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;
141 Parameter ¶meter;
145 Batch() : parameter(_defaultParameter)
155 Batch(Parameter& parameter) : parameter(parameter), _defaultParameter(parameter)
166 Batch(
const Batch<algorithmFPType, method> &other) : super(other),
167 _defaultParameter(other.parameter), parameter(_defaultParameter), input(other.input)
176 virtual int getMethod() const DAAL_C11_OVERRIDE {
return(
int) method; }
182 virtual Input *getLayerInput() DAAL_C11_OVERRIDE {
return &input; }
188 virtual Parameter *getLayerParameter() DAAL_C11_OVERRIDE {
return ¶meter; };
194 layers::forward::ResultPtr getLayerResult() DAAL_C11_OVERRIDE
203 ResultPtr getResult()
214 services::Status setResult(
const ResultPtr& result)
216 DAAL_CHECK(result, services::ErrorNullResult)
218 _res = _result.get();
219 return services::Status();
228 services::SharedPtr<Batch<algorithmFPType, method> > clone()
const
230 return services::SharedPtr<Batch<algorithmFPType, method> >(cloneImpl());
238 virtual services::Status allocateResult() DAAL_C11_OVERRIDE
240 services::Status s = this->_result->template allocate<algorithmFPType>(&(this->input), ¶meter, (
int) method);
241 this->_res = this->_result.get();
249 virtual layers::forward::LayerIfacePtr getLayerForPrediction() const DAAL_C11_OVERRIDE
251 services::SharedPtr<Batch<algorithmFPType, method> > seflCopy = clone();
254 seflCopy->input.set(forward::populationMean, _result->get(auxPopulationMean));
255 seflCopy->input.set(forward::populationVariance, _result->get(auxPopulationVariance));
257 return services::staticPointerCast<layers::forward::LayerIface>(seflCopy);
261 virtual Batch<algorithmFPType, method> *cloneImpl() const DAAL_C11_OVERRIDE
263 return new Batch<algorithmFPType, method>(*this);
268 Analysis<batch>::_ac =
new __DAAL_ALGORITHM_LAYER_CONTAINER(BatchContainer, algorithmFPType, method)(&_env);
271 _result.reset(
new Result());
276 Parameter _defaultParameter;
281 using interface1::BatchContainer;
282 using interface1::Batch;
daal::algorithms::neural_networks::layers::batch_normalization::forward::populationMean
Definition: batch_normalization_layer_forward_types.h:85
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:203
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::parameter
Parameter & parameter
Definition: batch_normalization_layer_forward.h:141
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::input
Input input
Definition: batch_normalization_layer_forward.h:142
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::allocateResult
virtual services::Status allocateResult() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:238
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:249
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::Batch
Batch()
Definition: batch_normalization_layer_forward.h:145
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::getMethod
virtual int getMethod() const DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:176
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::forward::interface1::Batch::getLayerResult
layers::forward::ResultPtr getLayerResult() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:194
daal::algorithms::neural_networks::layers::batch_normalization::forward::populationVariance
Definition: batch_normalization_layer_forward_types.h:86
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getLayerInput
virtual Input * getLayerInput() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:182
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::clone
services::SharedPtr< Batch< algorithmFPType, method > > clone() const
Definition: batch_normalization_layer_forward.h:228
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::Batch
Batch(Parameter ¶meter)
Definition: batch_normalization_layer_forward.h:155
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:166
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::setResult
services::Status setResult(const ResultPtr &result)
Definition: batch_normalization_layer_forward.h:214
daal::algorithms::neural_networks::layers::batch_normalization::forward::interface1::Batch::getLayerParameter
virtual Parameter * getLayerParameter() DAAL_C11_OVERRIDE
Definition: batch_normalization_layer_forward.h:188
daal::services::ErrorNullResult
Definition: error_indexes.h:122