48 #ifndef __RIDGE_REGRESSION_TRAINING_TYPES_H__
49 #define __RIDGE_REGRESSION_TRAINING_TYPES_H__
51 #include "algorithms/algorithm.h"
52 #include "data_management/data/numeric_table.h"
53 #include "algorithms/ridge_regression/ridge_regression_model.h"
54 #include "algorithms/linear_model/linear_model_training_types.h"
63 namespace ridge_regression
92 data = linear_model::training::data,
93 dependentVariables = linear_model::training::dependentVariables,
94 lastInputId = dependentVariables
101 enum Step2MasterInputId
104 lastStep2MasterInputId = partialModels
114 lastPartialResultID = partialModel
123 model = linear_model::training::model,
143 virtual size_t getNumberOfFeatures()
const = 0;
149 virtual size_t getNumberOfDependentVariables()
const = 0;
151 virtual ~InputIface() {}
158 class DAAL_EXPORT Input :
public linear_model::training::Input,
public InputIface
163 Input(
const Input& other);
172 data_management::NumericTablePtr
get(InputId id)
const;
179 void set(InputId
id,
const data_management::NumericTablePtr &value);
185 size_t getNumberOfFeatures()
const DAAL_C11_OVERRIDE;
191 size_t getNumberOfDependentVariables()
const DAAL_C11_OVERRIDE;
200 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
207 template<ComputeStep step>
208 class DistributedInput
216 class DAAL_EXPORT PartialResult :
public linear_model::training::PartialResult
219 DECLARE_SERIALIZABLE_CAST(PartialResult);
227 daal::algorithms::ridge_regression::ModelPtr
get(PartialResultID id)
const;
233 size_t getNumberOfFeatures()
const;
239 size_t getNumberOfDependentVariables()
const;
246 void set(PartialResultID
id,
const daal::algorithms::ridge_regression::ModelPtr &value);
256 template <
typename algorithmFPType>
257 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *parameter,
const int method);
267 template <
typename algorithmFPType>
268 DAAL_EXPORT services::Status initialize(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *parameter,
const int method);
278 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
287 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
291 template<
typename Archive,
bool onDeserialize>
292 services::Status serialImpl(Archive *arch)
294 return daal::algorithms::PartialResult::serialImpl<Archive, onDeserialize>(arch);
297 typedef services::SharedPtr<PartialResult> PartialResultPtr;
298 typedef services::SharedPtr<const PartialResult> PartialResultConstPtr;
304 template<>
class DAAL_EXPORT DistributedInput<step2Master> :
public daal::algorithms::Input,
public InputIface
308 DistributedInput(
const DistributedInput& other);
315 data_management::DataCollectionPtr
get(Step2MasterInputId id)
const;
322 void set(Step2MasterInputId
id,
const data_management::DataCollectionPtr &ptr);
329 void add(Step2MasterInputId
id,
const PartialResultPtr &partialResult);
335 size_t getNumberOfFeatures()
const DAAL_C11_OVERRIDE;
341 size_t getNumberOfDependentVariables()
const DAAL_C11_OVERRIDE;
349 services::Status check(
const daal::algorithms::Parameter *parameter,
int method)
const DAAL_C11_OVERRIDE;
358 class DAAL_EXPORT Result :
public linear_model::training::Result
361 DECLARE_SERIALIZABLE_CAST(Result);
369 ridge_regression::ModelPtr
get(ResultId id)
const;
376 void set(ResultId
id,
const ridge_regression::ModelPtr &value);
386 template<
typename algorithmFPType>
387 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const Parameter *parameter,
const int method);
397 template<
typename algorithmFPType>
398 DAAL_EXPORT services::Status allocate(
const daal::algorithms::PartialResult *partialResult,
const Parameter *parameter,
int method);
408 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
418 services::Status check(
const daal::algorithms::PartialResult *pr,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
422 template<
typename Archive,
bool onDeserialize>
423 services::Status serialImpl(Archive *arch)
425 return daal::algorithms::Result::serialImpl<Archive, onDeserialize>(arch);
428 typedef services::SharedPtr<Result> ResultPtr;
429 typedef services::SharedPtr<const Result> ResultConstPtr;
432 using interface1::InputIface;
433 using interface1::Input;
434 using interface1::DistributedInput;
435 using interface1::PartialResult;
436 using interface1::PartialResultPtr;
437 using interface1::PartialResultConstPtr;
438 using interface1::Result;
439 using interface1::ResultPtr;
440 using interface1::ResultConstPtr;
daal::algorithms::ridge_regression::training::model
Definition: ridge_regression_training_types.h:123
daal::algorithms::ridge_regression::training::interface1::InputIface::getNumberOfFeatures
virtual size_t getNumberOfFeatures() const =0
daal
Definition: algorithm_base_common.h:57
daal::algorithms::ridge_regression::training::Step2MasterInputId
Step2MasterInputId
Available identifiers of input objects for ridge regression model-based training in the second step o...
Definition: ridge_regression_training_types.h:101
daal::algorithms::ridge_regression::training::ResultId
ResultId
Available identifiers of the result of ridge regression model-based training.
Definition: ridge_regression_training_types.h:121
daal::algorithms::ridge_regression::training::interface1::InputIface::getNumberOfDependentVariables
virtual size_t getNumberOfDependentVariables() const =0
daal::algorithms::ridge_regression::training::interface1::PartialResult
Provides methods to access a partial result obtained with the compute() method of ridge regression mo...
Definition: ridge_regression_training_types.h:216
daal::algorithms::ridge_regression::training::InputId
InputId
Available identifiers of input objects for ridge regression model-based training. ...
Definition: ridge_regression_training_types.h:90
daal::algorithms::ridge_regression::training::defaultDense
Definition: ridge_regression_training_types.h:82
daal::algorithms::ridge_regression::training::PartialResultID
PartialResultID
Available identifiers of a partial result of ridge regression model-based training.
Definition: ridge_regression_training_types.h:111
daal::algorithms::linear_model::training::dependentVariables
Definition: linear_model_training_types.h:80
daal::algorithms::linear_model::training::model
Definition: linear_model_training_types.h:90
daal::algorithms::linear_model::training::data
Definition: linear_model_training_types.h:79
daal::algorithms::ridge_regression::training::Method
Method
Computation methods for ridge regression model-based training.
Definition: ridge_regression_training_types.h:80
daal::algorithms::math::abs::value
Definition: abs_types.h:112
daal::algorithms::ridge_regression::training::dependentVariables
Definition: ridge_regression_training_types.h:93
daal::step2Master
Definition: daal_defines.h:143
daal::algorithms::ridge_regression::training::partialModel
Definition: ridge_regression_training_types.h:113
daal::algorithms::ridge_regression::training::interface1::Result
Provides methods to access the result obtained with the compute() method of ridge regression model-ba...
Definition: ridge_regression_training_types.h:358
daal::algorithms::ridge_regression::training::partialModels
Definition: ridge_regression_training_types.h:103
daal::algorithms::ridge_regression::training::data
Definition: ridge_regression_training_types.h:92
daal::algorithms::ridge_regression::training::normEqDense
Definition: ridge_regression_training_types.h:83