// Copyright (c) 2018 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 #include #include "gtest/gtest.h" #include "paddle/fluid/framework/lod_tensor.h" #include "paddle/fluid/platform/init.h" #include "paddle/fluid/platform/place.h" __global__ void test(size_t* a, int size) { CUDA_KERNEL_LOOP(i, size) { a[i] *= 2; } } TEST(LoD, data) { paddle::framework::InitDevices(); paddle::framework::LoD lod{{0, 1, 2}}; lod.push_back({0, 2, 4, 5}); lod.push_back(std::vector({0, 1, 6, 8, 10, 11})); auto& v = lod[0]; paddle::platform::CUDAPlace gpu(0); test<<<1, 1>>>(v.CUDAMutableData(gpu), v.size()); cudaDeviceSynchronize(); for (size_t i = 0; i < v.size(); ++i) { EXPECT_EQ(v[i], i * 2); } } TEST(LoDTensor, LoDInGPU) { paddle::framework::InitDevices(); paddle::framework::LoDTensor lod_tensor; paddle::platform::CUDAPlace place(0); paddle::framework::LoD src_lod; src_lod.push_back(std::vector{0, 2, 4, 6, 8, 10, 12, 14}); lod_tensor.Resize({14, 16}); lod_tensor.mutable_data(place); lod_tensor.set_lod(src_lod); EXPECT_EQ(lod_tensor.lod_element(0, 2).first, 4UL); EXPECT_EQ(lod_tensor.lod_element(0, 4).first, 8UL); auto lod = lod_tensor.lod(); test<<<1, 8>>>(lod[0].CUDAMutableData(place), lod[0].size()); cudaDeviceSynchronize(); for (size_t i = 0; i < src_lod[0].size(); ++i) { EXPECT_EQ(lod[0].data()[i], src_lod[0].data()[i] * 2); } }