Package network.aika

Class Model

java.lang.Object

network.aika.Model

public class Model
extends Object

The model consists of two layers. The first layer is the actual neural network consisting of neurons and synapses. The second layer is a pattern lattice containing a boolean logic representation of all the neurons. Whenever the synapse weights of a neuron are adjusted, then the underlying boolean logic representation of this neuron will be updated too.

The model supports parallel processing using a fixed number of threads.

Author:

Lukas Molzberger

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static class	Model.StaleDocumentException

Field Summary

Fields

Modifier and Type	Field	Description
Map<Integer,Provider<? extends AbstractNode>>	activeProviders
AtomicInteger	currentId
Supplier<Writable>	dataSupplier
int	defaultThreadId
AtomicInteger	docIdCounter
Document[]	docs
int[]	lastCleanup
ModelLabelCallback	modelLabelCallback
int	numberOfAvailableThreads
int	numberOfThreads
Map<Integer,PassiveInputFunction>	passiveActivationFunctions
WeakHashMap<Integer,WeakReference<Provider<? extends AbstractNode>>>	providers
SuspensionHook	suspensionHook
static AtomicLong	visitedCounter

Constructor Summary

Constructors

Constructor	Description
Model()	Creates a model with a single thread.
Model(SuspensionHook sh, int numberOfThreads)

Method Summary

Modifier and Type	Method	Description
void	acquireThread(Document doc)
Neuron	createNeuron(String label, INeuron.Type type)
Neuron	createNeuron(String label, INeuron.Type type, String outputText)
Neuron	createNeuron(String label, INeuron.Type type, ActivationFunction actF)
Neuron	createNeuron(String label, INeuron.Type type, ActivationFunction actF, String outputText)
Neuron	createNeuron(INeuron.Type type)
void	dumpThreadState()
Collection<Neuron>	getActiveNeurons()
Supplier<Writable>	getCustomDataInstanceSupplier()
ModelLabelCallback	getModelLabelCallback()
int	getNewDocumentId()
int	getOldestDocIdInProcessing()
SuspensionHook	getSuspensionHook()
Neuron	lookupNeuron(int id)
<P extends Provider<? extends Node>> P	lookupNodeProvider(int id)
INeuron	readNeuron(DataInput in, Neuron p)
Synapse	readSynapse(DataInput in)
void	register(Provider p)
void	releaseThread(Document doc)
void	removeProvider(Provider p)
void	setCustomDataInstanceSupplier(Supplier<Writable> dataSupplier)
void	setModelLabelCallback(ModelLabelCallback modelLabelCallback)
void	setSuspensionHook(SuspensionHook suspensionHook)
void	suspendAll(Provider.SuspensionMode sm)	Suspend all neurons and logic nodes in memory.
void	suspendUnusedNodes(int docId, Provider.SuspensionMode sm)	Suspend all neurons and logic nodes whose last used document id is lower/older than docId.
void	unregister(Provider p)
void	writeSynapse(Synapse s, DataOutput out)

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Field Detail

numberOfThreads

public int numberOfThreads

numberOfAvailableThreads

public int numberOfAvailableThreads

lastCleanup

public int[] lastCleanup

docs

public Document[] docs

suspensionHook

public SuspensionHook suspensionHook

docIdCounter

public AtomicInteger docIdCounter

currentId

public AtomicInteger currentId

providers

public WeakHashMap<Integer,WeakReference<Provider<? extends AbstractNode>>> providers

activeProviders

public Map<Integer,Provider<? extends AbstractNode>> activeProviders

passiveActivationFunctions

public Map<Integer,PassiveInputFunction> passiveActivationFunctions

defaultThreadId

public int defaultThreadId

visitedCounter

public static AtomicLong visitedCounter

modelLabelCallback

public ModelLabelCallback modelLabelCallback

dataSupplier

public Supplier<Writable> dataSupplier

Constructor Detail

Model

public Model()

Creates a model with a single thread.

Model

public Model(SuspensionHook sh,
             int numberOfThreads)

Method Detail

getCustomDataInstanceSupplier

public Supplier<Writable> getCustomDataInstanceSupplier()

setCustomDataInstanceSupplier

public void setCustomDataInstanceSupplier(Supplier<Writable> dataSupplier)

getModelLabelCallback

public ModelLabelCallback getModelLabelCallback()

setModelLabelCallback

public void setModelLabelCallback(ModelLabelCallback modelLabelCallback)

acquireThread

public void acquireThread(Document doc)

releaseThread

public void releaseThread(Document doc)

dumpThreadState

public void dumpThreadState()

getSuspensionHook

public SuspensionHook getSuspensionHook()

setSuspensionHook

public void setSuspensionHook(SuspensionHook suspensionHook)

createNeuron

public Neuron createNeuron(INeuron.Type type)

createNeuron

public Neuron createNeuron(String label,
                           INeuron.Type type)

createNeuron

public Neuron createNeuron(String label,
                           INeuron.Type type,
                           ActivationFunction actF)

createNeuron

public Neuron createNeuron(String label,
                           INeuron.Type type,
                           String outputText)

createNeuron

public Neuron createNeuron(String label,
                           INeuron.Type type,
                           ActivationFunction actF,
                           String outputText)

readNeuron

public INeuron readNeuron(DataInput in,
                          Neuron p)
                   throws IOException

Throws:

IOException

readSynapse

public Synapse readSynapse(DataInput in)
                    throws IOException

Throws:

IOException

writeSynapse

public void writeSynapse(Synapse s,
                         DataOutput out)
                  throws IOException

Throws:

IOException

getNewDocumentId

public int getNewDocumentId()

getActiveNeurons

public Collection<Neuron> getActiveNeurons()

lookupNodeProvider

public <P extends Provider<? extends Node>> P lookupNodeProvider(int id)

lookupNeuron

public Neuron lookupNeuron(int id)

register

public void register(Provider p)

unregister

public void unregister(Provider p)

suspendUnusedNodes

public void suspendUnusedNodes(int docId,
                               Provider.SuspensionMode sm)

Suspend all neurons and logic nodes whose last used document id is lower/older than docId.

Parameters:

docId -

getOldestDocIdInProcessing

public int getOldestDocIdInProcessing()

suspendAll

public void suspendAll(Provider.SuspensionMode sm)

Suspend all neurons and logic nodes in memory.

removeProvider

public void removeProvider(Provider p)