SHOGUN
v3.2.0
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The well known Gaussian kernel (swiss army knife for SVMs) on dense short-real valued features.
It is computed as
\[ k({\bf x},{\bf x'})= exp(-\frac{||{\bf x}-{\bf x'}||^2}{\tau}) \]
where \(\tau\) is the kernel width.
在文件 GaussianShortRealKernel.h 第 31 行定义.
Public 成员函数 | |
CGaussianShortRealKernel () | |
CGaussianShortRealKernel (int32_t size, float64_t width) | |
CGaussianShortRealKernel (CDenseFeatures< float32_t > *l, CDenseFeatures< float32_t > *r, float64_t width, int32_t size=10) | |
virtual | ~CGaussianShortRealKernel () |
virtual bool | init (CFeatures *l, CFeatures *r) |
virtual EKernelType | get_kernel_type () |
virtual const char * | get_name () const |
virtual void | register_params () |
virtual EFeatureClass | get_feature_class () |
virtual EFeatureType | get_feature_type () |
float64_t | kernel (int32_t idx_a, int32_t idx_b) |
SGMatrix< float64_t > | get_kernel_matrix () |
template<class T > | |
SGMatrix< T > | get_kernel_matrix () |
SGVector< float64_t > | get_kernel_diagonal (SGVector< float64_t > preallocated=SGVector< float64_t >()) |
virtual SGVector< float64_t > | get_kernel_col (int32_t j) |
virtual SGVector< float64_t > | get_kernel_row (int32_t i) |
virtual bool | set_normalizer (CKernelNormalizer *normalizer) |
virtual CKernelNormalizer * | get_normalizer () |
virtual bool | init_normalizer () |
virtual void | cleanup () |
void | load (CFile *loader) |
void | save (CFile *writer) |
CFeatures * | get_lhs () |
CFeatures * | get_rhs () |
virtual int32_t | get_num_vec_lhs () |
virtual int32_t | get_num_vec_rhs () |
virtual bool | has_features () |
bool | get_lhs_equals_rhs () |
virtual void | remove_lhs_and_rhs () |
virtual void | remove_lhs () |
virtual void | remove_rhs () |
takes all necessary steps if the rhs is removed from kernel 更多... | |
void | set_cache_size (int32_t size) |
int32_t | get_cache_size () |
void | list_kernel () |
bool | has_property (EKernelProperty p) |
virtual void | clear_normal () |
virtual void | add_to_normal (int32_t vector_idx, float64_t weight) |
EOptimizationType | get_optimization_type () |
virtual void | set_optimization_type (EOptimizationType t) |
bool | get_is_initialized () |
virtual bool | init_optimization (int32_t count, int32_t *IDX, float64_t *weights) |
virtual bool | delete_optimization () |
bool | init_optimization_svm (CSVM *svm) |
virtual float64_t | compute_optimized (int32_t vector_idx) |
virtual void | compute_batch (int32_t num_vec, int32_t *vec_idx, float64_t *target, int32_t num_suppvec, int32_t *IDX, float64_t *alphas, float64_t factor=1.0) |
float64_t | get_combined_kernel_weight () |
void | set_combined_kernel_weight (float64_t nw) |
virtual int32_t | get_num_subkernels () |
virtual void | compute_by_subkernel (int32_t vector_idx, float64_t *subkernel_contrib) |
virtual const float64_t * | get_subkernel_weights (int32_t &num_weights) |
virtual SGVector< float64_t > | get_subkernel_weights () |
virtual void | set_subkernel_weights (SGVector< float64_t > weights) |
virtual SGMatrix< float64_t > | get_parameter_gradient (const TParameter *param, index_t index=-1) |
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="", int32_t param_version=Version::get_version_parameter()) |
virtual bool | load_serializable (CSerializableFile *file, const char *prefix="", int32_t param_version=Version::get_version_parameter()) |
DynArray< TParameter * > * | load_file_parameters (const SGParamInfo *param_info, int32_t file_version, CSerializableFile *file, const char *prefix="") |
DynArray< TParameter * > * | load_all_file_parameters (int32_t file_version, int32_t current_version, CSerializableFile *file, const char *prefix="") |
void | map_parameters (DynArray< TParameter * > *param_base, int32_t &base_version, DynArray< const SGParamInfo * > *target_param_infos) |
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) |
virtual bool | update_parameter_hash () |
virtual bool | equals (CSGObject *other, float64_t accuracy=0.0) |
virtual CSGObject * | clone () |
静态 Public 成员函数 | |
static CKernel * | obtain_from_generic (CSGObject *kernel) |
Public 属性 | |
SGIO * | io |
Parallel * | parallel |
Version * | version |
Parameter * | m_parameters |
Parameter * | m_model_selection_parameters |
Parameter * | m_gradient_parameters |
ParameterMap * | m_parameter_map |
uint32_t | m_hash |
Protected 成员函数 | |
virtual float64_t | compute (int32_t idx_a, int32_t idx_b) |
void | set_property (EKernelProperty p) |
void | unset_property (EKernelProperty p) |
void | set_is_initialized (bool p_init) |
int32_t | compute_row_start (int64_t offs, int32_t n, bool symmetric) |
virtual void | load_serializable_post () throw (ShogunException) |
virtual void | save_serializable_pre () throw (ShogunException) |
virtual void | save_serializable_post () throw (ShogunException) |
virtual TParameter * | migrate (DynArray< TParameter * > *param_base, const SGParamInfo *target) |
virtual void | one_to_one_migration_prepare (DynArray< TParameter * > *param_base, const SGParamInfo *target, TParameter *&replacement, TParameter *&to_migrate, char *old_name=NULL) |
virtual void | load_serializable_pre () throw (ShogunException) |
静态 Protected 成员函数 | |
template<class T > | |
static void * | get_kernel_matrix_helper (void *p) |
Protected 属性 | |
float64_t | width |
int32_t | cache_size |
cache_size in MB 更多... | |
KERNELCACHE_ELEM * | kernel_matrix |
CFeatures * | lhs |
feature vectors to occur on left hand side 更多... | |
CFeatures * | rhs |
feature vectors to occur on right hand side 更多... | |
bool | lhs_equals_rhs |
lhs 更多... | |
int32_t | num_lhs |
number of feature vectors on left hand side 更多... | |
int32_t | num_rhs |
number of feature vectors on right hand side 更多... | |
float64_t | combined_kernel_weight |
bool | optimization_initialized |
EOptimizationType | opt_type |
uint64_t | properties |
CKernelNormalizer * | normalizer |
default constructor
在文件 GaussianShortRealKernel.cpp 第 18 行定义.
CGaussianShortRealKernel | ( | int32_t | size, |
float64_t | width | ||
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CGaussianShortRealKernel | ( | CDenseFeatures< float32_t > * | l, |
CDenseFeatures< float32_t > * | r, | ||
float64_t | width, | ||
int32_t | size = 10 |
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constructor
l | features of left-hand side |
r | features of right-hand side |
width | width |
size | cache size |
在文件 GaussianShortRealKernel.cpp 第 30 行定义.
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virtual |
在文件 GaussianShortRealKernel.cpp 第 38 行定义.
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virtualinherited |
add vector*factor to 'virtual' normal vector
vector_idx | index |
weight | weight |
被 CCombinedKernel, CWeightedDegreeStringKernel, CWeightedDegreePositionStringKernel, CCommUlongStringKernel, CCommWordStringKernel, CLinearKernel, CLinearStringKernel , 以及 CWeightedCommWordStringKernel 重载.
在文件 Kernel.cpp 第 351 行定义.
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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.
dict | dictionary of parameters to be built. |
在文件 SGObject.cpp 第 1156 行定义.
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clean up your kernel
base method only removes lhs and rhs overload to add further cleanup but make sure CKernel::cleanup() is called
被 CWeightedDegreePositionStringKernel, CCustomKernel, CWeightedDegreeStringKernel, COligoStringKernel, CStringSubsequenceKernel, CGaussianKernel, CPyramidChi2, CCommWordStringKernel, CSpectrumMismatchRBFKernel, CWeightedCommWordStringKernel, CSalzbergWordStringKernel, CCommUlongStringKernel, CBesselKernel, CSNPStringKernel, CPolyKernel, CPolyMatchStringKernel, CPolyMatchWordStringKernel, CCombinedKernel, CSimpleLocalityImprovedStringKernel, CWaveletKernel, CExponentialKernel, CGaussianMatchStringKernel, CSpectrumRBFKernel, CFixedDegreeStringKernel, CSigmoidKernel, CSplineKernel, CHistogramWordStringKernel, CProductKernel, CLocalAlignmentStringKernel, CSparseSpatialSampleStringKernel, CLinearKernel , 以及 CLinearStringKernel 重载.
在文件 Kernel.cpp 第 147 行定义.
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for optimizable kernels, i.e. kernels where the weight vector can be computed explicitly (if it fits into memory)
被 CCombinedKernel, CWeightedDegreeStringKernel, CWeightedDegreePositionStringKernel, CCommUlongStringKernel, CCommWordStringKernel, CLinearKernel , 以及 CLinearStringKernel 重载.
在文件 Kernel.cpp 第 356 行定义.
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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.
在文件 SGObject.cpp 第 1273 行定义.
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compute kernel function for features a and b idx_{a,b} denote the index of the feature vectors in the corresponding feature object
idx_a | index a |
idx_b | index b |
重载 CDotKernel .
在文件 GaussianShortRealKernel.cpp 第 48 行定义.
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computes output for a batch of examples in an optimized fashion (favorable if kernel supports it, i.e. has KP_BATCHEVALUATION. to the outputvector target (of length num_vec elements) the output for the examples enumerated in vec_idx are added. therefore make sure that it is initialized with ZERO. the following num_suppvec, IDX, alphas arguments are the number of support vectors, their indices and weights
被 CCombinedKernel, CWeightedDegreeStringKernel , 以及 CWeightedDegreePositionStringKernel 重载.
在文件 Kernel.cpp 第 344 行定义.
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virtualinherited |
compute by subkernel
vector_idx | index |
subkernel_contrib | subkernel contribution |
被 CCombinedKernel, CWeightedDegreeStringKernel , 以及 CWeightedDegreePositionStringKernel 重载.
在文件 Kernel.cpp 第 366 行定义.
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virtualinherited |
compute optimized
vector_idx | index to compute |
被 CCombinedKernel, CWeightedDegreeStringKernel, CWeightedDegreePositionStringKernel, CCommWordStringKernel, CCommUlongStringKernel, CLinearKernel, CLinearStringKernel , 以及 CWeightedCommWordStringKernel 重载.
在文件 Kernel.cpp 第 338 行定义.
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A deep copy. All the instance variables will also be copied.
在文件 SGObject.h 第 126 行定义.
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delete optimization
被 CCombinedKernel, CWeightedDegreeStringKernel, CWeightedDegreePositionStringKernel, CCommWordStringKernel, CCommUlongStringKernel, CLinearKernel , 以及 CLinearStringKernel 重载.
在文件 Kernel.cpp 第 332 行定义.
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.
other | object to compare with |
accuracy | accuracy to use for comparison (optional) |
在文件 SGObject.cpp 第 1177 行定义.
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return feature class the kernel can deal with
dot kernel returns unknown since features can be based on anything
实现了 CKernel.
被 CTensorProductPairKernel, CChi2Kernel, CAUCKernel, CANOVAKernel, CLinearARDKernel , 以及 CWeightedDegreeRBFKernel 重载.
在文件 DotKernel.h 第 86 行定义.
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return feature type the kernel can deal with
dot kernel returns unknown since features can be based on anything
实现了 CKernel.
被 CTensorProductPairKernel, CChi2Kernel, CAUCKernel, CLinearARDKernel, CANOVAKernel , 以及 CWeightedDegreeRBFKernel 重载.
在文件 DotKernel.h 第 94 行定义.
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helper for computing the kernel matrix in a parallel way
p | thread parameters |
在文件 Kernel.cpp 第 522 行定义.
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return what type of kernel we are
实现了 CDotKernel.
在文件 GaussianShortRealKernel.h 第 68 行定义.
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在文件 SGObject.cpp 第 1060 行定义.
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Returns description of a given parameter string, if it exists. SG_ERROR otherwise
param_name | name of the parameter |
在文件 SGObject.cpp 第 1084 行定义.
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Returns index of model selection parameter with provided index
param_name | name of model selection parameter |
在文件 SGObject.cpp 第 1097 行定义.
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return the kernel's name
重载 CDotKernel .
在文件 GaussianShortRealKernel.h 第 74 行定义.
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get number of subkernels
被 CWeightedDegreeStringKernel, CWeightedDegreePositionStringKernel, CCombinedKernel , 以及 CProductKernel 重载.
在文件 Kernel.cpp 第 361 行定义.
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return derivative with respect to specified parameter
param | the parameter |
index | the index of the element if parameter is a vector |
被 CCombinedKernel, CProductKernel, CGaussianKernel, CLinearARDKernel , 以及 CGaussianARDKernel 重载.
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get subkernel weights
num_weights | number of weights will be stored here |
被 CCombinedKernel, CWeightedDegreeStringKernel , 以及 CWeightedDegreePositionStringKernel 重载.
在文件 Kernel.cpp 第 372 行定义.
get subkernel weights (swig compatible)
被 CCombinedKernel 重载.
在文件 Kernel.cpp 第 378 行定义.
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test whether features have been assigned to lhs and rhs
被 CCustomKernel, CCombinedKernel , 以及 CProductKernel 重载.
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initialize kernel
l | features of left-hand side |
r | features of right-hand side |
重载 CDotKernel .
在文件 GaussianShortRealKernel.cpp 第 42 行定义.
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initialize optimization
count | count |
IDX | index |
weights | weights |
被 CCombinedKernel, CWeightedDegreeStringKernel, CWeightedDegreePositionStringKernel, CCommWordStringKernel, CCommUlongStringKernel, CLinearKernel , 以及 CLinearStringKernel 重载.
在文件 Kernel.cpp 第 325 行定义.
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If the SGSerializable is a class template then TRUE will be returned and GENERIC is set to the type of the generic.
generic | set to the type of the generic if returning TRUE |
在文件 SGObject.cpp 第 228 行定义.
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list kernel
在文件 Kernel.cpp 第 210 行定义.
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maps all parameters of this instance to the provided file version and loads all parameter data from the file into an array, which is sorted (basically calls load_file_parameter(...) for all parameters and puts all results into a sorted array)
file_version | parameter version of the file |
current_version | version from which mapping begins (you want to use Version::get_version_parameter() for this in most cases) |
file | file to load from |
prefix | prefix for members |
在文件 SGObject.cpp 第 633 行定义.
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loads some specified parameters from a file with a specified version The provided parameter info has a version which is recursively mapped until the file parameter version is reached. Note that there may be possibly multiple parameters in the mapping, therefore, a set of TParameter instances is returned
param_info | information of parameter |
file_version | parameter version of the file, must be <= provided parameter version |
file | file to load from |
prefix | prefix for members |
在文件 SGObject.cpp 第 474 行定义.
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Load this object from file. If it will fail (returning FALSE) then this object will contain inconsistent data and should not be used!
file | where to load from |
prefix | prefix for members |
param_version | (optional) a parameter version different to (this is mainly for testing, better do not use) |
在文件 SGObject.cpp 第 305 行定义.
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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.
ShogunException | Will be thrown if an error occurres. |
重载 CSGObject .
被 CWeightedDegreePositionStringKernel, CGaussianKernel, CInverseMultiQuadricKernel, CCircularKernel , 以及 CExponentialKernel 重载.
在文件 Kernel.cpp 第 426 行定义.
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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.
ShogunException | Will be thrown if an error occurres. |
被 CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool > , 以及 CDynamicObjectArray 重载.
在文件 SGObject.cpp 第 984 行定义.
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Takes a set of TParameter instances (base) with a certain version and a set of target parameter infos and recursively maps the base level wise to the current version using CSGObject::migrate(...). The base is replaced. After this call, the base version containing parameters should be of same version/type as the initial target parameter infos. Note for this to work, the migrate methods and all the internal parameter mappings have to match
param_base | set of TParameter instances that are mapped to the provided target parameter infos |
base_version | version of the parameter base |
target_param_infos | set of SGParamInfo instances that specify the target parameter base |
在文件 SGObject.cpp 第 671 行定义.
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creates a new TParameter instance, which contains migrated data from the version that is provided. The provided parameter data base is used for migration, this base is a collection of all parameter data of the previous version. Migration is done FROM the data in param_base TO the provided param info Migration is always one version step. Method has to be implemented in subclasses, if no match is found, base method has to be called.
If there is an element in the param_base which equals the target, a copy of the element is returned. This represents the case when nothing has changed and therefore, the migrate method is not overloaded in a subclass
param_base | set of TParameter instances to use for migration |
target | parameter info for the resulting TParameter |
在文件 SGObject.cpp 第 878 行定义.
Obtains a kernel from a generic SGObject with error checking. Note that if passing NULL, result will be NULL
kernel | Object to cast to CKernel, is not SG_REFed |
在文件 Kernel.cpp 第 394 行定义.
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This method prepares everything for a one-to-one parameter migration. One to one here means that only ONE element of the parameter base is needed for the migration (the one with the same name as the target). Data is allocated for the target (in the type as provided in the target SGParamInfo), and a corresponding new TParameter instance is written to replacement. The to_migrate pointer points to the single needed TParameter instance needed for migration. If a name change happened, the old name may be specified by old_name. In addition, the m_delete_data flag of to_migrate is set to true. So if you want to migrate data, the only thing to do after this call is converting the data in the m_parameter fields. If unsure how to use - have a look into an example for this. (base_migration_type_conversion.cpp for example)
param_base | set of TParameter instances to use for migration |
target | parameter info for the resulting TParameter |
replacement | (used as output) here the TParameter instance which is returned by migration is created into |
to_migrate | the only source that is used for migration |
old_name | with this parameter, a name change may be specified |
在文件 SGObject.cpp 第 818 行定义.
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prints all parameter registered for model selection and their type
在文件 SGObject.cpp 第 1036 行定义.
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remove lhs from kernel
被 CWeightedDegreeStringKernel, CWeightedDegreePositionStringKernel, CCombinedKernel, CCommUlongStringKernel , 以及 CProductKernel 重载.
在文件 Kernel.cpp 第 185 行定义.
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takes all necessary steps if the rhs is removed from kernel
remove rhs from kernel
被 CCombinedKernel, CCommUlongStringKernel , 以及 CProductKernel 重载.
在文件 Kernel.cpp 第 197 行定义.
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Save this object to file.
file | where to save the object; will be closed during returning if PREFIX is an empty string. |
prefix | prefix for members |
param_version | (optional) a parameter version different to (this is mainly for testing, better do not use) |
在文件 SGObject.cpp 第 246 行定义.
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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.
ShogunException | Will be thrown if an error occurres. |
重载 CSGObject .
在文件 Kernel.cpp 第 441 行定义.
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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.
ShogunException | Will be thrown if an error occurres. |
重载 CSGObject .
在文件 Kernel.cpp 第 433 行定义.
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在文件 SGObject.cpp 第 41 行定义.
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在文件 SGObject.cpp 第 46 行定义.
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在文件 SGObject.cpp 第 51 行定义.
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在文件 SGObject.cpp 第 56 行定义.
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在文件 SGObject.cpp 第 61 行定义.
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在文件 SGObject.cpp 第 66 行定义.
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在文件 SGObject.cpp 第 71 行定义.
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在文件 SGObject.cpp 第 76 行定义.
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在文件 SGObject.cpp 第 81 行定义.
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在文件 SGObject.cpp 第 86 行定义.
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在文件 SGObject.cpp 第 91 行定义.
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在文件 SGObject.cpp 第 96 行定义.
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在文件 SGObject.cpp 第 101 行定义.
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在文件 SGObject.cpp 第 106 行定义.
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在文件 SGObject.cpp 第 111 行定义.
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set generic type to T
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set the current kernel normalizer
被 CWeightedDegreeStringKernel 重载.
在文件 Kernel.cpp 第 124 行定义.
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set subkernel weights
weights | new subkernel weights |
被 CCombinedKernel, CWeightedDegreeStringKernel , 以及 CWeightedDegreePositionStringKernel 重载.
在文件 Kernel.cpp 第 385 行定义.
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A shallow copy. All the SGObject instance variables will be simply assigned and SG_REF-ed.
被 CGaussianKernel 重载.
在文件 SGObject.h 第 117 行定义.
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unset generic type
this has to be called in classes specializing a template class
在文件 SGObject.cpp 第 235 行定义.
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Updates the hash of current parameter combination.
在文件 SGObject.cpp 第 187 行定义.
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io
在文件 SGObject.h 第 473 行定义.
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parameters wrt which we can compute gradients
在文件 SGObject.h 第 488 行定义.
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Hash of parameter values
在文件 SGObject.h 第 494 行定义.
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model selection parameters
在文件 SGObject.h 第 485 行定义.
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map for different parameter versions
在文件 SGObject.h 第 491 行定义.
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parameters
在文件 SGObject.h 第 482 行定义.
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protectedinherited |
|
protectedinherited |
|
protectedinherited |
|
inherited |
parallel
在文件 SGObject.h 第 476 行定义.
|
protectedinherited |
|
inherited |
version
在文件 SGObject.h 第 479 行定义.
|
protected |
width
在文件 GaussianShortRealKernel.h 第 92 行定义.