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MachineIntelligenceCore:Algorithms
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#include <STL10MatrixImporter.hpp>


Public Member Functions | |
| STL10MatrixImporter (std::string node_name_="stl10_matrix_importer", std::string data_filename_="", std::string labels_filename_="") | |
| virtual | ~STL10MatrixImporter () |
| 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::MatrixXf, unsigned int > | |
| Importer (std::string node_name_, size_t batch_size_=1) | |
| virtual | ~Importer () |
Public Member Functions inherited from mic::types::Batch< mic::types::MatrixXf, unsigned int > | |
| Batch (size_t batch_size_=1) | |
| Batch (const mic::types::Batch< mic::types::MatrixXf, unsigned int > &batch_) | |
| mic::types::Batch < mic::types::MatrixXf, unsigned int > & | operator= (const mic::types::Batch< mic::types::MatrixXf, unsigned int > &batch_) |
| virtual | ~Batch () |
| std::vector< std::shared_ptr < mic::types::MatrixXf > > & | data () |
| Returns sample data. More... | |
| std::shared_ptr < mic::types::MatrixXf > | 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::MatrixXf, unsigned int > | getRandomBatch () |
| mic::types::Batch < mic::types::MatrixXf, unsigned int > | getNextBatch () |
| mic::types::Batch < mic::types::MatrixXf, unsigned int > | getBatch (std::vector< size_t > indices_) |
| mic::types::Batch < mic::types::MatrixXf, unsigned int > | getBatchDirect (std::vector< size_t > indices_) |
| bool | isLastBatch () |
| mic::types::Sample < mic::types::MatrixXf, unsigned int > | getRandomSample () |
| mic::types::Sample < mic::types::MatrixXf, unsigned int > | getNextSample () |
| mic::types::Sample < mic::types::MatrixXf, unsigned int > | getSample (size_t index_) |
| mic::types::Sample < mic::types::MatrixXf, unsigned int > | getSampleDirect (size_t index_) |
| void | setNextSampleIndex (size_t index_=0) |
| bool | isLastSample () |
| virtual void | add (mic::types::Sample< mic::types::MatrixXf, unsigned int > sample_) |
| virtual void | add (std::shared_ptr< mic::types::MatrixXf > data_, std::shared_ptr< unsigned int > label_, size_t index_) |
| virtual void | add (std::shared_ptr< mic::types::MatrixXf > data_, std::shared_ptr< unsigned int > label_) |
| void | countClasses () |
| size_t | classes () |
Private Attributes | |
| size_t | image_width |
| size_t | image_height |
| mic::configuration::Property < std::string > | data_filename |
| mic::configuration::Property < std::string > | labels_filename |
| mic::configuration::Property< int > | samples_limit |
| bool | labeled = false |
Additional Inherited Members | |
Protected Attributes inherited from mic::types::Batch< mic::types::MatrixXf, 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::MatrixXf > > | 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 33 of file STL10MatrixImporter.hpp.
| mic::importers::STL10MatrixImporter::STL10MatrixImporter | ( | std::string | node_name_ = "stl10_matrix_importer", |
| std::string | data_filename_ = "", |
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| std::string | labels_filename_ = "" |
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| ) |
Constructor. Sets STL-10 image default properties. Registers properties.
| node_name_ | Name of the node in configuration file. |
| data_filename_ | File (with path) containing STL-10 images. |
| labels_filename_ | File (with path) containing STL-10 labels. |
Definition at line 31 of file STL10MatrixImporter.cpp.
References data_filename, image_height, image_width, labels_filename, and samples_limit.
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inlinevirtual |
Virtual destructor. Empty.
Definition at line 46 of file STL10MatrixImporter.hpp.
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virtual |
Method responsible for importing/loading the MNIST dataset.
Implements mic::importers::Importer< mic::types::MatrixXf, unsigned int >.
Definition at line 55 of file STL10MatrixImporter.cpp.
References data_filename, image_height, image_width, labeled, labels_filename, mic::types::Batch< mic::types::MatrixXf, unsigned int >::number_of_classes, mic::types::Batch< mic::types::MatrixXf, unsigned int >::sample_data, mic::types::Batch< mic::types::MatrixXf, unsigned int >::sample_indices, mic::types::Batch< mic::types::MatrixXf, unsigned int >::sample_labels, and samples_limit.
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inlinevirtual |
Method responsible for initialization of all variables that are property-dependent - here not required, yet empty.
Definition at line 69 of file STL10MatrixImporter.hpp.
| void mic::importers::STL10MatrixImporter::setDataFilename | ( | std::string | data_filename_ | ) |
Set name and patch of the file containing STL-10 images.
| data_filename_ | File (with path) containing MNIST images. |
Definition at line 46 of file STL10MatrixImporter.cpp.
References data_filename.
| void mic::importers::STL10MatrixImporter::setLabelsFilename | ( | std::string | labels_filename_ | ) |
Set name and patch of the file containing STL-10 labels.
| labels_filename_ | File (with path) containing MNIST labels. |
Definition at line 50 of file STL10MatrixImporter.cpp.
References labels_filename.
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private |
Property: directory/Name of file containing images (binary datafile).
Definition at line 85 of file STL10MatrixImporter.hpp.
Referenced by importData(), setDataFilename(), and STL10MatrixImporter().
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private |
Height of STL-10 image.
Definition at line 80 of file STL10MatrixImporter.hpp.
Referenced by importData(), and STL10MatrixImporter().
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private |
Width of STL-10 image.
Definition at line 69 of file STL10MatrixImporter.hpp.
Referenced by importData(), and STL10MatrixImporter().
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private |
Definition at line 97 of file STL10MatrixImporter.hpp.
Referenced by importData().
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private |
Property: directory/Name of file containing labels.
Definition at line 90 of file STL10MatrixImporter.hpp.
Referenced by importData(), setLabelsFilename(), and STL10MatrixImporter().
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private |
Property: maximum number of samples (limitation, from 1 to 60000). If <=0 then there is no limitation.
Definition at line 95 of file STL10MatrixImporter.hpp.
Referenced by importData(), and STL10MatrixImporter().