/* Copyright (c) 2016 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. */ #pragma once #include "GemmFunctor.h" #include "hl_cpu_gru.cuh" namespace paddle { template struct GruFunctor { template static void compute(OpResetOutput opResetOutput, OpFinalOutput opFinalOutput, hl_gru_value value, int frameSize, int batchSize, hl_activation_mode_t active_node, hl_activation_mode_t active_gate) { #ifndef __NVCC__ if (value.prevOutValue) { BlasGemm::compute(false, false, batchSize, 2 * frameSize, frameSize, 1, value.prevOutValue, frameSize, value.gateWeight, frameSize * 2, 1, value.gateValue, frameSize * 3); } forward_reset_output( opResetOutput, value, frameSize, batchSize, active_gate); if (value.prevOutValue) { BlasGemm::compute(false, false, batchSize, frameSize, frameSize, 1, value.resetOutputValue, frameSize, value.stateWeight, frameSize, 1, value.gateValue + frameSize * 2, frameSize * 3); } forward_final_output( opFinalOutput, value, frameSize, batchSize, active_node); #endif } }; template struct GruGradFunctor { template static void compute(OpStateGrad opStateGrad, OpResetGrad opResetGrad, hl_gru_value value, hl_gru_grad grad, int frameSize, int batchSize, hl_activation_mode_t active_node, hl_activation_mode_t active_gate) { #ifndef __NVCC__ backward_state_grad( opStateGrad, value, grad, frameSize, batchSize, active_node); if (value.prevOutValue && grad.prevOutGrad) { BlasGemm::compute(false, true, batchSize, frameSize, frameSize, 1, grad.gateGrad + frameSize * 2, frameSize * 3, value.stateWeight, frameSize, 0, grad.resetOutputGrad, frameSize); if (grad.stateWeightGrad) { BlasGemm::compute(true, false, frameSize, frameSize, batchSize, 1, value.resetOutputValue, frameSize, grad.gateGrad + frameSize * 2, frameSize * 3, 1, grad.stateWeightGrad, frameSize); } } backward_reset_grad( opResetGrad, value, grad, frameSize, batchSize, active_gate); if (grad.prevOutGrad && value.prevOutValue) { BlasGemm::compute(false, true, batchSize, frameSize, frameSize * 2, 1, grad.gateGrad, frameSize * 3, value.gateWeight, frameSize * 2, 1, grad.prevOutGrad, frameSize); if (grad.gateWeightGrad) { BlasGemm::compute(true, false, frameSize, frameSize * 2, batchSize, 1, value.prevOutValue, frameSize, grad.gateGrad, frameSize * 3, 1, grad.gateWeightGrad, frameSize * 2); } } #endif } }; } // namespace paddle