// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2020 THL A29 Limited, a Tencent company. All rights reserved. // // Licensed under the BSD 3-Clause License (the "License"); you may not use this file except // in compliance with the License. You may obtain a copy of the License at // // https://opensource.org/licenses/BSD-3-Clause // // Unless required by applicable law or agreed to in writing, software distributed // under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR // CONDITIONS OF ANY KIND, either express or implied. See the License for the // specific language governing permissions and limitations under the License. #include "layer/binaryop.h" #include "testutil.h" #define OP_TYPE_MAX 9 static int op_type = 0; static int test_binaryop(const ncnn::Mat& _a, const ncnn::Mat& _b) { ncnn::Mat a = _a; ncnn::Mat b = _b; if (op_type == 6) { // value must be positive for pow Randomize(a, 0.001f, 2.f); Randomize(b, 0.001f, 2.f); } if (op_type == 3 || op_type == 8) { // value must be positive for pow Randomize(a, 0.1f, 10.f); Randomize(b, 0.1f, 10.f); } ncnn::ParamDict pd; pd.set(0, op_type); pd.set(1, 0); // with_scalar pd.set(2, 0.f); // b std::vector weights(0); std::vector ab(2); ab[0] = a; ab[1] = b; int ret = test_layer("BinaryOp", pd, weights, ab); if (ret != 0) { fprintf(stderr, "test_binaryop failed a.dims=%d a=(%d %d %d %d) b.dims=%d b=(%d %d %d %d) op_type=%d\n", a.dims, a.w, a.h, a.d, a.c, b.dims, b.w, b.h, b.d, b.c, op_type); } return ret; } static int test_binaryop(const ncnn::Mat& _a, float b) { ncnn::Mat a = _a; if (op_type == 6) { // value must be positive for pow Randomize(a, 0.001f, 2.f); b = RandomFloat(0.001f, 2.f); } ncnn::ParamDict pd; pd.set(0, op_type); pd.set(1, 1); // with_scalar pd.set(2, b); // b std::vector weights(0); int ret = test_layer("BinaryOp", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_binaryop failed a.dims=%d a=(%d %d %d %d) b=%f op_type=%d\n", a.dims, a.w, a.h, a.d, a.c, b, op_type); } return ret; } // https://github.com/Tencent/ncnn/wiki/binaryop-broadcasting static int test_binaryop_1() { return 0 || test_binaryop(RandomMat(1), 1.f); } static int test_binaryop_2() { return 0 || test_binaryop(RandomMat(1), RandomMat(1)) || test_binaryop(RandomMat(1), RandomMat(4)) || test_binaryop(RandomMat(1), RandomMat(16)); } static int test_binaryop_3() { return 0 || test_binaryop(RandomMat(1), RandomMat(11, 3)) || test_binaryop(RandomMat(1), RandomMat(11, 4)) || test_binaryop(RandomMat(1), RandomMat(11, 16)); } static int test_binaryop_4() { return 0 || test_binaryop(RandomMat(1), RandomMat(11, 6, 2)) || test_binaryop(RandomMat(1), RandomMat(11, 6, 4)) || test_binaryop(RandomMat(1), RandomMat(11, 6, 16)); } static int test_binaryop_5() { return 0 || test_binaryop(RandomMat(2), 1.f) || test_binaryop(RandomMat(4), 1.f) || test_binaryop(RandomMat(16), 1.f); } static int test_binaryop_6() { return 0 || test_binaryop(RandomMat(2), RandomMat(1)) || test_binaryop(RandomMat(4), RandomMat(1)) || test_binaryop(RandomMat(16), RandomMat(1)); } static int test_binaryop_7() { return 0 || test_binaryop(RandomMat(2), RandomMat(2)) || test_binaryop(RandomMat(4), RandomMat(4)) || test_binaryop(RandomMat(16), RandomMat(16)); } static int test_binaryop_8() { return 0 || test_binaryop(RandomMat(3), RandomMat(11, 3)) || test_binaryop(RandomMat(4), RandomMat(11, 4)) || test_binaryop(RandomMat(16), RandomMat(11, 16)); } static int test_binaryop_9() { return 0 || test_binaryop(RandomMat(2), RandomMat(11, 6, 2)) || test_binaryop(RandomMat(4), RandomMat(11, 6, 4)) || test_binaryop(RandomMat(16), RandomMat(11, 6, 16)); } static int test_binaryop_10() { return 0 || test_binaryop(RandomMat(11, 3), 1.f) || test_binaryop(RandomMat(11, 4), 1.f) || test_binaryop(RandomMat(11, 16), 1.f); } static int test_binaryop_11() { return 0 || test_binaryop(RandomMat(11, 3), RandomMat(1)) || test_binaryop(RandomMat(11, 4), RandomMat(1)) || test_binaryop(RandomMat(11, 16), RandomMat(1)); } static int test_binaryop_12() { return 0 || test_binaryop(RandomMat(11, 3), RandomMat(3)) || test_binaryop(RandomMat(11, 4), RandomMat(4)) || test_binaryop(RandomMat(11, 16), RandomMat(16)); } static int test_binaryop_13() { return 0 || test_binaryop(RandomMat(11, 3), RandomMat(11, 3)) || test_binaryop(RandomMat(11, 4), RandomMat(11, 4)) || test_binaryop(RandomMat(11, 16), RandomMat(11, 16)); } static int test_binaryop_14() { return 0 || test_binaryop(RandomMat(6, 2), RandomMat(11, 6, 2)) || test_binaryop(RandomMat(6, 4), RandomMat(11, 6, 4)) || test_binaryop(RandomMat(6, 16), RandomMat(11, 6, 16)); } static int test_binaryop_15() { return 0 || test_binaryop(RandomMat(11, 6, 2), 1.f) || test_binaryop(RandomMat(11, 6, 4), 1.f) || test_binaryop(RandomMat(11, 6, 16), 1.f); } static int test_binaryop_16() { return 0 || test_binaryop(RandomMat(11, 6, 2), RandomMat(1)) || test_binaryop(RandomMat(11, 6, 4), RandomMat(1)) || test_binaryop(RandomMat(11, 6, 16), RandomMat(1)); } static int test_binaryop_17() { return 0 || test_binaryop(RandomMat(11, 6, 2), RandomMat(2)) || test_binaryop(RandomMat(11, 6, 4), RandomMat(4)) || test_binaryop(RandomMat(11, 6, 16), RandomMat(16)); } static int test_binaryop_18() { return 0 || test_binaryop(RandomMat(11, 6, 2), RandomMat(6, 2)) || test_binaryop(RandomMat(11, 6, 4), RandomMat(6, 4)) || test_binaryop(RandomMat(11, 6, 16), RandomMat(6, 16)); } static int test_binaryop_19() { return 0 || test_binaryop(RandomMat(11, 6, 2), RandomMat(11, 6, 2)) || test_binaryop(RandomMat(11, 6, 4), RandomMat(11, 6, 4)) || test_binaryop(RandomMat(11, 6, 16), RandomMat(11, 6, 16)); } static int test_binaryop_20() { return 0 || test_binaryop(RandomMat(1), RandomMat(11, 3, 4, 2)) || test_binaryop(RandomMat(1), RandomMat(11, 3, 4, 4)) || test_binaryop(RandomMat(1), RandomMat(11, 3, 4, 16)); } static int test_binaryop_21() { return 0 || test_binaryop(RandomMat(2), RandomMat(11, 3, 4, 2)) || test_binaryop(RandomMat(4), RandomMat(11, 3, 4, 4)) || test_binaryop(RandomMat(16), RandomMat(11, 3, 4, 16)); } static int test_binaryop_22() { return 0 || test_binaryop(RandomMat(4, 2), RandomMat(11, 3, 4, 2)) || test_binaryop(RandomMat(4, 4), RandomMat(11, 3, 4, 4)) || test_binaryop(RandomMat(4, 16), RandomMat(11, 3, 4, 16)); } static int test_binaryop_23() { return 0 || test_binaryop(RandomMat(3, 4, 2), RandomMat(11, 3, 4, 2)) || test_binaryop(RandomMat(3, 4, 4), RandomMat(11, 3, 4, 4)) || test_binaryop(RandomMat(3, 4, 16), RandomMat(11, 3, 4, 16)); } static int test_binaryop_24() { return 0 || test_binaryop(RandomMat(11, 3, 4, 2), 1.f) || test_binaryop(RandomMat(11, 3, 4, 4), 1.f) || test_binaryop(RandomMat(11, 3, 4, 16), 1.f); } static int test_binaryop_25() { return 0 || test_binaryop(RandomMat(11, 3, 4, 2), RandomMat(1)) || test_binaryop(RandomMat(11, 3, 4, 4), RandomMat(1)) || test_binaryop(RandomMat(11, 3, 4, 16), RandomMat(1)); } static int test_binaryop_26() { return 0 || test_binaryop(RandomMat(11, 3, 4, 2), RandomMat(2)) || test_binaryop(RandomMat(11, 3, 4, 4), RandomMat(4)) || test_binaryop(RandomMat(11, 3, 4, 16), RandomMat(16)); } static int test_binaryop_27() { return 0 || test_binaryop(RandomMat(11, 3, 4, 2), RandomMat(4, 2)) || test_binaryop(RandomMat(11, 3, 4, 4), RandomMat(4, 4)) || test_binaryop(RandomMat(11, 3, 4, 16), RandomMat(4, 16)); } static int test_binaryop_28() { return 0 || test_binaryop(RandomMat(11, 3, 4, 2), RandomMat(3, 4, 2)) || test_binaryop(RandomMat(11, 3, 4, 4), RandomMat(3, 4, 4)) || test_binaryop(RandomMat(11, 3, 4, 16), RandomMat(3, 4, 16)); } static int test_binaryop_29() { return 0 || test_binaryop(RandomMat(11, 3, 4, 2), RandomMat(11, 3, 4, 2)) || test_binaryop(RandomMat(11, 3, 4, 4), RandomMat(11, 3, 4, 4)) || test_binaryop(RandomMat(11, 3, 4, 16), RandomMat(11, 3, 4, 16)); } static int test_binaryop_s1() { return 0 || test_binaryop(RandomMat(11, 6, 2), RandomMat(1, 1, 2)) || test_binaryop(RandomMat(11, 6, 4), RandomMat(1, 1, 4)) || test_binaryop(RandomMat(11, 6, 16), RandomMat(1, 1, 16)); } static int test_binaryop_s2() { return 0 || test_binaryop(RandomMat(11, 6, 2), RandomMat(11, 6, 1)) || test_binaryop(RandomMat(11, 6, 4), RandomMat(11, 6, 1)) || test_binaryop(RandomMat(11, 6, 16), RandomMat(11, 6, 1)); } static int test_binaryop_s3() { return 0 || test_binaryop(RandomMat(1, 1, 2), RandomMat(11, 6, 2)) || test_binaryop(RandomMat(1, 1, 4), RandomMat(11, 6, 4)) || test_binaryop(RandomMat(1, 1, 16), RandomMat(11, 6, 16)); } static int test_binaryop_s4() { return 0 || test_binaryop(RandomMat(11, 6, 1), RandomMat(11, 6, 2)) || test_binaryop(RandomMat(11, 6, 1), RandomMat(11, 6, 4)) || test_binaryop(RandomMat(11, 6, 1), RandomMat(11, 6, 16)); } static int test_binaryop_s5() { return 0 || test_binaryop(RandomMat(11, 6, 2), RandomMat(1, 6, 2)) || test_binaryop(RandomMat(11, 6, 4), RandomMat(1, 6, 4)) || test_binaryop(RandomMat(11, 6, 16), RandomMat(1, 6, 16)); } static int test_binaryop_s6() { return 0 || test_binaryop(RandomMat(11, 6, 2), RandomMat(11, 1, 2)) || test_binaryop(RandomMat(11, 6, 4), RandomMat(11, 1, 4)) || test_binaryop(RandomMat(11, 6, 16), RandomMat(11, 1, 16)); } static int test_binaryop_s7() { return 0 || test_binaryop(RandomMat(1, 6, 2), RandomMat(11, 6, 2)) || test_binaryop(RandomMat(1, 6, 4), RandomMat(11, 6, 4)) || test_binaryop(RandomMat(1, 6, 16), RandomMat(11, 6, 16)); } static int test_binaryop_s8() { return 0 || test_binaryop(RandomMat(11, 1, 2), RandomMat(11, 6, 2)) || test_binaryop(RandomMat(11, 1, 4), RandomMat(11, 6, 4)) || test_binaryop(RandomMat(11, 1, 16), RandomMat(11, 6, 16)); } int main() { SRAND(7767517); for (op_type = 0; op_type < OP_TYPE_MAX; op_type++) { int ret = 0 || test_binaryop_1() || test_binaryop_2() || test_binaryop_3() || test_binaryop_4() || test_binaryop_5() || test_binaryop_6() || test_binaryop_7() || test_binaryop_8() || test_binaryop_9() || test_binaryop_10() || test_binaryop_11() || test_binaryop_12() || test_binaryop_13() || test_binaryop_14() || test_binaryop_15() || test_binaryop_16() || test_binaryop_17() || test_binaryop_18() || test_binaryop_19() || test_binaryop_20() || test_binaryop_21() || test_binaryop_22() || test_binaryop_23() || test_binaryop_24() || test_binaryop_25() || test_binaryop_26() || test_binaryop_27() || test_binaryop_28() || test_binaryop_29() || test_binaryop_s1() || test_binaryop_s2() || test_binaryop_s3() || test_binaryop_s4() || test_binaryop_s5() || test_binaryop_s6() || test_binaryop_s7() || test_binaryop_s8(); if (ret != 0) return ret; } return 0; }