Dropout.cu

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// @(#)root/tmva/tmva/dnn:$Id$
// Author: Simon Pfreundschuh 14/07/16
 
/*************************************************************************
 * Copyright (C) 2016, Simon Pfreundschuh                                *
 * All rights reserved.                                                  *
 *                                                                       *
 * For the licensing terms see $ROOTSYS/LICENSE.                         *
 * For the list of contributors see $ROOTSYS/README/CREDITS.             *
 *************************************************************************/
 
#include "TMVA/DNN/Architectures/Cuda.h"
#include "TMVA/DNN/Architectures/Cuda/Device.h"
#include "Kernels.cuh"
 
/////////////////////////////////////////////////////////////////////
// Implementation of the Dropout function for TCuda architectures. //
/////////////////////////////////////////////////////////////////////
 
namespace TMVA {
namespace DNN  {
 
//____________________________________________________________________________
template<typename AFloat>
void TCuda<AFloat>::DropoutForward(TCudaTensor<AFloat> & A, 
                                   TDescriptors * /*descriptors*/,
                                   TWorkspace   * /*workspace*/, 
                                   AFloat dropoutProbability)
{
   dim3 blockDims = TDevice::BlockDims2D();
   dim3 gridDims  = TDevice::GridDims2D(A);
   cudaStream_t s = A.GetComputeStream();
   ::TMVA::DNN::Cuda::Dropout<<<gridDims, blockDims, 0, s>>>(
       A.GetDataPointer(),
       (int) A.GetNrows(),
       (int) A.GetNcols(),
       dropoutProbability,
       TCudaMatrix<AFloat>::GetCurandStatesPointer());
}
 
} // namespace DNN
} // namespace TMVA