root/test/correctness/reduction_non_rectangular.cpp

DEFINITIONS

1. intermediate_bound_depend_on_output_trace
2. func_call_bound_trace
3. box_bound_trace
4. equality_inequality_bound_test
5. split_fuse_test
6. free_variable_bound_test
7. func_call_inside_bound_test
8. func_call_inside_bound_inline_test
9. two_linear_bounds_test
10. circle_bound_test
11. intermediate_computed_if_param_test
12. intermediate_bound_depend_on_output_test
13. tile_intermediate_bound_depend_on_output_test
14. self_reference_bound_test
15. random_float_bound_test
16. newton_method_test
17. init_on_gpu_update_on_cpu_test
18. init_on_cpu_update_on_gpu_test
19. gpu_intermediate_computed_if_param_test
20. vectorize_predicated_rvar_test
21. main

#include <stdio.h>
#include "Halide.h"

using namespace Halide;

// A trace that checks for vector and scalar stores
int buffer_index = 0;
bool run_tracer = false;
int niters_expected = 0;
int niters = 0;

int intermediate_bound_depend_on_output_trace(void *user_context, const halide_trace_event_t *e) {
    std::string buffer_name = "g_" + std::to_string(buffer_index);
    if (std::string(e->func) == buffer_name) {
        if (e->event == halide_trace_produce) {
            run_tracer = true;
        } else if (e->event == halide_trace_consume) {
            run_tracer = false;
        }

        if (run_tracer && (e->event == halide_trace_store)) {
            if (!((e->coordinates[0] < e->coordinates[1]) && (e->coordinates[0] >= 0) &&
                  (e->coordinates[0] <= 199) && (e->coordinates[1] >= 0) &&
                  (e->coordinates[1] <= 199))) {
                printf("Bounds on store of g were supposed to be x < y and x=[0, 99] and y=[0, 99]\n"
                       "Instead they are: %d %d\n", e->coordinates[0], e->coordinates[1]);
                exit(-1);
            }
            niters++;
        }
    }
    return 0;
}

int func_call_bound_trace(void *user_context, const halide_trace_event_t *e) {
    std::string buffer_name = "g_" + std::to_string(buffer_index);
    if (std::string(e->func) == buffer_name) {
        if (e->event == halide_trace_produce) {
            run_tracer = true;
        } else if (e->event == halide_trace_consume) {
            run_tracer = false;
        }

        if (run_tracer && (e->event == halide_trace_store)) {
            if (!((e->coordinates[0] >= 10) && (e->coordinates[0] <= 109))) {
                printf("Bounds on store of g were supposed to be x=[10, 109]\n"
                       "Instead it is: %d\n", e->coordinates[0]);
                exit(-1);
            }
            niters++;
        }
    }
    return 0;
}

int box_bound_trace(void *user_context, const halide_trace_event_t *e) {
    std::string buffer_name = "g_" + std::to_string(buffer_index);
    if (std::string(e->func) == buffer_name) {
        if (e->event == halide_trace_produce) {
            run_tracer = true;
        } else if (e->event == halide_trace_consume) {
            run_tracer = false;
        }

        if (run_tracer && (e->event == halide_trace_store)) {
            if (!((e->coordinates[0] >= 0) && (e->coordinates[0] <= 99) &&
                  (e->coordinates[1] >= 0) && (e->coordinates[1] <= 99))) {
                printf("Bounds on store of g were supposed to be x < y and x=[0, 99] and y=[0, 99]\n"
                       "Instead they are: %d %d\n", e->coordinates[0], e->coordinates[1]);
                exit(-1);
            }
            niters++;
        }
    }
    return 0;
}

int equality_inequality_bound_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index));
    Var x("x"), y("y");
    f(x, y) = x + y;

    RDom r(0, 100, 0, 100);
    r.where(r.x < r.y);
    r.where(!(r.x != 10));
    f(r.x, r.y) += 1;

    Buffer<int> im = f.realize(200, 200);
    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((x == 10) && (0 <= y && y <= 99)) {
                correct += (x < y) ? 1 : 0;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    return 0;
}

int split_fuse_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index));
    Var x("x"), y("y");
    f(x, y) = x + y;

    RDom r(0, 100, 0, 100);
    r.where(r.x < r.y);
    f(r.x, r.y) += 1;

    RVar rx_outer, rx_inner, r_fused;
    f.update().reorder(r.y, r.x);
    f.update().split(r.x, rx_outer, rx_inner, 4);
    f.update().fuse(rx_inner, r.y, r_fused);

    Buffer<int> im = f.realize(200, 200);
    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                correct += (x < y) ? 1 : 0;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    return 0;
}

int free_variable_bound_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index));
    Var x("x"), y("y"), z("z");
    f(x, y, z) = x + y + z;

    RDom r(0, 100, 0, 100, "r");
    r.where(r.x < r.y + z);
    f(r.x, r.y, z) += 1;

    Buffer<int> im = f.realize(200, 200, 200);
    for (int z = 0; z < im.channels(); z++) {
        for (int y = 0; y < im.height(); y++) {
            for (int x = 0; x < im.width(); x++) {
                int correct = x + y + z;
                if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                    correct += (x < y + z) ? 1 : 0;
                }
                if (im(x, y, z) != correct) {
                    printf("im(%d, %d, %d) = %d instead of %d\n",
                           x, y, z, im(x, y, z), correct);
                    return -1;
                }
            }
        }
    }
    return 0;
}

int func_call_inside_bound_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index));
    Var x("x"), y("y");

    g(x) = x;

    f(x, y) = x + y;

    RDom r(0, 100, 0, 100, "r");
    r.where(r.x < g(r.y+10));
    f(r.x, r.y) += 1;

    // Expect g to be computed over x=[10, 109].
    g.compute_root();

    f.set_custom_trace(&func_call_bound_trace);
    g.trace_stores();
    g.trace_realizations();

    run_tracer = false;
    niters_expected = 100;
    niters = 0;
    Buffer<int> im = f.realize(200, 200);

    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                correct += (x < y+10) ? 1 : 0;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    if (niters_expected != niters) {
        printf("func_call_inside_bound_test : Expect niters on g to be %d but got %d instead\n",
               niters_expected, niters);
        return -1;
    }
    return 0;
}

int func_call_inside_bound_inline_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index));
    Func h("h_" + std::to_string(index));
    Var x("x"), y("y");

    g(x) = x;
    h(x) = 2*x;

    f(x, y) = x + y;

    RDom r(0, 100, 0, 100, "r");
    r.where(r.x < g(r.y) + h(r.x));
    f(r.x, r.y) += 1;

    Buffer<int> im = f.realize(200, 200);

    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                correct += (x < y + 2*x) ? 1 : 0;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    return 0;
}

int two_linear_bounds_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index));
    Var x("x"), y("y");

    g(x, y) = x + y;

    f(x, y) = x + y;
    RDom r(0, 100, 0, 100);
    r.where(2*r.x + 30 < r.y);
    r.where(r.y >= 100 - r.x);
    f(r.x, r.y) += 2*g(r.x, r.y);

    // Expect g to be computed over x=[0,99] and y=[1,99].
    g.compute_root();

    f.set_custom_trace(&box_bound_trace);
    g.trace_stores();
    g.trace_realizations();

    run_tracer = false;
    niters_expected = 99*100;
    niters = 0;
    Buffer<int> im = f.realize(200, 200);
    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                correct = ((2*x + 30 < y) && (y >= 100 - x)) ? 3*correct : correct;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    if (niters_expected != niters) {
        printf("two_linear_bounds_test : Expect niters on g to be %d but got %d instead\n",
               niters_expected, niters);
        return -1;
    }
    return 0;
}

int circle_bound_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index));
    Var x("x"), y("y");
    g(x, y) = x;
    f(x, y) = x + y;

    // Iterate over circle with radius of 10
    RDom r(0, 100, 0, 100);
    r.where(r.x*r.x + r.y*r.y <= 100);
    f(r.x, r.y) += g(r.x, r.y);

    // Expect g to be still computed over x=[0,99] and y=[0,99]. The predicate
    // guard for the non-linear term will be left as is in the inner loop of f,
    // i.e. f loop will still iterate over x=[0,99] and y=[0,99].
    g.compute_at(f, r.y);

    f.set_custom_trace(&box_bound_trace);
    g.trace_stores();
    g.trace_realizations();

    run_tracer = false;
    niters_expected = 100*100;
    niters = 0;
    Buffer<int> im = f.realize(200, 200);
    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                correct += (x*x + y*y <= 100) ? x : 0;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    return 0;
}

int intermediate_computed_if_param_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index));
    Var x("x"), y("y");
    Param<int> p;

    g(x, y) = x + y;

    f(x, y) = x + y;
    RDom r(0, 100, 0, 100);
    r.where(p > 3);
    f(r.x, r.y) += 2*g(r.x, r.y);

    // Expect g to be only computed over x=[0,99] and y=[0,99] if param is bigger
    // than 3.
    g.compute_root();

    f.set_custom_trace(&box_bound_trace);
    g.trace_stores();
    g.trace_realizations();

    {
        printf("....Set p to 5, expect g to be computed\n");
        p.set(5);
        run_tracer = false;
        niters_expected = 100*100;
        niters = 0;
        Buffer<int> im = f.realize(200, 200);
        for (int y = 0; y < im.height(); y++) {
            for (int x = 0; x < im.width(); x++) {
                int correct = x + y;
                if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                    correct = 3*correct;
                }
                if (im(x, y) != correct) {
                    printf("im(%d, %d) = %d instead of %d\n",
                           x, y, im(x, y), correct);
                    return -1;
                }
            }
        }
        if (niters_expected != niters) {
            printf("intermediate_computed_if_param_test : Expect niters on g to be %d but got %d instead\n",
                   niters_expected, niters);
            return -1;
        }
    }

    {
        printf("....Set p to 0, expect g to be not computed\n");
        p.set(0);
        run_tracer = false;
        niters_expected = 0;
        niters = 0;
        Buffer<int> im = f.realize(200, 200);
        for (int y = 0; y < im.height(); y++) {
            for (int x = 0; x < im.width(); x++) {
                int correct = x + y;
                if (im(x, y) != correct) {
                    printf("im(%d, %d) = %d instead of %d\n",
                           x, y, im(x, y), correct);
                    return -1;
                }
            }
        }
        if (niters_expected != niters) {
            printf("intermediate_computed_if_param_test : Expect niters on g to be %d but got %d instead\n",
                   niters_expected, niters);
            return -1;
        }
    }
    return 0;
}

int intermediate_bound_depend_on_output_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index));
    Var x("x"), y("y");

    g(x, y) = x;
    f(x, y) = x + y;

    RDom r(0, 200, 0, 200);
    r.where(r.x < r.y);
    f(r.x, r.y) = g(r.x, r.y);

    // Expect bound of g on r.x to be directly dependent on the simplified
    // bound of f on r.x, which should have been r.x = [0, r.y) in this case
    g.compute_at(f, r.y);

    f.set_custom_trace(&intermediate_bound_depend_on_output_trace);
    g.trace_stores();
    g.trace_realizations();

    run_tracer = false;
    niters_expected = 200*199/2;
    niters = 0;
    Buffer<int> im = f.realize(200, 200);

    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((0 <= x && x <= 199) && (0 <= y && y <= 199)) {
                if (x < y) {
                    correct = x;
                }
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    if (niters_expected != niters) {
        printf("intermediate_bound_depend_on_output_test: Expect niters on g to be %d but got %d instead\n",
               niters_expected, niters);
        return -1;
    }
    return 0;
}

int tile_intermediate_bound_depend_on_output_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index));
    Var x("x"), y("y");

    g(x, y) = x;

    f(x, y) = x + y;

    RDom r(0, 200, 0, 200, "r");
    r.where(r.x < r.y);
    f(r.x, r.y) += g(r.x, r.y);

    RVar rxi("rxi"), ryi("ryi");
    f.update(0).tile(r.x, r.y, rxi, ryi, 8, 8);
    f.update(0).reorder(rxi, ryi, r.x, r.y);

    // Expect bound of g on r.x to be directly dependent on the simplified
    // bound of f on r.x, which should have been r.x = [0, r.y) in this case
    g.compute_at(f, ryi);

    f.set_custom_trace(&intermediate_bound_depend_on_output_trace);
    g.trace_stores();
    g.trace_realizations();

    run_tracer = false;
    niters_expected = 200*199/2;
    niters = 0;
    Buffer<int> im = f.realize(200, 200);

    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((0 <= x && x <= 199) && (0 <= y && y <= 199)) {
                correct += (x < y) ? x : 0;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }

    if (niters_expected != niters) {
        printf("intermediate_bound_depend_on_output_test: Expect niters on g to be %d but got %d instead\n",
               niters_expected, niters);
        return -1;
    }
    return 0;
}

int self_reference_bound_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index));
    Var x("x"), y("y");
    f(x, y) = x + y;
    g(x, y) = 10;

    RDom r1(0, 100, 0, 100, "r1");
    r1.where(f(r1.x, r1.y) >= 40);
    r1.where(f(r1.x, r1.y) != 50);
    f(r1.x, r1.y) += 1;
    f.compute_root();

    RDom r2(0, 50, 0, 50, "r2");
    r2.where(f(r2.x, r2.y) < 30);
    g(r2.x, r2.y) += f(r2.x, r2.y);

    Buffer<int> im1 = f.realize(200, 200);
    for (int y = 0; y < im1.height(); y++) {
        for (int x = 0; x < im1.width(); x++) {
            int correct = x + y;
            if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                correct += ((correct >= 40) && (correct != 50)) ? 1 : 0;
            }
            if (im1(x, y) != correct) {
                printf("im1(%d, %d) = %d instead of %d\n",
                       x, y, im1(x, y), correct);
                return -1;
            }
        }
    }

    Buffer<int> im2 = g.realize(200, 200);
    for (int y = 0; y < im2.height(); y++) {
        for (int x = 0; x < im2.width(); x++) {
            int correct = 10;
            if ((0 <= x && x <= 49) && (0 <= y && y <= 49)) {
                correct += (im1(x, y) < 30) ? im1(x, y) : 0;
            }
            if (im2(x, y) != correct) {
                printf("im2(%d, %d) = %d instead of %d\n",
                       x, y, im2(x, y), correct);
                return -1;
            }
        }
    }
    return 0;
}

int random_float_bound_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index));
    Var x("x"), y("y");

    Expr e1 = random_float() < 0.5f;
    f(x, y) = Tuple(e1, x + y);

    RDom r(0, 100, 0, 100);
    r.where(f(r.x, r.y)[0]);
    f(r.x, r.y) = Tuple(f(r.x, r.y)[0], f(r.x, r.y)[1] + 10);

    Realization res = f.realize(200, 200);
    assert(res.size() == 2);
    Buffer<bool> im0 = res[0];
    Buffer<int> im1 = res[1];

    int n_true = 0;
    for (int y = 0; y < im1.height(); y++) {
        for (int x = 0; x < im1.width(); x++) {
            n_true += im0(x, y);
            int correct = x + y;
            if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                correct += im0(x, y) ? 10 : 0;
            }
            if (im1(x, y) != correct) {
                printf("im1(%d, %d) = %d instead of %d\n",
                       x, y, im1(x, y), correct);
                return -1;
            }
        }
    }
    if (!(19000 <= n_true && n_true <= 21000)) {
        printf("Expected n_true to be between 19000 and 21000; got %d instead\n", n_true);
        return -1;
    }
    return 0;
}

int newton_method_test() {
    Func inverse;
    Var x;
    // Negating the bits of a float is a piecewise linear approximation to inverting it
    inverse(x) = {-0.25f * reinterpret<float>(~(reinterpret<uint32_t>(cast<float>(x+1)))), 0};
    const int max_iters = 10;
    RDom r(0, max_iters);
    Expr not_converged = abs(inverse(x)[0] * (x+1) - 1) > 0.001f;
    r.where(not_converged);

    // Compute the inverse of x using Newton's method, and count the
    // number of iterations required to reach convergence
    inverse(x) = {inverse(x)[0] * (2 - (x+1) * inverse(x)[0]),
                  r+1};
    {
        Realization r = inverse.realize(128);
        Buffer<float> r0 = r[0];
        Buffer<int> r1 = r[1];
        for (int i = 0; i < r0.width(); i++) {
            float x = (i+1);
            float prod = x * r0(i);
            int num_iters = r1(i);
            if (num_iters == max_iters) {
                printf("Newton's method didn't converge!\n");
                return -1;
            }
            if (std::abs(prod - 1) > 0.001) {
                printf("Newton's method converged without producing the correct inverse:\n"
                       "%f * %f = %f (%d iterations)\n", x, r0(i), prod, r1(i));
                return -1;
            }

        }
    }
    return 0;
}

int init_on_gpu_update_on_cpu_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index));
    Var x("x"), y("y");
    f(x, y) = x + y;

    RDom r(0, 100, 0, 100);
    r.where(r.x < r.y);
    r.where(!(r.x != 10));
    f(r.x, r.y) += 3;

    Var xi("xi"), yi("yi");
    f.gpu_tile(x, y, xi, yi, 4, 4);

    Buffer<int> im = f.realize(200, 200);
    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((x == 10) && (0 <= y && y <= 99)) {
                correct += (x < y) ? 3 : 0;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    return 0;
}

int init_on_cpu_update_on_gpu_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index));
    Var x("x"), y("y");
    f(x, y) = x + y;

    RDom r(0, 100, 0, 100);
    r.where(!(r.x != 10));
    r.where(r.x < r.y);
    f(r.x, r.y) += 3;

    RVar rxi("rxi"), ryi("ryi");
    f.update(0).gpu_tile(r.x, r.y, r.x, r.y, rxi, ryi, 4, 4);

    Buffer<int> im = f.realize(200, 200);
    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = x + y;
            if ((x == 10) && (0 <= y && y <= 99)) {
                correct += (x < y) ? 3 : 0;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    return 0;
}

int gpu_intermediate_computed_if_param_test(int index) {
    buffer_index = index;

    Func f("f_" + std::to_string(index)), g("g_" + std::to_string(index)), h("h_" + std::to_string(index));
    Var x("x"), y("y");
    Param<int> p;

    g(x, y) = x + y;
    h(x, y) = 10;

    f(x, y) = x + y;
    RDom r1(0, 100, 0, 100);
    r1.where(p > 3);
    f(r1.x, r1.y) += 2*g(r1.x, r1.y);

    RDom r2(0, 100, 0, 100);
    r2.where(p <= 3);
    f(r2.x, r2.y) += h(r2.x, r2.y) + g(r2.x, r2.y);

    RVar r1xi("r1xi"), r1yi("r1yi");
    f.update(0).specialize(p >= 2).gpu_tile(r1.x, r1.y, r1xi, r1yi, 4, 4);
    g.compute_root();
    h.compute_root();
    Var xi("xi"), yi("yi");
    h.gpu_tile(x, y, xi, yi, 8, 8);

    {
        printf("....Set p to 5, expect g to be computed\n");
        p.set(5);
        run_tracer = false;
        niters_expected = 100*100;
        niters = 0;
        Buffer<int> im = f.realize(200, 200);
        for (int y = 0; y < im.height(); y++) {
            for (int x = 0; x < im.width(); x++) {
                int correct = x + y;
                if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                    correct = 3*correct;
                }
                if (im(x, y) != correct) {
                    printf("im(%d, %d) = %d instead of %d\n",
                           x, y, im(x, y), correct);
                    return -1;
                }
            }
        }
    }

    {
        printf("....Set p to 0, expect g to be not computed\n");
        p.set(0);
        run_tracer = false;
        niters_expected = 0;
        niters = 0;
        Buffer<int> im = f.realize(200, 200);
        for (int y = 0; y < im.height(); y++) {
            for (int x = 0; x < im.width(); x++) {
                int correct = x + y;
                if ((0 <= x && x <= 99) && (0 <= y && y <= 99)) {
                    correct += 10 + correct;
                }
                if (im(x, y) != correct) {
                    printf("im(%d, %d) = %d instead of %d\n",
                           x, y, im(x, y), correct);
                    return -1;
                }
            }
        }
    }
    return 0;
}

int vectorize_predicated_rvar_test() {
    Func f("f");
    Var x("x"), y("y");
    f(x, y) = 0;

    Expr w = (f.output_buffer().width()/2)*2;
    Expr h = (f.output_buffer().height()/2)*2;

    RDom r(1, w - 2, 1, h - 2);
    r.where((r.x + r.y) % 2 == 0);

    f(r.x, r.y) += 10;

    f.update(0).unroll(r.x, 2)
        .allow_race_conditions().vectorize(r.x, 8);

    Buffer<int> im = f.realize(200, 200);
    for (int y = 0; y < im.height(); y++) {
        for (int x = 0; x < im.width(); x++) {
            int correct = 0;
            if ((1 <= x && x < im.width() - 1) && (1 <= y && y < im.height() - 1) &&
                ((x + y) % 2 == 0)) {
                correct += 10;
            }
            if (im(x, y) != correct) {
                printf("im(%d, %d) = %d instead of %d\n",
                       x, y, im(x, y), correct);
                return -1;
            }
        }
    }
    return 0;
}


int main(int argc, char **argv) {
    printf("Running equality inequality bound test\n");
    if (equality_inequality_bound_test(0) != 0) {
        return -1;
    }

    printf("Running split fuse test\n");
    if (split_fuse_test(1) != 0) {
        return -1;
    }

    printf("Running bound depend on free variable test\n");
    if (free_variable_bound_test(2) != 0) {
        return -1;
    }

    printf("Running function call inside bound test\n");
    if (func_call_inside_bound_test(3) != 0) {
        return -1;
    }

    printf("Running function call inside bound inline test\n");
    if (func_call_inside_bound_inline_test(4) != 0) {
        return -1;
    }

    printf("Running two linear bounds test\n");
    if (two_linear_bounds_test(5) != 0) {
        return -1;
    }

    printf("Running circular bound test\n");
    if (circle_bound_test(6) != 0) {
        return -1;
    }

    printf("Running intermediate only computed if param is bigger than certain value test\n");
    if (intermediate_computed_if_param_test(7) != 0) {
        return -1;
    }

    printf("Running tile intermediate stage depend on output bound test\n");
    if (tile_intermediate_bound_depend_on_output_test(8) != 0) {
        return -1;
    }

    printf("Running intermediate stage depend on output bound\n");
    if (intermediate_bound_depend_on_output_test(9) != 0) {
        return -1;
    }

    printf("Running self reference bound test\n");
    if (self_reference_bound_test(10) != 0) {
        return -1;
    }

    printf("Running random float bound test\n");
    if (random_float_bound_test(11) != 0) {
        return -1;
    }

    printf("Running newton's method test\n");
    if (newton_method_test() != 0) {
        return -1;
    }

    printf("Running vectorize predicated rvar test\n");
    if (vectorize_predicated_rvar_test() != 0) {
        return -1;
    }

    // Run GPU tests now if there is support for GPU.
    if (!get_jit_target_from_environment().has_gpu_feature()) {
        printf("Not running test because no gpu feature enabled in target.\n");
        printf("Success!\n");
        return 0;
    }

    printf("Running initialization on gpu and update on cpu test\n");
    if (init_on_gpu_update_on_cpu_test(12) != 0) {
        return -1;
    }

    printf("Running initialization on cpu and update on gpu test\n");
    if (init_on_cpu_update_on_gpu_test(13) != 0) {
        return -1;
    }

    printf("Running gpu intermediate only computed if param is bigger than certain value test\n");
    if (gpu_intermediate_computed_if_param_test(14) != 0) {
        return -1;
    }

    printf("Success!\n");

    return 0;
}