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A Java's Collaborative Filtering library to carry out experiments in research of Collaborative Filtering based Recommender Systems. The library has been designed from researchers to researchers.

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/*
 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The ASF licenses this file to You under the Apache License, Version 2.0
 * (the "License"); you may not use this file except in compliance with
 * the License.  You may obtain a copy of the License at
 *
 *      http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
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package org.apache.commons.math3.ode;

import java.util.ArrayList;
import java.util.List;

import org.apache.commons.math3.exception.DimensionMismatchException;
import org.apache.commons.math3.exception.MaxCountExceededException;


/**
 * This class represents a combined set of first order differential equations,
 * with at least a primary set of equations expandable by some sets of secondary
 * equations.
 * 

* One typical use case is the computation of the Jacobian matrix for some ODE. * In this case, the primary set of equations corresponds to the raw ODE, and we * add to this set another bunch of secondary equations which represent the Jacobian * matrix of the primary set. *

*

* We want the integrator to use only the primary set to estimate the * errors and hence the step sizes. It should not use the secondary * equations in this computation. The {@link AbstractIntegrator integrator} will * be able to know where the primary set ends and so where the secondary sets begin. *

* * @see FirstOrderDifferentialEquations * @see JacobianMatrices * * @since 3.0 */ public class ExpandableStatefulODE { /** Primary differential equation. */ private final FirstOrderDifferentialEquations primary; /** Mapper for primary equation. */ private final EquationsMapper primaryMapper; /** Time. */ private double time; /** State. */ private final double[] primaryState; /** State derivative. */ private final double[] primaryStateDot; /** Components of the expandable ODE. */ private List components; /** Build an expandable set from its primary ODE set. * @param primary the primary set of differential equations to be integrated. */ public ExpandableStatefulODE(final FirstOrderDifferentialEquations primary) { final int n = primary.getDimension(); this.primary = primary; this.primaryMapper = new EquationsMapper(0, n); this.time = Double.NaN; this.primaryState = new double[n]; this.primaryStateDot = new double[n]; this.components = new ArrayList(); } /** Get the primary set of differential equations. * @return primary set of differential equations */ public FirstOrderDifferentialEquations getPrimary() { return primary; } /** Return the dimension of the complete set of equations. *

* The complete set of equations correspond to the primary set plus all secondary sets. *

* @return dimension of the complete set of equations */ public int getTotalDimension() { if (components.isEmpty()) { // there are no secondary equations, the complete set is limited to the primary set return primaryMapper.getDimension(); } else { // there are secondary equations, the complete set ends after the last set final EquationsMapper lastMapper = components.get(components.size() - 1).mapper; return lastMapper.getFirstIndex() + lastMapper.getDimension(); } } /** Get the current time derivative of the complete state vector. * @param t current value of the independent time variable * @param y array containing the current value of the complete state vector * @param yDot placeholder array where to put the time derivative of the complete state vector * @exception MaxCountExceededException if the number of functions evaluations is exceeded * @exception DimensionMismatchException if arrays dimensions do not match equations settings */ public void computeDerivatives(final double t, final double[] y, final double[] yDot) throws MaxCountExceededException, DimensionMismatchException { // compute derivatives of the primary equations primaryMapper.extractEquationData(y, primaryState); primary.computeDerivatives(t, primaryState, primaryStateDot); // Add contribution for secondary equations for (final SecondaryComponent component : components) { component.mapper.extractEquationData(y, component.state); component.equation.computeDerivatives(t, primaryState, primaryStateDot, component.state, component.stateDot); component.mapper.insertEquationData(component.stateDot, yDot); } primaryMapper.insertEquationData(primaryStateDot, yDot); } /** Add a set of secondary equations to be integrated along with the primary set. * @param secondary secondary equations set * @return index of the secondary equation in the expanded state */ public int addSecondaryEquations(final SecondaryEquations secondary) { final int firstIndex; if (components.isEmpty()) { // lazy creation of the components list components = new ArrayList(); firstIndex = primary.getDimension(); } else { final SecondaryComponent last = components.get(components.size() - 1); firstIndex = last.mapper.getFirstIndex() + last.mapper.getDimension(); } components.add(new SecondaryComponent(secondary, firstIndex)); return components.size() - 1; } /** Get an equations mapper for the primary equations set. * @return mapper for the primary set * @see #getSecondaryMappers() */ public EquationsMapper getPrimaryMapper() { return primaryMapper; } /** Get the equations mappers for the secondary equations sets. * @return equations mappers for the secondary equations sets * @see #getPrimaryMapper() */ public EquationsMapper[] getSecondaryMappers() { final EquationsMapper[] mappers = new EquationsMapper[components.size()]; for (int i = 0; i < mappers.length; ++i) { mappers[i] = components.get(i).mapper; } return mappers; } /** Set current time. * @param time current time */ public void setTime(final double time) { this.time = time; } /** Get current time. * @return current time */ public double getTime() { return time; } /** Set primary part of the current state. * @param primaryState primary part of the current state * @throws DimensionMismatchException if the dimension of the array does not * match the primary set */ public void setPrimaryState(final double[] primaryState) throws DimensionMismatchException { // safety checks if (primaryState.length != this.primaryState.length) { throw new DimensionMismatchException(primaryState.length, this.primaryState.length); } // set the data System.arraycopy(primaryState, 0, this.primaryState, 0, primaryState.length); } /** Get primary part of the current state. * @return primary part of the current state */ public double[] getPrimaryState() { return primaryState.clone(); } /** Get primary part of the current state derivative. * @return primary part of the current state derivative */ public double[] getPrimaryStateDot() { return primaryStateDot.clone(); } /** Set secondary part of the current state. * @param index index of the part to set as returned by {@link * #addSecondaryEquations(SecondaryEquations)} * @param secondaryState secondary part of the current state * @throws DimensionMismatchException if the dimension of the partial state does not * match the selected equations set dimension */ public void setSecondaryState(final int index, final double[] secondaryState) throws DimensionMismatchException { // get either the secondary state double[] localArray = components.get(index).state; // safety checks if (secondaryState.length != localArray.length) { throw new DimensionMismatchException(secondaryState.length, localArray.length); } // set the data System.arraycopy(secondaryState, 0, localArray, 0, secondaryState.length); } /** Get secondary part of the current state. * @param index index of the part to set as returned by {@link * #addSecondaryEquations(SecondaryEquations)} * @return secondary part of the current state */ public double[] getSecondaryState(final int index) { return components.get(index).state.clone(); } /** Get secondary part of the current state derivative. * @param index index of the part to set as returned by {@link * #addSecondaryEquations(SecondaryEquations)} * @return secondary part of the current state derivative */ public double[] getSecondaryStateDot(final int index) { return components.get(index).stateDot.clone(); } /** Set the complete current state. * @param completeState complete current state to copy data from * @throws DimensionMismatchException if the dimension of the complete state does not * match the complete equations sets dimension */ public void setCompleteState(final double[] completeState) throws DimensionMismatchException { // safety checks if (completeState.length != getTotalDimension()) { throw new DimensionMismatchException(completeState.length, getTotalDimension()); } // set the data primaryMapper.extractEquationData(completeState, primaryState); for (final SecondaryComponent component : components) { component.mapper.extractEquationData(completeState, component.state); } } /** Get the complete current state. * @return complete current state * @throws DimensionMismatchException if the dimension of the complete state does not * match the complete equations sets dimension */ public double[] getCompleteState() throws DimensionMismatchException { // allocate complete array double[] completeState = new double[getTotalDimension()]; // set the data primaryMapper.insertEquationData(primaryState, completeState); for (final SecondaryComponent component : components) { component.mapper.insertEquationData(component.state, completeState); } return completeState; } /** Components of the compound stateful ODE. */ private static class SecondaryComponent { /** Secondary differential equation. */ private final SecondaryEquations equation; /** Mapper between local and complete arrays. */ private final EquationsMapper mapper; /** State. */ private final double[] state; /** State derivative. */ private final double[] stateDot; /** Simple constructor. * @param equation secondary differential equation * @param firstIndex index to use for the first element in the complete arrays */ SecondaryComponent(final SecondaryEquations equation, final int firstIndex) { final int n = equation.getDimension(); this.equation = equation; mapper = new EquationsMapper(firstIndex, n); state = new double[n]; stateDot = new double[n]; } } }




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