Class representing the model of neural network.
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- Deprecated:
- This item will be removed in a future release.
services::Status allocate |
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const services::Collection< size_t > & |
sampleSize, |
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const Parameter & |
parameter = Parameter() |
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inline |
Allocates the buffers needed for the training using neural network
- Parameters
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[in] | sampleSize | Dimensionality of the batch for the input to the first layer |
[in] | parameter | Parameters of the training |
- Returns
- Status of computations
- Deprecated:
- This item will be removed in a future release.
const layers::backward::LayerIfacePtr getBackwardLayer |
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size_t |
index | ) |
const |
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inline |
Returns the backward stage of a layer with certain index in the network
- Parameters
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[in] | index | Index of the layer in the network |
- Returns
- Backward stage of a layer with certain index in the network
- Deprecated:
- This item will be removed in a future release.
const BackwardLayersPtr getBackwardLayers |
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const |
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inline |
Returns list of backward layers
- Returns
- List of backward layers
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED const services::ErrorCollection& getErrors |
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const |
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inline |
Returns the errors of the Model
- Deprecated:
- This item will be removed in a future release.
- Returns
- Collection of errors
- Deprecated:
- This item will be removed in a future release.
const layers::forward::LayerIfacePtr getForwardLayer |
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size_t |
index | ) |
const |
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inline |
Returns the forward stage of a layer with certain index in the network
- Parameters
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[in] | index | Index of the layer in the network |
- Returns
- Forward stage of a layer with certain index in the network
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED const ForwardLayersPtr getForwardLayers |
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const |
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inline |
Returns list of forward layers
- Returns
- List of forward layers
- Deprecated:
- This item will be removed in a future release.
const prediction::ModelPtr getPredictionModel |
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inline |
Returns list of forward layers and their parameters organised in the prediction::Model
- Returns
- List of forward layers and their parameters organised in the prediction::Model
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED algorithms::OptionalArgumentPtr getSolverOptionalArgument |
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size_t |
index | ) |
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inline |
Return the OptionalArgument from the neural netowrk model that stores intermediate status of solver between epochs by index
- Parameters
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index | Index in collection of required OptionalArgument |
- Returns
- the OptionalArgument from the neural netowrk model that stores intermediate status of solver between epochs
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED data_management::DataCollection getSolverOptionalArgumentCollection |
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inline |
Return the OptionalArgument from the neural netowrk model that stores intermediate status of solver between epochs
- Returns
- the OptionalArgument from the neural netowrk model that stores intermediate status of solver between epochs
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED data_management::NumericTablePtr getWeightsAndBiases |
( |
size_t |
idx | ) |
const |
Returns the weights and biases of the forward layer of neural network as numeric table
- Parameters
-
[in] | idx | Index of the backward layer |
- Returns
- Weights and biases derivatives container
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED data_management::NumericTablePtr getWeightsAndBiasesDerivatives |
( |
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const |
Returns the weights and biases derivatives of all backward layers of neural network as numeric table
- Returns
- Weights and biases derivatives container
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED data_management::NumericTablePtr getWeightsAndBiasesDerivatives |
( |
size_t |
idx | ) |
const |
Returns the weights and biases derivatives of the backward layer of neural network as numeric table
- Parameters
-
[in] | idx | Index of the backward layer |
- Returns
- Weights and biases derivatives container
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED bool getWeightsAndBiasesStorageStatus |
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const |
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inline |
Returns weights and biases storage status
- Returns
- Weights and biases storage status. True if weights and biases of all layers stored in one numeric table. False otherwise.
- Deprecated:
- This item will be removed in a future release.
services::Status initialize |
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const services::Collection< size_t > & |
sampleSize, |
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const Topology & |
topology, |
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const Parameter & |
parameter = Parameter() |
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) |
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inline |
Initializes neural network
- Parameters
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[in] | sampleSize | Dimensionality of the batch for the input to the first layer |
[in] | topology | Collection of LayerDescriptor of every inserted layer |
[in] | parameter | Parameters of the training |
- Returns
- Status of computations
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED services::Status setErrors |
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services::ErrorCollection & |
errors | ) |
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inline |
Sets the error collection to the Model
- Parameters
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[in] | errors | Collection of errors |
- Deprecated:
- This item will be removed in a future release.
- Returns
- Status of computations
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED services::Status setSolverOptionalArgument |
( |
const algorithms::OptionalArgumentPtr & |
solverOptionalArgument, |
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size_t |
index |
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) |
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inline |
Sets the OptionalArgument to neural netowrk model to store intermediate status of solver between epochs
- Parameters
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solverOptionalArgument | OptionalArgumentPtr to set in collection |
index | Index in collection of required OptionalArgument |
- Returns
- Status of computations
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED services::Status setSolverOptionalArgumentCollection |
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const data_management::DataCollection & |
solverOptionalArgumentCollection | ) |
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inline |
Sets the OptionalArgument to neural netowrk model to store intermediate status of solver between epochs
- Parameters
-
solverOptionalArgumentCollection | Structure to store intermediate status of solver |
- Returns
- Status of computations
- Deprecated:
- This item will be removed in a future release.
DAAL_DEPRECATED services::Status setWeightsAndBiases |
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size_t |
idx, |
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const data_management::NumericTablePtr & |
table |
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) |
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Sets table containing weights and biases of one forward layer of neural network
- Parameters
-
[in] | idx | Index of the forward layer |
[in] | table | Table containing weights and biases of one forward layer of neural network |
- Returns
- Status of computations
- Deprecated:
- This item will be removed in a future release.
The documentation for this class was generated from the following file: