org.numenta.nupic.model.Synapse Maven / Gradle / Ivy
/* ---------------------------------------------------------------------
* Numenta Platform for Intelligent Computing (NuPIC)
* Copyright (C) 2014, Numenta, Inc. Unless you have an agreement
* with Numenta, Inc., for a separate license for this software code, the
* following terms and conditions apply:
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero Public License version 3 as
* published by the Free Software Foundation.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
* See the GNU Affero Public License for more details.
*
* You should have received a copy of the GNU Affero Public License
* along with this program. If not, see http://www.gnu.org/licenses.
*
* http://numenta.org/licenses/
* ---------------------------------------------------------------------
*/
package org.numenta.nupic.model;
/**
* Represents a connection with varying strength which when above
* a configured threshold represents a valid connection.
*
* IMPORTANT: For DistalDendrites, there is only one synapse per pool, so the
* synapse's index doesn't really matter (in terms of tracking its
* order within the pool). In that case, the index is a global counter
* of all distal dendrite synapses.
*
* For ProximalDendrites, there are many synapses within a pool, and in
* that case, the index specifies the synapse's sequence order within
* the pool object, and may be referenced by that index.
*
*
* @author Chetan Surpur
* @author David Ray
*
* @see DistalDendrite
* @see Connections
*/
public class Synapse implements Persistable, Comparable {
/** keep it simple */
private static final long serialVersionUID = 1L;
private Cell sourceCell;
private Segment segment;
private Pool pool;
private int synapseIndex;
private Integer boxedIndex;
private int inputIndex;
private double permanence;
private boolean destroyed;
/**
* Constructor used when setting parameters later.
*/
public Synapse() {}
/**
* Constructs a new {@code Synapse} for a {@link DistalDendrite}
* @param sourceCell the {@link Cell} which will activate this {@code Synapse};
* @param segment the owning dendritic segment
* @param pool this {@link Pool} of which this synapse is a member
* @param index this {@code Synapse}'s index
* @param permanence
*/
public Synapse(Cell presynapticCell, Segment segment, int index, double permanence) {
this.sourceCell = presynapticCell;
this.segment = segment;
this.synapseIndex = index;
this.boxedIndex = new Integer(index);
this.inputIndex = presynapticCell.getIndex();
this.permanence = permanence;
}
/**
* Constructs a new {@code Synapse}
*
* @param c the connections state of the temporal memory
* @param sourceCell the {@link Cell} which will activate this {@code Synapse};
* Null if this Synapse is proximal
* @param segment the owning dendritic segment
* @param pool this {@link Pool} of which this synapse is a member
* @param index this {@code Synapse}'s index
* @param inputIndex the index of this {@link Synapse}'s input; be it a Cell or InputVector bit.
*/
public Synapse(Connections c, Cell sourceCell, Segment segment, Pool pool, int index, int inputIndex) {
this.sourceCell = sourceCell;
this.segment = segment;
this.pool = pool;
this.synapseIndex = index;
this.boxedIndex = new Integer(index);
this.inputIndex = inputIndex;
}
/**
* Returns this {@code Synapse}'s index.
* @return
*/
public int getIndex() {
return synapseIndex;
}
/**
* Returns the index of this {@code Synapse}'s input item
* whether it is a "sourceCell" or inputVector bit.
* @return
*/
public int getInputIndex() {
return inputIndex;
}
/**
* Returns this {@code Synapse}'s degree of connectedness.
* @return
*/
public double getPermanence() {
return permanence;
}
/**
* Sets this {@code Synapse}'s degree of connectedness.
* @param perm
*/
public void setPermanence(Connections c, double perm) {
this.permanence = perm;
// On proximal dendrite which has no presynaptic cell
if(sourceCell == null) {
pool.updatePool(c, this, perm);
}
}
/**
* Returns the owning dendritic segment
* @return
*/
public Segment getSegment() {
return segment;
}
/**
* Called by {@link Connections#destroySynapse(Synapse)} to assign
* a reused Synapse to another presynaptic Cell
* @param cell the new presynaptic cell
*/
public void setPresynapticCell(Cell cell) {
this.sourceCell = cell;
}
/**
* Returns the containing {@link Cell}
* @return
*/
public Cell getPresynapticCell() {
return sourceCell;
}
/**
* Returns the flag indicating whether this segment has been destroyed.
* @return the flag indicating whether this segment has been destroyed.
*/
public boolean destroyed() {
return destroyed;
}
/**
* Sets the flag indicating whether this segment has been destroyed.
* @param b the flag indicating whether this segment has been destroyed.
*/
public void setDestroyed(boolean b) {
this.destroyed = b;
}
/**
* {@inheritDoc}
*/
public String toString() {
StringBuilder sb = new StringBuilder("synapse: [ synIdx=").append(synapseIndex).append(", inIdx=")
.append(inputIndex).append(", sgmtIdx=").append(segment.getIndex());
if(sourceCell != null) {
sb.append(", srcCellIdx=").append(sourceCell.getIndex());
}
sb.append(" ]");
return sb.toString();
}
/**
* {@inheritDoc}
*
* Note: All comparisons use the segment's index only
*/
@Override
public int compareTo(Synapse arg0) {
return boxedIndex.compareTo(arg0.boxedIndex);
}
/* (non-Javadoc)
* @see java.lang.Object#hashCode()
*/
@Override
public int hashCode() {
final int prime = 31;
int result = 1;
result = prime * result + inputIndex;
result = prime * result + ((segment == null) ? 0 : segment.hashCode());
result = prime * result + ((sourceCell == null) ? 0 : sourceCell.hashCode());
result = prime * result + synapseIndex;
return result;
}
/* (non-Javadoc)
* @see java.lang.Object#equals(java.lang.Object)
*/
@Override
public boolean equals(Object obj) {
if(this == obj)
return true;
if(obj == null)
return false;
if(getClass() != obj.getClass())
return false;
Synapse other = (Synapse)obj;
if(inputIndex != other.inputIndex)
return false;
if(segment == null) {
if(other.segment != null)
return false;
} else if(!segment.equals(other.segment))
return false;
if(sourceCell == null) {
if(other.sourceCell != null)
return false;
} else if(!sourceCell.equals(other.sourceCell))
return false;
if(synapseIndex != other.synapseIndex)
return false;
if(permanence != other.permanence)
return false;
return true;
}
}
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