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src
shogun
kernel
DotKernel.h
Go to the documentation of this file.
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/*
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* This program is free software; you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation; either version 3 of the License, or
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* (at your option) any later version.
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*
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* Written (W) 2009 Soeren Sonnenburg
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* Copyright (C) 2010 Berlin Institute of Technology
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*/
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#ifndef _DOTKERNEL_H___
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#define _DOTKERNEL_H___
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#include <
shogun/kernel/Kernel.h
>
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#include <
shogun/features/DotFeatures.h
>
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#include <
shogun/io/SGIO.h
>
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namespace
shogun
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{
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class
CDotKernel
:
public
CKernel
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{
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public
:
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CDotKernel
() :
CKernel
() {}
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CDotKernel
(int32_t cachesize) :
CKernel
(cachesize) {}
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CDotKernel
(
CFeatures
* l,
CFeatures
* r) :
CKernel
(10)
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{
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init
(l, r);
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}
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virtual
bool
init
(
CFeatures
* l,
CFeatures
* r)
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{
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CKernel::init(l,r);
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ASSERT
(l->
has_property
(
FP_DOT
))
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ASSERT
(r->
has_property
(
FP_DOT
))
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ASSERT
(l->
get_feature_type
() == r->
get_feature_type
())
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ASSERT
(l->
get_feature_class
() == r->
get_feature_class
())
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if
( ((
CDotFeatures
*) l)->get_dim_feature_space() != ((
CDotFeatures
*) r)->get_dim_feature_space() )
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{
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SG_ERROR
(
"train or test features #dimension mismatch (l:%d vs. r:%d)\n"
,
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((
CDotFeatures
*) l)->get_dim_feature_space(),((
CDotFeatures
*) r)->get_dim_feature_space());
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}
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return
true
;
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}
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virtual
EFeatureClass
get_feature_class
() {
return
C_ANY
; }
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virtual
EFeatureType
get_feature_type
() {
return
F_ANY
; }
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virtual
const
char
*
get_name
()
const
{
return
"DotKernel"
; }
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virtual
EKernelType
get_kernel_type
()=0 ;
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protected
:
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virtual
float64_t
compute
(int32_t idx_a, int32_t idx_b)
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{
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return
((
CDotFeatures
*)
lhs
)->dot(idx_a, ((
CDotFeatures
*)
rhs
), idx_b);
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}
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};
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}
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#endif
/* _DOTKERNEL_H__ */
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SHOGUN
Machine Learning Toolbox - Documentation