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OutputFunctions.hxx
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1// @(#)root/tmva/tmva/dnn:$Id$
2// Author: Simon Pfreundschuh 21/07/16
3
4/*************************************************************************
5 * Copyright (C) 2016, Simon Pfreundschuh *
6 * All rights reserved. *
7 * *
8 * For the licensing terms see $ROOTSYS/LICENSE. *
9 * For the list of contributors see $ROOTSYS/README/CREDITS. *
10 *************************************************************************/
11
12///////////////////////////////////////////////////////////////
13// Implementation of output functions for multi-threaded CPU //
14// architectures. //
15///////////////////////////////////////////////////////////////
16
18
19namespace TMVA
20{
21namespace DNN
22{
23
24template<typename AFloat>
26 const TCpu<AFloat>::Matrix_t & A)
27{
28 auto f = [](AFloat x) {return 1.0 / (1.0 + exp(-x));};
29 B.MapFrom(f, A);
30}
31
32template<typename AFloat>
34 const TCpuMatrix<AFloat> & A)
35{
36 const AFloat *dataA = A.GetRawDataPointer();
37 AFloat *dataB = B.GetRawDataPointer();
38 size_t n = A.GetNcols();
39 size_t m = A.GetNrows();
40
41 auto f = [&dataA, &dataB, n, m](UInt_t workerID)
42 {
43 AFloat sum = 0.0;
44 for (size_t i = 0; i < n; i++) {
45 sum += exp(dataA[workerID + i * m]);
46 }
47 for (size_t i = 0; i < n; i++) {
48 dataB[workerID + i * m] = exp(dataA[workerID + i * m]) / sum;
49 }
50 return 0;
51 };
52
54}
55
56} // namespace DNN
57} // namespace TMVA
#define f(i)
Definition RSha256.hxx:104
A pseudo container class which is a generator of indices.
Definition TSeq.hxx:67
The TCpuMatrix class.
Definition CpuMatrix.h:86
size_t GetNcols() const
Definition CpuMatrix.h:156
AFloat * GetRawDataPointer()
Return raw pointer to the elements stored contiguously in column-major order.
Definition CpuMatrix.h:166
size_t GetNrows() const
Definition CpuMatrix.h:155
static Executor & GetThreadExecutor()
Definition CpuMatrix.h:169
static void Sigmoid(Tensor_t &B)
static void Softmax(Matrix_t &YHat, const Matrix_t &)
TCpuMatrix< AReal > Matrix_t
Definition Cpu.h:71
auto Map(F func, unsigned nTimes) -> std::vector< InvokeResult_t< F > >
Wrap TExecutor::Map functions.
Definition Executor.h:140
RVec< PromoteType< T > > exp(const RVec< T > &v)
Definition RVec.hxx:1800
Double_t x[n]
Definition legend1.C:17
const Int_t n
Definition legend1.C:16
create variable transformations
TMarker m
Definition textangle.C:8
static uint64_t sum(uint64_t i)
Definition Factory.cxx:2345