|
MachineIntelligenceCore:Algorithms
|
#include <MNISTMatrixImporter.hpp>


Public Member Functions | |
| MNISTMatrixImporter (std::string node_name_="mnist_matrix_importer", std::string data_filename_="", std::string labels_filename_="") | |
| virtual | ~MNISTMatrixImporter () |
| void | setDataFilename (std::string data_filename_) |
| void | setLabelsFilename (std::string labels_filename_) |
| bool | importData () |
| virtual void | initializePropertyDependentVariables () |
Public Member Functions inherited from mic::importers::Importer< mic::types::Matrix< T >, unsigned int > | |
| Importer (std::string node_name_, size_t batch_size_=1) | |
| virtual | ~Importer () |
Public Member Functions inherited from mic::types::Batch< mic::types::Matrix< T >, unsigned int > | |
| Batch (size_t batch_size_=1) | |
| Batch (const mic::types::Batch< mic::types::Matrix< T >, unsigned int > &batch_) | |
| mic::types::Batch < mic::types::Matrix< T > , unsigned int > & | operator= (const mic::types::Batch< mic::types::Matrix< T >, unsigned int > &batch_) |
| virtual | ~Batch () |
| std::vector< std::shared_ptr < mic::types::Matrix< T > > > & | data () |
| Returns sample data. More... | |
| std::shared_ptr < mic::types::Matrix< T > > | data (size_t index_) |
| std::vector< std::shared_ptr < unsigned int > > & | labels () |
| Returns sample labels. More... | |
| std::shared_ptr< unsigned int > | labels (size_t index_) |
| std::vector< size_t > & | indices () |
| Returns sample numbers (sample "positions" in original dataset). More... | |
| std::vector< size_t > | indices (size_t index_) |
| size_t | size () |
| void | setBatchSize (size_t batch_size_) |
| size_t | getBatchSize () |
| mic::types::Batch < mic::types::Matrix< T > , unsigned int > | getRandomBatch () |
| mic::types::Batch < mic::types::Matrix< T > , unsigned int > | getNextBatch () |
| mic::types::Batch < mic::types::Matrix< T > , unsigned int > | getBatch (std::vector< size_t > indices_) |
| mic::types::Batch < mic::types::Matrix< T > , unsigned int > | getBatchDirect (std::vector< size_t > indices_) |
| bool | isLastBatch () |
| mic::types::Sample < mic::types::Matrix< T > , unsigned int > | getRandomSample () |
| mic::types::Sample < mic::types::Matrix< T > , unsigned int > | getNextSample () |
| mic::types::Sample < mic::types::Matrix< T > , unsigned int > | getSample (size_t index_) |
| mic::types::Sample < mic::types::Matrix< T > , unsigned int > | getSampleDirect (size_t index_) |
| void | setNextSampleIndex (size_t index_=0) |
| bool | isLastSample () |
| virtual void | add (mic::types::Sample< mic::types::Matrix< T >, unsigned int > sample_) |
| virtual void | add (std::shared_ptr< mic::types::Matrix< T > > data_, std::shared_ptr< unsigned int > label_, size_t index_) |
| virtual void | add (std::shared_ptr< mic::types::Matrix< T > > data_, std::shared_ptr< unsigned int > label_) |
| void | countClasses () |
| size_t | classes () |
Private Attributes | |
| int | image_width |
| int | image_height |
| mic::configuration::Property < std::string > | data_filename |
| mic::configuration::Property < std::string > | labels_filename |
| mic::configuration::Property< int > | samples_limit |
Additional Inherited Members | |
Protected Attributes inherited from mic::types::Batch< mic::types::Matrix< T >, unsigned int > | |
| size_t | next_sample_index |
| size_t | batch_size |
| std::random_device | rd |
| std::mt19937_64 | rng_mt19937_64 |
| std::vector< std::shared_ptr < mic::types::Matrix< T > > > | sample_data |
| Stores the data. More... | |
| std::vector< std::shared_ptr < unsigned int > > | sample_labels |
| Stores labels. More... | |
| std::vector< size_t > | sample_indices |
| Stores sample indices (sample "positions" in original dataset). More... | |
| size_t | number_of_classes |
Definition at line 35 of file MNISTMatrixImporter.hpp.
|
inline |
Constructor. Sets MNIST image default properties. Registers properties.
| node_name_ | Name of the node in configuration file. |
| data_filename_ | File (with path) containing MNIST images. |
| labels_filename_ | File (with path) containing MNIST labels. |
Definition at line 43 of file MNISTMatrixImporter.hpp.
References mic::importers::MNISTMatrixImporter< T >::data_filename, mic::importers::MNISTMatrixImporter< T >::image_height, mic::importers::MNISTMatrixImporter< T >::image_width, mic::importers::MNISTMatrixImporter< T >::labels_filename, and mic::importers::MNISTMatrixImporter< T >::samples_limit.
|
inlinevirtual |
Virtual destructor. Empty.
Definition at line 61 of file MNISTMatrixImporter.hpp.
|
inlinevirtual |
Method responsible for importing/loading the MNIST dataset.
Implements mic::importers::Importer< mic::types::Matrix< T >, unsigned int >.
Definition at line 83 of file MNISTMatrixImporter.hpp.
References mic::importers::MNISTMatrixImporter< T >::data_filename, mic::importers::MNISTMatrixImporter< T >::image_height, mic::importers::MNISTMatrixImporter< T >::image_width, mic::importers::MNISTMatrixImporter< T >::labels_filename, mic::types::Batch< mic::types::Matrix< T >, unsigned int >::number_of_classes, mic::types::Batch< mic::types::Matrix< T >, unsigned int >::sample_data, mic::types::Batch< mic::types::Matrix< T >, unsigned int >::sample_indices, mic::types::Batch< mic::types::Matrix< T >, unsigned int >::sample_labels, and mic::importers::MNISTMatrixImporter< T >::samples_limit.
|
inlinevirtual |
Method responsible for initialization of all variables that are property-dependent - here not required, yet empty.
Definition at line 174 of file MNISTMatrixImporter.hpp.
|
inline |
Set name and patch of the file containing MNIST images.
| data_filename_ | File (with path) containing MNIST images. |
Definition at line 67 of file MNISTMatrixImporter.hpp.
References mic::importers::MNISTMatrixImporter< T >::data_filename.
|
inline |
Set name and patch of the file containing MNIST labels.
| labels_filename_ | File (with path) containing MNIST labels. |
Definition at line 75 of file MNISTMatrixImporter.hpp.
References mic::importers::MNISTMatrixImporter< T >::labels_filename.
|
private |
Property: directory/Name of file containing images (binary datafile).
Definition at line 190 of file MNISTMatrixImporter.hpp.
Referenced by mic::importers::MNISTMatrixImporter< T >::importData(), mic::importers::MNISTMatrixImporter< T >::MNISTMatrixImporter(), and mic::importers::MNISTMatrixImporter< T >::setDataFilename().
|
private |
Height of MNIST image.
Definition at line 185 of file MNISTMatrixImporter.hpp.
Referenced by mic::importers::MNISTMatrixImporter< T >::importData(), and mic::importers::MNISTMatrixImporter< T >::MNISTMatrixImporter().
|
private |
Width of MNIST image.
Definition at line 180 of file MNISTMatrixImporter.hpp.
Referenced by mic::importers::MNISTMatrixImporter< T >::importData(), and mic::importers::MNISTMatrixImporter< T >::MNISTMatrixImporter().
|
private |
Property: directory/Name of file containing labels.
Definition at line 195 of file MNISTMatrixImporter.hpp.
Referenced by mic::importers::MNISTMatrixImporter< T >::importData(), mic::importers::MNISTMatrixImporter< T >::MNISTMatrixImporter(), and mic::importers::MNISTMatrixImporter< T >::setLabelsFilename().
|
private |
Property: maximum number of samples (limitation, from 1 to 60000). If <=0 then there is no limitation.
Definition at line 200 of file MNISTMatrixImporter.hpp.
Referenced by mic::importers::MNISTMatrixImporter< T >::importData(), and mic::importers::MNISTMatrixImporter< T >::MNISTMatrixImporter().