// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2021 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/quantize.h" #include "testutil.h" static int test_quantize(const ncnn::Mat& a, float scale_low, float scale_high) { ncnn::Mat scale_data; if (scale_low == scale_high) { scale_data.create(1); scale_data[0] = scale_low; } else { if (a.dims == 1) scale_data.create(a.w); if (a.dims == 2) scale_data.create(a.h); if (a.dims == 3) scale_data.create(a.c); Randomize(scale_data, scale_low, scale_high); } ncnn::ParamDict pd; pd.set(0, scale_data.w); std::vector weights(1); weights[0] = scale_data; int ret = test_layer("Quantize", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_quantize failed a.dims=%d a=(%d %d %d) scale_low=%f scale_high=%f\n", a.dims, a.w, a.h, a.c, scale_low, scale_high); } return ret; } static int test_quantize_0() { return 0 || test_quantize(RandomMat(5, 7, 24), 100.f, 100.f) || test_quantize(RandomMat(5, 7, 24), 120.f, 140.f) || test_quantize(RandomMat(7, 9, 12), 100.f, 100.f) || test_quantize(RandomMat(7, 9, 12), 120.f, 140.f) || test_quantize(RandomMat(3, 5, 13), 100.f, 100.f) || test_quantize(RandomMat(3, 5, 13), 120.f, 140.f); } static int test_quantize_1() { return 0 || test_quantize(RandomMat(15, 24), 100.f, 100.f) || test_quantize(RandomMat(15, 24), 120.f, 140.f) || test_quantize(RandomMat(17, 12), 100.f, 100.f) || test_quantize(RandomMat(17, 12), 120.f, 140.f) || test_quantize(RandomMat(19, 15), 100.f, 100.f) || test_quantize(RandomMat(19, 15), 120.f, 140.f); } static int test_quantize_2() { return 0 || test_quantize(RandomMat(128), 100.f, 100.f) || test_quantize(RandomMat(128), 120.f, 140.f) || test_quantize(RandomMat(124), 100.f, 100.f) || test_quantize(RandomMat(124), 120.f, 140.f) || test_quantize(RandomMat(127), 100.f, 100.f) || test_quantize(RandomMat(127), 120.f, 140.f); } int main() { SRAND(7767517); return 0 || test_quantize_0() || test_quantize_1() || test_quantize_2(); }