File: vectorize.cpp

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#include "Halide.h"
#include "halide_benchmark.h"
#include <cstdio>

using namespace Halide;
using namespace Halide::Tools;

template<typename A>
const char *string_of_type();

#define DECL_SOT(name)                   \
    template<>                           \
    const char *string_of_type<name>() { \
        return #name;                    \
    }

DECL_SOT(uint8_t);
DECL_SOT(int8_t);
DECL_SOT(uint16_t);
DECL_SOT(int16_t);
DECL_SOT(uint32_t);
DECL_SOT(int32_t);
DECL_SOT(float);
DECL_SOT(double);

template<typename A>
bool test() {
    const Target target = get_jit_target_from_environment();
    const int vec_width = target.natural_vector_size<A>();

    int W = vec_width * 1;
    int H = 10000;

    Buffer<A> input(W, H + 20);
    for (int y = 0; y < H + 20; y++) {
        for (int x = 0; x < W; x++) {
            input(x, y) = Internal::safe_numeric_cast<A>((rand() & 0xffff) * 0.125 + 1.0);
        }
    }

    Var x, y;
    Func f, g;

    Expr e = input(x, y);
    for (int i = 1; i < 5; i++) {
        e = e + input(x, y + i);
    }

    for (int i = 5; i >= 0; i--) {
        e = e + input(x, y + i);
    }

    f(x, y) = e;
    g(x, y) = e;
    f.bound(x, 0, vec_width).vectorize(x);

    // Stop llvm from auto-vectorizing the scalar case and messing up
    // the comparison. Also causes cache effects, but the entire input
    // is small enough to fit in cache.
    g.reorder(y, x);

    Buffer<A> outputg = g.realize({W, H});
    Buffer<A> outputf = f.realize({W, H});

    double t_g = benchmark([&]() {
        g.realize(outputg);
    });
    double t_f = benchmark([&]() {
        f.realize(outputf);
    });

    for (int y = 0; y < H; y++) {
        for (int x = 0; x < W; x++) {
            if (outputf(x, y) != outputg(x, y)) {
                printf("%s x %d failed at %d %d: %d vs %d\n",
                       string_of_type<A>(), vec_width,
                       x, y,
                       (int)outputf(x, y),
                       (int)outputg(x, y));
                return false;
            }
        }
    }

    printf("Vectorized vs scalar (%s x %d): %1.3gms %1.3gms. Speedup = %1.3f\n",
           string_of_type<A>(), vec_width, t_f * 1e3, t_g * 1e3, t_g / t_f);

    if (t_f > t_g) {
        return false;
    }

    return true;
}

int main(int argc, char **argv) {
    Target target = get_jit_target_from_environment();
    if (target.arch == Target::WebAssembly) {
        printf("[SKIP] Performance tests are meaningless and/or misleading under WebAssembly interpreter.\n");
        return 0;
    }

    bool ok = true;

    // Only native vector widths for now
    ok = ok && test<float>();
    ok = ok && test<double>();
    ok = ok && test<uint8_t>();
    ok = ok && test<int8_t>();
    ok = ok && test<uint16_t>();
    ok = ok && test<int16_t>();
    ok = ok && test<uint32_t>();
    ok = ok && test<int32_t>();

    if (!ok) {
        return 1;
    }

    printf("Success!\n");
    return 0;
}