24 #ifndef __LINEAR_REGRESSION_GROUP_OF_BETAS_TYPES_H__
25 #define __LINEAR_REGRESSION_GROUP_OF_BETAS_TYPES_H__
27 #include "services/daal_shared_ptr.h"
28 #include "algorithms/algorithm.h"
29 #include "data_management/data/homogen_numeric_table.h"
35 namespace linear_regression
37 namespace quality_metric
45 namespace group_of_betas
65 predictedReducedModelResponses,
66 lastDataInputId = predictedReducedModelResponses
82 lastResultId = fStatistics
99 struct DAAL_EXPORT Parameter:
public daal::algorithms::Parameter
101 Parameter(
size_t nBeta,
size_t nBetaReducedModel) : numBeta(nBeta), numBetaReducedModel(nBetaReducedModel), accuracyThreshold(0.001) {}
102 virtual ~Parameter() {}
105 size_t numBetaReducedModel;
106 double accuracyThreshold;
113 virtual services::Status check()
const;
121 class DAAL_EXPORT Input:
public daal::algorithms::Input
124 DAAL_CAST_OPERATOR(Input);
125 DAAL_DOWN_CAST_OPERATOR(Input, daal::algorithms::Input);
128 Input() : daal::algorithms::Input(lastDataInputId + 1) {}
137 data_management::NumericTablePtr
get(DataInputId id)
const
139 return data_management::NumericTable::cast(Argument::get(
id));
147 void set(DataInputId
id,
const data_management::NumericTablePtr &value)
149 Argument::set(
id, value);
159 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
161 typedef services::SharedPtr<Input> InputPtr;
167 class DAAL_EXPORT Result:
public daal::algorithms::Result
170 DAAL_CAST_OPERATOR(Result);
171 DAAL_DOWN_CAST_OPERATOR(Result, daal::algorithms::Result);
173 Result() : daal::algorithms::Result(lastResultId + 1) {};
180 data_management::NumericTablePtr
get(ResultId id)
const
182 return data_management::NumericTable::cast(Argument::get(
id));
190 void set(ResultId
id,
const data_management::NumericTablePtr &value)
192 Argument::set(
id, value);
203 template <
typename algorithmFPType>
204 services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
const int method)
206 const data_management::NumericTable *dependentVariableTable = (
static_cast<const Input *
>(input))->get(expectedResponses).get();
207 const size_t nDepVariable = dependentVariableTable->getNumberOfColumns();
208 services::Status status;
209 for(
size_t i = 0; i < (lastResultId + 1); ++i)
211 Argument::set(i, data_management::HomogenNumericTable<algorithmFPType>::create
212 (nDepVariable, 1, data_management::NumericTableIface::doAllocate, 0, &status));
225 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
230 int getSerializationTag() const DAAL_C11_OVERRIDE {
return SERIALIZATION_LINEAR_REGRESSION_GROUP_OF_BETAS_RESULT_ID; }
234 template<
typename Archive,
bool onDeserialize>
235 services::Status serialImpl(Archive *arch)
237 daal::algorithms::Result::serialImpl<Archive, onDeserialize>(arch);
239 return services::Status();
242 services::Status serializeImpl(data_management::InputDataArchive *arch) DAAL_C11_OVERRIDE
244 serialImpl<data_management::InputDataArchive, false>(arch);
246 return services::Status();
249 services::Status deserializeImpl(
const data_management::OutputDataArchive *arch) DAAL_C11_OVERRIDE
251 serialImpl<const data_management::OutputDataArchive, true>(arch);
253 return services::Status();
256 typedef services::SharedPtr<Result> ResultPtr;
259 using interface1::Parameter;
260 using interface1::Result;
261 using interface1::Input;
262 using interface1::ResultPtr;
263 using interface1::InputPtr;
272 #endif // __LINEAR_REGRESSION_GROUP_OF_BETAS_TYPES_H__
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Result::getSerializationTag
int getSerializationTag() const DAAL_C11_OVERRIDE
Definition: linear_regression_group_of_betas_types.h:230
daal::algorithms::linear_regression::quality_metric::group_of_betas::expectedMeans
Definition: linear_regression_group_of_betas_types.h:75
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Parameter::numBeta
size_t numBeta
Definition: linear_regression_group_of_betas_types.h:104
daal::algorithms::linear_regression::quality_metric::group_of_betas::expectedVariance
Definition: linear_regression_group_of_betas_types.h:76
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Result::allocate
services::Status allocate(const daal::algorithms::Input *input, const daal::algorithms::Parameter *par, const int method)
Definition: linear_regression_group_of_betas_types.h:204
daal::algorithms::linear_regression::quality_metric::group_of_betas::tSS
Definition: linear_regression_group_of_betas_types.h:79
daal::algorithms::linear_regression::quality_metric::group_of_betas::predictedReducedModelResponses
Definition: linear_regression_group_of_betas_types.h:65
daal::algorithms::linear_regression::quality_metric::group_of_betas::predictedResponses
Definition: linear_regression_group_of_betas_types.h:64
daal::algorithms::linear_regression::quality_metric::group_of_betas::defaultDense
Definition: linear_regression_group_of_betas_types.h:54
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Input::set
void set(DataInputId id, const data_management::NumericTablePtr &value)
Definition: linear_regression_group_of_betas_types.h:147
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Input::Input
Input()
Definition: linear_regression_group_of_betas_types.h:128
daal::algorithms::linear_regression::quality_metric::group_of_betas::expectedResponses
Definition: linear_regression_group_of_betas_types.h:63
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Input
Input objects for a group of betas quality metrics
Definition: linear_regression_group_of_betas_types.h:121
daal::algorithms::linear_regression::quality_metric::group_of_betas::Method
Method
Definition: linear_regression_group_of_betas_types.h:52
daal::algorithms::linear_regression::quality_metric::group_of_betas::ResultId
ResultId
Available identifiers of the result of a group of betas quality metrics.
Definition: linear_regression_group_of_betas_types.h:73
daal::algorithms::linear_regression::quality_metric::group_of_betas::determinationCoeff
Definition: linear_regression_group_of_betas_types.h:80
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Parameter
Parameters for the compute() method of a group of betas quality metrics.
Definition: linear_regression_group_of_betas_types.h:99
daal::algorithms::linear_regression::quality_metric::group_of_betas::fStatistics
Definition: linear_regression_group_of_betas_types.h:81
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Result
Provides interface for the result of linear regression quality metrics.
Definition: linear_regression_group_of_betas_types.h:167
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Result::set
void set(ResultId id, const data_management::NumericTablePtr &value)
Definition: linear_regression_group_of_betas_types.h:190
daal::algorithms::linear_regression::quality_metric::group_of_betas::resSS
Definition: linear_regression_group_of_betas_types.h:78
daal::algorithms::math::abs::value
Definition: abs_types.h:88
daal::algorithms::linear_regression::quality_metric::group_of_betas::regSS
Definition: linear_regression_group_of_betas_types.h:77
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Parameter::accuracyThreshold
double accuracyThreshold
Definition: linear_regression_group_of_betas_types.h:106
daal::algorithms::linear_regression::quality_metric::group_of_betas::DataInputId
DataInputId
Available identifiers of input objects for a group of betas quality metrics.
Definition: linear_regression_group_of_betas_types.h:61
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Parameter::numBetaReducedModel
size_t numBetaReducedModel
Definition: linear_regression_group_of_betas_types.h:105