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library / src / main / java / org / distorted / library / type / Dynamic.java @ 6a2ebb18

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///////////////////////////////////////////////////////////////////////////////////////////////////
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// Copyright 2016 Leszek Koltunski                                                               //
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//                                                                                               //
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// This file is part of Distorted.                                                               //
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//                                                                                               //
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// Distorted is free software: you can redistribute it and/or modify                             //
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// it under the terms of the GNU General Public License as published by                          //
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// the Free Software Foundation, either version 2 of the License, or                             //
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// (at your option) any later version.                                                           //
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//                                                                                               //
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// Distorted is distributed in the hope that it will be useful,                                  //
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// but WITHOUT ANY WARRANTY; without even the implied warranty of                                //
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// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the                                 //
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// GNU General Public License for more details.                                                  //
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//                                                                                               //
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// You should have received a copy of the GNU General Public License                             //
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// along with Distorted.  If not, see <http://www.gnu.org/licenses/>.                            //
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///////////////////////////////////////////////////////////////////////////////////////////////////
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package org.distorted.library.type;
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import java.util.Random;
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import java.util.Vector;
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///////////////////////////////////////////////////////////////////////////////////////////////////
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/** A class to interpolate between a list of Statics.
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* <p><ul>
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* <li>if there is only one Point, just jump to it.
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* <li>if there are two Points, linearly bounce between them
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* <li>if there are more, interpolate a loop (or a path!) between them.
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* </ul>
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*/
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// The way Interpolation between more than 2 Points is done:
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// 
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// Def: let w[i] = (w[i](x), w[i](y), w[i](z)) be the direction and speed we have to be flying at Point P[i]
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//
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// time it takes to fly though one segment v[i] --> v[i+1] : 0.0 --> 1.0
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// w[i] should be parallel to v[i+1] - v[i-1]   (cyclic notation)
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// |w[i]| proportional to | P[i]-P[i+1] |
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//
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// Given that the flight route (X(t), Y(t), Z(t)) from P(i) to P(i+1)  (0<=t<=1) has to satisfy
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// X(0) = P[i  ](x), Y(0)=P[i  ](y), Z(0)=P[i  ](z), X'(0) = w[i  ](x), Y'(0) = w[i  ](y), Z'(0) = w[i  ](z)
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// X(1) = P[i+1](x), Y(1)=P[i+1](y), Z(1)=P[i+1](z), X'(1) = w[i+1](x), Y'(1) = w[i+1](y), Z'(1) = w[i+1](z)
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//
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// we have the solution:  X(t) = at^3 + bt^2 + ct + d where
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// a =  2*P[i](x) +   w[i](x) - 2*P[i+1](x) + w[i+1](x)
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// b = -3*P[i](x) - 2*w[i](x) + 3*P[i+1](x) - w[i+1](x)
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// c = w[i](x)
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// d = P[i](x)
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//
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// and similarly Y(t) and Z(t).
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public abstract class Dynamic
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  {
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  /**
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   * One revolution takes us from the first vector to the last and back to first through the shortest path. 
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   */
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  public static final int MODE_LOOP = 0; 
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  /**
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   * We come back from the last to the first vector through the same way we got there.
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   */
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  public static final int MODE_PATH = 1; 
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  /**
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   * We just jump back from the last point to the first.
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   */
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  public static final int MODE_JUMP = 2; 
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  protected int mDimension;
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  protected int numPoints;
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  protected int mVecCurr;    
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  protected boolean cacheDirty; // VectorCache not up to date
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  protected int mMode;          // LOOP, PATH or JUMP
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  protected long mDuration;     // number of milliseconds it takes to do a full loop/path from first vector to the last and back to the first
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  protected float mCount;       // number of loops/paths we will do; mCount = 1.5 means we go from the first vector to the last, back to first, and to the last again. 
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  protected class VectorNoise
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    {
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    float[][] n;
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    VectorNoise(int dim)
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      {
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      n = new float[dim][NUM_NOISE];
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      n[0][0] = mRnd.nextFloat();
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      for(int i=1; i<NUM_NOISE; i++) n[0][i] = n[0][i-1]+mRnd.nextFloat();
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      float sum = n[0][NUM_NOISE-1] + mRnd.nextFloat();
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      for(int i=0; i<NUM_NOISE; i++) n[0][i] /=sum;
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      for(int j=1; j<dim; j++)
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        {
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        for(int i=0; i<NUM_NOISE; i++) n[j][i] = mRnd.nextFloat()-0.5f;
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        }
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      }
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    }
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  protected Vector<VectorNoise> vn;
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  protected float[] mFactor;
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  protected float[] mNoise;
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  protected float[][] baseV;
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  ///////////////////////////////////////////////////////////////////////////////////////////////////
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  // the coefficients of the X(t), Y(t) and Z(t) polynomials: X(t) = ax*T^3 + bx*T^2 + cx*t + dx  etc.
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  // (tangent) is the vector tangent to the path.
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  // (cached) is the original vector from vv (copied here so when interpolating we can see if it is
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  // still valid and if not - rebuild the Cache
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  protected class VectorCache
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    {
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    float[] a;
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    float[] b;
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    float[] c;
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    float[] d;
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    float[] tangent;
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    float[] cached;
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    VectorCache(int dim)
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      {
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      a = new float[dim];
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      b = new float[dim];
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      c = new float[dim];
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      d = new float[dim];
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      tangent = new float[dim];
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      cached = new float[dim];
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      }
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    }
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  protected Vector<VectorCache> vc;
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  protected VectorCache tmp1, tmp2;
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  private float[] buf;
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  private float[] old;
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  private static Random mRnd = new Random();
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  private static final int NUM_NOISE = 5; // used iff mNoise>0.0. Number of intermediary points between each pair of adjacent vectors
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                                          // where we randomize noise factors to make the way between the two vectors not so smooth.
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//private int lastNon;
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///////////////////////////////////////////////////////////////////////////////////////////////////
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// hide this from Javadoc
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  protected Dynamic()
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    {
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    }
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///////////////////////////////////////////////////////////////////////////////////////////////////
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  protected Dynamic(int duration, float count, int dimension)
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    {
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    vc = new Vector<>();
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    vn = null;
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    numPoints = 0;
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    cacheDirty = false;
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    mMode = MODE_LOOP;
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    mDuration = duration;
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    mCount = count;
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    mDimension = dimension;
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    baseV = new float[mDimension][mDimension];
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    buf= new float[mDimension];
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    old= new float[mDimension];
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    }
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///////////////////////////////////////////////////////////////////////////////////////////////////
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  public void interpolateMain(float[] buffer, int offset, long currentDuration)
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    {
168
    if( mDuration<=0.0f ) 
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      {
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      interpolate(buffer,offset,mCount-(int)mCount);  
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      }
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    else
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      {
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      double x = (double)currentDuration/mDuration;
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      if( x<=mCount || mCount<=0.0f )
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        {
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        interpolate(buffer,offset, (float)(x-(int)x) );
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        }
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      }
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    }
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///////////////////////////////////////////////////////////////////////////////////////////////////
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  public boolean interpolateMain(float[] buffer, int offset, long currentDuration, long step)
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    {
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    if( mDuration<=0.0f ) 
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      {
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      interpolate(buffer,offset,mCount-(int)mCount);
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      return false;
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      }
192
     
193
    double x = (double)currentDuration/mDuration;
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    if( x<=mCount || mCount<=0.0f )
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      {
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      interpolate(buffer,offset, (float)(x-(int)x) );
198
        
199
      if( currentDuration+step > mDuration*mCount && mCount>0.0f )
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        {
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        interpolate(buffer,offset,mCount-(int)mCount);
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        return true;
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        }
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      }
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206
    return false;
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    }
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///////////////////////////////////////////////////////////////////////////////////////////////////
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  protected float noise(float time,int vecNum)
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    {
213
    float lower, upper, len;
214
    float d = time*(NUM_NOISE+1);
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    int index = (int)d;
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    if( index>=NUM_NOISE+1 ) index=NUM_NOISE;
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    VectorNoise tmpN = vn.elementAt(vecNum);
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219
    float t = d-index;
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    t = t*t*(3-2*t);
221

    
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    switch(index)
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      {
224
      case 0        : for(int i=0;i<mDimension-1;i++) mFactor[i] = mNoise[i+1]*tmpN.n[i+1][0]*t;
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                      return time + mNoise[0]*(d*tmpN.n[0][0]-time);
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      case NUM_NOISE: for(int i=0;i<mDimension-1;i++) mFactor[i] = mNoise[i+1]*tmpN.n[i+1][NUM_NOISE-1]*(1-t);
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                      len = ((float)NUM_NOISE)/(NUM_NOISE+1);
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                      lower = len + mNoise[0]*(tmpN.n[0][NUM_NOISE-1]-len);
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                      return (1.0f-lower)*(d-NUM_NOISE) + lower;
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      default       : float ya,yb;
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                      for(int i=0;i<mDimension-1;i++)
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                        {
234
                        yb = tmpN.n[i+1][index  ];
235
                        ya = tmpN.n[i+1][index-1];
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                        mFactor[i] = mNoise[i+1]*((yb-ya)*t+ya);
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                        }
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                      len = ((float)index)/(NUM_NOISE+1);
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                      lower = len + mNoise[0]*(tmpN.n[0][index-1]-len);
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                      len = ((float)index+1)/(NUM_NOISE+1);
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                      upper = len + mNoise[0]*(tmpN.n[0][index  ]-len);
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244
                      return (upper-lower)*(d-index) + lower;
245
      }
246
    }
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///////////////////////////////////////////////////////////////////////////////////////////////////
249
// debugging only
250

    
251
  private void printBase(String str)
252
    {
253
    String s;
254
    float t;
255

    
256
    for(int i=0; i<mDimension; i++)
257
      {
258
      s = "";
259

    
260
      for(int j=0; j<mDimension; j++)
261
        {
262
        t = ((int)(1000*baseV[i][j]))/(1000.0f);
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        s+=(" "+t);
264
        }
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      android.util.Log.e("dynamic", str+" base "+i+" : " + s);
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      }
267
    }
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///////////////////////////////////////////////////////////////////////////////////////////////////
270
// debugging only
271

    
272
  private void checkBase()
273
    {
274
    float tmp, cosA;
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    float[] len= new float[mDimension];
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    boolean error=false;
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    for(int i=0; i<mDimension; i++)
279
      {
280
      len[i] = 0.0f;
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282
      for(int k=0; k<mDimension; k++)
283
        {
284
        len[i] += baseV[i][k]*baseV[i][k];
285
        }
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287
      if( len[i] == 0.0f || len[0]/len[i] < 0.95f || len[0]/len[i]>1.05f )
288
        {
289
        android.util.Log.e("dynamic", "length of vector "+i+" : "+Math.sqrt(len[i]));
290
        error = true;
291
        }
292
      }
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294
    for(int i=0; i<mDimension; i++)
295
      for(int j=i+1; j<mDimension; j++)
296
        {
297
        tmp = 0.0f;
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299
        for(int k=0; k<mDimension; k++)
300
          {
301
          tmp += baseV[i][k]*baseV[j][k];
302
          }
303

    
304
        cosA = ( (len[i]==0.0f || len[j]==0.0f) ? 0.0f : tmp/(float)Math.sqrt(len[i]*len[j]));
305

    
306
        if( cosA > 0.05f || cosA < -0.05f )
307
          {
308
          android.util.Log.e("dynamic", "cos angle between vectors "+i+" and "+j+" : "+cosA);
309
          error = true;
310
          }
311
        }
312

    
313
    if( error ) printBase("");
314
    }
315

    
316
///////////////////////////////////////////////////////////////////////////////////////////////////
317

    
318
  private void checkAngle(int index)
319
    {
320
    float cosA = 0.0f;
321

    
322
    for(int k=0;k<mDimension; k++)
323
      cosA += baseV[index][k]*old[k];
324

    
325
    if( cosA<0.0f )
326
      {
327
/*
328
      /// DEBUGGING ////
329
      String s = index+" (";
330
      float t;
331

    
332
      for(int j=0; j<mDimension; j++)
333
        {
334
        t = ((int)(100*baseV[index][j]))/(100.0f);
335
        s+=(" "+t);
336
        }
337
      s += ") (";
338

    
339
      for(int j=0; j<mDimension; j++)
340
        {
341
        t = ((int)(100*old[j]))/(100.0f);
342
        s+=(" "+t);
343
        }
344
      s+= ")";
345

    
346
      android.util.Log.e("dynamic", "kat: " + s);
347
      /// END DEBUGGING ///
348
*/
349
      for(int j=0; j<mDimension; j++)
350
        baseV[index][j] = -baseV[index][j];
351
      }
352
    }
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354
///////////////////////////////////////////////////////////////////////////////////////////////////
355
// helper function in case we are interpolating through exactly 2 points
356

    
357
  protected void computeOrthonormalBase2(Static1D curr, Static1D next)
358
    {
359
    switch(mDimension)
360
      {
361
      case 1: baseV[0][0] = (next.x-curr.x);
362
              break;
363
      case 2: Static2D curr2 = (Static2D)curr;
364
              Static2D next2 = (Static2D)next;
365
              baseV[0][0] = (next2.x-curr2.x);
366
              baseV[0][1] = (next2.y-curr2.y);
367
              break;
368
      case 3: Static3D curr3 = (Static3D)curr;
369
              Static3D next3 = (Static3D)next;
370
              baseV[0][0] = (next3.x-curr3.x);
371
              baseV[0][1] = (next3.y-curr3.y);
372
              baseV[0][2] = (next3.z-curr3.z);
373
              break;
374
      case 4: Static4D curr4 = (Static4D)curr;
375
              Static4D next4 = (Static4D)next;
376
              baseV[0][0] = (next4.x-curr4.x);
377
              baseV[0][1] = (next4.y-curr4.y);
378
              baseV[0][2] = (next4.z-curr4.z);
379
              baseV[0][3] = (next4.w-curr4.w);
380
              break;
381
      case 5: Static5D curr5 = (Static5D)curr;
382
              Static5D next5 = (Static5D)next;
383
              baseV[0][0] = (next5.x-curr5.x);
384
              baseV[0][1] = (next5.y-curr5.y);
385
              baseV[0][2] = (next5.z-curr5.z);
386
              baseV[0][3] = (next5.w-curr5.w);
387
              baseV[0][4] = (next5.v-curr5.v);
388
              break;
389
      default: throw new RuntimeException("Unsupported dimension");
390
      }
391

    
392
    if( baseV[0][0] == 0.0f )
393
      {
394
      baseV[1][0] = 1.0f;
395
      baseV[1][1] = 0.0f;
396
      }
397
    else
398
      {
399
      baseV[1][0] = 0.0f;
400
      baseV[1][1] = 1.0f;
401
      }
402

    
403
    for(int i=2; i<mDimension; i++)
404
      {
405
      baseV[1][i] = 0.0f;
406
      }
407

    
408
    computeOrthonormalBase();
409
    }
410

    
411
///////////////////////////////////////////////////////////////////////////////////////////////////
412
// debugging
413
/*
414
  protected void computeOrthonormalBaseMoreDebug(float time,VectorCache vc)
415
    {
416
    for(int i=0; i<mDimension; i++)
417
      {
418
      baseV[0][i] = (3*vc.a[i]*time+2*vc.b[i])*time+vc.c[i];   // first derivative, i.e. velocity vector
419
      baseV[1][i] =  6*vc.a[i]*time+2*vc.b[i];                 // second derivative,i.e. acceleration vector
420
      }
421

    
422
    float av=0.0f, vv=0.0f;
423

    
424
    android.util.Log.e("dyn3D", " ==>  velocity     ("+baseV[0][0]+","+baseV[0][1]+","+baseV[0][2]+")");
425
    android.util.Log.e("dyn3D", " ==>  acceleration ("+baseV[1][0]+","+baseV[1][1]+","+baseV[1][2]+")");
426

    
427
    for(int k=0; k<mDimension; k++)
428
      {
429
      vv += baseV[0][k]*baseV[0][k];
430
      av += baseV[1][k]*baseV[0][k];
431
      }
432

    
433
    android.util.Log.e("dyn3D", " ==>  av: "+av+" vv="+vv);
434

    
435
    av /= vv;
436

    
437
    for(int k=0;k<mDimension; k++)
438
      {
439
      baseV[1][k] -= av*baseV[0][k];
440
      }
441

    
442
    android.util.Log.e("dyn3D", " ==>  second base ("+baseV[1][0]+","+baseV[1][1]+","+baseV[1][2]+")");
443
    }
444
*/
445
///////////////////////////////////////////////////////////////////////////////////////////////////
446
// helper function in case we are interpolating through more than 2 points
447

    
448
  protected void computeOrthonormalBaseMore(float time,VectorCache vc)
449
    {
450
    for(int i=0; i<mDimension; i++)
451
      {
452
      baseV[0][i] = (3*vc.a[i]*time+2*vc.b[i])*time+vc.c[i];   // first derivative, i.e. velocity vector
453
      old[i]      = baseV[1][i];
454
      baseV[1][i] =  6*vc.a[i]*time+2*vc.b[i];                 // second derivative,i.e. acceleration vector
455
      }
456

    
457
    computeOrthonormalBase();
458
    }
459

    
460
///////////////////////////////////////////////////////////////////////////////////////////////////
461
// When this function gets called, baseV[0] and baseV[1] should have been filled with two mDimension-al
462
// vectors. This function then fills the rest of the baseV array with a mDimension-al Orthonormal base.
463
// (mDimension-2 vectors, pairwise orthogonal to each other and to the original 2). The function always
464
// leaves base[0] alone but generally speaking must adjust base[1] to make it orthogonal to base[0]!
465
// The whole baseV is then used to compute Noise.
466
//
467
// When computing noise of a point travelling along a N-dimensional path, there are three cases:
468
// a) we may be interpolating through 1 point, i.e. standing in place - nothing to do in this case
469
// b) we may be interpolating through 2 points, i.e. travelling along a straight line between them -
470
//    then pass the velocity vector in baseV[0] and anything linearly independent in base[1].
471
//    The output will then be discontinuous in dimensions>2 (sad corollary from the Hairy Ball Theorem)
472
//    but we don't care - we are travelling along a straight line, so velocity (aka baseV[0]!) does
473
//    not change.
474
// c) we may be interpolating through more than 2 points. Then interpolation formulas ensure the path
475
//    will never be a straight line, even locally -> we can pass in baseV[0] and baseV[1] the velocity
476
//    and the acceleration (first and second derivatives of the path) which are then guaranteed to be
477
//    linearly independent. Then we can ensure this is continuous in dimensions <=4. This leaves
478
//    dimension 5 (ATM WAVE is 5-dimensional) discontinuous -> WAVE will suffer from chaotic noise.
479
//
480
// Bear in mind here the 'normal' in 'orthonormal' means 'length equal to the length of the original
481
// velocity vector' (rather than the standard 1)
482

    
483
  protected void computeOrthonormalBase()
484
    {
485
    int non_zeros=0;
486
    int last_non_zero=-1;
487
    float tmp;
488

    
489
    for(int i=0; i<mDimension; i++)
490
      if( baseV[0][i] != 0.0f )
491
        {
492
        non_zeros++;
493
        last_non_zero=i;
494
        }
495
/*
496
if( last_non_zero != lastNon )
497
  android.util.Log.e("dynamic", "lastNon="+lastNon+" last_non_zero="+last_non_zero);
498
*/
499

    
500
    if( non_zeros==0 )                                                    ///
501
      {                                                                   //  velocity is the 0 vector -> two
502
      for(int i=0; i<mDimension-1; i++)                                   //  consecutive points we are interpolating
503
        for(int j=0; j<mDimension; j++)                                   //  through are identical -> no noise,
504
          baseV[i+1][j]= 0.0f;                                            //  set the base to 0 vectors.
505
      }                                                                   ///
506
    else
507
      {
508
      for(int i=1; i<mDimension; i++)                                     /// One iteration computes baseV[i][*]
509
        {                                                                 //  (aka b[i]), the i-th orthonormal vector.
510
        buf[i-1]=0.0f;                                                    //
511
                                                                          //  We can use (modified!) Gram-Schmidt.
512
        for(int k=0; k<mDimension; k++)                                   //
513
          {                                                               //
514
          if( i>=2 )                                                      //  b[0] = b[0]
515
            {                                                             //  b[1] = b[1] - (<b[1],b[0]>/<b[0],b[0]>)*b[0]
516
            old[k] = baseV[i][k];                                         //  b[2] = b[2] - (<b[2],b[0]>/<b[0],b[0]>)*b[0] - (<b[2],b[1]>/<b[1],b[1]>)*b[1]
517
            baseV[i][k]= (k==i-(last_non_zero>=i?1:0)) ? 1.0f : 0.0f;     //  b[3] = b[3] - (<b[3],b[0]>/<b[0],b[0]>)*b[0] - (<b[3],b[1]>/<b[1],b[1]>)*b[1] - (<b[3],b[2]>/<b[2],b[2]>)*b[2]
518
            }                                                             //  (...)
519
                                                                          //  then b[i] = b[i] / |b[i]|  ( Here really b[i] = b[i] / (|b[0]|/|b[i]|)
520
          tmp = baseV[i-1][k];                                            //
521
          buf[i-1] += tmp*tmp;                                            //
522
          }                                                               //
523
                                                                          //
524
        for(int j=0; j<i; j++)                                            //
525
          {                                                               //
526
          tmp = 0.0f;                                                     //
527
          for(int k=0;k<mDimension; k++) tmp += baseV[i][k]*baseV[j][k];  //
528
          tmp /= buf[j];                                                  //
529
          for(int k=0;k<mDimension; k++) baseV[i][k] -= tmp*baseV[j][k];  //
530
          }                                                               //
531
                                                                          //
532
        checkAngle(i);                                                    //
533
        }                                                                 /// end compute baseV[i][*]
534

    
535
      buf[mDimension-1]=0.0f;                                             /// Normalize
536
      for(int k=0; k<mDimension; k++)                                     //
537
        {                                                                 //
538
        tmp = baseV[mDimension-1][k];                                     //
539
        buf[mDimension-1] += tmp*tmp;                                     //
540
        }                                                                 //
541
                                                                          //
542
      for(int i=1; i<mDimension; i++)                                     //
543
        {                                                                 //
544
        tmp = (float)Math.sqrt(buf[0]/buf[i]);                            //
545
        for(int k=0;k<mDimension; k++) baseV[i][k] *= tmp;                //
546
        }                                                                 /// End Normalize
547
      }
548

    
549
//lastNon = last_non_zero;
550

    
551
    //printBase("end");
552
    //checkBase();
553
    }
554

    
555
///////////////////////////////////////////////////////////////////////////////////////////////////
556
// internal debugging only!
557
  
558
  public String print()
559
    {
560
    return "duration="+mDuration+" count="+mCount+" Noise="+mNoise+" numVectors="+numPoints+" mMode="+mMode;
561
    }
562

    
563
///////////////////////////////////////////////////////////////////////////////////////////////////
564

    
565
  abstract void interpolate(float[] buffer, int offset, float time);
566

    
567
///////////////////////////////////////////////////////////////////////////////////////////////////
568
// PUBLIC API
569
///////////////////////////////////////////////////////////////////////////////////////////////////
570

    
571
/**
572
 * Sets the mode of the interpolation to Loop, Path or Jump.
573
 * <ul>
574
 * <li>Loop is when we go from the first point all the way to the last, and the back to the first through 
575
 * the shortest way.
576
 * <li>Path is when we come back from the last point back to the first the same way we got there.
577
 * <li>Jump is when we go from first to last and then jump back to the first.
578
 * </ul>
579
 * 
580
 * @param mode {@link Dynamic#MODE_LOOP}, {@link Dynamic#MODE_PATH} or {@link Dynamic#MODE_JUMP}.
581
 */
582

    
583
  public void setMode(int mode)
584
    {
585
    mMode = mode;  
586
    }
587

    
588
///////////////////////////////////////////////////////////////////////////////////////////////////
589
/**
590
 * Returns the number of Statics this Dynamic has been fed with.
591
 *   
592
 * @return the number of Statics we are currently interpolating through.
593
 */
594
  public synchronized int getNumPoints()
595
    {
596
    return numPoints;  
597
    }
598

    
599
///////////////////////////////////////////////////////////////////////////////////////////////////
600
/**
601
 * Controls how many times we want to interpolate.
602
 * <p>
603
 * Count equal to 1 means 'go from the first Static to the last and back'. Does not have to be an
604
 * integer - i.e. count=1.5 would mean 'start at the first Point, go to the last, come back to the first, 
605
 * go to the last again and stop'.
606
 * Count<=0 means 'go on interpolating indefinitely'.
607
 * 
608
 * @param count the number of times we want to interpolate between our collection of Statics.
609
 */
610
  public void setCount(float count)
611
    {
612
    mCount = count;  
613
    }
614

    
615
///////////////////////////////////////////////////////////////////////////////////////////////////
616
/**
617
 * Sets the time it takes to do one full interpolation.
618
 * 
619
 * @param duration Time, in milliseconds, it takes to do one full interpolation, i.e. go from the first 
620
 *                 Point to the last and back. 
621
 */
622
  
623
  public void setDuration(long duration)
624
    {
625
    mDuration = duration;
626
    }
627

    
628
///////////////////////////////////////////////////////////////////////////////////////////////////
629
// end of DistortedInterpolator
630
  }
(6-6/17)