CCrossValidationMKLStorage Class Reference

Detailed Description

Class for storing MKL weights in every fold of cross-validation.

Definition at line 27 of file CrossValidationMKLStorage.h.

Inheritance diagram for CCrossValidationMKLStorage:

Public Types
typedef rxcpp::subjects::subject< ObservedValue >	SGSubject
typedef rxcpp::observable< ObservedValue, rxcpp::dynamic_observable< ObservedValue > >	SGObservable
typedef rxcpp::subscriber< ObservedValue, rxcpp::observer< ObservedValue, void, void, void, void > >	SGSubscriber

Public Member Functions
	CCrossValidationMKLStorage ()
virtual	~CCrossValidationMKLStorage ()
virtual const char *	get_name () const
virtual void	update_trained_machine (CMachine *machine, const char *prefix="")
virtual SGMatrix< float64_t >	get_mkl_weights ()
virtual void	init_num_runs (index_t num_runs, const char *prefix="")
virtual void	init_num_folds (index_t num_folds, const char *prefix="")
virtual void	init_expose_labels (CLabels *labels)
virtual void	post_init ()
virtual void	update_run_index (index_t run_index, const char *prefix="")
virtual void	update_fold_index (index_t fold_index, const char *prefix="")
virtual void	update_train_indices (SGVector< index_t > indices, const char *prefix="")
virtual void	update_test_indices (SGVector< index_t > indices, const char *prefix="")
virtual void	update_test_result (CLabels *results, const char *prefix="")
virtual void	update_test_true_result (CLabels *results, const char *prefix="")
virtual void	post_update_results ()
virtual void	update_evaluation_result (float64_t result, const char *prefix="")
int32_t	ref ()
int32_t	ref_count ()
int32_t	unref ()
virtual CSGObject *	shallow_copy () const
virtual CSGObject *	deep_copy () const
virtual bool	is_generic (EPrimitiveType *generic) const
template<class T >
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
template<>
void	set_generic ()
void	unset_generic ()
virtual void	print_serializable (const char *prefix="")
virtual bool	save_serializable (CSerializableFile *file, const char *prefix="")
virtual bool	load_serializable (CSerializableFile *file, const char *prefix="")
void	set_global_io (SGIO *io)
SGIO *	get_global_io ()
void	set_global_parallel (Parallel *parallel)
Parallel *	get_global_parallel ()
void	set_global_version (Version *version)
Version *	get_global_version ()
SGStringList< char >	get_modelsel_names ()
void	print_modsel_params ()
char *	get_modsel_param_descr (const char *param_name)
index_t	get_modsel_param_index (const char *param_name)
void	build_gradient_parameter_dictionary (CMap< TParameter *, CSGObject *> *dict)
bool	has (const std::string &name) const
template<typename T >
bool	has (const Tag< T > &tag) const
template<typename T , typename U = void>
bool	has (const std::string &name) const
template<typename T >
void	set (const Tag< T > &_tag, const T &value)
template<typename T , typename U = void>
void	set (const std::string &name, const T &value)
template<typename T >
T	get (const Tag< T > &_tag) const
template<typename T , typename U = void>
T	get (const std::string &name) const
SGObservable *	get_parameters_observable ()
void	subscribe_to_parameters (ParameterObserverInterface *obs)
void	list_observable_parameters ()
virtual void	update_parameter_hash ()
virtual bool	parameter_hash_changed ()
virtual bool	equals (CSGObject *other, float64_t accuracy=0.0, bool tolerant=false)
virtual CSGObject *	clone ()

Public Attributes
SGIO *	io
Parallel *	parallel
Version *	version
Parameter *	m_parameters
Parameter *	m_model_selection_parameters
Parameter *	m_gradient_parameters
uint32_t	m_hash

Protected Member Functions
virtual void	load_serializable_pre () throw (ShogunException)
virtual void	load_serializable_post () throw (ShogunException)
virtual void	save_serializable_pre () throw (ShogunException)
virtual void	save_serializable_post () throw (ShogunException)
template<typename T >
void	register_param (Tag< T > &_tag, const T &value)
template<typename T >
void	register_param (const std::string &name, const T &value)
bool	clone_parameters (CSGObject *other)
void	observe_scalar (const int64_t step, const std::string &name, const Any &value)
void	register_observable_param (const std::string &name, const std::string &type, const std::string &description)

Protected Attributes
SGMatrix< float64_t >	m_mkl_weights
index_t	m_current_run_index
index_t	m_current_fold_index
index_t	m_num_runs
index_t	m_num_folds

Member Typedef Documentation

SGObservable

typedef rxcpp::observable<ObservedValue, rxcpp::dynamic_observable<ObservedValue> > SGObservable

inherited

Definition at line 129 of file SGObject.h.

SGSubject

typedef rxcpp::subjects::subject<ObservedValue> SGSubject

inherited

Definition at line 126 of file SGObject.h.

SGSubscriber

typedef rxcpp::subscriber< ObservedValue, rxcpp::observer<ObservedValue, void, void, void, void> > SGSubscriber

inherited

Definition at line 132 of file SGObject.h.

Constructor & Destructor Documentation

CCrossValidationMKLStorage()

CCrossValidationMKLStorage

(

)

constructor

Definition at line 32 of file CrossValidationMKLStorage.h.

~CCrossValidationMKLStorage()

virtual ~CCrossValidationMKLStorage ( )

virtual

destructor

Definition at line 35 of file CrossValidationMKLStorage.h.

Member Function Documentation

build_gradient_parameter_dictionary()

void build_gradient_parameter_dictionary ( CMap< TParameter *, CSGObject *> *  dict )

inherited

Builds a dictionary of all parameters in SGObject as well of those of SGObjects that are parameters of this object. Dictionary maps parameters to the objects that own them.

Parameters

dict	dictionary of parameters to be built.

Definition at line 633 of file SGObject.cpp.

clone()

CSGObject * clone ( )

virtualinherited

Creates a clone of the current object. This is done via recursively traversing all parameters, which corresponds to a deep copy. Calling equals on the cloned object always returns true although none of the memory of both objects overlaps.

Returns

an identical copy of the given object, which is disjoint in memory. NULL if the clone fails. Note that the returned object is SG_REF'ed

Reimplemented in CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool >, CDynamicObjectArray, CAlphabet, and CMKL.

Definition at line 732 of file SGObject.cpp.

clone_parameters()

bool clone_parameters ( CSGObject *  other )

protectedinherited

Definition at line 757 of file SGObject.cpp.

deep_copy()

CSGObject * deep_copy ( ) const

virtualinherited

A deep copy. All the instance variables will also be copied.

Definition at line 230 of file SGObject.cpp.

equals()

bool equals ( CSGObject *  other, float64_t  accuracy = 0.0, bool  tolerant = false  )

virtualinherited

Recursively compares the current SGObject to another one. Compares all registered numerical parameters, recursion upon complex (SGObject) parameters. Does not compare pointers!

May be overwritten but please do with care! Should not be necessary in most cases.

Parameters

other	object to compare with
accuracy	accuracy to use for comparison (optional)
tolerant	allows linient check on float equality (within accuracy)

Returns

true if all parameters were equal, false if not

Definition at line 654 of file SGObject.cpp.

get() [1/2]

T get ( const Tag< T > &  _tag ) const

inherited

Getter for a class parameter, identified by a Tag. Throws an exception if the class does not have such a parameter.

Parameters

_tag	name and type information of parameter

Returns

value of the parameter identified by the input tag

Definition at line 380 of file SGObject.h.

get() [2/2]

T get ( const std::string &  name ) const

inherited

Getter for a class parameter, identified by a name. Throws an exception if the class does not have such a parameter.

Parameters

name	name of the parameter

Returns

value of the parameter corresponding to the input name and type

Definition at line 403 of file SGObject.h.

get_global_io()

SGIO * get_global_io ( )

inherited

get the io object

Returns

io object

Definition at line 267 of file SGObject.cpp.

get_global_parallel()

Parallel * get_global_parallel ( )

inherited

get the parallel object

Returns

parallel object

Definition at line 309 of file SGObject.cpp.

get_global_version()

Version * get_global_version ( )

inherited

get the version object

Returns

version object

Definition at line 322 of file SGObject.cpp.

get_mkl_weights()

virtual SGMatrix<float64_t> get_mkl_weights ( )

virtual

Returns

mkl weights matrix, one set of weights per column, num_folds*num_runs columns, one fold after another

Definition at line 50 of file CrossValidationMKLStorage.h.

get_modelsel_names()

SGStringList< char > get_modelsel_names ( )

inherited

Returns

vector of names of all parameters which are registered for model selection

Definition at line 534 of file SGObject.cpp.

get_modsel_param_descr()

char * get_modsel_param_descr ( const char *  param_name )

inherited

Returns description of a given parameter string, if it exists. SG_ERROR otherwise

Parameters

param_name

name of the parameter

Returns

description of the parameter

Definition at line 558 of file SGObject.cpp.

get_modsel_param_index()

index_t get_modsel_param_index ( const char *  param_name )

inherited

Returns index of model selection parameter with provided index

Parameters

param_name

name of model selection parameter

Returns

index of model selection parameter with provided name, -1 if there is no such

Definition at line 571 of file SGObject.cpp.

get_name()

virtual const char* get_name ( ) const

virtual

Returns

name of SG_SERIALIZABLE

Implements CCrossValidationOutput.

Definition at line 38 of file CrossValidationMKLStorage.h.

get_parameters_observable()

SGObservable* get_parameters_observable ( )

inherited

Get parameters observable

Returns

RxCpp observable

Definition at line 414 of file SGObject.h.

has() [1/3]

bool has ( const std::string &  name ) const

inherited

Checks if object has a class parameter identified by a name.

Parameters

name	name of the parameter

Returns

true if the parameter exists with the input name

Definition at line 303 of file SGObject.h.

has() [2/3]

bool has ( const Tag< T > &  tag ) const

inherited

Checks if object has a class parameter identified by a Tag.

Parameters

tag	tag of the parameter containing name and type information

Returns

true if the parameter exists with the input tag

Definition at line 314 of file SGObject.h.

has() [3/3]

bool has ( const std::string &  name ) const

inherited

Checks if a type exists for a class parameter identified by a name.

Parameters

name	name of the parameter

Returns

true if the parameter exists with the input name and type

Definition at line 325 of file SGObject.h.

init_expose_labels()

virtual void init_expose_labels ( CLabels *  labels )

virtualinherited

initially expose labels before usage

Parameters

labels

labels to expose to CV output

Reimplemented in CCrossValidationMulticlassStorage.

Definition at line 84 of file CrossValidationOutput.h.

init_num_folds()

virtual void init_num_folds ( index_t  num_folds, const char *  prefix = ""  )

virtualinherited

init number of folds (called once). saves them to local variable

Parameters

num_folds	number of folds that will be performed
prefix	prefix for output

Reimplemented in CCrossValidationPrintOutput.

Definition at line 76 of file CrossValidationOutput.h.

init_num_runs()

virtual void init_num_runs ( index_t  num_runs, const char *  prefix = ""  )

virtualinherited

init number of runs (called once). saves them to local variable

Parameters

num_runs	number of runs that will be performed
prefix	prefix for output

Reimplemented in CCrossValidationPrintOutput.

Definition at line 67 of file CrossValidationOutput.h.

is_generic()

bool is_generic ( EPrimitiveType *  generic ) const

virtualinherited

If the SGSerializable is a class template then TRUE will be returned and GENERIC is set to the type of the generic.

Parameters

generic

set to the type of the generic if returning TRUE

Returns

TRUE if a class template.

Definition at line 328 of file SGObject.cpp.

list_observable_parameters()

void list_observable_parameters ( )

inherited

Print to stdout a list of observable parameters

Definition at line 862 of file SGObject.cpp.

load_serializable()

bool load_serializable ( CSerializableFile *  file, const char *  prefix = ""  )

virtualinherited

Load this object from file. If it will fail (returning FALSE) then this object will contain inconsistent data and should not be used!

Parameters

file	where to load from
prefix	prefix for members

Returns

TRUE if done, otherwise FALSE

Definition at line 401 of file SGObject.cpp.

load_serializable_post()

void load_serializable_post ( ) throw ( ShogunException )

protectedvirtualinherited

Can (optionally) be overridden to post-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::LOAD_SERIALIZABLE_POST is called.

Exceptions

ShogunException

will be thrown if an error occurs.

Reimplemented in CKernel, CWeightedDegreePositionStringKernel, CList, CAlphabet, CLinearHMM, CGaussianKernel, CInverseMultiQuadricKernel, CCircularKernel, and CExponentialKernel.

Definition at line 458 of file SGObject.cpp.

load_serializable_pre()

void load_serializable_pre ( ) throw ( ShogunException )

protectedvirtualinherited

Can (optionally) be overridden to pre-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::LOAD_SERIALIZABLE_PRE is called.

Exceptions

ShogunException

will be thrown if an error occurs.

Reimplemented in CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool >, and CDynamicObjectArray.

Definition at line 453 of file SGObject.cpp.

observe_scalar()

void observe_scalar ( const int64_t  step, const std::string &  name, const Any &  value  )

protectedinherited

Observe the parameter and emits a value using the observable object

Definition at line 825 of file SGObject.cpp.

parameter_hash_changed()

bool parameter_hash_changed ( )

virtualinherited

Returns

whether parameter combination has changed since last update

Definition at line 294 of file SGObject.cpp.

post_init()

virtual void post_init ( )

virtualinherited

post init action (called once)

Reimplemented in CCrossValidationMulticlassStorage.

Definition at line 87 of file CrossValidationOutput.h.

post_update_results()

virtual void post_update_results ( )

virtualinherited

post update test and true results

Reimplemented in CCrossValidationMulticlassStorage.

Definition at line 153 of file CrossValidationOutput.h.

print_modsel_params()

void print_modsel_params ( )

inherited

prints all parameter registered for model selection and their type

Definition at line 510 of file SGObject.cpp.

print_serializable()

void print_serializable ( const char *  prefix = "" )

virtualinherited

prints registered parameters out

Parameters

prefix

prefix for members

Definition at line 340 of file SGObject.cpp.

ref()

int32_t ref ( )

inherited

increase reference counter

Returns

reference count

Definition at line 184 of file SGObject.cpp.

ref_count()

int32_t ref_count ( )

inherited

display reference counter

Returns

reference count

Definition at line 191 of file SGObject.cpp.

register_observable_param()

void register_observable_param ( const std::string &  name, const std::string &  type, const std::string &  description  )

protectedinherited

Register a parameter as observable

Definition at line 855 of file SGObject.cpp.

register_param() [1/2]

void register_param ( Tag< T > &  _tag, const T &  value  )

protectedinherited

Registers a class parameter which is identified by a tag. This enables the parameter to be modified by set() and retrieved by get(). Parameters can be registered in the constructor of the class.

Parameters

_tag	name and type information of parameter
value	value of the parameter

Definition at line 471 of file SGObject.h.

register_param() [2/2]

void register_param ( const std::string &  name, const T &  value  )

protectedinherited

Registers a class parameter which is identified by a name. This enables the parameter to be modified by set() and retrieved by get(). Parameters can be registered in the constructor of the class.

Parameters

name	name of the parameter
value	value of the parameter along with type information

Definition at line 484 of file SGObject.h.

save_serializable()

bool save_serializable ( CSerializableFile *  file, const char *  prefix = ""  )

virtualinherited

Save this object to file.

Parameters

file	where to save the object; will be closed during returning if PREFIX is an empty string.
prefix	prefix for members

Returns

TRUE if done, otherwise FALSE

Definition at line 346 of file SGObject.cpp.

save_serializable_post()

void save_serializable_post ( ) throw ( ShogunException )

protectedvirtualinherited

Can (optionally) be overridden to post-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::SAVE_SERIALIZABLE_POST is called.

Exceptions

ShogunException

will be thrown if an error occurs.

Reimplemented in CKernel.

Definition at line 468 of file SGObject.cpp.

save_serializable_pre()

void save_serializable_pre ( ) throw ( ShogunException )

protectedvirtualinherited

Can (optionally) be overridden to pre-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::SAVE_SERIALIZABLE_PRE is called.

Exceptions

ShogunException

will be thrown if an error occurs.

Reimplemented in CKernel, CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool >, and CDynamicObjectArray.

Definition at line 463 of file SGObject.cpp.

set() [1/2]

void set ( const Tag< T > &  _tag, const T &  value  )

inherited

Setter for a class parameter, identified by a Tag. Throws an exception if the class does not have such a parameter.

Parameters

_tag	name and type information of parameter
value	value of the parameter

Definition at line 341 of file SGObject.h.

set() [2/2]

void set ( const std::string &  name, const T &  value  )

inherited

Setter for a class parameter, identified by a name. Throws an exception if the class does not have such a parameter.

Parameters

name	name of the parameter
value	value of the parameter along with type information

Definition at line 367 of file SGObject.h.

set_generic() [1/16]

void set_generic ( )

inherited

Definition at line 71 of file SGObject.cpp.

set_generic() [2/16]

void set_generic ( )

inherited

Definition at line 76 of file SGObject.cpp.

set_generic() [3/16]

void set_generic ( )

inherited

Definition at line 81 of file SGObject.cpp.

set_generic() [4/16]

void set_generic ( )

inherited

Definition at line 86 of file SGObject.cpp.

set_generic() [5/16]

void set_generic ( )

inherited

Definition at line 91 of file SGObject.cpp.

set_generic() [6/16]

void set_generic ( )

inherited

Definition at line 96 of file SGObject.cpp.

set_generic() [7/16]

void set_generic ( )

inherited

Definition at line 101 of file SGObject.cpp.

set_generic() [8/16]

void set_generic ( )

inherited

Definition at line 106 of file SGObject.cpp.

set_generic() [9/16]

void set_generic ( )

inherited

Definition at line 111 of file SGObject.cpp.

set_generic() [10/16]

void set_generic ( )

inherited

Definition at line 116 of file SGObject.cpp.

set_generic() [11/16]

void set_generic ( )

inherited

Definition at line 121 of file SGObject.cpp.

set_generic() [12/16]

void set_generic ( )

inherited

Definition at line 126 of file SGObject.cpp.

set_generic() [13/16]

void set_generic ( )

inherited

Definition at line 131 of file SGObject.cpp.

set_generic() [14/16]

void set_generic ( )

inherited

Definition at line 136 of file SGObject.cpp.

set_generic() [15/16]

void set_generic ( )

inherited

Definition at line 141 of file SGObject.cpp.

set_generic() [16/16]

void set_generic ( )

inherited

set generic type to T

set_global_io()

void set_global_io ( SGIO *  io )

inherited

set the io object

Parameters

io	io object to use

Definition at line 260 of file SGObject.cpp.

set_global_parallel()

void set_global_parallel ( Parallel *  parallel )

inherited

set the parallel object

Parameters

parallel

parallel object to use

Definition at line 273 of file SGObject.cpp.

set_global_version()

void set_global_version ( Version *  version )

inherited

set the version object

Parameters

version

version object to use

Definition at line 315 of file SGObject.cpp.

shallow_copy()

CSGObject * shallow_copy ( ) const

virtualinherited

A shallow copy. All the SGObject instance variables will be simply assigned and SG_REF-ed.

Reimplemented in CGaussianKernel.

Definition at line 224 of file SGObject.cpp.

subscribe_to_parameters()

void subscribe_to_parameters ( ParameterObserverInterface *  obs )

inherited

Subscribe a parameter observer to watch over params

Definition at line 809 of file SGObject.cpp.

unref()

int32_t unref ( )

inherited

decrement reference counter and deallocate object if refcount is zero before or after decrementing it

Returns

reference count

Definition at line 198 of file SGObject.cpp.

unset_generic()

void unset_generic ( )

inherited

unset generic type

this has to be called in classes specializing a template class

Definition at line 335 of file SGObject.cpp.

update_evaluation_result()

virtual void update_evaluation_result ( float64_t  result, const char *  prefix = ""  )

virtualinherited

update evaluate result

Parameters

result	evaluation result
prefix	prefix for output

Reimplemented in CCrossValidationPrintOutput.

Definition at line 160 of file CrossValidationOutput.h.

update_fold_index()

virtual void update_fold_index ( index_t  fold_index, const char *  prefix = ""  )

virtualinherited

update fold index (called every iteration). saves to local variable

Parameters

fold_index	index of current run
prefix	prefix for output

Reimplemented in CCrossValidationPrintOutput.

Definition at line 105 of file CrossValidationOutput.h.

update_parameter_hash()

void update_parameter_hash ( )

virtualinherited

Updates the hash of current parameter combination

Definition at line 280 of file SGObject.cpp.

update_run_index()

virtual void update_run_index ( index_t  run_index, const char *  prefix = ""  )

virtualinherited

update run index (called every iteration). saves to local variable

Parameters

run_index	index of current run
prefix	prefix for output

Reimplemented in CCrossValidationPrintOutput.

Definition at line 94 of file CrossValidationOutput.h.

update_test_indices()

virtual void update_test_indices ( SGVector< index_t >  indices, const char *  prefix = ""  )

virtualinherited

update test indices

Parameters

indices	indices used for testing/validation
prefix	prefix for output

Reimplemented in CCrossValidationPrintOutput.

Definition at line 124 of file CrossValidationOutput.h.

update_test_result()

virtual void update_test_result ( CLabels *  results, const char *  prefix = ""  )

virtualinherited

update test result

Parameters

results	result labels for test/validation run
prefix	prefix for output

Reimplemented in CCrossValidationMulticlassStorage, and CCrossValidationPrintOutput.

Definition at line 140 of file CrossValidationOutput.h.

update_test_true_result()

virtual void update_test_true_result ( CLabels *  results, const char *  prefix = ""  )

virtualinherited

update test true result

Parameters

results	ground truth labels for test/validation run
prefix	prefix for output

Reimplemented in CCrossValidationMulticlassStorage, and CCrossValidationPrintOutput.

Definition at line 148 of file CrossValidationOutput.h.

update_train_indices()

virtual void update_train_indices ( SGVector< index_t >  indices, const char *  prefix = ""  )

virtualinherited

update train indices

Parameters

indices	indices used for training
prefix	prefix for output

Reimplemented in CCrossValidationPrintOutput.

Definition at line 116 of file CrossValidationOutput.h.

update_trained_machine()

void update_trained_machine ( CMachine *  machine, const char *  prefix = ""  )

virtual

update trained machine. Here, stores MKL weights in local matrix

Parameters

machine	trained machine instance
prefix	prefix for output

Reimplemented from CCrossValidationOutput.

Definition at line 18 of file CrossValidationMKLStorage.cpp.

Member Data Documentation

io

SGIO* io

inherited

io

Definition at line 596 of file SGObject.h.

m_current_fold_index

index_t m_current_fold_index

protectedinherited

current fold index is written here

Definition at line 168 of file CrossValidationOutput.h.

m_current_run_index

index_t m_current_run_index

protectedinherited

current run index is written here

Definition at line 165 of file CrossValidationOutput.h.

m_gradient_parameters

Parameter* m_gradient_parameters

inherited

parameters wrt which we can compute gradients

Definition at line 611 of file SGObject.h.

m_hash

uint32_t m_hash

inherited

Hash of parameter values

Definition at line 614 of file SGObject.h.

m_mkl_weights

SGMatrix<float64_t> m_mkl_weights

protected

storage for MKL weights, one set per column num_kernel times num_folds*num_runs matrix where all folds of a runs are added one after another

Definition at line 56 of file CrossValidationMKLStorage.h.

m_model_selection_parameters

Parameter* m_model_selection_parameters

inherited

model selection parameters

Definition at line 608 of file SGObject.h.

m_num_folds

index_t m_num_folds

protectedinherited

number of folds is initialised here

Definition at line 174 of file CrossValidationOutput.h.

m_num_runs

index_t m_num_runs

protectedinherited

number of runs is initialised here

Definition at line 171 of file CrossValidationOutput.h.

m_parameters

Parameter* m_parameters

inherited

parameters

Definition at line 605 of file SGObject.h.

parallel

Parallel* parallel

inherited

parallel

Definition at line 599 of file SGObject.h.

version

Version* version

inherited

version

Definition at line 602 of file SGObject.h.

---

The documentation for this class was generated from the following files:

• CrossValidationMKLStorage.h
• CrossValidationMKLStorage.cpp