#include <data_reader_csv.hpp>

Inheritance diagram for lbann::csv_reader:

Collaboration diagram for lbann::csv_reader:

Public Member Functions
	csv_reader (bool shuffle=true)

	csv_reader (const csv_reader &)

csv_reader &	operator= (const csv_reader &)

	~csv_reader () override

csv_reader *	copy () const override

std::string	get_type () const override

void	set_label_col (int col)
	Set the label column. More...

void	set_response_col (int col)
	Set the response column. More...

void	disable_labels (bool b=true)
	Disable fetching labels. More...

void	enable_responses (bool b=false)
	Enable fetching responses (disabled by default). More...

void	set_separator (char sep)
	Set the column separator (default is ','). More...

void	set_skip_cols (int cols)
	Set the number of columns (from the left) to skip; default 0. More...

void	set_skip_rows (int rows)
	Set the number of rows (from the top) to skip; default 0. More...

void	set_has_header (bool b)
	Set whether the CSV file has a header; default true. More...

void	set_column_transform (int col, std::function< DataType(const std::string &)> f)

void	set_label_transform (std::function< int(const std::string &)> f)

void	set_response_transform (std::function< DataType(const std::string &)> f)

void	load () override

void	setup (int num_io_threads, observer_ptr< thread_pool > io_thread_pool) override

int	get_num_labels () const override
	Return the number of labels (classes) in this dataset. More...

int	get_linearized_data_size () const override
	Get the linearized size (i.e. number of elements) in a sample. More...

int	get_linearized_label_size () const override
	Get the linearized size (i.e. number of elements) in a label. More...

const std::vector< El::Int >	get_data_dims () const override
	Get the dimensions of the data. More...

std::vector< DataType >	fetch_line_label_response (int data_id)

Public Member Functions inherited from lbann::generic_data_reader
	generic_data_reader (bool shuffle=true)

	generic_data_reader (const generic_data_reader &)=default

generic_data_reader &	operator= (const generic_data_reader &)=default

virtual	~generic_data_reader ()

template<class Archive >
void	serialize (Archive &ar)

void	set_comm (lbann_comm *comm)
	set the comm object More...

lbann_comm *	get_comm () const
	returns a (possibly nullptr) to comm More...

virtual bool	has_conduit_output ()

void	set_file_dir (std::string s)

void	set_local_file_dir (std::string s)

void	set_max_files_to_load (size_t n)

std::string	get_file_dir () const

std::string	get_local_file_dir () const

void	set_data_sample_list (std::string s)

std::string	get_data_sample_list () const

void	keep_sample_order (bool same_order=false)

void	set_data_filename (std::string s)

std::string	get_data_filename () const

void	set_label_filename (std::string s)

std::string	get_label_filename () const

void	set_shuffle (bool b)

bool	is_shuffled () const

void	set_shuffled_indices (const std::vector< int > &indices)

const std::vector< int > &	get_shuffled_indices () const

void	set_first_n (int n)

void	set_absolute_sample_count (size_t s)

void	set_use_fraction (double s)

virtual void	set_execution_mode_split_fraction (execution_mode m, double s)

virtual void	set_role (std::string role)

std::string	get_role () const

int	fetch (std::map< data_field_type, CPUMat *> &input_buffers, El::Matrix< El::Int > &indices_fetched, size_t mb_size)
	Fetch a mini-batch worth of data, including samples, labels, responses (as appropriate) More...

int	fetch (std::vector< conduit::Node > &samples, El::Matrix< El::Int > &indices_fetched, size_t mb_size)

virtual bool	has_data_field (data_field_type data_field) const
	Check to see if the data reader supports this specific data field. More...

virtual bool	has_labels () const

virtual bool	has_responses () const

void	set_has_data_field (data_field_type const data_field, const bool b)
	Whether or not a data reader has a data field. More...

virtual void	set_has_labels (const bool b)
	Whether or not a data reader has labels. More...

virtual void	set_has_responses (const bool b)
	Whether or not a data reader has a response field. More...

void	start_data_store_mini_batch_exchange ()

void	finish_data_store_mini_batch_exchange ()

virtual bool	update (bool is_active_reader)

virtual int	get_num_responses () const
	Return the number of responses in this dataset. More...

virtual int	get_linearized_response_size () const
	Get the linearized size (i.e. number of elements) in a response. More...

virtual int	get_linearized_size (data_field_type const &data_field) const
	get the linearized size of what is identified by desc. More...

virtual std::vector< El::Int >	get_slice_points (const slice_points_mode var_category, bool &is_supported)

virtual bool	position_valid () const
	True if the data reader's current position is valid. More...

virtual bool	position_is_overrun () const

bool	at_new_epoch () const
	True if the data reader is at the start of an epoch. More...

void	set_mini_batch_size (const int s)
	Set the mini batch size. More...

int	get_mini_batch_size () const
	Get the mini batch size. More...

int	get_loaded_mini_batch_size () const
	Get the loaded mini-batch size. More...

int	get_current_mini_batch_size () const
	Get the current mini-batch size. More...

int	get_mini_batch_max () const
	Return the full mini_batch_size. More...

void	set_stride_to_next_mini_batch (const int s)
	Set the mini batch stride. More...

int	get_stride_to_next_mini_batch () const
	Return the mini batch stride. More...

void	set_sample_stride (const int s)
	Set the sample stride. More...

int	get_sample_stride () const
	Return the sample stride. More...

void	set_iteration_stride (const int s)
	Set the iteration stride. More...

int	get_iteration_stride () const
	Return the iteration stride. More...

virtual void	set_base_offset (const int s)
	Return the base offset. More...

int	get_base_offset () const
	Return the base offset. More...

void	set_last_mini_batch_size (const int s)
	Set the last mini batch size. More...

int	get_last_mini_batch_size () const
	Return the last mini batch size. More...

void	set_stride_to_last_mini_batch (const int s)
	Set the last mini batch stride. More...

int	get_stride_to_last_mini_batch () const
	Return the last mini batch stride. More...

void	set_num_parallel_readers (const int s)
	Set the number of parallel readers per model. More...

int	get_num_parallel_readers () const
	Return the number of parallel readers per model. More...

virtual void	set_reset_mini_batch_index (const int s)
	Set the starting mini-batch index for the epoch. More...

int	get_reset_mini_batch_index () const
	Return the starting mini-batch index for the epoch. More...

int	get_loaded_mini_batch_index () const
	Return the current mini-batch index for the epoch. More...

int	get_current_mini_batch_index () const
	Return the current mini-batch index for the epoch. More...

void	set_initial_position ()
	Set the current position based on the base and model offsets. More...

int	get_position () const
	Get the current position in the data reader. More...

int	get_next_position () const
	Get the next position in the data reader. More...

int *	get_indices ()
	Get a pointer to the start of the shuffled indices. More...

virtual int	get_num_data () const
	Get the number of samples in this dataset. More...

int	get_num_unused_data (execution_mode m) const
	Get the number of unused samples in this dataset. More...

int *	get_unused_data (execution_mode m)
	Get a pointer to the start of the unused sample indices. More...

const std::vector< int > &	get_unused_indices (execution_mode m)

void	set_num_iterations_per_epoch (int num_iterations_per_epoch)
	Set the number of iterations in each epoch. More...

int	get_num_iterations_per_epoch () const
	Get the number of iterations in each epoch. More...

int	get_current_step_in_epoch () const

void	resize_shuffled_indices ()

void	select_subset_of_data ()

virtual void	use_unused_index_set (execution_mode m)

virtual bool	has_list_per_model () const
	Does the data reader have a unique sample list per model. More...

virtual bool	has_list_per_trainer () const
	Does the data reader have a unique sample list per trainer. More...

bool	save_to_checkpoint_shared (persist &p, execution_mode mode)
	Given directory to store checkpoint files, write state to file and add to number of bytes written. More...

bool	load_from_checkpoint_shared (persist &p, execution_mode mode)
	Given directory to store checkpoint files, read state from file and add to number of bytes read. More...

bool	save_to_checkpoint_distributed (persist &p, execution_mode mode)

bool	load_from_checkpoint_distributed (persist &p, execution_mode mode)
	Given directory to store checkpoint files, read state from file and add to number of bytes read. More...

const data_store_conduit &	get_data_store () const
	returns a const ref to the data store More...

data_store_conduit &	get_data_store ()
	returns a non-const ref to the data store More...

data_store_conduit *	get_data_store_ptr () const

void	setup_data_store (int mini_batch_size)

void	instantiate_data_store ()

virtual void	preload_data_store ()

void	set_gan_labelling (bool has_gan_labelling)

void	set_gan_label_value (int gan_label_value)

void	set_data_store (data_store_conduit *g)
	support of data store functionality More...

virtual bool	data_store_active () const

virtual bool	priming_data_store () const

virtual void	post_update ()

void	set_transform_pipeline (transform::transform_pipeline &&tp)

void	print_get_methods (const std::string filename)
	Print the return values from various get_X methods to file. More...

size_t	get_num_indices_to_use () const

void	set_use_data_store (bool s)

Protected Member Functions
bool	fetch_datum (CPUMat &X, int data_id, int mb_idx) override

bool	fetch_label (CPUMat &Y, int data_id, int mb_idx) override
	Fetch the label associated with data_id. More...

bool	fetch_response (CPUMat &Y, int data_id, int mb_idx) override
	Fetch the response associated with data_id. More...

std::vector< DataType >	fetch_line (int data_id)

void	skip_rows (std::ifstream &s, int rows)
	Skip rows in an ifstream. More...

void	setup_ifstreams ()
	Initialize the ifstreams vector. More...

std::string	fetch_raw_line (int data_id)

Protected Member Functions inherited from lbann::generic_data_reader
size_t	get_absolute_sample_count () const

double	get_use_fraction () const

double	get_execution_mode_split_fraction (execution_mode m) const

virtual bool	fetch_data_block (std::map< data_field_type, CPUMat *> &input_buffers, El::Int block_offset, El::Int block_stride, El::Int mb_size, El::Matrix< El::Int > &indices_fetched)

bool	fetch_data_block_conduit (std::vector< conduit::Node > &samples, El::Int block_offset, El::Int block_stride, El::Int mb_size, El::Matrix< El::Int > &indices_fetched)

virtual bool	fetch_data_field (data_field_type data_field, CPUMat &Y, int data_id, int mb_idx)
	Called by fetch_data, fetch_label, fetch_response. More...

virtual bool	fetch_conduit_node (conduit::Node &sample, int data_id)

CPUMat	create_datum_view (CPUMat &X, const int mb_idx)

virtual void	preprocess_data_source (int tid)

virtual void	postprocess_data_source (int tid)

virtual void	shuffle_indices ()
	Shuffle indices (uses the data_seq_generator) More...

virtual void	shuffle_indices (rng_gen &gen)
	Shuffle indices and profide a random number generator. More...

void	error_check_counts () const

Protected Attributes
char	m_separator = ','
	String value that separates data. More...

int	m_skip_cols = 0
	Number of columns (from the left) to skip. More...

int	m_skip_rows = 0
	Number of rows to skip. More...

bool	m_has_header = true
	Whether the CSV file has a header. More...

int	m_label_col = -1

int	m_response_col = -1
	Column containing responses; functions the same as the label column. More...

bool	m_disable_labels = false
	Whether to fetch labels. More...

bool	m_disable_responses = true
	Whether to fetch responses. More...

int	m_num_cols = 0
	Number of columns (including the label column and skipped columns). More...

int	m_num_samples = 0
	Number of samples. More...

int	m_num_labels = 0
	Number of label classes. More...

std::vector< std::ifstream * >	m_ifstreams
	Input file streams (per-thread). More...

std::vector< std::streampos >	m_index

std::vector< int >	m_labels
	Store labels. More...

std::vector< DataType >	m_responses
	Store responses. More...

std::unordered_map< int, std::function< DataType(const std::string &)> >	m_col_transforms
	Per-column transformation functions. More...

std::function< int(const std::string &)>	m_label_transform
	Label transform function that converts to an int. More...

std::function< DataType(const std::string &)>	m_response_transform
	Response transform function that converts to a DataType. More...

Protected Attributes inherited from lbann::generic_data_reader
bool	m_verbose = false

std::unordered_set< int >	m_using_random_node

data_store_conduit *	m_data_store

lbann_comm *	m_comm

bool	m_use_data_store = false

std::map< data_field_type, bool >	m_supported_input_types
	Holds a true value for each input data type that is supported. Use an ordered map so that checkpoints are stable. More...

bool	m_gan_labelling

int	m_gan_label_value

observer_ptr< thread_pool >	m_io_thread_pool

bool	m_keep_sample_order

transform::transform_pipeline	m_transform_pipeline

bool	m_issue_warning

Additional Inherited Members
Public Types inherited from lbann::generic_data_reader
using	unused_index_map_t = std::map< execution_mode, std::vector< int > >

Public Attributes inherited from lbann::generic_data_reader
int	m_mini_batch_size

int	m_current_pos

int	m_stride_to_next_mini_batch

int	m_base_offset

int	m_sample_stride

int	m_iteration_stride
	Stride used by parallel data readers within the model. More...

std::vector< int >	m_shuffled_indices

unused_index_map_t	m_unused_indices
	Record of the indicies that are not being used for training. More...

int	m_last_mini_batch_size

int	m_stride_to_last_mini_batch

int	m_reset_mini_batch_index
	The index at which this data reader starts its epoch. More...

int	m_loaded_mini_batch_idx
	The index of the current mini-batch that has been loaded. More...

int	m_current_mini_batch_idx

int	m_num_iterations_per_epoch

int	m_num_parallel_readers
	How many iterations all readers will execute. More...

size_t	m_max_files_to_load
	How many parallel readers are being used. More...

std::string	m_file_dir

std::string	m_local_file_dir

std::string	m_data_sample_list

std::string	m_data_fn

std::string	m_label_fn

bool	m_shuffle

size_t	m_absolute_sample_count

std::map< execution_mode, double >	m_execution_mode_split_fraction

double	m_use_fraction

int	m_first_n

std::string	m_role

Detailed Description

Data reader for CSV (and similar) files. This will parse a header to determine how many columns of data there are, and will return each row split based on a separator. This does not handle quotes or escape sequences. The label column is by default converted to an integer.

Note: This does not currently support comments or blank lines.

Definition at line 44 of file data_reader_csv.hpp.

Constructor & Destructor Documentation

◆ csv_reader() [1/2]

lbann::csv_reader::csv_reader ( bool shuffle = true )

This defaults to using the last column for the label/response.

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◆ csv_reader() [2/2]

lbann::csv_reader::csv_reader ( const csv_reader & )

◆ ~csv_reader()

lbann::csv_reader::~csv_reader ( )

override

Member Function Documentation

◆ copy()

csv_reader* lbann::csv_reader::copy ( ) const

inlineoverridevirtual

Implements lbann::generic_data_reader.

Reimplemented in lbann::data_reader_nci.

Definition at line 55 of file data_reader_csv.hpp.

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◆ disable_labels()

void lbann::csv_reader::disable_labels ( bool b = true )

inline

Disable fetching labels.

Definition at line 64 of file data_reader_csv.hpp.

◆ enable_responses()

void lbann::csv_reader::enable_responses ( bool b = false )

inline

Enable fetching responses (disabled by default).

Definition at line 70 of file data_reader_csv.hpp.

◆ fetch_datum()

bool lbann::csv_reader::fetch_datum	(	CPUMat &	X,
		int	data_id,
		int	mb_idx
	)

overrideprotectedvirtual

Fetch the data associated with data_id. Note this does not normalize the data.

Reimplemented from lbann::generic_data_reader.

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◆ fetch_label()

bool lbann::csv_reader::fetch_label	(	CPUMat &	Y,
		int	data_id,
		int	mb_idx
	)

overrideprotectedvirtual

Fetch the label associated with data_id.

Reimplemented from lbann::generic_data_reader.

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◆ fetch_line()

std::vector<DataType> lbann::csv_reader::fetch_line ( int data_id )

protected

Return the parsed CSV line. This does not extract the label/response.

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◆ fetch_line_label_response()

std::vector<DataType> lbann::csv_reader::fetch_line_label_response ( int data_id )

Return the parsed CSV line and store the label and response in the m_labels and m_responses vectors, respectively. The label and response are not present in the vector. (Made public to support data store functionality)

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◆ fetch_raw_line()

std::string lbann::csv_reader::fetch_raw_line ( int data_id )

protected

Return a raw line from the CSV file. (Made public to support data store functionality)

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◆ fetch_response()

bool lbann::csv_reader::fetch_response	(	CPUMat &	Y,
		int	data_id,
		int	mb_idx
	)

overrideprotectedvirtual

Fetch the response associated with data_id.

Reimplemented from lbann::generic_data_reader.

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◆ get_data_dims()

const std::vector<El::Int> lbann::csv_reader::get_data_dims ( ) const

inlineoverridevirtual

Get the dimensions of the data.

Reimplemented from lbann::generic_data_reader.

Definition at line 132 of file data_reader_csv.hpp.

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◆ get_linearized_data_size()

int lbann::csv_reader::get_linearized_data_size ( ) const

inlineoverridevirtual

Get the linearized size (i.e. number of elements) in a sample.

Reimplemented from lbann::generic_data_reader.

Definition at line 121 of file data_reader_csv.hpp.

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◆ get_linearized_label_size()

int lbann::csv_reader::get_linearized_label_size ( ) const

inlineoverridevirtual

Get the linearized size (i.e. number of elements) in a label.

Reimplemented from lbann::generic_data_reader.

Definition at line 131 of file data_reader_csv.hpp.

◆ get_num_labels()

int lbann::csv_reader::get_num_labels ( ) const

inlineoverridevirtual

Return the number of labels (classes) in this dataset.

This is called at the end of update; it permits data readers to perform actions that are specific to their data sets, for example, data_reader_jag_conduit_hdf5 has the 'primary' data reader bcast its shuffled indices to the other data readers. In general most data readers will probably not overide this method. It may also be called outside of update.

Reimplemented from lbann::generic_data_reader.

Definition at line 120 of file data_reader_csv.hpp.

◆ get_type()

std::string lbann::csv_reader::get_type ( ) const

inlineoverridevirtual

Return this data_reader's type

Implements lbann::generic_data_reader.

Reimplemented in lbann::data_reader_nci.

Definition at line 57 of file data_reader_csv.hpp.

◆ load()

void lbann::csv_reader::load ( )

overridevirtual

This parses the header of the CSV to determine column information.

Implements lbann::generic_data_reader.

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◆ operator=()

csv_reader& lbann::csv_reader::operator= ( const csv_reader & )

◆ set_column_transform()

void lbann::csv_reader::set_column_transform	(	int	col,
		std::function< DataType(const std::string &)>	f
	)

inline

Supply a custom transform to convert an input string to a numerical value.

Parameters

col	The column to apply this transform to; do not account for skipped columns.
f	The transform to apply.

Definition at line 90 of file data_reader_csv.hpp.

◆ set_has_header()

void lbann::csv_reader::set_has_header ( bool b )

inline

Set whether the CSV file has a header; default true.

Definition at line 82 of file data_reader_csv.hpp.

◆ set_label_col()

void lbann::csv_reader::set_label_col ( int col )

inline

Set the label column.

Definition at line 60 of file data_reader_csv.hpp.

◆ set_label_transform()

void lbann::csv_reader::set_label_transform ( std::function< int(const std::string &)> f )

inline

Supply a custom transform to convert the label column to an integer. Note that the label should be an integer starting from 0.

Definition at line 100 of file data_reader_csv.hpp.

◆ set_response_col()

void lbann::csv_reader::set_response_col ( int col )

inline

Set the response column.

Definition at line 62 of file data_reader_csv.hpp.

◆ set_response_transform()

void lbann::csv_reader::set_response_transform ( std::function< DataType(const std::string &)> f )

inline

Supply a custom transform to convert the response column to a DataType.

Definition at line 107 of file data_reader_csv.hpp.

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◆ set_separator()

void lbann::csv_reader::set_separator ( char sep )

inline

Set the column separator (default is ',').

Definition at line 76 of file data_reader_csv.hpp.

◆ set_skip_cols()

void lbann::csv_reader::set_skip_cols ( int cols )

inline

Set the number of columns (from the left) to skip; default 0.

Definition at line 78 of file data_reader_csv.hpp.

◆ set_skip_rows()

void lbann::csv_reader::set_skip_rows ( int rows )

inline

Set the number of rows (from the top) to skip; default 0.

Definition at line 80 of file data_reader_csv.hpp.

◆ setup()

void lbann::csv_reader::setup	(	int	num_io_threads,
		observer_ptr< thread_pool >	io_thread_pool
	)

overridevirtual

Prepare to start processing an epoch of data. If shuffle is true, then shuffle the indices of the data set If the base offset is not specified set it to 0 If the stride is not specified set it to batch size

Reimplemented from lbann::generic_data_reader.

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◆ setup_ifstreams()

void lbann::csv_reader::setup_ifstreams ( )

protected

Initialize the ifstreams vector.

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◆ skip_rows()

void lbann::csv_reader::skip_rows	(	std::ifstream &	s,
		int	rows
	)

protected

Skip rows in an ifstream.

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Member Data Documentation

◆ m_col_transforms

std::unordered_map<int, std::function<DataType(const std::string&)> > lbann::csv_reader::m_col_transforms

protected

Per-column transformation functions.

Definition at line 212 of file data_reader_csv.hpp.

◆ m_disable_labels

bool lbann::csv_reader::m_disable_labels = false

protected

Whether to fetch labels.

Definition at line 189 of file data_reader_csv.hpp.

◆ m_disable_responses

bool lbann::csv_reader::m_disable_responses = true

protected

Whether to fetch responses.

Definition at line 191 of file data_reader_csv.hpp.

◆ m_has_header

bool lbann::csv_reader::m_has_header = true

protected

Whether the CSV file has a header.

Definition at line 179 of file data_reader_csv.hpp.

◆ m_ifstreams

std::vector<std::ifstream*> lbann::csv_reader::m_ifstreams

protected

Input file streams (per-thread).

Definition at line 199 of file data_reader_csv.hpp.

◆ m_index

std::vector<std::streampos> lbann::csv_reader::m_index

protected

Index mapping lines (samples) to their start offset within the file. This excludes the header, but includes a final entry indicating the length of the file.

Definition at line 205 of file data_reader_csv.hpp.

◆ m_label_col

int lbann::csv_reader::m_label_col = -1

protected

Column containing labels. -1 is used for the last column. The label column ignores skipped columns, and can be among columns that are skipped.

Definition at line 185 of file data_reader_csv.hpp.

◆ m_label_transform

std::function<int(const std::string&)> lbann::csv_reader::m_label_transform

protected

Initial value:

=

[](const std::string& s) -> int { return std::stoi(s); }

Label transform function that converts to an int.

Definition at line 214 of file data_reader_csv.hpp.

◆ m_labels

std::vector<int> lbann::csv_reader::m_labels

protected

Store labels.

Definition at line 207 of file data_reader_csv.hpp.

◆ m_num_cols

int lbann::csv_reader::m_num_cols = 0

protected

Number of columns (including the label column and skipped columns).

Definition at line 193 of file data_reader_csv.hpp.

◆ m_num_labels

int lbann::csv_reader::m_num_labels = 0

protected

Number of label classes.

Definition at line 197 of file data_reader_csv.hpp.

◆ m_num_samples

int lbann::csv_reader::m_num_samples = 0

protected

Number of samples.

Definition at line 195 of file data_reader_csv.hpp.

◆ m_response_col

int lbann::csv_reader::m_response_col = -1

protected

Column containing responses; functions the same as the label column.

Definition at line 187 of file data_reader_csv.hpp.

◆ m_response_transform

std::function<DataType(const std::string&)> lbann::csv_reader::m_response_transform

protected

Initial value:

=

[](const std::string& s) -> DataType { return std::stod(s); }

Response transform function that converts to a DataType.

Definition at line 217 of file data_reader_csv.hpp.

◆ m_responses

std::vector<DataType> lbann::csv_reader::m_responses

protected

Store responses.

Definition at line 209 of file data_reader_csv.hpp.

◆ m_separator

char lbann::csv_reader::m_separator = ','

protected

String value that separates data.

Definition at line 173 of file data_reader_csv.hpp.

◆ m_skip_cols

int lbann::csv_reader::m_skip_cols = 0

protected

Number of columns (from the left) to skip.

Definition at line 175 of file data_reader_csv.hpp.

◆ m_skip_rows

int lbann::csv_reader::m_skip_rows = 0

protected

Number of rows to skip.

Definition at line 177 of file data_reader_csv.hpp.

The documentation for this class was generated from the following file:

data_reader_csv.hpp

Public Member Functions

Protected Member Functions

Protected Attributes

Additional Inherited Members

Detailed Description

Constructor & Destructor Documentation

◆ csv_reader() [1/2]

◆ csv_reader() [2/2]

◆ ~csv_reader()

Member Function Documentation

◆ copy()

◆ disable_labels()

◆ enable_responses()

◆ fetch_datum()

◆ fetch_label()

◆ fetch_line()

◆ fetch_line_label_response()

◆ fetch_raw_line()

◆ fetch_response()

◆ get_data_dims()

◆ get_linearized_data_size()

◆ get_linearized_label_size()

◆ get_num_labels()

◆ get_type()

◆ load()

◆ operator=()

◆ set_column_transform()

◆ set_has_header()

◆ set_label_col()

◆ set_label_transform()

◆ set_response_col()

◆ set_response_transform()

◆ set_separator()

◆ set_skip_cols()

◆ set_skip_rows()

◆ setup()

◆ setup_ifstreams()

◆ skip_rows()

Member Data Documentation

◆ m_col_transforms

◆ m_disable_labels

◆ m_disable_responses

◆ m_has_header

◆ m_ifstreams

◆ m_index

◆ m_label_col

◆ m_label_transform

◆ m_labels

◆ m_num_cols

◆ m_num_labels

◆ m_num_samples

◆ m_response_col

◆ m_response_transform

◆ m_responses

◆ m_separator

◆ m_skip_cols

◆ m_skip_rows