/******************************************************************************/ /*! * \file timlCNNDropoutForwardPropagation.c */ /* Copyright (C) 2015 Texas Instruments Incorporated - http://www.ti.com/ * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in the * documentation and/or other materials provided with the * distribution. * * Neither the name of Texas Instruments Incorporated nor the names of * its contributors may be used to endorse or promote products derived * from this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT * OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * ******************************************************************************/ /******************************************************************************* * * INCLUDES * ******************************************************************************/ #include "../api/timl.h" /******************************************************************************/ /*! * \ingroup cnn * \brief Forward propagate form layer to layer->next * \param[in] prevLayer Previous layer ptr * \return Error code */ /******************************************************************************/ int timlCNNDropoutForwardPropagation(timlCNNLayer *prevLayer) { timlCNNLayer *layer; int dim; float prob; // drop out probability int deviceId; int threadId; // init layer = prevLayer->next; dim = prevLayer->channel*prevLayer->row*prevLayer->col*prevLayer->batchSize; prob = layer->dropoutParams.prob; deviceId = prevLayer->cnn->deviceId; threadId = prevLayer->cnn->threadId; if (prevLayer->allocatorLevel != Util_AllocatorLevel3) { timlUtilMemcpy(layer->featureMap, prevLayer->featureMap, sizeof(float)*layer->row*layer->col*layer->channel*layer->batchSize, deviceId, threadId); } if (layer->phase == Util_Train) { timlUtilMasking(layer->featureMap, layer->dropoutParams.mask, dim, prob, deviceId, threadId); } return 0; }