// Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // 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 #include "lite/api/paddle_use_kernels.h" #include "lite/api/paddle_use_ops.h" #include "lite/core/arena/framework.h" namespace paddle { namespace lite { class PowerComputeTester : public arena::TestCase { protected: // common attributes for this op. std::string input_ = "X"; std::string output_ = "Out"; float scale_ = 0.; float shift_ = 0.; float power_ = 0.; DDim dims_{{5, 2}}; public: PowerComputeTester(const Place& place, const std::string& alias, float scale, float shift, float power) : TestCase(place, alias), scale_(scale), shift_(shift), power_(power) {} void RunBaseline(Scope* scope) override { auto* out = scope->NewTensor(output_); CHECK(out); out->Resize(dims_); auto* out_data = out->mutable_data(); auto* x = scope->FindTensor(input_); const auto* x_data = x->data(); for (int i = 0; i < dims_.production(); i++) { out_data[i] = std::pow((x_data[i] * scale_ + shift_), power_); } } void PrepareOpDesc(cpp::OpDesc* op_desc) { op_desc->SetType("power"); op_desc->SetInput("X", {input_}); op_desc->SetOutput("Out", {output_}); op_desc->SetAttr("scale", scale_); op_desc->SetAttr("shift", shift_); op_desc->SetAttr("power", power_); } void PrepareData() override { std::vector data(dims_.production()); for (int i = 0; i < dims_.production(); i++) { data[i] = i * 1.01; } SetCommonTensor(input_, dims_, data.data()); } }; void test_power(Place place) { for (float scale : {0.923, 2., 1.2}) { for (float shift : {1., 0., 1.2331}) { for (float power : {1., 1.2, 1.6}) { std::unique_ptr tester( new PowerComputeTester(place, "def", scale, shift, power)); arena::Arena arena(std::move(tester), place, 2e-4); arena.TestPrecision(); } } } } TEST(Power, precision) { // #ifdef LITE_WITH_X86 // Place place(TARGET(kX86)); // #endif #ifdef LITE_WITH_ARM Place place(TARGET(kARM)); test_power(place); #endif } } // namespace lite } // namespace paddle