25 #ifndef __SAGA_BATCH_H__
26 #define __SAGA_BATCH_H__
28 #include "data_management/data/numeric_table.h"
29 #include "services/daal_defines.h"
30 #include "algorithms/optimization_solver/iterative_solver/iterative_solver_batch.h"
31 #include "saga_types.h"
37 namespace optimization_solver
56 template<
typename algorithmFPType, Method method, CpuType cpu>
57 class BatchContainer :
public daal::algorithms::AnalysisContainerIface<batch>
65 DAAL_DEPRECATED BatchContainer(daal::services::Environment::env *daalEnv);
67 DAAL_DEPRECATED ~BatchContainer();
73 DAAL_DEPRECATED_VIRTUAL
virtual services::Status compute() DAAL_C11_OVERRIDE;
90 template<
typename algorithmFPType = DAAL_ALGORITHM_FP_TYPE, Method method = defaultDense>
91 class DAAL_EXPORT Batch :
public iterative_solver::interface1::Batch
94 typedef algorithms::optimization_solver::saga::interface1::Input InputType;
95 typedef algorithms::optimization_solver::saga::interface1::Parameter ParameterType;
96 typedef algorithms::optimization_solver::saga::interface1::Result ResultType;
101 DAAL_DEPRECATED Batch(
const sum_of_functions::interface1::BatchPtr& objectiveFunction = sum_of_functions::interface1::BatchPtr());
109 DAAL_DEPRECATED Batch(
const Batch<algorithmFPType, method> &other);
111 DAAL_DEPRECATED ~Batch()
119 DAAL_DEPRECATED ParameterType& parameter() {
return *
static_cast<ParameterType*
>(_par); }
125 DAAL_DEPRECATED
const ParameterType& parameter()
const {
return *
static_cast<const ParameterType*
>(_par); }
131 DAAL_DEPRECATED_VIRTUAL
virtual int getMethod() const DAAL_C11_OVERRIDE {
return(
int) method; }
137 DAAL_DEPRECATED_VIRTUAL
virtual iterative_solver::interface1::Input * getInput() DAAL_C11_OVERRIDE {
return &input; }
143 DAAL_DEPRECATED_VIRTUAL
virtual iterative_solver::interface1::Parameter * getParameter() DAAL_C11_OVERRIDE {
return ¶meter(); }
150 DAAL_DEPRECATED_VIRTUAL
virtual services::Status createResult() DAAL_C11_OVERRIDE
152 _result = iterative_solver::interface1::ResultPtr(
new ResultType());
154 return services::Status();
162 DAAL_DEPRECATED services::SharedPtr<Batch<algorithmFPType, method> > clone()
const
164 return services::SharedPtr<Batch<algorithmFPType, method> >(cloneImpl());
171 DAAL_DEPRECATED
static services::SharedPtr<Batch<algorithmFPType, method> > create();
174 virtual Batch<algorithmFPType, method> *cloneImpl() const DAAL_C11_OVERRIDE
176 return new Batch<algorithmFPType, method>(*this);
179 virtual services::Status allocateResult() DAAL_C11_OVERRIDE
181 services::Status s =
static_cast<ResultType*
>(_result.get())->allocate<algorithmFPType>(&input, _par, (
int)method);
182 _res = _result.get();
188 Analysis<batch>::_ac =
new __DAAL_ALGORITHM_CONTAINER(batch, BatchContainer, algorithmFPType, method)(&_env);
190 _result.reset(
new ResultType());
211 template<
typename algorithmFPType, Method method, CpuType cpu>
212 class BatchContainer :
public daal::algorithms::AnalysisContainerIface<batch>
220 BatchContainer(daal::services::Environment::env *daalEnv);
228 virtual services::Status compute() DAAL_C11_OVERRIDE;
245 template<
typename algorithmFPType = DAAL_ALGORITHM_FP_TYPE, Method method = defaultDense>
246 class DAAL_EXPORT Batch :
public iterative_solver::Batch
249 typedef algorithms::optimization_solver::saga::Input InputType;
250 typedef algorithms::optimization_solver::saga::Parameter ParameterType;
251 typedef algorithms::optimization_solver::saga::Result ResultType;
256 Batch(
const sum_of_functions::BatchPtr& objectiveFunction = sum_of_functions::BatchPtr());
264 Batch(
const Batch<algorithmFPType, method> &other);
274 ParameterType& parameter() {
return *
static_cast<ParameterType*
>(_par); }
280 const ParameterType& parameter()
const {
return *
static_cast<const ParameterType*
>(_par); }
286 virtual int getMethod() const DAAL_C11_OVERRIDE {
return(
int) method; }
292 virtual iterative_solver::Input * getInput() DAAL_C11_OVERRIDE {
return &input; }
298 virtual iterative_solver::Parameter * getParameter() DAAL_C11_OVERRIDE {
return ¶meter(); }
305 virtual services::Status createResult() DAAL_C11_OVERRIDE
307 _result = iterative_solver::ResultPtr(
new ResultType());
309 return services::Status();
317 services::SharedPtr<Batch<algorithmFPType, method> > clone()
const
319 return services::SharedPtr<Batch<algorithmFPType, method> >(cloneImpl());
326 static services::SharedPtr<Batch<algorithmFPType, method> > create();
329 virtual Batch<algorithmFPType, method> *cloneImpl() const DAAL_C11_OVERRIDE
331 return new Batch<algorithmFPType, method>(*this);
334 virtual services::Status allocateResult() DAAL_C11_OVERRIDE
336 services::Status s =
static_cast<ResultType*
>(_result.get())->allocate<algorithmFPType>(&input, _par, (
int)method);
337 _res = _result.get();
343 Analysis<batch>::_ac =
new __DAAL_ALGORITHM_CONTAINER(batch, BatchContainer, algorithmFPType, method)(&_env);
345 _result.reset(
new ResultType());
350 using interface2::BatchContainer;
351 using interface2::Batch;
daal::algorithms::optimization_solver::saga::interface2::Batch::parameter
const ParameterType & parameter() const
Definition: saga_batch.h:280
daal::algorithms::optimization_solver::saga::interface2::Batch::getMethod
virtual int getMethod() const DAAL_C11_OVERRIDE
Definition: saga_batch.h:286
daal::algorithms::optimization_solver::saga::interface2::Batch::parameter
ParameterType & parameter()
Definition: saga_batch.h:274
daal::batch
Definition: daal_defines.h:112
daal::algorithms::optimization_solver::saga::interface2::Batch::getInput
virtual iterative_solver::Input * getInput() DAAL_C11_OVERRIDE
Definition: saga_batch.h:292
daal::algorithms::optimization_solver::saga::interface1::Batch::getMethod
virtual DAAL_DEPRECATED_VIRTUAL int getMethod() const DAAL_C11_OVERRIDE
Definition: saga_batch.h:131
daal::algorithms::optimization_solver::saga::interface1::Input
Input class for the Stochastic average gradient descent algorithm
Definition: saga_types.h:138
daal::algorithms::optimization_solver::saga::interface1::Batch::parameter
DAAL_DEPRECATED const ParameterType & parameter() const
Definition: saga_batch.h:125
daal::algorithms::optimization_solver::iterative_solver::interface1::Batch
Interface for computing the iterative solver in the batch processing mode.
Definition: iterative_solver_batch.h:54
daal::algorithms::optimization_solver::saga::interface2::BatchContainer::BatchContainer
BatchContainer(daal::services::Environment::env *daalEnv)
daal::algorithms::optimization_solver::saga::interface1::Batch::createResult
virtual DAAL_DEPRECATED_VIRTUAL services::Status createResult() DAAL_C11_OVERRIDE
Definition: saga_batch.h:150
daal::algorithms::optimization_solver::saga::interface2::Batch
Computes Stochastic average gradient descent in the batch processing mode.
Definition: saga_batch.h:246
daal::algorithms::optimization_solver::saga::interface1::Batch::clone
DAAL_DEPRECATED services::SharedPtr< Batch< algorithmFPType, method > > clone() const
Definition: saga_batch.h:162
daal::algorithms::optimization_solver::saga::interface2::BatchContainer::compute
virtual services::Status compute() DAAL_C11_OVERRIDE
daal::algorithms::optimization_solver::saga::interface1::BatchContainer
Provides methods to run implementations of the stochastic average gradient descent algorithm...
Definition: saga_batch.h:57
daal::algorithms::AnalysisContainerIface
Abstract interface class that provides virtual methods to access and run implementations of the analy...
Definition: analysis.h:55
daal::algorithms::optimization_solver::saga::interface1::Batch::input
InputType input
Definition: saga_batch.h:98
daal::algorithms::optimization_solver::saga::interface2::Batch::input
InputType input
Definition: saga_batch.h:253
daal::algorithms::optimization_solver::saga::interface1::Result
Results obtained with the compute() method of the saga algorithm in the batch processing mode...
Definition: saga_types.h:178
daal::algorithms::optimization_solver::saga::interface2::Batch::clone
services::SharedPtr< Batch< algorithmFPType, method > > clone() const
Definition: saga_batch.h:317
daal::algorithms::optimization_solver::saga::interface1::BatchContainer::compute
virtual DAAL_DEPRECATED_VIRTUAL services::Status compute() DAAL_C11_OVERRIDE
daal::algorithms::optimization_solver::saga::interface1::Batch
Computes Stochastic average gradient descent in the batch processing mode.
Definition: saga_batch.h:91
daal::algorithms::optimization_solver::saga::interface1::Batch::getInput
virtual DAAL_DEPRECATED_VIRTUAL iterative_solver::interface1::Input * getInput() DAAL_C11_OVERRIDE
Definition: saga_batch.h:137
daal::algorithms::optimization_solver::iterative_solver::interface1::Input
Input parameters for the iterative solver algorithm
Definition: iterative_solver_types.h:160
daal::algorithms::optimization_solver::saga::interface1::BatchContainer::~BatchContainer
DAAL_DEPRECATED ~BatchContainer()
daal::algorithms::optimization_solver::saga::interface1::Batch::parameter
DAAL_DEPRECATED ParameterType & parameter()
Definition: saga_batch.h:119
daal::algorithms::optimization_solver::saga::interface1::Batch::getParameter
virtual DAAL_DEPRECATED_VIRTUAL iterative_solver::interface1::Parameter * getParameter() DAAL_C11_OVERRIDE
Definition: saga_batch.h:143
daal::algorithms::optimization_solver::saga::interface2::Batch::getParameter
virtual iterative_solver::Parameter * getParameter() DAAL_C11_OVERRIDE
Definition: saga_batch.h:298
daal::algorithms::Analysis
Provides methods for execution of operations over data, such as computation of Summary Statistics est...
Definition: analysis.h:70
daal::algorithms::optimization_solver::saga::interface2::Batch::createResult
virtual services::Status createResult() DAAL_C11_OVERRIDE
Definition: saga_batch.h:305
daal::algorithms::optimization_solver::saga::interface2::BatchContainer
Provides methods to run implementations of the stochastic average gradient descent algorithm...
Definition: saga_batch.h:212
daal::algorithms::optimization_solver::iterative_solver::interface1::Result
Results obtained with the compute() method of the iterative solver algorithm in the batch processing ...
Definition: iterative_solver_types.h:223
daal::algorithms::optimization_solver::iterative_solver::interface1::Parameter
Parameter base class for the iterative solver algorithm
Definition: iterative_solver_types.h:115
daal::algorithms::optimization_solver::saga::interface2::BatchContainer::~BatchContainer
~BatchContainer()
daal::algorithms::optimization_solver::saga::interface1::BatchContainer::BatchContainer
DAAL_DEPRECATED BatchContainer(daal::services::Environment::env *daalEnv)
daal::algorithms::optimization_solver::saga::interface1::Parameter
Parameter base class for the Stochastic average gradient descent algorithm
Definition: saga_types.h:86