24 #ifndef __KMEANS_INIT_TYPES_H__
25 #define __KMEANS_INIT_TYPES_H__
27 #include "algorithms/algorithm.h"
28 #include "data_management/data/numeric_table.h"
29 #include "data_management/data/homogen_numeric_table.h"
30 #include "data_management/data/data_collection.h"
31 #include "services/daal_defines.h"
32 #include "algorithms/engines/mt19937/mt19937.h"
58 deterministicDense = 0,
65 parallelPlusDense = 3,
93 enum DistributedStep2MasterInputId
96 lastDistributedStep2MasterInputId = partialResults
104 enum DistributedLocalPlusPlusInputDataId
106 internalInput = lastDistributedStep2MasterInputId + 1,
107 lastDistributedLocalPlusPlusInputDataId = internalInput
115 enum DistributedStep2LocalPlusPlusInputId
117 inputOfStep2 = lastDistributedLocalPlusPlusInputDataId + 1,
118 lastDistributedStep2LocalPlusPlusInputId = inputOfStep2
126 enum DistributedStep3MasterPlusPlusInputId
128 inputOfStep3FromStep2,
129 lastDistributedStep3MasterPlusPlusInputId = inputOfStep3FromStep2
137 enum DistributedStep4LocalPlusPlusInputId
139 inputOfStep4FromStep3 = lastDistributedLocalPlusPlusInputDataId + 1,
140 lastDistributedStep4LocalPlusPlusInputId = inputOfStep4FromStep3
148 enum DistributedStep5MasterPlusPlusInputId
151 inputOfStep5FromStep2,
152 lastDistributedStep5MasterPlusPlusInputId = inputOfStep5FromStep2
160 enum DistributedStep5MasterPlusPlusInputDataId
162 inputOfStep5FromStep3 = lastDistributedStep5MasterPlusPlusInputId + 1,
163 lastDistributedStep5MasterPlusPlusInputDataId = inputOfStep5FromStep3
173 partialClusters = partialCentroids,
174 partialClustersNumber,
175 lastPartialResultId = partialClustersNumber
183 enum DistributedStep2LocalPlusPlusPartialResultId
185 outputOfStep2ForStep3,
186 outputOfStep2ForStep5,
187 lastDistributedStep2LocalPlusPlusPartialResultId = outputOfStep2ForStep5
195 enum DistributedStep2LocalPlusPlusPartialResultDataId
197 internalResult = lastDistributedStep2LocalPlusPlusPartialResultId + 1,
198 lastDistributedStep2LocalPlusPlusPartialResultDataId = internalResult
206 enum DistributedStep3MasterPlusPlusPartialResultId
208 outputOfStep3ForStep4,
209 lastDistributedStep3MasterPlusPlusPartialResultId = outputOfStep3ForStep4
217 enum DistributedStep3MasterPlusPlusPartialResultDataId
219 rngState = lastDistributedStep3MasterPlusPlusPartialResultId + 1,
220 outputOfStep3ForStep5 = rngState,
221 lastDistributedStep3MasterPlusPlusPartialResultDataId = outputOfStep3ForStep5
229 enum DistributedStep4LocalPlusPlusPartialResultId
232 lastDistributedStep4LocalPlusPlusPartialResultId = outputOfStep4
240 enum DistributedStep5MasterPlusPlusPartialResultId
244 lastDistributedStep5MasterPlusPlusPartialResultId = weights
254 lastResultId = centroids
270 struct DAAL_EXPORT Parameter :
public daal::algorithms::Parameter
278 Parameter(
size_t _nClusters,
size_t _offset = 0,
size_t _seed = 777777);
285 Parameter(
const Parameter &other);
292 double oversamplingFactor;
296 engines::EnginePtr engine;
298 services::Status check() const DAAL_C11_OVERRIDE;
306 class DAAL_EXPORT InputIface : public daal::algorithms::Input
309 InputIface(
size_t nElements) : daal::algorithms::Input(nElements) {};
311 virtual size_t getNumberOfFeatures()
const = 0;
318 class DAAL_EXPORT Input :
public InputIface
329 data_management::NumericTablePtr
get(InputId id)
const;
336 void set(InputId
id,
const data_management::NumericTablePtr &ptr);
342 size_t getNumberOfFeatures()
const DAAL_C11_OVERRIDE;
349 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
352 Input(
size_t nElements);
359 class DAAL_EXPORT PartialResult :
public daal::algorithms::PartialResult
362 DECLARE_SERIALIZABLE_CAST(PartialResult);
365 virtual ~PartialResult() {};
373 template <
typename algorithmFPType>
374 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *parameter,
const int method);
381 data_management::NumericTablePtr
get(PartialResultId id)
const;
388 void set(PartialResultId
id,
const data_management::NumericTablePtr &ptr);
394 size_t getNumberOfFeatures()
const;
402 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
409 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
413 template<
typename Archive,
bool onDeserialize>
414 services::Status serialImpl(Archive *arch)
416 return daal::algorithms::PartialResult::serialImpl<Archive, onDeserialize>(arch);
419 typedef services::SharedPtr<PartialResult> PartialResultPtr;
426 class DAAL_EXPORT Result :
public daal::algorithms::Result
429 DECLARE_SERIALIZABLE_CAST(Result);
432 virtual ~Result() {};
440 template <
typename algorithmFPType>
441 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *parameter,
const int method);
449 template <
typename algorithmFPType>
450 DAAL_EXPORT services::Status allocate(
const daal::algorithms::PartialResult *partialResult,
const daal::algorithms::Parameter *parameter,
const int method);
457 data_management::NumericTablePtr
get(ResultId id)
const;
464 void set(ResultId
id,
const data_management::NumericTablePtr &ptr);
472 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
480 services::Status check(
const daal::algorithms::PartialResult *pres,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
484 template<
typename Archive,
bool onDeserialize>
485 services::Status serialImpl(Archive *arch)
487 return daal::algorithms::Result::serialImpl<Archive, onDeserialize>(arch);
490 typedef services::SharedPtr<Result> ResultPtr;
497 class DAAL_EXPORT DistributedStep2MasterInput :
public InputIface
500 DistributedStep2MasterInput();
502 virtual ~DistributedStep2MasterInput() {}
510 data_management::DataCollectionPtr
get(DistributedStep2MasterInputId id)
const;
518 void set(DistributedStep2MasterInputId
id,
const data_management::DataCollectionPtr &ptr);
526 void add(DistributedStep2MasterInputId
id,
const PartialResultPtr &value);
532 size_t getNumberOfFeatures()
const DAAL_C11_OVERRIDE;
540 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
547 struct DAAL_EXPORT DistributedStep2LocalPlusPlusParameter :
public Parameter
552 DistributedStep2LocalPlusPlusParameter(
size_t _nClusters,
bool bFirstIteration);
559 DistributedStep2LocalPlusPlusParameter(
const DistributedStep2LocalPlusPlusParameter &other);
562 bool outputForStep5Required;
563 services::Status check() const DAAL_C11_OVERRIDE;
571 class DAAL_EXPORT DistributedStep2LocalPlusPlusInput : public Input
574 DistributedStep2LocalPlusPlusInput();
575 DistributedStep2LocalPlusPlusInput(
const DistributedStep2LocalPlusPlusInput& o);
577 virtual ~DistributedStep2LocalPlusPlusInput() {}
584 data_management::NumericTablePtr
get(InputId id)
const;
591 void set(InputId
id,
const data_management::NumericTablePtr &ptr);
598 data_management::DataCollectionPtr
get(DistributedLocalPlusPlusInputDataId id)
const;
605 void set(DistributedLocalPlusPlusInputDataId
id,
const data_management::DataCollectionPtr &ptr);
612 data_management::NumericTablePtr
get(DistributedStep2LocalPlusPlusInputId id)
const;
619 void set(DistributedStep2LocalPlusPlusInputId
id,
const data_management::NumericTablePtr &ptr);
626 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
634 class DAAL_EXPORT DistributedStep3MasterPlusPlusInput :
public daal::algorithms::Input
637 DistributedStep3MasterPlusPlusInput();
638 DistributedStep3MasterPlusPlusInput(
const DistributedStep3MasterPlusPlusInput& o);
645 data_management::KeyValueDataCollectionPtr
get(DistributedStep3MasterPlusPlusInputId id)
const;
652 void set(DistributedStep3MasterPlusPlusInputId
id,
const data_management::KeyValueDataCollectionPtr &ptr);
660 void add(DistributedStep3MasterPlusPlusInputId
id,
size_t key,
const data_management::NumericTablePtr &ptr);
667 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
675 class DAAL_EXPORT DistributedStep4LocalPlusPlusInput :
public Input
678 DistributedStep4LocalPlusPlusInput();
679 DistributedStep4LocalPlusPlusInput(
const DistributedStep4LocalPlusPlusInput& o);
686 data_management::NumericTablePtr
get(InputId id)
const;
693 void set(InputId
id,
const data_management::NumericTablePtr &ptr);
700 data_management::DataCollectionPtr
get(DistributedLocalPlusPlusInputDataId id)
const;
707 void set(DistributedLocalPlusPlusInputDataId
id,
const data_management::DataCollectionPtr &ptr);
714 data_management::NumericTablePtr
get(DistributedStep4LocalPlusPlusInputId id)
const;
721 void set(DistributedStep4LocalPlusPlusInputId
id,
const data_management::NumericTablePtr &ptr);
728 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
735 class DAAL_EXPORT DistributedStep5MasterPlusPlusInput :
public daal::algorithms::Input
738 DistributedStep5MasterPlusPlusInput();
739 DistributedStep5MasterPlusPlusInput(
const DistributedStep5MasterPlusPlusInput& o);
741 virtual ~DistributedStep5MasterPlusPlusInput() {}
749 data_management::DataCollectionPtr
get(DistributedStep5MasterPlusPlusInputId id)
const;
757 void set(DistributedStep5MasterPlusPlusInputId
id,
const data_management::DataCollectionPtr &ptr);
765 void add(DistributedStep5MasterPlusPlusInputId
id,
const data_management::NumericTablePtr &value);
773 data_management::SerializationIfacePtr
get(DistributedStep5MasterPlusPlusInputDataId id)
const;
781 void set(DistributedStep5MasterPlusPlusInputDataId
id,
const data_management::SerializationIfacePtr &ptr);
789 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
796 class DAAL_EXPORT DistributedStep2LocalPlusPlusPartialResult :
public daal::algorithms::PartialResult
799 DECLARE_SERIALIZABLE_CAST(DistributedStep2LocalPlusPlusPartialResult);
800 DistributedStep2LocalPlusPlusPartialResult();
802 virtual ~DistributedStep2LocalPlusPlusPartialResult() {};
810 template <
typename algorithmFPType>
811 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *parameter,
const int method);
818 data_management::NumericTablePtr
get(DistributedStep2LocalPlusPlusPartialResultId id)
const;
825 void set(DistributedStep2LocalPlusPlusPartialResultId
id,
const data_management::NumericTablePtr &ptr);
832 data_management::DataCollectionPtr
get(DistributedStep2LocalPlusPlusPartialResultDataId id)
const;
839 void set(DistributedStep2LocalPlusPlusPartialResultDataId
id,
const data_management::DataCollectionPtr &ptr);
847 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
854 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
862 void initialize(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method);
867 template<
typename Archive,
bool onDeserialize>
868 services::Status serialImpl(Archive *arch)
870 return daal::algorithms::PartialResult::serialImpl<Archive, onDeserialize>(arch);
873 typedef services::SharedPtr<DistributedStep2LocalPlusPlusPartialResult> DistributedStep2LocalPlusPlusPartialResultPtr;
879 class DAAL_EXPORT DistributedStep3MasterPlusPlusPartialResult :
public daal::algorithms::PartialResult
882 DECLARE_SERIALIZABLE_CAST(DistributedStep3MasterPlusPlusPartialResult);
883 DistributedStep3MasterPlusPlusPartialResult();
885 virtual ~DistributedStep3MasterPlusPlusPartialResult() {};
893 template <
typename algorithmFPType>
894 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *parameter,
const int method);
901 data_management::KeyValueDataCollectionPtr
get(DistributedStep3MasterPlusPlusPartialResultId id)
const;
909 data_management::NumericTablePtr
get(DistributedStep3MasterPlusPlusPartialResultId id,
size_t key)
const;
916 data_management::SerializationIfacePtr
get(DistributedStep3MasterPlusPlusPartialResultDataId id)
const;
924 void add(DistributedStep3MasterPlusPlusPartialResultId
id,
size_t key,
const data_management::NumericTablePtr &ptr);
932 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
939 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
947 void initialize(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method);
952 template<
typename Archive,
bool onDeserialize>
953 services::Status serialImpl(Archive *arch)
955 return daal::algorithms::PartialResult::serialImpl<Archive, onDeserialize>(arch);
958 typedef services::SharedPtr<DistributedStep3MasterPlusPlusPartialResult> DistributedStep3MasterPlusPlusPartialResultPtr;
964 class DAAL_EXPORT DistributedStep4LocalPlusPlusPartialResult :
public daal::algorithms::PartialResult
967 DECLARE_SERIALIZABLE_CAST(DistributedStep4LocalPlusPlusPartialResult);
968 DistributedStep4LocalPlusPlusPartialResult();
970 virtual ~DistributedStep4LocalPlusPlusPartialResult() {};
978 template <
typename algorithmFPType>
979 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *parameter,
const int method);
986 data_management::NumericTablePtr
get(DistributedStep4LocalPlusPlusPartialResultId id)
const;
993 void set(DistributedStep4LocalPlusPlusPartialResultId
id,
const data_management::NumericTablePtr &ptr);
1001 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
1008 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
1013 template<
typename Archive,
bool onDeserialize>
1014 services::Status serialImpl(Archive *arch)
1016 return daal::algorithms::PartialResult::serialImpl<Archive, onDeserialize>(arch);
1019 typedef services::SharedPtr<DistributedStep4LocalPlusPlusPartialResult> DistributedStep4LocalPlusPlusPartialResultPtr;
1025 class DAAL_EXPORT DistributedStep5MasterPlusPlusPartialResult :
public daal::algorithms::PartialResult
1028 DECLARE_SERIALIZABLE_CAST(DistributedStep5MasterPlusPlusPartialResult);
1029 DistributedStep5MasterPlusPlusPartialResult();
1031 virtual ~DistributedStep5MasterPlusPlusPartialResult() {};
1039 template <
typename algorithmFPType>
1040 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *parameter,
const int method);
1047 data_management::NumericTablePtr
get(DistributedStep5MasterPlusPlusPartialResultId id)
const;
1054 void set(DistributedStep5MasterPlusPlusPartialResultId
id,
const data_management::NumericTablePtr &ptr);
1062 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
1069 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
1074 template<
typename Archive,
bool onDeserialize>
1075 services::Status serialImpl(Archive *arch)
1077 return daal::algorithms::PartialResult::serialImpl<Archive, onDeserialize>(arch);
1080 typedef services::SharedPtr<DistributedStep5MasterPlusPlusPartialResult> DistributedStep5MasterPlusPlusPartialResultPtr;
1084 namespace interface2
1090 struct DAAL_EXPORT Parameter :
public interface1::Parameter
1092 Parameter(
size_t _nClusters,
size_t _offset = 0,
size_t _seed = 777777);
1099 Parameter(
const Parameter &other);
1103 services::Status check() const DAAL_C11_OVERRIDE;
1108 using interface2::Parameter;
1109 using interface1::InputIface;
1110 using interface1::Input;
1111 using interface1::PartialResult;
1112 using interface1::PartialResultPtr;
1113 using interface1::Result;
1114 using interface1::ResultPtr;
1115 using interface1::DistributedStep2MasterInput;
1116 using interface1::DistributedStep2LocalPlusPlusParameter;
1117 using interface1::DistributedStep2LocalPlusPlusInput;
1118 using interface1::DistributedStep3MasterPlusPlusInput;
1119 using interface1::DistributedStep4LocalPlusPlusInput;
1120 using interface1::DistributedStep5MasterPlusPlusInput;
1121 using interface1::DistributedStep2LocalPlusPlusPartialResult;
1122 using interface1::DistributedStep2LocalPlusPlusPartialResultPtr;
1123 using interface1::DistributedStep3MasterPlusPlusPartialResult;
1124 using interface1::DistributedStep3MasterPlusPlusPartialResultPtr;
1125 using interface1::DistributedStep4LocalPlusPlusPartialResult;
1126 using interface1::DistributedStep4LocalPlusPlusPartialResultPtr;
1127 using interface1::DistributedStep5MasterPlusPlusPartialResult;
1128 using interface1::DistributedStep5MasterPlusPlusPartialResultPtr;
daal::algorithms::kmeans::init::DistributedStep2LocalPlusPlusPartialResultDataId
DistributedStep2LocalPlusPlusPartialResultDataId
Available identifiers of partial results of computing initial centroids for K-Means algorithm in the ...
Definition: kmeans_init_types.h:195
daal::algorithms::kmeans::init::interface1::Parameter::oversamplingFactor
double oversamplingFactor
Definition: kmeans_init_types.h:292
daal::algorithms::kmeans::init::centroids
Definition: kmeans_init_types.h:253
daal::algorithms::kmeans::init::parallelPlusDense
Definition: kmeans_init_types.h:65
daal::algorithms::kmeans::init::interface1::DistributedStep4LocalPlusPlusInput
Interface for K-Means distributed Input classes used with plusPlus and parallelPlus methods only on t...
Definition: kmeans_init_types.h:675
daal::algorithms::kmeans::init::inputOfStep5FromStep3
Definition: kmeans_init_types.h:162
daal::algorithms::kmeans::init::interface1::DistributedStep2MasterInput
Input objects for computing initials clusters for K-Means algorithm in the second step of the distrib...
Definition: kmeans_init_types.h:497
daal::algorithms::kmeans::init::interface1::Parameter::nRounds
size_t nRounds
Definition: kmeans_init_types.h:294
daal::algorithms::kmeans::init::interface1::Parameter::engine
engines::EnginePtr engine
Definition: kmeans_init_types.h:296
daal::algorithms::kmeans::init::Method
Method
Definition: kmeans_init_types.h:56
daal::algorithms::kmeans::init::DistributedStep5MasterPlusPlusInputDataId
DistributedStep5MasterPlusPlusInputDataId
Available identifiers of input objects for computing initial centroids for K-Means algorithm used wit...
Definition: kmeans_init_types.h:160
daal::algorithms::kmeans::init::deterministicDense
Definition: kmeans_init_types.h:58
daal::algorithms::kmeans::init::partialCentroids
Definition: kmeans_init_types.h:172
daal::algorithms::kmeans::init::interface1::Parameter::seed
size_t seed
Definition: kmeans_init_types.h:290
daal::algorithms::kmeans::init::interface1::DistributedStep3MasterPlusPlusInput
Interface for K-Means distributed Input classes used with plusPlus and parallelPlus methods only on t...
Definition: kmeans_init_types.h:634
daal::algorithms::kmeans::init::DistributedLocalPlusPlusInputDataId
DistributedLocalPlusPlusInputDataId
Available identifiers of input objects for computing initial centroids for K-Means algorithm used wit...
Definition: kmeans_init_types.h:104
daal::algorithms::kmeans::init::interface1::DistributedStep2LocalPlusPlusParameter
Parameters for computing initial centroids for K-Means algorithm.
Definition: kmeans_init_types.h:547
daal::algorithms::kmeans::init::inputOfStep4FromStep3
Definition: kmeans_init_types.h:139
daal::algorithms::kmeans::init::DistributedStep4LocalPlusPlusPartialResultId
DistributedStep4LocalPlusPlusPartialResultId
Available identifiers of partial results of computing initial centroids for K-Means algorithm in the ...
Definition: kmeans_init_types.h:229
daal::algorithms::kmeans::init::interface1::DistributedStep2LocalPlusPlusParameter::outputForStep5Required
bool outputForStep5Required
Definition: kmeans_init_types.h:562
daal::algorithms::kmeans::init::DistributedStep4LocalPlusPlusInputId
DistributedStep4LocalPlusPlusInputId
Available identifiers of input objects for computing initial centroids for K-Means algorithm used wit...
Definition: kmeans_init_types.h:137
daal::algorithms::kmeans::init::interface1::Parameter
Base classes parameters for computing initial centroids for K-Means algorithm.
Definition: kmeans_init_types.h:270
daal::algorithms::kmeans::init::data
Definition: kmeans_init_types.h:85
daal::algorithms::kmeans::init::randomCSR
Definition: kmeans_init_types.h:68
daal::algorithms::kmeans::init::inputOfStep2
Definition: kmeans_init_types.h:117
daal::algorithms::kmeans::init::DistributedStep5MasterPlusPlusInputId
DistributedStep5MasterPlusPlusInputId
Available identifiers of input objects for computing initial centroids for K-Means algorithm used wit...
Definition: kmeans_init_types.h:148
daal::algorithms::kmeans::init::ResultId
ResultId
Available identifiers of the results of computing initial centroids for K-Means algorithm.
Definition: kmeans_init_types.h:251
daal::algorithms::kmeans::init::interface1::Input
Input objects for computing initial centroids for K-Means algorithm
Definition: kmeans_init_types.h:318
daal::algorithms::kmeans::init::PartialResultId
PartialResultId
Available identifiers of partial results of computing initial centroids for K-Means algorithm in the ...
Definition: kmeans_init_types.h:170
daal::algorithms::kmeans::init::partialClusters
Definition: kmeans_init_types.h:173
daal::algorithms::kmeans::init::rngState
Definition: kmeans_init_types.h:219
daal::algorithms::kmeans::init::interface1::InputIface
Interface for K-Means initialization batch and distributed Input classes.
Definition: kmeans_init_types.h:306
daal::algorithms::kmeans::init::weights
Definition: kmeans_init_types.h:243
daal::algorithms::kmeans::init::DistributedStep2LocalPlusPlusPartialResultId
DistributedStep2LocalPlusPlusPartialResultId
Available identifiers of partial results of computing initial centroids for K-Means algorithm in the ...
Definition: kmeans_init_types.h:183
daal::algorithms::kmeans::init::inputOfStep5FromStep2
Definition: kmeans_init_types.h:151
daal::algorithms::kmeans::init::DistributedStep2LocalPlusPlusInputId
DistributedStep2LocalPlusPlusInputId
Available identifiers of input objects for computing initial centroids for K-Means algorithm used wit...
Definition: kmeans_init_types.h:115
daal::algorithms::kmeans::init::outputOfStep2ForStep5
Definition: kmeans_init_types.h:186
daal::algorithms::kmeans::init::interface2::Parameter::nTrials
size_t nTrials
Definition: kmeans_init_types.h:1101
daal::algorithms::kmeans::init::interface1::DistributedStep5MasterPlusPlusPartialResult
Partial results obtained with the compute() method of K-Means algorithm in the distributed processing...
Definition: kmeans_init_types.h:1025
daal::algorithms::kmeans::init::outputOfStep3ForStep5
Definition: kmeans_init_types.h:220
daal::algorithms::kmeans::init::internalResult
Definition: kmeans_init_types.h:197
daal::algorithms::kmeans::init::inputCentroids
Definition: kmeans_init_types.h:150
daal::algorithms::kmeans::init::candidates
Definition: kmeans_init_types.h:242
daal::algorithms::kmeans::init::interface1::Parameter::nClusters
size_t nClusters
Definition: kmeans_init_types.h:287
daal::algorithms::kmeans::init::outputOfStep3ForStep4
Definition: kmeans_init_types.h:208
daal::algorithms::kmeans::init::outputOfStep2ForStep3
Definition: kmeans_init_types.h:185
daal::algorithms::kmeans::init::interface1::DistributedStep4LocalPlusPlusPartialResult
Partial results obtained with the compute() method of K-Means algorithm in the distributed processing...
Definition: kmeans_init_types.h:964
daal::algorithms::kmeans::init::interface1::PartialResult
Partial results obtained with the compute() method of K-Means algorithm in the batch processing mode...
Definition: kmeans_init_types.h:359
daal::algorithms::kmeans::init::interface1::Result
Results obtained with the compute() method that computes initial centroids for K-Means algorithm in t...
Definition: kmeans_init_types.h:426
daal::algorithms::kmeans::init::DistributedStep3MasterPlusPlusPartialResultId
DistributedStep3MasterPlusPlusPartialResultId
Available identifiers of partial results of computing initial centroids for K-Means algorithm in the ...
Definition: kmeans_init_types.h:206
daal::algorithms::kmeans::init::DistributedStep5MasterPlusPlusPartialResultId
DistributedStep5MasterPlusPlusPartialResultId
Available identifiers of partial results of computing initial centroids for K-Means algorithm in the ...
Definition: kmeans_init_types.h:240
daal::algorithms::kmeans::init::DistributedStep3MasterPlusPlusPartialResultDataId
DistributedStep3MasterPlusPlusPartialResultDataId
Available identifiers of partial results of computing initial centroids for K-Means algorithm in the ...
Definition: kmeans_init_types.h:217
daal::algorithms::kmeans::init::randomDense
Definition: kmeans_init_types.h:60
daal::algorithms::kmeans::init::plusPlusCSR
Definition: kmeans_init_types.h:69
daal::algorithms::kmeans::init::interface1::DistributedStep3MasterPlusPlusPartialResult
Partial results obtained with the compute() method of K-Means algorithm in the distributed processing...
Definition: kmeans_init_types.h:879
daal::algorithms::kmeans::init::interface1::DistributedStep2LocalPlusPlusPartialResult
Partial results obtained with the compute() method of K-Means algorithm in the distributed processing...
Definition: kmeans_init_types.h:796
daal::algorithms::kmeans::init::DistributedStep2MasterInputId
DistributedStep2MasterInputId
Available identifiers of input objects for computing initial centroids for K-Means algorithm in the d...
Definition: kmeans_init_types.h:93
daal::algorithms::kmeans::init::inputOfStep3FromStep2
Definition: kmeans_init_types.h:128
daal::algorithms::kmeans::init::interface1::Parameter::nRowsTotal
size_t nRowsTotal
Definition: kmeans_init_types.h:288
daal::algorithms::kmeans::init::defaultDense
Definition: kmeans_init_types.h:59
daal::algorithms::kmeans::init::partialResults
Definition: kmeans_init_types.h:95
daal::algorithms::kmeans::init::parallelPlusCSR
Definition: kmeans_init_types.h:74
daal::algorithms::kmeans::init::DistributedStep3MasterPlusPlusInputId
DistributedStep3MasterPlusPlusInputId
Available identifiers of input objects for computing initial centroids for K-Means algorithm used wit...
Definition: kmeans_init_types.h:126
daal::algorithms::kmeans::init::interface1::DistributedStep2LocalPlusPlusInput
Interface for K-Means initialization distributed Input classes used with plusPlus and parallelPlus me...
Definition: kmeans_init_types.h:571
daal::algorithms::kmeans::init::interface1::DistributedStep2LocalPlusPlusParameter::firstIteration
bool firstIteration
Definition: kmeans_init_types.h:561
daal::algorithms::kmeans::init::partialClustersNumber
Definition: kmeans_init_types.h:174
daal::algorithms::kmeans::init::InputId
InputId
Available identifiers of input objects for computing initial centroids for K-Means algorithm...
Definition: kmeans_init_types.h:83
daal::algorithms::math::abs::value
Definition: abs_types.h:88
daal::algorithms::kmeans::init::outputOfStep4
Definition: kmeans_init_types.h:231
daal::algorithms::kmeans::init::interface1::DistributedStep5MasterPlusPlusInput
Interface for K-Means distributed Input classes.
Definition: kmeans_init_types.h:735
daal::algorithms::kmeans::init::interface1::Parameter::offset
size_t offset
Definition: kmeans_init_types.h:289
daal::algorithms::kmeans::init::internalInput
Definition: kmeans_init_types.h:106
daal::algorithms::kmeans::init::plusPlusDense
Definition: kmeans_init_types.h:61
daal::algorithms::kmeans::init::deterministicCSR
Definition: kmeans_init_types.h:67