23 #ifndef __BATCH_NORMALIZATION_LAYER_FORWARD_H__
24 #define __BATCH_NORMALIZATION_LAYER_FORWARD_H__
26 #include "algorithms/algorithm.h"
27 #include "data_management/data/tensor.h"
28 #include "services/daal_defines.h"
29 #include "algorithms/neural_networks/layers/layer.h"
30 #include "algorithms/neural_networks/layers/batch_normalization/batch_normalization_layer_types.h"
31 #include "algorithms/neural_networks/layers/batch_normalization/batch_normalization_layer_forward_types.h"
37 namespace neural_networks
41 namespace batch_normalization
65 template<
typename algorithmFPType, Method method, CpuType cpu>
66 class DAAL_EXPORT BatchContainer :
public layers::forward::LayerContainerIfaceImpl
74 BatchContainer(daal::services::Environment::env *daalEnv);
82 services::Status compute() DAAL_C11_OVERRIDE;
83 services::Status setupCompute() DAAL_C11_OVERRIDE;
84 services::Status resetCompute() DAAL_C11_OVERRIDE;
85 virtual services::Status allocateInput() DAAL_C11_OVERRIDE
87 Input *input =
static_cast<Input *
>(_in);
88 return input->allocate<algorithmFPType>(_par, (int) method);
110 template<
typename algorithmFPType = DAAL_ALGORITHM_FP_TYPE, Method method = defaultDense>
111 class Batch :
public layers::forward::LayerIfaceImpl
114 typedef layers::forward::LayerIfaceImpl super;
116 typedef algorithms::neural_networks::layers::batch_normalization::forward::Input InputType;
117 typedef algorithms::neural_networks::layers::batch_normalization::Parameter ParameterType;
118 typedef algorithms::neural_networks::layers::batch_normalization::forward::Result ResultType;
120 ParameterType ¶meter;
124 Batch() : parameter(_defaultParameter)
134 Batch(ParameterType& parameter) : parameter(parameter), _defaultParameter(parameter)
145 Batch(
const Batch<algorithmFPType, method> &other) : super(other),
146 _defaultParameter(other.parameter), parameter(_defaultParameter), input(other.input)
155 virtual int getMethod() const DAAL_C11_OVERRIDE {
return(
int) method; }
161 virtual InputType *getLayerInput() DAAL_C11_OVERRIDE {
return &input; }
167 virtual ParameterType *getLayerParameter() DAAL_C11_OVERRIDE {
return ¶meter; };
173 layers::forward::ResultPtr getLayerResult() DAAL_C11_OVERRIDE
182 ResultPtr getResult()
193 services::Status setResult(
const ResultPtr& result)
195 DAAL_CHECK(result, services::ErrorNullResult)
197 _res = _result.get();
198 return services::Status();
207 services::SharedPtr<Batch<algorithmFPType, method> > clone()
const
209 return services::SharedPtr<Batch<algorithmFPType, method> >(cloneImpl());
217 virtual services::Status allocateResult() DAAL_C11_OVERRIDE
219 services::Status s = this->_result->template allocate<algorithmFPType>(&(this->input), ¶meter, (
int) method);
220 this->_res = this->_result.get();
228 virtual layers::forward::LayerIfacePtr getLayerForPrediction() const DAAL_C11_OVERRIDE
230 services::SharedPtr<Batch<algorithmFPType, method> > seflCopy = clone();
233 seflCopy->input.set(forward::populationMean, _result->get(auxPopulationMean));
234 seflCopy->input.set(forward::populationVariance, _result->get(auxPopulationVariance));
236 return services::staticPointerCast<layers::forward::LayerIface>(seflCopy);
240 virtual Batch<algorithmFPType, method> *cloneImpl() const DAAL_C11_OVERRIDE
242 return new Batch<algorithmFPType, method>(*this);
247 Analysis<batch>::_ac =
new __DAAL_ALGORITHM_LAYER_CONTAINER(BatchContainer, algorithmFPType, method)(&_env);
250 _result.reset(
new ResultType());
255 ParameterType _defaultParameter;
260 using interface1::BatchContainer;
261 using interface1::Batch;
daal::algorithms::neural_networks::layers::batch_normalization::forward::populationMean
Definition: batch_normalization_layer_forward_types.h:59
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::input
InputType input
Definition: batch_normalization_layer_forward.h:121
daal
Definition: algorithm_base_common.h:31
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getResult
ResultPtr getResult()
Definition: batch_normalization_layer_forward.h:182
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::allocateResult
virtual services::Status allocateResult() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:217
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::parameter
ParameterType & parameter
Definition: batch_normalization_layer_forward.h:120
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:228
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getLayerInput
virtual InputType * getLayerInput() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:161
daal::algorithms::neural_networks::layers::batch_normalization::auxPopulationVariance
Definition: batch_normalization_layer_types.h:67
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::Batch
Batch()
Definition: batch_normalization_layer_forward.h:124
daal::algorithms::neural_networks::layers::batch_normalization::auxPopulationMean
Definition: batch_normalization_layer_types.h:66
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getLayerParameter
virtual ParameterType * getLayerParameter() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:167
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getMethod
virtual int getMethod() const DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:155
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:111
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getLayerResult
layers::forward::ResultPtr getLayerResult() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:173
daal::algorithms::neural_networks::layers::batch_normalization::forward::populationVariance
Definition: batch_normalization_layer_forward_types.h:60
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::Batch
Batch(ParameterType ¶meter)
Definition: batch_normalization_layer_forward.h:134
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::clone
services::SharedPtr< Batch< algorithmFPType, method > > clone() const
Definition: batch_normalization_layer_forward.h:207
daal::algorithms::Analysis
Provides methods for execution of operations over data, such as computation of Summary Statistics est...
Definition: analysis.h:68
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:66
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::Batch
Batch(const Batch< algorithmFPType, method > &other)
Definition: batch_normalization_layer_forward.h:145
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::setResult
services::Status setResult(const ResultPtr &result)
Definition: batch_normalization_layer_forward.h:193
daal::services::ErrorNullResult
Definition: error_indexes.h:96