/******************************************************************************** * Copyright (c) 2023 CEA-List * * This program and the accompanying materials are made available under the * terms of the Eclipse Public License 2.0 which is available at * http://www.eclipse.org/legal/epl-2.0. * * SPDX-License-Identifier: EPL-2.0 * ********************************************************************************/ #include <cassert> #include <chrono> // std::chrono::milliseconds #include <numeric> // std::accumulate #include <thread> // std::this_thread::sleep_for #include <vector> #include "aidge/operator/Mul.hpp" #include "aidge/utils/Types.h" #include "aidge/backend/cpu/data/Broadcasting.hpp" #include "aidge/backend/cpu/data/GetCPUPtr.h" #include "aidge/backend/cpu/operator/MulImpl.hpp" #include "aidge/backend/cpu/operator/MulImpl_kernels.hpp" template <> void Aidge::MulImpl_cpu::forward() { const std::vector<std::size_t> inputDims0 = getBroadcastedDims(std::static_pointer_cast<Tensor>(mOp.getRawOutput(0))->dims(), std::static_pointer_cast<Tensor>(mOp.getRawInput(0))->dims()); const std::vector<std::size_t> inputDims1 = getBroadcastedDims(std::static_pointer_cast<Tensor>(mOp.getRawOutput(0))->dims(), std::static_pointer_cast<Tensor>(mOp.getRawInput(1))->dims()); // Find the correct kernel type const auto impl = Registrar<MulImpl_cpu>::create(getBestMatch(getRequiredSpec())); // Call kernel impl.forward(inputDims0, inputDims1, std::static_pointer_cast<Tensor>(mOp.getRawOutput(0))->dims(), getCPUPtr(mOp.getRawInput(0)), getCPUPtr(mOp.getRawInput(1)), getCPUPtr(mOp.getRawOutput(0))); } template <> void Aidge::MulImpl_cpu::backward() { const Mul_Op& op_ = dynamic_cast<const Mul_Op&>(mOp); auto in0 = op_.getInput(0); auto in1 = op_.getInput(1); auto in0grad = op_.getInput(0)->grad(); auto in1grad = op_.getInput(1)->grad(); auto out0grad = op_.getOutput(0)->grad(); // Find the correct kernel type const auto impl = Registrar<MulImpl_cpu>::create(getBestMatch(getRequiredSpec())); // Call kernel impl.backward(/* input0Length */ in0grad->size(), /* input1Length */ in1grad->size(), /* grad0Length */ out0grad->size(), /* input0Dims */ in0->dims(), /* input1Dims */ in1->dims(), getCPUPtr(in0), getCPUPtr(in1), getCPUPtr(out0grad), getCPUPtr(in0grad), getCPUPtr(in1grad)); }