ImFusion::ML::RandomizeDataLoader Class Reference

#include <ImFusion/ML/DataLoaders/RandomizeDataLoader.h>

Maintains a fixed-size buffer that provides randomized items through iterative replacement. More...

Inheritance diagram for ImFusion::ML::RandomizeDataLoader:

Detailed Description

Maintains a fixed-size buffer that provides randomized items through iterative replacement.

Initially fills the buffer, then continuously returns random items while replacing them with new items from the source. When source is exhausted, drains remaining buffer items randomly. This avoids the batch filling delays of traditional shuffle approaches.

Public Types
enum class	BufferState { Filling , Streaming , Draining }
	Buffer states for the iterative replacement process. More...

Public Member Functions
	RandomizeDataLoader (std::unique_ptr< DataLoader > loader, int bufferSize, int seed=-1, bool verbose=false)
	Constructs the iterative replacement loader.
	RandomizeDataLoader (DataLoaderList dataLoaders, const Properties &prop)
std::optional< DataItem >	next () override
	Advance the loader by one iteration.
std::optional< size_t >	size () const override
	Size of the loader, has value only for fixed cardinalities.
void	reset () override
	Reset the loader in order to restart the iteration.
void	configure (const Properties *properties) override
	Configure this object instance by de-serializing the given Properties.
Public Member Functions inherited from ImFusion::ML::DataLoader
	DataLoader (std::string name, bool verbose=false)
	Constructor to be used by DataReaders, as they are the first elements in the chain.
	DataLoader (std::string name, std::unique_ptr< DataLoader > loader, bool verbose=false)
	Constructor to be used by all other derived DataLoaders.
	DataLoader (std::string name, DataLoaderList &&dataLoaders, bool verbose=false)
	Constructor to be used by all other derived DataLoaders.
const std::string &	name () const
	Name of the loader.
virtual void	reinit ()
	Reinitialize the loader state, cleaning it up if necessary Overload this method if your loader has state that must survive reset (i.e.
virtual Cardinality	cardinality () const
	Cardinality of this specific loader node.
DataLoader *	singleUnderlyingLoader () const
	Return a single underlying dataloader Expects there to be only one, returns a nullptr otherwise.
std::unique_ptr< DataLoader >	extractDataloader ()
	Return a single underlying dataloader Expects there to be only one, throws an exception otherwise.
DataLoaderList &	loaders ()
DataLoaderList const &	loaders () const
bool	verbose () const
virtual void	setRandomSeed (unsigned int seed)
virtual Status	canBePrefetched () const
	Indicates whether a loader is eligible for prefetching.
const std::string &	logDomain () const
	Log domain for AdvancedParameter.
Public Member Functions inherited from ImFusion::Configurable
virtual void	configuration (Properties *p) const
	Serialize the current object configuration into the given Properties object.
virtual void	configureDefaults ()
	Retrieve the properties of this object, replaces values with their defaults and sets it again.
void	registerParameter (ParameterBase *param)
	Register the given Parameter or SubProperty, so that it will be configured during configure()/configuration().
void	unregisterParameter (const ParameterBase *param)
	Remove the given Parameter or SubProperty from the list of registered parameters.
	Configurable (const Configurable &rhs)
	Configurable (Configurable &&rhs) noexcept
Configurable &	operator= (const Configurable &)
Configurable &	operator= (Configurable &&) noexcept

Additional Inherited Members
Public Attributes inherited from ImFusion::ML::DataLoader
LoaderParam< bool >	m_verbose = {"verbose", false, this, ParamRequired::No}
	If enabled, print log messages with extra information like timings.
Public Attributes inherited from ImFusion::Configurable
Signal	signalParametersChanged
	Emitted whenever one of the registered Parameters' or SubPropertys' signalValueChanged signal was emitted.
Protected Member Functions inherited from ImFusion::Utils::NotCopyable
	NotCopyable (NotCopyable &&) noexcept=default
NotCopyable &	operator= (NotCopyable &&) noexcept=default
	NotCopyable (const NotCopyable &)=delete
NotCopyable &	operator= (const NotCopyable &)=delete
Protected Attributes inherited from ImFusion::ML::DataLoader
std::string	m_name
Cardinality	m_cardinality = Cardinality::Fixed
Random::Generator	m_randGenerator
DataLoaderList	m_dataLoaders
Protected Attributes inherited from ImFusion::Configurable
std::vector< Param >	m_params
	List of all registered Parameter and SubProperty instances.

Member Enumeration Documentation

BufferState

enum class ImFusion::ML::RandomizeDataLoader::BufferState

strong

Buffer states for the iterative replacement process.

Enumerator
Filling	Initial phase: filling buffer to capacity.
Streaming	Main phase: randomly selecting and replacing items.
Draining	Final phase: returning remaining items when source is exhausted.

Constructor & Destructor Documentation

RandomizeDataLoader()

ImFusion::ML::RandomizeDataLoader::RandomizeDataLoader ( std::unique_ptr< DataLoader > loader, int bufferSize, int seed = -1, bool verbose = false )

explicit

Constructs the iterative replacement loader.

Parameters

loader	previous loader in the chain
bufferSize	size of the replacement buffer
seed	seed for the random generator used for selection

Member Function Documentation

next()

std::optional< DataItem > ImFusion::ML::RandomizeDataLoader::next ( )

overridevirtual

Advance the loader by one iteration.

The function must pull an item from the underlying node, process it and return it. If the underlyng loader is exhausted, returns an empty optional.

Implements ImFusion::ML::DataLoader.

size()

std::optional< size_t > ImFusion::ML::RandomizeDataLoader::size ( ) const

overridevirtual

Size of the loader, has value only for fixed cardinalities.

Implements ImFusion::ML::DataLoader.

reset()

void ImFusion::ML::RandomizeDataLoader::reset ( )

overridevirtual

Reset the loader in order to restart the iteration.

Reimplemented from ImFusion::ML::DataLoader.

configure()

void ImFusion::ML::RandomizeDataLoader::configure ( const Properties * p )

overridevirtual

Configure this object instance by de-serializing the given Properties.

The default implementation will do so automatically for all registered Parameter and SubProperty instances.

See also

configuration() for the inverse functionality

Reimplemented from ImFusion::ML::DataLoader.

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

• ImFusion/ML/DataLoaders/RandomizeDataLoader.h