Conv.c

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#include <ae2f/Ann/Conv.h>
#include <stdio.h>
#include <memory.h>
 
#if ae2f_MAC_BUILD
 
/** @brief SUPER SMALL NUMBER that I would not care when comparing */
#define EPSILON 0.000001
 
size_t i, j, a, el;
ae2f_err_t e[1] = {0};
 
size_t test_mMMapFieldIdx(const ae2f_mMMap *const mmap, const size_t dim, const size_t *const idxs)
{
    size_t ret;
    ae2f_mMMapFieldIdx(mmap, dim, idxs, &ret);
    return ret;
}
 
uint64_t Conv1dTestNoPad() {
    uint64_t r = 0;
 
    ae2f_mMMap
        * input
        , * kernel
        , * output;
 
    size_t inputsz = 10, kernelsz = 3, outsz = 8, stride = 1, padding = 0;
 
    ae2f_mMMapMk(1, &inputsz, e, &input);
    ae2f_mMMapMk(1, &kernelsz, e, &kernel);
    ae2f_mMMapMk(1, &outsz, e, &output);
 
    assert(!(*e));
 
    for(i = 0; i < inputsz; i++) {
        ae2f_mMMapField(input)[i] = i + 1;
    }
 
    ae2f_mMMapField(kernel)[0] = 0.5;
    ae2f_mMMapField(kernel)[1] = 0.3;
    ae2f_mMMapField(kernel)[2] = 0.2;
 
    ae2f_AnnCnnConv1d(
            ae2f_mMMapField(input)
            , inputsz
            , ae2f_mMMapField(kernel)
            , kernelsz
            , ae2f_mMMapField(output)
            , NULL, stride
            , padding
            );
 
    ae2f_float_t
        matchbuff = 0
        , targets[] = {
            1.7,
            2.7,
            3.7,
            4.7,
            5.7,
            6.7,
            7.7,
            8.7
        };
    for(i = 0; i < outsz; i++)
    {
        (matchbuff = ae2f_mMMapField(
            output
            , const
            )[i]);
 
        printf(
                "Match: %f %f\n"
                , matchbuff
 
                , targets[i]
                );
 
        if (
                (targets[i] - matchbuff)
                * (targets[i] - matchbuff)
 
                > EPSILON) {
            puts("Match none");
            r = 1;
        }
    }
 
    ae2f_mMMapDel(kernel);
    ae2f_mMMapDel(output);
    ae2f_mMMapDel(input);
 
    return r;
}
 
uint64_t Conv1dTestWithPad() {
    uint64_t r = 0;
 
    ae2f_mMMap
        * input
        , * kernel
        , * output;
 
    size_t inputsz = 6, kernelsz = 3, outsz = 8, stride = 1, padding = 2;
 
    ae2f_mMMapMk(1, &inputsz, e, &input);
    ae2f_mMMapMk(1, &kernelsz, e, &kernel);
    ae2f_mMMapMk(1, &outsz, e, &output);
 
    assert(!(*e));
 
    for(i = 0; i < inputsz; i++) {
        ae2f_mMMapField(input)[i] = i + 1;
    }
 
    ae2f_mMMapField(kernel)[0] = 0.5;
    ae2f_mMMapField(kernel)[1] = 0.3;
    ae2f_mMMapField(kernel)[2] = 0.2;
 
    // 0, 0, 1, 2, 3, 4, 5, 6, 0, 0
    ae2f_AnnCnnConv1d(
            ae2f_mMMapField(input)
            , inputsz
 
            , ae2f_mMMapField(kernel)
            , kernelsz
            , ae2f_mMMapField(output)
            , NULL, stride, padding
            );
 
    ae2f_float_t
        matchbuff = 0
        , targets[] = {
            0.2, 0.7, 1.7, 2.7, 3.7, 4.7, 4.3, 3
        };
    for(i = 0; i < outsz; i++)
    {
        printf(
                "Match: %f %f\n"
                , (matchbuff = ae2f_mMMapField(
                        output
                        , const
                        )[i])
                , targets[i]
                );
 
        if (
                (targets[i] - matchbuff)
                * (targets[i] - matchbuff)
 
                > EPSILON) {
            puts("Match none");
            r = 2;
        }
    }
 
    ae2f_mMMapDel(kernel);
    ae2f_mMMapDel(output);
    ae2f_mMMapDel(input);
 
    return r;
}
 
uint64_t Conv2DTest() {
    puts("Conv2DTest start");
 
    ae2f_mMMap
        * input
        , * kernel
        , * output;
 
    size_t
        inputsz[2] = {4, 4},
        kernelsz[2] = {3, 3},
        outsz[2] = {2, 2},
        stride[2] = { 1, 1 };
 
    size_t idxbuff[2] = {0, 0};
    ae2f_float_t kernelelbuff[3] = { 0, };
 
    ae2f_mMMapMk(2, inputsz, e, &input);
    ae2f_mMMapMk(2, kernelsz, e, &kernel);
    ae2f_mMMapMk(2, outsz, e, &output);
    assert(!(*e));
 
    puts("obj has made");
 
    for(i = 0, el = 1; i < 4; i++)
        for(j = 0; j < 4; j++) {
            idxbuff[1] = i;
            idxbuff[0] = j;
 
            ae2f_mMMapField(input)[test_mMMapFieldIdx(input, 2, idxbuff)]
                = el++;
        }
 
    puts("field");
 
    kernelelbuff[0] = 1;
    kernelelbuff[1] = 0;
    kernelelbuff[2] = -1;
 
    idxbuff[0] = 0;
    idxbuff[1] = 2;
 
 
    puts("buff has made");
 
    memcpy(
            ae2f_mMMapField(kernel)
            , kernelelbuff
            , sizeof(ae2f_float_t) * 3
            );
 
    memcpy(
            ae2f_mMMapField(kernel) + test_mMMapFieldIdx(kernel, 2, idxbuff)
            , kernelelbuff
            , sizeof(ae2f_float_t) * 3
            );
 
    idxbuff[1] = 1;
    kernelelbuff[0] = 2;
    kernelelbuff[1] = 0;
    kernelelbuff[2] = -2;
 
    memcpy(
            ae2f_mMMapField(kernel) + test_mMMapFieldIdx(kernel, 2, idxbuff)
            , kernelelbuff
            , sizeof(ae2f_float_t) * 3
            );
 
 
    for(i = 0, el = 1; i < 3; i++) {
        for(j = 0; j < 3; j++) {
            idxbuff[1] = i;
            idxbuff[0] = j;
 
 
            printf("%lu "
                    , test_mMMapFieldIdx(
                        kernel,
                        2,
                        idxbuff
                        )
                    );
            printf(
                    "%f "
                    , ae2f_mMMapField(kernel)[test_mMMapFieldIdx(
                        kernel,
                        2,
                        idxbuff
                        )]
                    );
        }
        printf("\n");
    }
 
 
    puts("__ae2f_AnnConv");
    ae2f_AnnCnnConv(
            2
            , ae2f_mMMapField(input), ae2f_mMMapDimLen(input), 0
            , ae2f_mMMapField(kernel), ae2f_mMMapDimLen(kernel), 0
            , ae2f_mMMapField(output), 0, 0
            , stride, 0
            );
 
    ae2f_float_t target[2][2] = {
        {-8., -8.}
        , {-8., -8.}
    };
 
    for(a = 0; a < sizeof(target) / sizeof(**target); a++) {
        printf("Check: %f %f\n", ae2f_mMMapField(output)[a], target[0][a]);
        if(
                ((ae2f_mMMapField(output)[a] - target[0][a])
                 * (ae2f_mMMapField(output)[a] - target[0][a]))
                > EPSILON
                )
        { puts("Match None"); assert("Match None"); }
    }
 
    ae2f_mMMapDel(input);
    ae2f_mMMapDel(kernel);
    ae2f_mMMapDel(output);
 
    return 0;
}
 
 
uint64_t Pool1dTest()
{
    puts("Pool1dTest");
    ae2f_err_t e = 0;
 
    /* Define input vector and parameters */
    ae2f_float_t inv[5] = {1.0, 2.0, 3.0, 4.0, 5.0};
    size_t inc = 5;
    size_t window = 2;
    size_t stride = 2;
    ae2f_float_t
        outv[2] = {0, 0}, /* Output vector */
        outv_expected[4][2] = {
            {2, 4}, /* MAX */
            {1, 3}, /* MIN */
            {3, 7}, /* ADD */
            {1.5, 3.5}  /* AVG */
        };
 
    size_t outc;          /* Output size */
 
    /* Array of pooling types and their names for iteration */
    ae2f_eAnnCnnPool types[] = {
        ae2f_eAnnCnnPool_MAX,
        ae2f_eAnnCnnPool_MIN,
        ae2f_eAnnCnnPool_ADD,
        ae2f_eAnnCnnPool_AVG,
    };
    const char* type_names[] = {
        "MAX", "MIN", "ADD", "AVG", "MIDDLE"
    };
    int num_types = sizeof(types) / sizeof(types[0]);
 
    /* Test each pooling type */
    for (i = 0; i < num_types; i++) {
        /* Reset output vector to zeros */
        outv[0] = 0.0;
        outv[1] = 0.0;
 
        /* Call the function */
        e = ae2f_AnnCnnPool1d(inv, inc, outv, &outc, window, stride, types[i]);
 
 
        /* Check and print results */
        if (e == 0) {
            printf("%s Pooling: outc = %zu, outv = [%f, %f]\n",
                    type_names[i], outc, outv[0], outv[1]);
 
            if(
                    ((outv[0] - outv_expected[i][0])
                    * (outv[0] - outv_expected[i][0])
                    > EPSILON)
 
                    || ((outv[1] - outv_expected[i][1])
                    * (outv[1] - outv_expected[i][1])
                    > EPSILON)
 
                    ) {
                printf("Mismatch: Expected value: %f, %f\n"
                        , outv_expected[i][0]
                        , outv_expected[i][1]
                        );
                return 8;
            }
        } else {
            printf("%s Pooling: Error occurred: %d\n", type_names[i], e);
            return 8;
        }
    }
 
    return 0;
}
 
uint64_t Pool2dTest() {
    puts("Pool2dTest START");
 
    /* Input 4x4 grid, flattened in row-major order */
    ae2f_float_t inv[16] = {
        1, 2, 3, 4,
        5, 6, 7, 8,
        9, 10, 11, 12,
        13, 14, 15, 16
    };
 
    /* Input dimensions: 4x4 */
    size_t inc[2] = {4, 4};
 
    /* Window size: 2x2 */
    size_t window_opt[2] = {2, 2};
 
    /* Stride: 2x2 */
    size_t stride_opt[2] = {2, 2};
 
    /* Output array (allocate for 2x2 = 4 elements) */
    ae2f_float_t outv[4] = {0, 0, 0, 0};
 
    /* Variable to store computed output size */
    size_t outc = 0;
 
    /* Error code */
    ae2f_err_t err = 0;
 
    /* Test MAX pooling */
    err = ae2f_AnnCnnPool(2, inv, inc, 0, outv, 0, 0, window_opt, 0,  stride_opt, ae2f_eAnnCnnPool_MAX);
    if (err == 0) {
        printf("MAX Pooling: outc = %zu, outv = [%f, %f, %f, %f]\n",
               outc, outv[0], outv[1], outv[2], outv[3]);
 
 
    ae2f_float_t tar[] = {6., 8., 14., 16.};
    for(i = 0; i < sizeof(tar)/ sizeof(tar[0]);i++)
    {
        printf("Match test %lu\n", i);
        if((tar[i] - outv[i]) * (tar[i] - outv[i]) > EPSILON)
        {
            printf("Mismatch: %f, %f\n", tar[i], outv[i]);
            return 16;
        }
    }
 
    } else {
        printf("MAX Pooling Error: %d\n", err);
    return 16;
    }
 
    outv[0] = outv[1] = outv[2] = outv[3] = 0;
 
    /* Test AVG pooling */
    err = ae2f_AnnCnnPool(2, inv, inc, 0, outv, 0, 0, window_opt, 0, stride_opt, ae2f_eAnnCnnPool_AVG);
    if (err == 0) {
        printf("AVG Pooling: outc = %zu, outv = [%f, %f, %f, %f]\n",
               outc, outv[0], outv[1], outv[2], outv[3]);
 
 
    ae2f_float_t tar[] = {3.5, 5.5, 11.5, 13.5};
    for(i = 0; i < sizeof(tar)/ sizeof(tar[0]);i++)
    {
        if((tar[i] - outv[i]) * (tar[i] - outv[i]) > EPSILON)
        {
            printf("Mismatch: %f, %f\n", tar[i], outv[i]);
            return 16;
        }
    }
 
    } else {
        printf("AVG Pooling Error: %d\n", err);
    return 16;
    }
 
    return 0;
}
 
int main() {
    uint64_t
        a =
        Conv1dTestNoPad()
        | Conv1dTestWithPad()
        | Conv2DTest()
        | Pool1dTest()
        | Pool2dTest()
        | 0
        ;
 
    printf("Check 0: %lu\n", a);
 
    return a;
}
 
#else
 
int main() { return 0; }
 
#endif