23 #ifndef __LINEAR_REGRESSION_TRAINING_ONLINE_H__
24 #define __LINEAR_REGRESSION_TRAINING_ONLINE_H__
26 #include "algorithms/algorithm.h"
27 #include "algorithms/linear_regression/linear_regression_training_types.h"
28 #include "algorithms/linear_model/linear_model_training_online.h"
34 namespace linear_regression
51 template<
typename algorithmFPType, Method method, CpuType cpu>
52 class DAAL_EXPORT OnlineContainer :
public TrainingContainerIface<online>
60 OnlineContainer(daal::services::Environment::env *daalEnv);
70 services::Status compute() DAAL_C11_OVERRIDE;
77 services::Status finalizeCompute() DAAL_C11_OVERRIDE;
98 template<
typename algorithmFPType = DAAL_ALGORITHM_FP_TYPE, Method method = normEqDense>
99 class DAAL_EXPORT Online :
public linear_model::training::Online
102 typedef algorithms::linear_regression::training::Input InputType;
103 typedef algorithms::linear_regression::Parameter ParameterType;
104 typedef algorithms::linear_regression::training::Result ResultType;
105 typedef algorithms::linear_regression::training::PartialResult PartialResultType;
108 ParameterType parameter;
122 Online(
const Online<algorithmFPType, method> &other) :
123 linear_model::training::Online(other), input(other.input), parameter(other.parameter)
130 virtual regression::training::Input* getInput() DAAL_C11_OVERRIDE {
return &input; }
136 virtual int getMethod() const DAAL_C11_OVERRIDE {
return(
int)method; }
142 PartialResultPtr getPartialResult() {
return PartialResultType::cast(_partialResult); }
148 ResultPtr getResult() {
return ResultType::cast(_result); }
156 services::SharedPtr<Online<algorithmFPType, method> > clone()
const
158 return services::SharedPtr<Online<algorithmFPType, method> >(cloneImpl());
162 virtual Online<algorithmFPType, method> * cloneImpl() const DAAL_C11_OVERRIDE
164 return new Online<algorithmFPType, method>(*this);
167 services::Status allocateResult() DAAL_C11_OVERRIDE
169 services::Status s = getResult()->template allocate<algorithmFPType>(&input, ¶meter, method);
170 _res = _result.get();
174 services::Status allocatePartialResult() DAAL_C11_OVERRIDE
176 services::Status s = getPartialResult()->template allocate<algorithmFPType>(&input, ¶meter, method);
177 _pres = _partialResult.get();
181 services::Status initializePartialResult() DAAL_C11_OVERRIDE
183 services::Status s = getPartialResult()->template initialize<algorithmFPType>(&input, ¶meter, method);
184 _pres = _partialResult.get();
190 _ac =
new __DAAL_ALGORITHM_CONTAINER(online, OnlineContainer, algorithmFPType, method)(&_env);
193 _partialResult.reset(
new PartialResultType());
194 _result.reset(
new ResultType());
199 using interface1::OnlineContainer;
200 using interface1::Online;
daal
Definition: algorithm_base_common.h:31
daal::algorithms::linear_regression::training::interface1::Online::getPartialResult
PartialResultPtr getPartialResult()
Definition: linear_regression_training_online.h:142
daal::algorithms::linear_regression::training::interface1::Online::Online
Online(const Online< algorithmFPType, method > &other)
Definition: linear_regression_training_online.h:122
daal::algorithms::linear_regression::training::interface1::Online::Online
Online()
Definition: linear_regression_training_online.h:111
daal::algorithms::linear_regression::training::interface1::Online::clone
services::SharedPtr< Online< algorithmFPType, method > > clone() const
Definition: linear_regression_training_online.h:156
daal::algorithms::linear_regression::training::interface1::Online::input
InputType input
Definition: linear_regression_training_online.h:107
daal::algorithms::linear_regression::training::interface1::Online::parameter
ParameterType parameter
Definition: linear_regression_training_online.h:108
daal::algorithms::linear_regression::training::interface1::Online::getResult
ResultPtr getResult()
Definition: linear_regression_training_online.h:148
daal::online
Definition: daal_defines.h:112
daal::algorithms::linear_regression::training::interface1::Online
Provides methods for linear regression model-based training in the online processing mode...
Definition: linear_regression_training_online.h:99
daal::algorithms::linear_regression::training::interface1::Online::getMethod
virtual int getMethod() const DAAL_C11_OVERRIDE
Definition: linear_regression_training_online.h:136
daal::algorithms::TrainingContainerIface
Abstract interface class that provides virtual methods to access and run implementations of the model...
Definition: training.h:50
daal::algorithms::linear_regression::training::interface1::OnlineContainer
Class containing methods for linear regression model-based training in the online processing mode...
Definition: linear_regression_training_online.h:52