49 #ifndef __BATCH_NORMALIZATION_LAYER_FORWARD_H__ 50 #define __BATCH_NORMALIZATION_LAYER_FORWARD_H__ 52 #include "algorithms/algorithm.h" 53 #include "data_management/data/tensor.h" 54 #include "services/daal_defines.h" 55 #include "algorithms/neural_networks/layers/layer.h" 56 #include "algorithms/neural_networks/layers/batch_normalization/batch_normalization_layer_types.h" 57 #include "algorithms/neural_networks/layers/batch_normalization/batch_normalization_layer_forward_types.h" 63 namespace neural_networks
67 namespace batch_normalization
91 template<
typename algorithmFPType, Method method, CpuType cpu>
92 class DAAL_EXPORT BatchContainer :
public layers::forward::LayerContainerIfaceImpl
100 BatchContainer(daal::services::Environment::env *daalEnv);
108 services::Status compute() DAAL_C11_OVERRIDE;
109 services::Status setupCompute() DAAL_C11_OVERRIDE;
110 services::Status resetCompute() DAAL_C11_OVERRIDE;
111 virtual services::Status allocateInput() DAAL_C11_OVERRIDE
113 Input *input =
static_cast<Input *
>(_in);
114 return input->allocate<algorithmFPType>(_par, (int) method);
136 template<
typename algorithmFPType = DAAL_ALGORITHM_FP_TYPE, Method method = defaultDense>
137 class Batch :
public layers::forward::LayerIfaceImpl
140 typedef layers::forward::LayerIfaceImpl super;
142 typedef algorithms::neural_networks::layers::batch_normalization::forward::Input InputType;
143 typedef algorithms::neural_networks::layers::batch_normalization::Parameter ParameterType;
144 typedef algorithms::neural_networks::layers::batch_normalization::forward::Result ResultType;
146 ParameterType ¶meter;
150 Batch() : parameter(_defaultParameter)
160 Batch(ParameterType& parameter) : parameter(parameter), _defaultParameter(parameter)
171 Batch(
const Batch<algorithmFPType, method> &other) : super(other),
172 _defaultParameter(other.parameter), parameter(_defaultParameter), input(other.input)
181 virtual int getMethod() const DAAL_C11_OVERRIDE {
return(
int) method; }
187 virtual InputType *getLayerInput() DAAL_C11_OVERRIDE {
return &input; }
193 virtual ParameterType *getLayerParameter() DAAL_C11_OVERRIDE {
return ¶meter; };
199 layers::forward::ResultPtr getLayerResult() DAAL_C11_OVERRIDE
208 ResultPtr getResult()
219 services::Status setResult(
const ResultPtr& result)
221 DAAL_CHECK(result, services::ErrorNullResult)
223 _res = _result.get();
224 return services::Status();
233 services::SharedPtr<Batch<algorithmFPType, method> > clone()
const 235 return services::SharedPtr<Batch<algorithmFPType, method> >(cloneImpl());
243 virtual services::Status allocateResult() DAAL_C11_OVERRIDE
245 services::Status s = this->_result->template allocate<algorithmFPType>(&(this->input), ¶meter, (
int) method);
246 this->_res = this->_result.get();
254 virtual layers::forward::LayerIfacePtr getLayerForPrediction() const DAAL_C11_OVERRIDE
256 services::SharedPtr<Batch<algorithmFPType, method> > seflCopy = clone();
259 seflCopy->input.set(forward::populationMean, _result->get(auxPopulationMean));
260 seflCopy->input.set(forward::populationVariance, _result->get(auxPopulationVariance));
262 return services::staticPointerCast<layers::forward::LayerIface>(seflCopy);
266 virtual Batch<algorithmFPType, method> *cloneImpl()
const DAAL_C11_OVERRIDE
268 return new Batch<algorithmFPType, method>(*this);
273 Analysis<batch>::_ac =
new __DAAL_ALGORITHM_LAYER_CONTAINER(BatchContainer, algorithmFPType, method)(&_env);
276 _result.reset(
new ResultType());
281 ParameterType _defaultParameter;
286 using interface1::BatchContainer;
287 using interface1::Batch;
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Result
Provides methods to access the result obtained with the compute() method of the forward batch normali...
Definition: batch_normalization_layer_forward_types.h:172
daal::services::interface1::Environment::_envStruct
The environment structure.
Definition: env_detect.h:95
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::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::input
InputType input
Definition: batch_normalization_layer_forward.h:147
daal
Definition: algorithm_base_common.h:57
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getResult
ResultPtr getResult()
Definition: batch_normalization_layer_forward.h:208
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::BatchContainer::allocateInput
virtual services::Status allocateInput() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:111
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::allocateResult
virtual services::Status allocateResult() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:243
daal::algorithms::neural_networks::layers::batch_normalization::interface1::Parameter
Parameters for the forward and backward batch normalization layers.
Definition: batch_normalization_layer_types.h:109
daal::algorithms::neural_networks::layers::batch_normalization::forward::populationMean
Definition: batch_normalization_layer_forward_types.h:85
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::parameter
ParameterType & parameter
Definition: batch_normalization_layer_forward.h:146
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getLayerForPrediction
virtual layers::forward::LayerIfacePtr getLayerForPrediction() const DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:254
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getLayerInput
virtual InputType * getLayerInput() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:187
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::Batch
Batch()
Definition: batch_normalization_layer_forward.h:150
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getLayerParameter
virtual ParameterType * getLayerParameter() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:193
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::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getMethod
virtual int getMethod() const DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:181
daal::services::interface1::SharedPtr::get
T * get() const
Definition: daal_shared_ptr.h:332
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch
Provides methods for the forward batch normalization layer in the batch processing mode...
Definition: batch_normalization_layer_forward.h:137
daal::algorithms::neural_networks::layers::batch_normalization::auxPopulationMean
Definition: batch_normalization_layer_types.h:92
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::Batch
Batch(ParameterType ¶meter)
Definition: batch_normalization_layer_forward.h:160
daal::algorithms::Analysis
Provides methods for execution of operations over data, such as computation of Summary Statistics est...
Definition: analysis.h:94
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::BatchContainer
Provides methods to run implementations of the forward batch normalization layer. This class is assoc...
Definition: batch_normalization_layer_forward.h:92
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::Batch
Batch(const Batch< algorithmFPType, method > &other)
Definition: batch_normalization_layer_forward.h:171
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::setResult
services::Status setResult(const ResultPtr &result)
Definition: batch_normalization_layer_forward.h:219
daal::algorithms::neural_networks::layers::forward::interface1::LayerContainerIfaceImpl
Provides methods of base container for forward layers. This class is associated with the daal::algori...
Definition: layer_forward_container_base.h:86
daal::algorithms::neural_networks::layers::batch_normalization::forward::populationVariance
Definition: batch_normalization_layer_forward_types.h:86
daal::algorithms::neural_networks::layers::batch_normalization::auxPopulationVariance
Definition: batch_normalization_layer_types.h:93
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::clone
services::SharedPtr< Batch< algorithmFPType, method > > clone() const
Definition: batch_normalization_layer_forward.h:233
daal::algorithms::neural_networks::layers::forward::interface1::LayerIfaceImpl
Implements the abstract interface LayerIface. LayerIfaceImpl is, in turn, the base class for the clas...
Definition: layer_forward.h:169
daal::services::ErrorNullResult
Definition: error_indexes.h:122