25 #ifndef __LINEAR_REGRESSION_TRAINING_ONLINE_H__
26 #define __LINEAR_REGRESSION_TRAINING_ONLINE_H__
28 #include "algorithms/algorithm.h"
29 #include "algorithms/linear_regression/linear_regression_training_types.h"
30 #include "algorithms/linear_model/linear_model_training_online.h"
36 namespace linear_regression
53 template<
typename algorithmFPType, Method method, CpuType cpu>
54 class OnlineContainer :
public TrainingContainerIface<online>
62 OnlineContainer(daal::services::Environment::env *daalEnv);
72 services::Status compute() DAAL_C11_OVERRIDE;
79 services::Status finalizeCompute() DAAL_C11_OVERRIDE;
100 template<
typename algorithmFPType = DAAL_ALGORITHM_FP_TYPE, Method method = normEqDense>
101 class DAAL_EXPORT Online :
public linear_model::training::Online
104 typedef algorithms::linear_regression::training::Input InputType;
105 typedef algorithms::linear_regression::Parameter ParameterType;
106 typedef algorithms::linear_regression::training::Result ResultType;
107 typedef algorithms::linear_regression::training::PartialResult PartialResultType;
110 ParameterType parameter;
124 Online(
const Online<algorithmFPType, method> &other) :
125 linear_model::training::Online(other), input(other.input), parameter(other.parameter)
132 virtual regression::training::Input* getInput() DAAL_C11_OVERRIDE {
return &input; }
138 virtual int getMethod() const DAAL_C11_OVERRIDE {
return(
int)method; }
144 PartialResultPtr getPartialResult() {
return PartialResultType::cast(_partialResult); }
150 ResultPtr getResult() {
return ResultType::cast(_result); }
158 services::SharedPtr<Online<algorithmFPType, method> > clone()
const
160 return services::SharedPtr<Online<algorithmFPType, method> >(cloneImpl());
164 virtual Online<algorithmFPType, method> * cloneImpl() const DAAL_C11_OVERRIDE
166 return new Online<algorithmFPType, method>(*this);
169 services::Status allocateResult() DAAL_C11_OVERRIDE
171 services::Status s = getResult()->template allocate<algorithmFPType>(&input, ¶meter, method);
172 _res = _result.get();
176 services::Status allocatePartialResult() DAAL_C11_OVERRIDE
178 services::Status s = getPartialResult()->template allocate<algorithmFPType>(&input, ¶meter, method);
179 _pres = _partialResult.get();
183 services::Status initializePartialResult() DAAL_C11_OVERRIDE
185 services::Status s = getPartialResult()->template initialize<algorithmFPType>(&input, ¶meter, method);
186 _pres = _partialResult.get();
192 _ac =
new __DAAL_ALGORITHM_CONTAINER(online, OnlineContainer, algorithmFPType, method)(&_env);
195 _partialResult.reset(
new PartialResultType());
196 _result.reset(
new ResultType());
201 using interface1::OnlineContainer;
202 using interface1::Online;
daal::algorithms::linear_regression::training::interface1::Online::getResult
ResultPtr getResult()
Definition: linear_regression_training_online.h:150
daal::algorithms::linear_regression::training::interface1::Online::parameter
ParameterType parameter
Definition: linear_regression_training_online.h:110
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:54
daal::algorithms::linear_regression::training::interface1::Online::getMethod
virtual int getMethod() const DAAL_C11_OVERRIDE
Definition: linear_regression_training_online.h:138
daal::online
Definition: daal_defines.h:114
daal::algorithms::linear_regression::training::interface1::OnlineContainer::OnlineContainer
OnlineContainer(daal::services::Environment::env *daalEnv)
daal::algorithms::linear_regression::training::interface1::Online::getPartialResult
PartialResultPtr getPartialResult()
Definition: linear_regression_training_online.h:144
daal::algorithms::linear_regression::training::interface1::Online::Online
Online()
Definition: linear_regression_training_online.h:113
daal::algorithms::linear_regression::training::interface1::Online::clone
services::SharedPtr< Online< algorithmFPType, method > > clone() const
Definition: linear_regression_training_online.h:158
daal::algorithms::linear_regression::training::interface1::Online::Online
Online(const Online< algorithmFPType, method > &other)
Definition: linear_regression_training_online.h:124
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:101
daal::algorithms::linear_regression::training::interface1::Online::input
InputType input
Definition: linear_regression_training_online.h:109
daal::algorithms::linear_regression::training::interface1::OnlineContainer::finalizeCompute
services::Status finalizeCompute() DAAL_C11_OVERRIDE
daal::algorithms::TrainingContainerIface
Abstract interface class that provides virtual methods to access and run implementations of the model...
Definition: training.h:52
daal::algorithms::linear_regression::training::interface1::OnlineContainer::compute
services::Status compute() DAAL_C11_OVERRIDE
daal::algorithms::linear_regression::training::interface1::OnlineContainer::~OnlineContainer
~OnlineContainer()