning: expected auto_schedule_on < auto_schedule_off , "
                        "saw auto_schedule_on=%f auto_schedule_off=%f\n", auto_schedule_on, auto_schedule_off); \
    }

    return 0;
}