/* 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 "paddle/fluid/framework/ddim.h" #include "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/operators/where_index_op.h" #include "paddle/fluid/platform/cuda_primitives.h" #include "paddle/fluid/platform/for_range.h" namespace paddle { namespace operators { using CUDADeviceContext = paddle::platform::CUDADeviceContext; template class CUDAWhereIndexKernel : public framework::OpKernel { public: void Compute(const framework::ExecutionContext& context) const override { auto* condition = context.Input("Condition"); auto* out = context.Output("Out"); // TODO(zhoukunsheng): Should optimize to ensure GPU is faster than CPU. framework::Tensor cond_cpu; framework::TensorCopy(*condition, platform::CPUPlace(), &cond_cpu); const bool* cond_data = cond_cpu.data(); int64_t numel = cond_cpu.numel(); auto dims = cond_cpu.dims(); int rank = dims.size(); thrust::host_vector h_true_index; for (int64_t i = 0; i < numel; i++) { if (cond_data[i]) { h_true_index.push_back(i); } } thrust::device_vector d_true_index = h_true_index; int* ptr_true_index = thrust::raw_pointer_cast(d_true_index.data()); size_t true_num = h_true_index.size(); out->Resize(framework::make_ddim({static_cast(true_num), rank})); auto out_ptr = out->mutable_data(context.GetPlace()); if (true_num == 0) { return; } thrust::host_vector h_stride(rank, 0); h_stride[rank - 1] = 1; for (int i = rank - 2; i >= 0; i--) { h_stride[i] = h_stride[i + 1] * dims[i + 1]; } thrust::device_vector d_stride = h_stride; int* ptr_stride = thrust::raw_pointer_cast(d_stride.data()); auto& dev_ctx = context.template device_context(); WhereIndexFunctor functor(ptr_true_index, true_num, ptr_stride, rank, out_ptr); platform::ForRange for_range(dev_ctx, true_num); for_range(functor); } }; } // namespace operators } // namespace paddle namespace ops = paddle::operators; REGISTER_OP_CUDA_KERNEL(where_index, ops::CUDAWhereIndexKernel);