/** * Copyright 2020 Huawei Technologies Co., Ltd * * 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 "kernel/cpu/slice_cpu_kernel.h" #include "device/cpu/cpu_device_address.h" #include "ir/primitive.h" namespace mindspore { namespace kernel { void SliceCPUKernel::InitKernel(const CNodePtr &kernel_node) { CheckParam(kernel_node); begin_ = AnfAlgo::GetNodeAttr>(kernel_node, BEGIN); size_ = AnfAlgo::GetNodeAttr>(kernel_node, SIZE); input_shape_ = AnfAlgo::GetPrevNodeOutputInferShape(kernel_node, 0); if (input_shape_.size() < 4) { for (size_t i = 0; i < 4 - input_shape_.size(); ++i) { input_shape_.insert(input_shape_.begin(), 1); begin_.insert(begin_.begin(), 0); size_.insert(size_.begin(), 1); } } output_shape_ = AnfAlgo::GetOutputInferShape(kernel_node, 0); CPUKernelUtils::ExpandDimsTo4(&output_shape_); for (size_t i = 0; i < begin_.size(); i++) { if (begin_[i] < 0) { begin_[i] = begin_[i] + input_shape_[i]; } } for (size_t i = 0; i < size_.size(); i++) { if (size_[i] < 0) { size_[i] = (size_[i] + input_shape_[i]) > 0 ? (size_[i] + input_shape_[i]) : 0; } } } bool SliceCPUKernel::Launch(const std::vector &inputs, const std::vector & /*workspace*/, const std::vector &outputs) { auto input_addr = reinterpret_cast(inputs[0]->addr); auto output_addr = reinterpret_cast(outputs[0]->addr); for (int i = begin_[0]; i < begin_[0] + size_[0]; ++i) { for (int j = begin_[1]; j < begin_[1] + size_[1]; ++j) { for (int k = begin_[2]; k < begin_[2] + size_[2]; ++k) { for (int m = begin_[3]; m < begin_[3] + size_[3]; ++m) { auto offset = CPUKernelUtils::CalcOffset(input_shape_, i, j, k, m); *output_addr++ = input_addr[offset]; } } } } return true; } void SliceCPUKernel::CheckParam(const CNodePtr &kernel_node) { size_t input_num = AnfAlgo::GetInputTensorNum(kernel_node); if (input_num != 1) { MS_LOG(EXCEPTION) << "Input number is " << input_num << ", but SliceCPUKernel needs 1 inputs."; } size_t output_num = AnfAlgo::GetOutputTensorNum(kernel_node); if (output_num != 1) { MS_LOG(EXCEPTION) << "Output number is " << output_num << ", but SliceCPUKernel needs 1 output."; } auto input_shape = AnfAlgo::GetPrevNodeOutputInferShape(kernel_node, 0); if (input_shape.size() > 4) { MS_LOG(EXCEPTION) << "Input dims is " << input_shape.size() << ", but SliceCPUKernel olny support 4d or lower."; } if (input_shape.size() == 0) { MS_LOG(EXCEPTION) << "Input dims is " << input_shape.size() << ", scalar is not supported."; } } } // namespace kernel } // namespace mindspore