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VectorSum.h
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1 /*
2  * Copyright (c) The Shogun Machine Learning Toolbox
3  * Written (w) 2014 Soumyajit De
4  * All rights reserved.
5  *
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7  * modification, are permitted provided that the following conditions are met:
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29  */
30 
31 #ifndef VECTOR_SUM_IMPL_H_
32 #define VECTOR_SUM_IMPL_H_
33 
34 #include <shogun/lib/config.h>
35 #include <shogun/lib/SGVector.h>
36 
37 #ifdef HAVE_VIENNACL
39 #include <shogun/lib/GPUVector.h>
40 #include <shogun/lib/GPUMatrix.h>
41 #endif
42 
43 #ifdef HAVE_EIGEN3
45 #endif // HAVE_EIGEN3
46 
47 #include <numeric>
48 
49 namespace shogun
50 {
51 
52 namespace linalg
53 {
54 
58 namespace implementation
59 {
60 
66 template <enum Backend, class Vector>
67 struct vector_sum
68 {
70  typedef typename Vector::Scalar T;
71 
78  static T compute(Vector a);
79 };
80 
84 template <class Vector>
85 struct vector_sum<Backend::NATIVE, Vector>
86 {
88  typedef typename Vector::Scalar T;
89 
96  static T compute(SGVector<T> vec)
97  {
98  REQUIRE(vec.vlen > 0, "Vector can not be empty!\n");
99  return compute(vec.vector,vec.vlen);
100  }
101 
109  static T compute(T* vec, index_t len)
110  {
111  return std::accumulate(vec,vec+len,0);
112  }
113 };
114 
115 #ifdef HAVE_EIGEN3
116 
119 template <class Vector>
120 struct vector_sum<Backend::EIGEN3, Vector>
121 {
123  typedef typename Vector::Scalar T;
124 
131  static T compute(SGVector<T> vec)
132  {
133  typedef Eigen::Matrix<T, Eigen::Dynamic, 1> VectorXt;
134  Eigen::Map<VectorXt> v = vec;
135  return v.sum();
136  }
137 };
138 
139 #endif // HAVE_EIGEN3
140 
141 #ifdef HAVE_VIENNACL
142 
145 template <class Vector>
146 struct vector_sum<Backend::VIENNACL, Vector>
147 {
149  typedef typename Vector::Scalar T;
150 
157  static T compute(CGPUVector<T> vec)
158  {
159  CGPUMatrix<T> m(vec.vector, vec.vlen, 1, vec.offset);
160  return sum<Backend::VIENNACL, CGPUMatrix<T> >::compute(m, false);
161  }
162 };
163 
164 #endif // HAVE_VIENNACL
165 
166 }
167 
168 }
169 
170 }
171 #endif // VECTOR_SUM_IMPL_H_
int32_t index_t
Definition: common.h:62
#define REQUIRE(x,...)
Definition: SGIO.h:206
index_t vlen
Definition: SGVector.h:494
shogun vector
all of classes and functions are contained in the shogun namespace
Definition: class_list.h:18
Generic class vector_sum which provides a static compute method. This class is specialized for differ...
Definition: VectorSum.h:67
Vector::Scalar vector_sum(Vector a)
Definition: Redux.h:79

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