48 #ifndef __LINEAR_REGRESSION_GROUP_OF_BETAS_TYPES_H__ 49 #define __LINEAR_REGRESSION_GROUP_OF_BETAS_TYPES_H__ 51 #include "services/daal_shared_ptr.h" 52 #include "algorithms/algorithm.h" 53 #include "data_management/data/homogen_numeric_table.h" 59 namespace linear_regression
61 namespace quality_metric
69 namespace group_of_betas
89 predictedReducedModelResponses,
90 lastDataInputId = predictedReducedModelResponses
106 lastResultId = fStatistics
123 struct DAAL_EXPORT Parameter:
public daal::algorithms::Parameter
125 Parameter(
size_t nBeta,
size_t nBetaReducedModel) : numBeta(nBeta), numBetaReducedModel(nBetaReducedModel), accuracyThreshold(0.001) {}
126 virtual ~Parameter() {}
129 size_t numBetaReducedModel;
130 double accuracyThreshold;
137 virtual services::Status check()
const;
145 class DAAL_EXPORT Input:
public daal::algorithms::Input
148 DAAL_CAST_OPERATOR(Input);
149 DAAL_DOWN_CAST_OPERATOR(Input, daal::algorithms::Input);
152 Input() : daal::algorithms::Input(lastDataInputId + 1) {}
161 data_management::NumericTablePtr
get(DataInputId id)
const 163 return data_management::NumericTable::cast(Argument::get(
id));
171 void set(DataInputId id,
const data_management::NumericTablePtr &value)
173 Argument::set(
id, value);
183 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
185 typedef services::SharedPtr<Input> InputPtr;
191 class DAAL_EXPORT Result:
public daal::algorithms::Result
194 DAAL_CAST_OPERATOR(Result);
195 DAAL_DOWN_CAST_OPERATOR(Result, daal::algorithms::Result);
197 Result() : daal::algorithms::Result(lastResultId + 1) {};
204 data_management::NumericTablePtr
get(ResultId id)
const 206 return data_management::NumericTable::cast(Argument::get(
id));
214 void set(ResultId id,
const data_management::NumericTablePtr &value)
216 Argument::set(
id, value);
227 template <
typename algorithmFPType>
228 services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
const int method)
230 const data_management::NumericTable *dependentVariableTable = (
static_cast<const Input *
>(input))->get(expectedResponses).get();
231 const size_t nDepVariable = dependentVariableTable->getNumberOfColumns();
232 services::Status status;
233 for(
size_t i = 0; i < (lastResultId + 1); ++i)
235 Argument::set(i, data_management::HomogenNumericTable<algorithmFPType>::create
236 (nDepVariable, 1, data_management::NumericTableIface::doAllocate, 0, &status));
249 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
254 int getSerializationTag() const DAAL_C11_OVERRIDE {
return SERIALIZATION_LINEAR_REGRESSION_GROUP_OF_BETAS_RESULT_ID; }
258 template<
typename Archive,
bool onDeserialize>
259 services::Status serialImpl(Archive *arch)
261 daal::algorithms::Result::serialImpl<Archive, onDeserialize>(arch);
263 return services::Status();
266 services::Status serializeImpl(data_management::InputDataArchive *arch) DAAL_C11_OVERRIDE
268 serialImpl<data_management::InputDataArchive, false>(arch);
270 return services::Status();
273 services::Status deserializeImpl(
const data_management::OutputDataArchive *arch) DAAL_C11_OVERRIDE
275 serialImpl<const data_management::OutputDataArchive, true>(arch);
277 return services::Status();
280 typedef services::SharedPtr<Result> ResultPtr;
283 using interface1::Parameter;
284 using interface1::Result;
285 using interface1::Input;
286 using interface1::ResultPtr;
287 using interface1::InputPtr;
296 #endif // __LINEAR_REGRESSION_GROUP_OF_BETAS_TYPES_H__ daal::algorithms::linear_regression::quality_metric::group_of_betas::defaultDense
Definition: linear_regression_group_of_betas_types.h:78
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Result::deserializeImpl
services::Status deserializeImpl(const data_management::OutputDataArchive *arch) DAAL_C11_OVERRIDE
Definition: linear_regression_group_of_betas_types.h:273
daal::services::interface1::Status
Class that holds the results of API calls. In case of API routine failure it contains the list of err...
Definition: error_handling.h:491
daal
Definition: algorithm_base_common.h:57
daal::algorithms::interface1::Result
Base class to represent final results of the computation. Algorithm-specific final results are repres...
Definition: algorithm_types.h:331
daal::algorithms::linear_regression::quality_metric::group_of_betas::expectedResponses
Definition: linear_regression_group_of_betas_types.h:87
daal::algorithms::linear_regression::quality_metric::group_of_betas::expectedVariance
Definition: linear_regression_group_of_betas_types.h:100
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:228
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:191
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Result::serializeImpl
services::Status serializeImpl(data_management::InputDataArchive *arch) DAAL_C11_OVERRIDE
Definition: linear_regression_group_of_betas_types.h:266
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:254
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Parameter::numBeta
size_t numBeta
Definition: linear_regression_group_of_betas_types.h:128
daal::algorithms::linear_regression::quality_metric::group_of_betas::resSS
Definition: linear_regression_group_of_betas_types.h:102
daal::algorithms::linear_regression::quality_metric::group_of_betas::regSS
Definition: linear_regression_group_of_betas_types.h:101
daal::algorithms::interface1::Parameter
Base class to represent computation parameters. Algorithm-specific parameters are represented as deri...
Definition: algorithm_types.h:86
daal::algorithms::linear_regression::quality_metric::group_of_betas::Method
Method
Definition: linear_regression_group_of_betas_types.h:76
daal::services::interface1::SharedPtr
Shared pointer that retains shared ownership of an object through a pointer. Several SharedPtr object...
Definition: daal_shared_ptr.h:187
daal::data_management::interface1::NumericTable
Class for a data management component responsible for representation of data in the numeric format...
Definition: numeric_table.h:600
daal::algorithms::linear_regression::quality_metric::group_of_betas::tSS
Definition: linear_regression_group_of_betas_types.h:103
daal::data_management::interface1::OutputDataArchive
Provides methods to restore an object from its serialized counterpart and access the restored object...
Definition: data_archive.h:978
daal::algorithms::linear_regression::quality_metric::group_of_betas::determinationCoeff
Definition: linear_regression_group_of_betas_types.h:104
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:97
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Parameter::numBetaReducedModel
size_t numBetaReducedModel
Definition: linear_regression_group_of_betas_types.h:129
daal::algorithms::linear_regression::quality_metric::group_of_betas::expectedMeans
Definition: linear_regression_group_of_betas_types.h:99
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:85
daal::data_management::interface1::NumericTableIface::doAllocate
Definition: numeric_table.h:313
daal::algorithms::math::abs::value
Definition: abs_types.h:112
daal::data_management::interface1::NumericTable::getNumberOfColumns
size_t getNumberOfColumns() const
Definition: numeric_table.h:677
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:123
daal::algorithms::linear_regression::quality_metric::group_of_betas::predictedReducedModelResponses
Definition: linear_regression_group_of_betas_types.h:89
daal::algorithms::interface1::Argument::get
const data_management::SerializationIfacePtr & get(size_t index) const
daal::algorithms::linear_regression::quality_metric::group_of_betas::interface1::Parameter::accuracyThreshold
double accuracyThreshold
Definition: linear_regression_group_of_betas_types.h:130
daal::data_management::interface1::HomogenNumericTable
Class that provides methods to access data stored as a contiguous array of homogeneous feature vector...
Definition: homogen_numeric_table.h:76
daal::algorithms::linear_regression::quality_metric::group_of_betas::predictedResponses
Definition: linear_regression_group_of_betas_types.h:88
daal::algorithms::interface1::Argument::set
void set(size_t index, const data_management::SerializationIfacePtr &value)
daal::algorithms::linear_regression::quality_metric::group_of_betas::fStatistics
Definition: linear_regression_group_of_betas_types.h:105