/* * 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 #include #include #include "libavfilter/dnn/dnn_backend_native_layer_mathbinary.h" #include "libavutil/avassert.h" #define EPSON 0.00005 static float get_expected(float f1, float f2, DNNMathBinaryOperation op) { switch (op) { case DMBO_SUB: return f1 - f2; case DMBO_ADD: return f1 + f2; case DMBO_MUL: return f1 * f2; case DMBO_REALDIV: return f1 / f2; case DMBO_MINIMUM: return (f1 < f2) ? f1 : f2; case DMBO_FLOORMOD: return (float)((int)(f1) % (int)(f2)); default: av_assert0(!"not supported yet"); return 0.f; } } static int test_broadcast_input0(DNNMathBinaryOperation op) { DnnLayerMathBinaryParams params; DnnOperand operands[2]; int32_t input_indexes[1]; float input[1*1*2*3] = { -3, 2.5, 2, -2.1, 7.8, 100 }; float *output; params.bin_op = op; params.input0_broadcast = 1; params.input1_broadcast = 0; params.v = 7.28; operands[0].data = input; operands[0].dims[0] = 1; operands[0].dims[1] = 1; operands[0].dims[2] = 2; operands[0].dims[3] = 3; operands[1].data = NULL; input_indexes[0] = 0; ff_dnn_execute_layer_math_binary(operands, input_indexes, 1, ¶ms, NULL); output = operands[1].data; for (int i = 0; i < sizeof(input) / sizeof(float); i++) { float expected_output = get_expected(params.v, input[i], op); if (fabs(output[i] - expected_output) > EPSON) { printf("op %d, at index %d, output: %f, expected_output: %f (%s:%d)\n", op, i, output[i], expected_output, __FILE__, __LINE__); av_freep(&output); return 1; } } av_freep(&output); return 0; } static int test_broadcast_input1(DNNMathBinaryOperation op) { DnnLayerMathBinaryParams params; DnnOperand operands[2]; int32_t input_indexes[1]; float input[1*1*2*3] = { -3, 2.5, 2, -2.1, 7.8, 100 }; float *output; params.bin_op = op; params.input0_broadcast = 0; params.input1_broadcast = 1; params.v = 7.28; operands[0].data = input; operands[0].dims[0] = 1; operands[0].dims[1] = 1; operands[0].dims[2] = 2; operands[0].dims[3] = 3; operands[1].data = NULL; input_indexes[0] = 0; ff_dnn_execute_layer_math_binary(operands, input_indexes, 1, ¶ms, NULL); output = operands[1].data; for (int i = 0; i < sizeof(input) / sizeof(float); i++) { float expected_output = get_expected(input[i], params.v, op); if (fabs(output[i] - expected_output) > EPSON) { printf("op %d, at index %d, output: %f, expected_output: %f (%s:%d)\n", op, i, output[i], expected_output, __FILE__, __LINE__); av_freep(&output); return 1; } } av_freep(&output); return 0; } static int test_no_broadcast(DNNMathBinaryOperation op) { DnnLayerMathBinaryParams params; DnnOperand operands[3]; int32_t input_indexes[2]; float input0[1*1*2*3] = { -3, 2.5, 2, -2.1, 7.8, 100 }; float input1[1*1*2*3] = { -1, 2, 3, -21, 8, 10.0 }; float *output; params.bin_op = op; params.input0_broadcast = 0; params.input1_broadcast = 0; operands[0].data = input0; operands[0].dims[0] = 1; operands[0].dims[1] = 1; operands[0].dims[2] = 2; operands[0].dims[3] = 3; operands[1].data = input1; operands[1].dims[0] = 1; operands[1].dims[1] = 1; operands[1].dims[2] = 2; operands[1].dims[3] = 3; operands[2].data = NULL; input_indexes[0] = 0; input_indexes[1] = 1; ff_dnn_execute_layer_math_binary(operands, input_indexes, 2, ¶ms, NULL); output = operands[2].data; for (int i = 0; i < sizeof(input0) / sizeof(float); i++) { float expected_output = get_expected(input0[i], input1[i], op); if (fabs(output[i] - expected_output) > EPSON) { printf("op %d, at index %d, output: %f, expected_output: %f (%s:%d)\n", op, i, output[i], expected_output, __FILE__, __LINE__); av_freep(&output); return 1; } } av_freep(&output); return 0; } static int test(DNNMathBinaryOperation op) { if (test_broadcast_input0(op)) return 1; if (test_broadcast_input1(op)) return 1; if (test_no_broadcast(op)) return 1; return 0; } int main(int argc, char **argv) { if (test(DMBO_SUB)) return 1; if (test(DMBO_ADD)) return 1; if (test(DMBO_MUL)) return 1; if (test(DMBO_REALDIV)) return 1; if (test(DMBO_MINIMUM)) return 1; if (test(DMBO_FLOORMOD)) return 1; return 0; }