Package com.lightcrafts.media.jai.opimage

Source Code of com.lightcrafts.media.jai.opimage.ScaleBilinearOpImage

/*
* $RCSfile: ScaleBilinearOpImage.java,v $
*
* Copyright (c) 2005 Sun Microsystems, Inc. All rights reserved.
*
* Use is subject to license terms.
*
* $Revision: 1.1 $
* $Date: 2005/02/11 04:56:42 $
* $State: Exp $
*/
package com.lightcrafts.media.jai.opimage;
import java.awt.Rectangle;
import java.awt.image.DataBuffer;
import java.awt.image.Raster;
import java.awt.image.RenderedImage;
import java.awt.image.WritableRaster;
import com.lightcrafts.mediax.jai.BorderExtender;
import com.lightcrafts.mediax.jai.ImageLayout;
import com.lightcrafts.mediax.jai.Interpolation;
import com.lightcrafts.mediax.jai.RasterAccessor;
import com.lightcrafts.mediax.jai.RasterFormatTag;
import com.lightcrafts.mediax.jai.ScaleOpImage;
import java.util.Map;
import com.lightcrafts.media.jai.util.Rational;
// import com.lightcrafts.media.jai.test.OpImageTester;

/**
* An <code>OpImage</code> that performs bilinear interpolation scaling.
*
*/
final class ScaleBilinearOpImage extends ScaleOpImage {

    /** The number of SubsampleBits */
    private int subsampleBits;

    /** Subsampling related variables */
    int one, shift2, round2;

    Rational half = new Rational(1, 2);
    long invScaleYInt, invScaleYFrac;
    long invScaleXInt, invScaleXFrac;

    /**
     * Constructs a ScaleBilinearOpImage from a RenderedImage source,
     *
     * @param source a RenderedImage.
     * @param extender a BorderExtender, or null.
     * @param layout an ImageLayout optionally containing the tile grid layout,
     *        SampleModel, and ColorModel, or null.
     * @param xScale scale factor along x axis.
     * @param yScale scale factor along y axis.
     * @param xTrans translation factor along x axis.
     * @param yTrans translation factor along y axis.
     * @param interp a Interpolation object to use for resampling.
     */
    public ScaleBilinearOpImage(RenderedImage source,
                                BorderExtender extender,
                                Map config,
                                ImageLayout layout,
                                float xScale,
                                float yScale,
                                float xTrans,
                                float yTrans,
                                Interpolation interp) {
        super(source,
              layout,
              config,
              true,
              extender,
              interp,
              xScale,
              yScale,
              xTrans,
              yTrans);

  subsampleBits = interp.getSubsampleBitsH();

  // Number of subsampling positions
  one = 1 << subsampleBits;

  // Subsampling related variables
  shift2 = 2 * subsampleBits;
  round2 = 1 << (shift2 - 1);

  if (invScaleYRational.num > invScaleYRational.denom) {
      invScaleYInt = invScaleYRational.num / invScaleYRational.denom;
      invScaleYFrac = invScaleYRational.num % invScaleYRational.denom;
  } else {
      invScaleYInt = 0;
      invScaleYFrac = invScaleYRational.num;
  }

  if (invScaleXRational.num > invScaleXRational.denom) {
      invScaleXInt = invScaleXRational.num / invScaleXRational.denom;
      invScaleXFrac = invScaleXRational.num % invScaleXRational.denom;
  } else {
      invScaleXInt = 0;
      invScaleXFrac = invScaleXRational.num;
  }
    }
   
    /**
     * Performs scale operation on a specified rectangle. The sources are
     * cobbled.
     *
     * @param sources an array of source Rasters, guaranteed to provide all
     *                necessary source data for computing the output.
     * @param dest a WritableRaster tile containing the area to be computed.
     * @param destRect the rectangle within dest to be processed.
     */
    protected void computeRect(Raster [] sources,
                               WritableRaster dest,
                               Rectangle destRect) {
        // Retrieve format tags.
        RasterFormatTag[] formatTags = getFormatTags();

  Raster source = sources[0];
  // Get the source rectangle
        Rectangle srcRect = source.getBounds();

        RasterAccessor srcAccessor =
            new RasterAccessor(source, srcRect,
                               formatTags[0], getSource(0).getColorModel());

        RasterAccessor dstAccessor =
            new RasterAccessor(dest, destRect, formatTags[1], getColorModel());

  int dwidth = destRect.width;
  int dheight = destRect.height;
        int srcPixelStride = srcAccessor.getPixelStride();
  int srcScanlineStride = srcAccessor.getScanlineStride();

  int[] ypos = new int[dheight];
  int[] xpos = new int[dwidth];

  int   xfracvalues[] = null, yfracvalues[] = null;
  float xfracvaluesFloat[] = null, yfracvaluesFloat[] = null;

        switch (dstAccessor.getDataType()) {
        case DataBuffer.TYPE_BYTE:
        case DataBuffer.TYPE_SHORT:
        case DataBuffer.TYPE_USHORT:
        case DataBuffer.TYPE_INT:
       yfracvalues = new int[dheight];
       xfracvalues = new int[dwidth];
       preComputePositionsInt(destRect, srcRect.x, srcRect.y,
      srcPixelStride, srcScanlineStride,
      xpos, ypos, xfracvalues, yfracvalues);
       break;

  case DataBuffer.TYPE_FLOAT:
  case DataBuffer.TYPE_DOUBLE:
       yfracvaluesFloat = new float[dheight];
       xfracvaluesFloat = new float[dwidth];
       preComputePositionsFloat(destRect, srcRect.x, srcRect.y,
      srcPixelStride, srcScanlineStride,
      xpos, ypos, xfracvaluesFloat, yfracvaluesFloat);
             break;

        default:
            throw
    new RuntimeException(JaiI18N.getString("OrderedDitherOpImage0"));
        }

        switch (dstAccessor.getDataType()) {
        case DataBuffer.TYPE_BYTE:
            byteLoop(srcAccessor, destRect, dstAccessor,
      xpos, ypos, xfracvalues, yfracvalues);
            break;

        case DataBuffer.TYPE_SHORT:
            shortLoop(srcAccessor, destRect, dstAccessor,
      xpos, ypos, xfracvalues, yfracvalues);
            break;

        case DataBuffer.TYPE_USHORT:
            ushortLoop(srcAccessor, destRect, dstAccessor,
      xpos, ypos, xfracvalues, yfracvalues);
            break;

        case DataBuffer.TYPE_INT:
            intLoop(srcAccessor, destRect, dstAccessor,
      xpos, ypos, xfracvalues, yfracvalues);
            break;

  case DataBuffer.TYPE_FLOAT:
      floatLoop(srcAccessor, destRect, dstAccessor,
      xpos, ypos, xfracvaluesFloat, yfracvaluesFloat);
            break;

  case DataBuffer.TYPE_DOUBLE:
      doubleLoop(srcAccessor, destRect, dstAccessor,
      xpos, ypos, xfracvaluesFloat, yfracvaluesFloat);
            break;
        }

        // If the RasterAccessor object set up a temporary buffer for the
        // op to write to, tell the RasterAccessor to write that data
        // to the raster no that we're done with it.
        if (dstAccessor.isDataCopy()) {
            dstAccessor.clampDataArrays();
            dstAccessor.copyDataToRaster();
        }
    }

    private void preComputePositionsInt(Rectangle destRect,
      int srcRectX, int srcRectY,
      int srcPixelStride, int srcScanlineStride,
      int xpos[], int ypos[],
      int xfracvalues[], int yfracvalues[]) {

  int dwidth = destRect.width;
  int dheight = destRect.height;

  // Loop variables based on the destination rectangle to be calculated.
  int dx = destRect.x;
  int dy = destRect.y;

  long syNum = dy, syDenom = 1;

  // Subtract the X translation factor sy -= transY
  syNum = syNum * transYRationalDenom - transYRationalNum * syDenom;
  syDenom *= transYRationalDenom;
 
  // Add 0.5
  syNum = 2 * syNum + syDenom;
  syDenom *= 2;

  // Multply by invScaleX
  syNum *= invScaleYRationalNum;
  syDenom *= invScaleYRationalDenom;

  // Subtract 0.5
  syNum = 2 * syNum - syDenom;
  syDenom *= 2;

  // Separate the x source coordinate into integer and fractional part
  int srcYInt = Rational.floor(syNum , syDenom);
  long srcYFrac = syNum % syDenom;
  if (srcYInt < 0) {
      srcYFrac = syDenom + srcYFrac;
  }

  // Normalize - Get a common denominator for the fracs of
  // src and invScaleY
  long commonYDenom = syDenom * invScaleYRationalDenom;
  srcYFrac *= invScaleYRationalDenom;
  long newInvScaleYFrac = invScaleYFrac * syDenom;

  // Precalculate the x positions and store them in an array.
  long sxNum = dx, sxDenom = 1;

  // Subtract the X translation factor sx -= transX
  sxNum = sxNum * transXRationalDenom - transXRationalNum * sxDenom;
  sxDenom *= transXRationalDenom;
 
  // Add 0.5
  sxNum = 2 * sxNum + sxDenom;
  sxDenom *= 2;

  // Multply by invScaleX
  sxNum *= invScaleXRationalNum;
  sxDenom *= invScaleXRationalDenom;

  // Subtract 0.5
  sxNum = 2 * sxNum - sxDenom;
  sxDenom *= 2;

  // Separate the x source coordinate into integer and fractional part
  int srcXInt = Rational.floor(sxNum , sxDenom);
  long srcXFrac = sxNum % sxDenom;
  if (srcXInt < 0) {
      srcXFrac = sxDenom + srcXFrac;
  }

  // Normalize - Get a common denominator for the fracs of
  // src and invScaleX
  long commonXDenom = sxDenom * invScaleXRationalDenom;
  srcXFrac *= invScaleXRationalDenom;
  long newInvScaleXFrac = invScaleXFrac * sxDenom;

  for (int i=0; i<dwidth; i++) {
      xpos[i] = (srcXInt - srcRectX) * srcPixelStride;
      xfracvalues[i] = (int)(((float)srcXFrac/(float)commonXDenom) * one);

      // Move onto the next source pixel.

      // Add the integral part of invScaleX to the integral part
      // of srcX
      srcXInt += invScaleXInt;

      // Add the fractional part of invScaleX to the fractional part
      // of srcX
      srcXFrac += newInvScaleXFrac;

      // If the fractional part is now greater than equal to the
      // denominator, divide so as to reduce the numerator to be less
      // than the denominator and add the overflow to the integral part.
      if (srcXFrac >= commonXDenom) {
    srcXInt += 1;
    srcXFrac -= commonXDenom;
      }
  }

  for (int i = 0; i < dheight; i++) {

      // Calculate the source position in the source data array.
      ypos[i] = (srcYInt - srcRectY) * srcScanlineStride;

      // Calculate the yfrac value
      yfracvalues[i] = (int)(((float)srcYFrac/(float)commonYDenom) * one);

      // Move onto the next source pixel.

      // Add the integral part of invScaleY to the integral part
      // of srcY
      srcYInt += invScaleYInt;

      // Add the fractional part of invScaleY to the fractional part
      // of srcY
      srcYFrac += newInvScaleYFrac;

      // If the fractional part is now greater than equal to the
      // denominator, divide so as to reduce the numerator to be less
      // than the denominator and add the overflow to the integral part.
      if (srcYFrac >= commonYDenom) {
    srcYInt += 1;
    srcYFrac -= commonYDenom;
      }
  }
    }

    private void preComputePositionsFloat(Rectangle destRect,
      int srcRectX, int srcRectY,
      int srcPixelStride, int srcScanlineStride,
      int xpos[], int ypos[],
      float xfracvaluesFloat[], float yfracvaluesFloat[]) {

  int dwidth = destRect.width;
  int dheight = destRect.height;

  // Loop variables based on the destination rectangle to be calculated.
  int dx = destRect.x;
  int dy = destRect.y;

  long syNum = dy, syDenom = 1;

  // Subtract the X translation factor sy -= transY
  syNum = syNum * transYRationalDenom - transYRationalNum * syDenom;
  syDenom *= transYRationalDenom;
 
  // Add 0.5
  syNum = 2 * syNum + syDenom;
  syDenom *= 2;

  // Multply by invScaleX
  syNum *= invScaleYRationalNum;
  syDenom *= invScaleYRationalDenom;

  // Subtract 0.5
  syNum = 2 * syNum - syDenom;
  syDenom *= 2;

  // Separate the x source coordinate into integer and fractional part
  int srcYInt = Rational.floor(syNum , syDenom);
  long srcYFrac = syNum % syDenom;
  if (srcYInt < 0) {
      srcYFrac = syDenom + srcYFrac;
  }

  // Normalize - Get a common denominator for the fracs of
  // src and invScaleY
  long commonYDenom = syDenom * invScaleYRationalDenom;
  srcYFrac *= invScaleYRationalDenom;
  long newInvScaleYFrac = invScaleYFrac * syDenom;

  // Precalculate the x positions and store them in an array.
  long sxNum = dx, sxDenom = 1;

  // Subtract the X translation factor sx -= transX
  sxNum = sxNum * transXRationalDenom - transXRationalNum * sxDenom;
  sxDenom *= transXRationalDenom;
 
  // Add 0.5
  sxNum = 2 * sxNum + sxDenom;
  sxDenom *= 2;

  // Multply by invScaleX
  sxNum *= invScaleXRationalNum;
  sxDenom *= invScaleXRationalDenom;

  // Subtract 0.5
  sxNum = 2 * sxNum - sxDenom;
  sxDenom *= 2;

  // Separate the x source coordinate into integer and fractional part
  int srcXInt = Rational.floor(sxNum , sxDenom);
  long srcXFrac = sxNum % sxDenom;
  if (srcXInt < 0) {
      srcXFrac = sxDenom + srcXFrac;
  }

  // Normalize - Get a common denominator for the fracs of
  // src and invScaleX
  long commonXDenom = sxDenom * invScaleXRationalDenom;
  srcXFrac *= invScaleXRationalDenom;
  long newInvScaleXFrac = invScaleXFrac * sxDenom;

  for (int i=0; i<dwidth; i++) {

      xpos[i] = (srcXInt - srcRectX) * srcPixelStride;
      xfracvaluesFloat[i] = (float)srcXFrac/(float)commonXDenom;

      // Move onto the next source pixel.

      // Add the integral part of invScaleX to the integral part
      // of srcX
      srcXInt += invScaleXInt;

      // Add the fractional part of invScaleX to the fractional part
      // of srcX
      srcXFrac += newInvScaleXFrac;

      // If the fractional part is now greater than equal to the
      // denominator, divide so as to reduce the numerator to be less
      // than the denominator and add the overflow to the integral part.
      if (srcXFrac >= commonXDenom) {
    srcXInt += 1;
    srcXFrac -= commonXDenom;
      }
  }

  for (int i = 0; i < dheight; i++) {

      // Calculate the source position in the source data array.
      ypos[i] = (srcYInt - srcRectY) * srcScanlineStride;

      // Calculate the yfrac value
      yfracvaluesFloat[i] = (float)srcYFrac/(float)commonYDenom;

      // Move onto the next source pixel.

      // Add the integral part of invScaleY to the integral part
      // of srcY
      srcYInt += invScaleYInt;

      // Add the fractional part of invScaleY to the fractional part
      // of srcY
      srcYFrac += newInvScaleYFrac;

      // If the fractional part is now greater than equal to the
      // denominator, divide so as to reduce the numerator to be less
      // than the denominator and add the overflow to the integral part.
      if (srcYFrac >= commonYDenom) {
    srcYInt += 1;
    srcYFrac -= commonYDenom;
      }
  }

    }

    private void byteLoop(RasterAccessor src, Rectangle dstRect,
        RasterAccessor dst, int xpos[], int ypos[],
        int xfracvalues[], int yfracvalues[]) {
 
        int srcPixelStride = src.getPixelStride();
  int srcScanlineStride = src.getScanlineStride();
  int srcLastXDataPos   = (src.getWidth()-1) * srcPixelStride;

  int dwidth = dstRect.width;
  int dheight = dstRect.height;
        int dnumBands = dst.getNumBands();
        byte dstDataArrays[][] = dst.getByteDataArrays();
        int dstBandOffsets[] = dst.getBandOffsets();
        int dstPixelStride = dst.getPixelStride();
        int dstScanlineStride = dst.getScanlineStride();
 
        byte srcDataArrays[][] = src.getByteDataArrays();
  int bandOffsets[] = src.getBandOffsets();

  int dstOffset = 0;

  /* Four surrounding pixels are needed for Bilinear interpolation.
   * If the dest pixel to be calculated is at (dx, dy) then the
   * actual source pixel (sx, sy) required is (dx/scaleX, dy/scaleY).
   * The four pixels that surround it are at the positions:
   * s00 = src(sxlow, sylow)
   * s01 = src(sxhigh, sylow)
   * s10 = src(sxlow, syhigh)
   * s11 = src(sxhigh, syhigh)
   * where sxlow = Math.floor(sx), sxhigh = Math.ceil(sx)
   * and   sylow = Math.floor(sy), syhigh = Math.ceil(sy)
   *
   * The value of the destination pixel can now be calculated as:
   * s0 = (s01 - s00)*xfrac + s00;
   * s1 = (s11 - s10)*xfrac + s10;
   * dst(x,y) = (s1 - s0)*yfrac + s0;
   */
 
  int posylow, posyhigh, posxlow, posxhigh;
  int s00, s01, s10, s11;

  // Precalculate the y positions and store them in an array.
  int xfrac, yfrac;
  int s, s0, s1; 
   
  // Putting band loop outside
  for (int k = 0; k < dnumBands; k++)  {
            byte dstData[] = dstDataArrays[k];
            byte srcData[] = srcDataArrays[k];
            int dstScanlineOffset = dstBandOffsets[k];
      int bandOffset = bandOffsets[k];
      for (int j = 0; j < dheight; j++) {

                int dstPixelOffset = dstScanlineOffset;
    yfrac = yfracvalues[j];
    posylow = ypos[j] + bandOffset;
    posyhigh = posylow + srcScanlineStride;

    for (int i = 0; i < dwidth; i++) {
        xfrac = xfracvalues[i];
        posxlow = xpos[i];
        posxhigh = posxlow + srcPixelStride;

        // Get the four surrounding pixel values
        s00 = srcData[posxlow + posylow] & 0xff;
        s01 = srcData[posxhigh + posylow] & 0xff;
        s10 = srcData[posxlow + posyhigh] & 0xff;
        s11 = srcData[posxhigh + posyhigh] & 0xff;
       
        // Perform the bilinear interpolation
        s0 = (s01 - s00) * xfrac + (s00 << subsampleBits);
        s1 = (s11 - s10) * xfrac + (s10 << subsampleBits);
        s = ((s1 - s0) * yfrac + (s0 << subsampleBits) +
       round2) >> shift2;
       
        dstData[dstPixelOffset] = (byte)(s&0xff);       
        dstPixelOffset += dstPixelStride;
                }
                dstScanlineOffset += dstScanlineStride;

            }
        }
    }

    private void shortLoop(RasterAccessor src, Rectangle dstRect,
        RasterAccessor dst, int xpos[], int ypos[],
        int xfracvalues[], int yfracvalues[]) {
   
        int srcPixelStride = src.getPixelStride();
  int srcScanlineStride = src.getScanlineStride();
  int srcLastXDataPos   = (src.getWidth()-1) * srcPixelStride;

  int dwidth = dstRect.width;
  int dheight = dstRect.height;
        int dnumBands = dst.getNumBands();
        short dstDataArrays[][] = dst.getShortDataArrays();
        int dstBandOffsets[] = dst.getBandOffsets();
        int dstPixelStride = dst.getPixelStride();
        int dstScanlineStride = dst.getScanlineStride();
 
        short srcDataArrays[][] = src.getShortDataArrays();
  int bandOffsets[] = src.getBandOffsets();

  int dstOffset = 0;
  int posylow, posyhigh, posxlow, posxhigh;
  int s00, s01, s10, s11, s0, s1, s;
  int xfrac, yfrac;
   
  // Putting band loop outside
  for (int k = 0; k < dnumBands; k++)  {
            short dstData[] = dstDataArrays[k];
            short srcData[] = srcDataArrays[k];
            int dstScanlineOffset = dstBandOffsets[k];
      int bandOffset = bandOffsets[k];
      for (int j = 0; j < dheight; j++) {
                int dstPixelOffset = dstScanlineOffset;
    yfrac = yfracvalues[j];
    posylow = ypos[j] + bandOffset;
    posyhigh = posylow + srcScanlineStride;

    for (int i = 0; i < dwidth; i++) {
        xfrac = xfracvalues[i];
        posxlow = xpos[i];
        posxhigh = posxlow + srcPixelStride;

        // Get the four surrounding pixel values
        s00 = srcData[posxlow + posylow];
        s01 = srcData[posxhigh + posylow];
        s10 = srcData[posxlow + posyhigh];
        s11 = srcData[posxhigh + posyhigh];
       
        // Perform the bilinear interpolation
        s0 = (s01 - s00) * xfrac + (s00 << subsampleBits);
        s1 = (s11 - s10) * xfrac + (s10 << subsampleBits);
        s = ((s1 - s0) * yfrac + (s0 << subsampleBits) +
       round2) >> shift2;
       
        dstData[dstPixelOffset] = (short)s;
                    dstPixelOffset += dstPixelStride;
                }
                dstScanlineOffset += dstScanlineStride;
            }
        }
    }

    private void ushortLoop(RasterAccessor src, Rectangle dstRect,
        RasterAccessor dst, int xpos[], int ypos[],
        int xfracvalues[], int yfracvalues[]) {
 
        int srcPixelStride = src.getPixelStride();
  int srcScanlineStride = src.getScanlineStride();
  int srcLastXDataPos   = (src.getWidth()-1) * srcPixelStride;

  int dwidth = dstRect.width;
  int dheight = dstRect.height;
        int dnumBands = dst.getNumBands();
        short dstDataArrays[][] = dst.getShortDataArrays();
        int dstBandOffsets[] = dst.getBandOffsets();
        int dstPixelStride = dst.getPixelStride();
        int dstScanlineStride = dst.getScanlineStride();
 
        short srcDataArrays[][] = src.getShortDataArrays();  
  int bandOffsets[] = src.getBandOffsets();

  int dstOffset = 0;
  int posylow, posyhigh, posxlow, posxhigh;
  int s00, s01, s10, s11, s0, s1, s;
  int xfrac, yfrac;
   
  // Putting band loop outside
  for (int k = 0; k < dnumBands; k++)  {
            short dstData[] = dstDataArrays[k];
            short srcData[] = srcDataArrays[k];
            int dstScanlineOffset = dstBandOffsets[k];
      int bandOffset = bandOffsets[k];
      for (int j = 0; j < dheight; j++) {
                int dstPixelOffset = dstScanlineOffset;
    yfrac = yfracvalues[j];
    posylow = ypos[j] + bandOffset;
    posyhigh = posylow + srcScanlineStride;

    for (int i = 0; i < dwidth; i++) {
        xfrac = xfracvalues[i];
        posxlow = xpos[i];
        posxhigh = posxlow + srcPixelStride;

        // Get the four surrounding pixel values
        s00 = srcData[posxlow + posylow] & 0xffff;
        s01 = srcData[posxhigh + posylow] & 0xffff;
        s10 = srcData[posxlow + posyhigh] & 0xffff;
        s11 = srcData[posxhigh + posyhigh] & 0xffff;
       
        // Perform the bilinear interpolation
        s0 = (s01 - s00) * xfrac + (s00 << subsampleBits);
        s1 = (s11 - s10) * xfrac + (s10 << subsampleBits);
        s = ((s1 - s0) * yfrac + (s0 << subsampleBits) +
       round2) >> shift2;
       
        dstData[dstPixelOffset] = (short)(s & 0xffff);
                    dstPixelOffset += dstPixelStride;
                }
                dstScanlineOffset += dstScanlineStride;
            }
        }
    }
       
    // identical to byteLoops, except datatypes have changed.  clumsy,
    // but there's no other way in Java
    private void intLoop(RasterAccessor src, Rectangle dstRect,
        RasterAccessor dst, int xpos[], int ypos[],
        int xfracvalues[], int yfracvalues[]) {

        int srcPixelStride = src.getPixelStride();
  int srcScanlineStride = src.getScanlineStride();
  int srcLastXDataPos   = (src.getWidth()-1) * srcPixelStride;

  int dwidth = dstRect.width;
  int dheight = dstRect.height;
        int dnumBands = dst.getNumBands();
        int dstDataArrays[][] = dst.getIntDataArrays();
        int dstBandOffsets[] = dst.getBandOffsets();
        int dstPixelStride = dst.getPixelStride();
        int dstScanlineStride = dst.getScanlineStride();
 
        int srcDataArrays[][] = src.getIntDataArrays();
  int bandOffsets[] = src.getBandOffsets();

  int dstOffset = 0;
  int posylow, posyhigh, posxlow, posxhigh;
  int s00, s10, s01, s11;
  long s0, s1;
  int xfrac, yfrac;
  int shift = 29 - subsampleBits;

  // Putting band loop outside
  for (int k = 0; k < dnumBands; k++)  {
            int dstData[] = dstDataArrays[k];
            int srcData[] = srcDataArrays[k];
            int dstScanlineOffset = dstBandOffsets[k];
      int bandOffset = bandOffsets[k];
            for (int j = 0; j < dheight; j++)  {
                int dstPixelOffset = dstScanlineOffset;
    yfrac = yfracvalues[j];
    posylow = ypos[j] + bandOffset;
    posyhigh = posylow + srcScanlineStride;

                for (int i = 0; i < dwidth; i++)  {
        xfrac = xfracvalues[i];
        posxlow = xpos[i];
        posxhigh = posxlow + srcPixelStride;

        // Get the four surrounding pixel values
        s00 = srcData[posxlow + posylow];
        s01 = srcData[posxhigh + posylow];
        s10 = srcData[posxlow + posyhigh];
        s11 = srcData[posxhigh + posyhigh];

        // Perform the bilinear interpolation
        if ((s00 | s10) >>> shift == 0) {
      if ((s01 | s11) >>> shift == 0) {
          s0 = (s01 - s00) * xfrac + (s00 << subsampleBits);
          s1 = (s11 - s10) * xfrac + (s10 << subsampleBits);
      } else {
          s0 = ((long)s01 - s00) * xfrac + (s00 << subsampleBits);
          s1 = ((long)s11 - s10) * xfrac + (s10 << subsampleBits);
      }
        } else {
      s0 = ((long)s01 - s00) * xfrac + ((long)s00 << subsampleBits);
      s1 = ((long)s11 - s10) * xfrac + ((long)s10 << subsampleBits);
        }

        dstData[dstPixelOffset] = (int)(((s1 - s0) * yfrac +
                 (s0 << subsampleBits) +
                 round2) >> shift2);

                    dstPixelOffset += dstPixelStride;
                }
                dstScanlineOffset += dstScanlineStride;
            }
        }
    }  

    // Interpolation for floating point samples done as specified by the
    // following formula:
    //        float s0 = (s01 - s00)*xfrac + s00;
    //        float s1 = (s11 - s10)*xfrac + s10;
    //        return (s1 - s0)*yfrac + s0;
    // Note that xfrac, yfrac are in the range [0.0F, 1.0F)

    private void floatLoop(RasterAccessor src, Rectangle dstRect,
        RasterAccessor dst, int xpos[], int ypos[],
        float xfracvaluesFloat[], float yfracvaluesFloat[]) {
 
        int srcPixelStride = src.getPixelStride();
  int srcScanlineStride = src.getScanlineStride();
  int srcLastXDataPos   = (src.getWidth()-1) * srcPixelStride;

  int dwidth = dstRect.width;
  int dheight = dstRect.height;
        int dnumBands = dst.getNumBands();
        float dstDataArrays[][] = dst.getFloatDataArrays();
        int dstBandOffsets[] = dst.getBandOffsets();
        int dstPixelStride = dst.getPixelStride();
        int dstScanlineStride = dst.getScanlineStride();
 
  float srcDataArrays[][] = src.getFloatDataArrays();
  int bandOffsets[] = src.getBandOffsets();

  float s00, s01, s10, s11;
  float s0, s1;
  float xfrac, yfrac;
  int dstOffset = 0
  int posylow, posyhigh, posxlow, posxhigh;

  // Putting band loop outside
  for (int k = 0; k < dnumBands; k++)  {
            float dstData[] = dstDataArrays[k];
            float srcData[] = srcDataArrays[k];
            int dstScanlineOffset = dstBandOffsets[k];
      int bandOffset = bandOffsets[k];
            for (int j = 0; j < dheight; j++)  {
                int dstPixelOffset = dstScanlineOffset;
    yfrac = yfracvaluesFloat[j];
    posylow = ypos[j] + bandOffset;
    posyhigh = posylow + srcScanlineStride;

                for (int i = 0; i < dwidth; i++)  {
        xfrac = xfracvaluesFloat[i];
        posxlow = xpos[i];
        posxhigh = posxlow + srcPixelStride;

        // Get the four surrounding pixel values
        s00 = srcData[posxlow + posylow];
        s01 = srcData[posxhigh + posylow];
        s10 = srcData[posxlow + posyhigh];
        s11 = srcData[posxhigh + posyhigh];

        // Perform the bilinear interpolation
        s0 = (s01 - s00) * xfrac + s00;
        s1 = (s11 - s10) * xfrac + s10;
                 
        dstData[dstPixelOffset] = (s1 - s0) * yfrac + s0;

                    dstPixelOffset += dstPixelStride;
                }
                dstScanlineOffset += dstScanlineStride;
            }
        } 
    }  

    private void doubleLoop(RasterAccessor src, Rectangle dstRect,
        RasterAccessor dst, int xpos[], int ypos[],
        float xfracvaluesFloat[], float yfracvaluesFloat[]) {

        int srcPixelStride = src.getPixelStride();
  int srcScanlineStride = src.getScanlineStride();
  int srcLastXDataPos   = (src.getWidth()-1) * srcPixelStride;

  int dwidth = dstRect.width;
  int dheight = dstRect.height;
        int dnumBands = dst.getNumBands();
        double dstDataArrays[][] = dst.getDoubleDataArrays();
        int dstBandOffsets[] = dst.getBandOffsets();
        int dstPixelStride = dst.getPixelStride();
        int dstScanlineStride = dst.getScanlineStride();
 
  double srcDataArrays[][] = src.getDoubleDataArrays();
  int bandOffsets[] = src.getBandOffsets();

  double s00, s01, s10, s11;
  double s0, s1;
  double xfrac, yfrac;
  int dstOffset = 0
  int posylow, posyhigh, posxlow, posxhigh;

  // Putting band loop outside
  for (int k = 0; k < dnumBands; k++)  {
            double dstData[] = dstDataArrays[k];
            double srcData[] = srcDataArrays[k];
            int dstScanlineOffset = dstBandOffsets[k];
      int bandOffset = bandOffsets[k];
            for (int j = 0; j < dheight; j++)  {
                int dstPixelOffset = dstScanlineOffset;
    yfrac = yfracvaluesFloat[j];
    posylow = ypos[j] + bandOffset;
    posyhigh = posylow + srcScanlineStride;

                for (int i = 0; i < dwidth; i++)  {
        xfrac = xfracvaluesFloat[i];
        posxlow = xpos[i];
        posxhigh = posxlow + srcPixelStride;

        // Get the four surrounding pixel values
        s00 = srcData[posxlow + posylow];
        s01 = srcData[posxhigh + posylow];
        s10 = srcData[posxlow + posyhigh];
        s11 = srcData[posxhigh + posyhigh];

        // Perform the bilinear interpolation
        s0 = (s01 - s00) * xfrac + s00;
        s1 = (s11 - s10) * xfrac + s10;
                 
        dstData[dstPixelOffset] = (s1 - s0) * yfrac + s0;

                    dstPixelOffset += dstPixelStride;
                }
                dstScanlineOffset += dstScanlineStride;
            }
        } 
    }  

//     public static OpImage createTestImage(OpImageTester oit) {
//         Interpolation interp =
//             Interpolation.getInstance(Interpolation.INTERP_BILINEAR);
//         return new ScaleBilinearOpImage(oit.getSource(), null, null,
//                                         new ImageLayout(oit.getSource()),
//                                         2.5F, 2.5F, 0.0F, 0.0F,
//                                         interp);
//     }

//     public static void main(String args[]) {
//         String classname = "com.lightcrafts.media.jai.opimage.ScaleBilinearOpImage";
//   OpImageTester.performDiagnostics(classname,args);
//   System.exit(1);

//         System.out.println("ScaleOpImage Test");
//         ImageLayout layout;
//         OpImage src, dst;
//         Rectangle rect = new Rectangle(0, 0, 5, 5);
 
//   InterpolationBilinear interp = new InterpolationBilinear();
 
//         System.out.println("1. PixelInterleaved short 3-band");
//         layout = OpImageTester.createImageLayout(
//             0, 0, 200, 200, 0, 0, 64, 64, DataBuffer.TYPE_SHORT, 3, false);
//         src = OpImageTester.createRandomOpImage(layout);
//         dst = new ScaleBilinearOpImage(src, null, null, null,
//                                        2.0F, 2.0F, 0.0F, 0.0F, interp);
//         OpImageTester.testOpImage(dst, rect);
//         OpImageTester.timeOpImage(dst, 10);
 
//         System.out.println("2. PixelInterleaved ushort 3-band");
//         layout = OpImageTester.createImageLayout(
//             0, 0, 512, 512, 0, 0, 200, 200, DataBuffer.TYPE_USHORT, 3, false);
//         src = OpImageTester.createRandomOpImage(layout);
//         dst = new ScaleBilinearOpImage(src, null, null, null,
//                                        2.0F, 2.0F, 0.0F, 0.0F, interp);
//         OpImageTester.testOpImage(dst, rect);
//         OpImageTester.timeOpImage(dst, 10);

//         System.out.println("3. PixelInterleaved float 3-band");
//         layout = OpImageTester.createImageLayout(0, 0, 512, 512, 0, 0, 200, 200,
//              DataBuffer.TYPE_FLOAT, 3,
//              false);
//         src = OpImageTester.createRandomOpImage(layout);
//         dst = new ScaleBilinearOpImage(src, null, null, null,
//                                        2.0F, 2.0F, 0.0F, 0.0F, interp);
//         OpImageTester.testOpImage(dst, rect);
//         OpImageTester.timeOpImage(dst, 10);

//         System.out.println("4. PixelInterleaved double 3-band");
//         layout = OpImageTester.createImageLayout(0, 0, 512, 512,
//                                                  0, 0, 200, 200,
//              DataBuffer.TYPE_DOUBLE, 3,
//              false);
//         src = OpImageTester.createRandomOpImage(layout);
//         dst = new ScaleBilinearOpImage(src, null, null, null,
//                                        2.0F, 2.0F, 0.0F, 0.0F, interp);
//         OpImageTester.testOpImage(dst, rect);
//         OpImageTester.timeOpImage(dst, 10);
//     }   
}
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