dnn-layer-mathunary-test.c

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/*
 * Copyright (c) 2020
 *
 * This file is part of FFmpeg.
 *
 * FFmpeg is free software; you can redistribute it and/or
 * modify it under the terms of the GNU Lesser General Public
 * License as published by the Free Software Foundation; either
 * version 2.1 of the License, or (at your option) any later version.
 *
 * FFmpeg is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
 * Lesser General Public License for more details.
 *
 * You should have received a copy of the GNU Lesser General Public
 * License along with FFmpeg; if not, write to the Free Software
 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
 */
 
#include <stdio.h>
#include <string.h>
#include <math.h>
#include "libavfilter/dnn/dnn_backend_native_layer_mathunary.h"
#include "libavutil/avassert.h"
 
#define EPS 0.00001
 
static float get_expected(float f, DNNMathUnaryOperation op)
{
    switch (op)
    {
    case DMUO_ABS:
        return (f >= 0) ? f : -f;
    case DMUO_SIN:
        return sin(f);
    case DMUO_COS:
        return cos(f);
    case DMUO_TAN:
        return tan(f);
    case DMUO_ASIN:
        return asin(f);
    case DMUO_ACOS:
        return acos(f);
    case DMUO_ATAN:
        return atan(f);
    case DMUO_SINH:
        return sinh(f);
    case DMUO_COSH:
        return cosh(f);
    case DMUO_TANH:
        return tanh(f);
    case DMUO_ASINH:
        return asinh(f);
    case DMUO_ACOSH:
        return acosh(f);
    case DMUO_ATANH:
        return atanh(f);
    case DMUO_CEIL:
        return ceil(f);
    case DMUO_FLOOR:
        return floor(f);
    case DMUO_ROUND:
        return round(f);
    case DMUO_EXP:
        return exp(f);
    default:
        av_assert0(!"not supported yet");
        return 0.f;
    }
}
 
static int test(DNNMathUnaryOperation op)
{
    DnnLayerMathUnaryParams params;
    DnnOperand operands[2];
    int32_t input_indexes[1];
    float input[1*1*3*3] = {
        0.1, 0.5, 0.75, -3, 2.5, 2, -2.1, 7.8, 100};
    float *output;
 
    params.un_op = op;
 
    operands[0].data = input;
    operands[0].dims[0] = 1;
    operands[0].dims[1] = 1;
    operands[0].dims[2] = 3;
    operands[0].dims[3] = 3;
    operands[1].data = NULL;
 
    input_indexes[0] = 0;
    ff_dnn_execute_layer_math_unary(operands, input_indexes, 1, &params, NULL);
 
    output = operands[1].data;
    for (int i = 0; i < sizeof(input) / sizeof(float); ++i) {
        float expected_output = get_expected(input[i], op);
        int output_nan = isnan(output[i]);
        int expected_nan = isnan(expected_output);
        if ((!output_nan && !expected_nan && fabs(output[i] - expected_output) > EPS) ||
            (output_nan && !expected_nan) || (!output_nan && expected_nan)) {
            printf("at index %d, output: %f, expected_output: %f\n", i, output[i], expected_output);
            av_freep(&output);
            return 1;
        }
    }
 
    av_freep(&output);
    return 0;
}
 
int main(int agrc, char **argv)
{
    if (test(DMUO_ABS))
        return 1;
    if (test(DMUO_SIN))
        return 1;
    if (test(DMUO_COS))
        return 1;
    if (test(DMUO_TAN))
        return 1;
    if (test(DMUO_ASIN))
        return 1;
    if (test(DMUO_ACOS))
        return 1;
    if (test(DMUO_ATAN))
        return 1;
    if (test(DMUO_SINH))
        return 1;
    if (test(DMUO_COSH))
        return 1;
    if (test(DMUO_TANH))
        return 1;
    if (test(DMUO_ASINH))
        return 1;
    if (test(DMUO_ACOSH))
        return 1;
    if (test(DMUO_ATANH))
        return 1;
    if (test(DMUO_CEIL))
        return 1;
    if (test(DMUO_FLOOR))
        return 1;
    if (test(DMUO_ROUND))
        return 1;
    if (test(DMUO_EXP))
        return 1;
    return 0;
}