use of org.gridfour.gvrs.GvrsElementSpecificationInt in project gridfour by gwlucastrig.
the class ExperimentalImageStorage method main.
/**
* Process the specified file storing it in different image formats
* as a way of testing data processing concepts for GVRS.
*
* @param args the command line arguments, the first of which give the path
* to the input file
* @throws java.io.IOException in the event of an unhandled IO exception
* @throws org.apache.commons.imaging.ImageReadException in the event of an
* unhandled exception reading an image
*/
public static void main(String[] args) throws IOException, ImageReadException {
File input = new File(args[0]);
Date date = new Date();
SimpleDateFormat sdFormat = new SimpleDateFormat("dd MMM yyyy HH:mm", Locale.getDefault());
sdFormat.setTimeZone(new SimpleTimeZone(0, "UTC"));
System.out.format("Processing image from %s%n", input.getName());
System.out.format("Date/time of test: %s (UTC)%n", sdFormat.format(date));
System.out.println("");
long time0, time1;
// -------------------------------------------------------------
// Load the specified file to obtain sample data for processing.
time0 = System.currentTimeMillis();
BufferedImage bImage = Imaging.getBufferedImage(input);
time1 = System.currentTimeMillis();
int width = bImage.getWidth();
int height = bImage.getHeight();
int nPixels = width * height;
// GVRS API uses row, column as grid coordinates
int nRows = height;
int nCols = width;
System.out.println("Image loaded");
System.out.format(" Width: %7d%n", width);
System.out.format(" Height: %7d%n", height);
report(time0, time1, input, nPixels);
int[] argb = new int[width * height];
bImage.getRGB(0, 0, width, height, argb, 0, width);
bImage = new BufferedImage(width, height, BufferedImage.TYPE_INT_RGB);
bImage.setRGB(0, 0, width, height, argb, 0, width);
// ---------------------------------------------------------------
// As a basis for comparison, store the image as a PNG
// and report the time required to do so.
File refPNG = new File("ReferenceImage.png");
if (refPNG.exists()) {
refPNG.delete();
}
time0 = System.currentTimeMillis();
ImageIO.write(bImage, "PNG", refPNG);
time1 = System.currentTimeMillis();
System.out.println("ImageIO writing PNG");
report(time0, time1, refPNG, nPixels);
// ---------------------------------------------------------------
File refJPEG = new File("ReferenceImage.jpg");
if (refJPEG.exists()) {
refJPEG.delete();
}
time0 = System.currentTimeMillis();
ImageIO.write(bImage, "JPEG", refJPEG);
time1 = System.currentTimeMillis();
System.out.println("ImageIO writing JPEG");
report(time0, time1, refJPEG, nPixels);
// Note:
// In the following code blocks, there are references to the GvrsFile
// summarize() method. These are commented out because they would
// interfere with timing measurements and also because they produce
// considerable output text which would clutter the report.
// Note also that calls to flush() are not normally required since
// GvrsFile performs a flush as part of its close() operation.
// ---------------------------------------------------------------
GvrsFileSpecification gvrsFileSpec;
// The first test stores the specified data in an uncompressed format.
// This is the fastest option for processing pixel data and is recommended
// for high-performance processing.
System.out.println("Storing pixels as integers in uncompressed GVRS file");
gvrsFileSpec = new GvrsFileSpecification(nRows, nCols, 200, 200);
GvrsElementSpecification pSpec = new GvrsElementSpecificationInt("pixel");
gvrsFileSpec.addElementSpecification(pSpec);
File output0 = new File("IntPixelNoComp.gvrs");
time0 = System.currentTimeMillis();
try (GvrsFile gvrs = new GvrsFile(output0, gvrsFileSpec)) {
gvrs.setTileCacheSize(GvrsCacheSize.Large);
GvrsElement pixel = gvrs.getElement("pixel");
for (int iRow = 0; iRow < nRows; iRow++) {
for (int iCol = 0; iCol < nCols; iCol++) {
int index = iRow * nCols + iCol;
pixel.writeValueInt(iRow, iCol, argb[index]);
}
}
}
time1 = System.currentTimeMillis();
report(time0, time1, output0, nPixels);
// ---------------------------------------------------------------
// Store the pixels in compressed format, but do not make any special
// processing to improve the results. In most cases, compression using
// this approach will not yield a substantial saving in storage.
System.out.println("Storing pixels as integers in compressed GVRS file");
File output1 = new File("IntPixelComp.gvrs");
gvrsFileSpec.setDataCompressionEnabled(true);
LsCodecUtility.addLsopToSpecification(gvrsFileSpec, true);
time0 = System.currentTimeMillis();
try (GvrsFile gvrs = new GvrsFile(output1, gvrsFileSpec)) {
gvrs.setTileCacheSize(GvrsCacheSize.Large);
GvrsElement pixel = gvrs.getElement("pixel");
for (int iRow = 0; iRow < nRows; iRow++) {
for (int iCol = 0; iCol < nCols; iCol++) {
int index = iRow * nCols + iCol;
pixel.writeValueInt(iRow, iCol, argb[index]);
}
}
// gvrs.flush();
// gvrs.summarize(System.out, true);
}
time1 = System.currentTimeMillis();
report(time0, time1, output1, nPixels);
// ---------------------------------------------------------------
// Separate the pixels into separate RGB components, store each component
// in a separate GVRS Element. This approach should improve compression
// ratios.
System.out.println("Storing RGB components in compressed GVRS file");
gvrsFileSpec = new GvrsFileSpecification(nRows, nCols, 200, 200);
gvrsFileSpec.setDataCompressionEnabled(true);
LsCodecUtility.addLsopToSpecification(gvrsFileSpec, true);
gvrsFileSpec.addElementSpecification(new GvrsElementSpecificationInt("r"));
gvrsFileSpec.addElementSpecification(new GvrsElementSpecificationInt("g"));
gvrsFileSpec.addElementSpecification(new GvrsElementSpecificationInt("b"));
File output2 = new File("PixelsCompRGB.gvrs");
gvrsFileSpec.setDataCompressionEnabled(true);
time0 = System.currentTimeMillis();
try (GvrsFile gvrs = new GvrsFile(output2, gvrsFileSpec)) {
gvrs.setTileCacheSize(GvrsCacheSize.Large);
GvrsElement rElem = gvrs.getElement("r");
GvrsElement gElem = gvrs.getElement("g");
GvrsElement bElem = gvrs.getElement("b");
for (int iRow = 0; iRow < nRows; iRow++) {
for (int iCol = 0; iCol < nCols; iCol++) {
int rgb = argb[iRow * nCols + iCol];
int r = (rgb >> 16) & 0xff;
int g = (rgb >> 8) & 0xff;
int b = rgb & 0xff;
rElem.writeValueInt(iRow, iCol, r);
gElem.writeValueInt(iRow, iCol, g);
bElem.writeValueInt(iRow, iCol, b);
}
}
// gvrs.flush();
// gvrs.summarize(System.out, true);
}
time1 = System.currentTimeMillis();
report(time0, time1, output2, nPixels);
// ---------------------------------------------------------------
// Convert RGB color values to the YCoCg-R color space before storage.
// For photographic images, this approach should further reduce storage
// size. For charts, graphs, line drawings, and other such graphic art
// this approach will usually not produce a gain and sometimes degrades
// compression.
System.out.println("Storing YCoCg-R components in compressed GVRS file");
gvrsFileSpec = new GvrsFileSpecification(nRows, nCols, 200, 200);
gvrsFileSpec.setDataCompressionEnabled(true);
LsCodecUtility.addLsopToSpecification(gvrsFileSpec, true);
gvrsFileSpec.addElementSpecification(new GvrsElementSpecificationInt("Y"));
gvrsFileSpec.addElementSpecification(new GvrsElementSpecificationInt("Co"));
gvrsFileSpec.addElementSpecification(new GvrsElementSpecificationInt("Cg"));
File output3 = new File("PixelsCompYCoCg.gvrs");
time0 = System.currentTimeMillis();
try (GvrsFile gvrs = new GvrsFile(output3, gvrsFileSpec)) {
gvrs.setTileCacheSize(GvrsCacheSize.Large);
GvrsElement YElem = gvrs.getElement("Y");
GvrsElement CoElem = gvrs.getElement("Co");
GvrsElement CgElem = gvrs.getElement("Cg");
for (int iRow = 0; iRow < nRows; iRow++) {
for (int iCol = 0; iCol < nCols; iCol++) {
int rgb = argb[iRow * nCols + iCol];
int r = (rgb >> 16) & 0xff;
int g = (rgb >> 8) & 0xff;
int b = rgb & 0xff;
int Co = r - b;
// Co>>1 is equivalent to Co/2
int tmp = b + (Co >> 1);
int Cg = g - tmp;
int Y = tmp + (Cg >> 1);
YElem.writeValueInt(iRow, iCol, Y);
CoElem.writeValueInt(iRow, iCol, Co);
CgElem.writeValueInt(iRow, iCol, Cg);
}
}
// gvrs.flush();
// gvrs.summarize(System.out, true);
}
time1 = System.currentTimeMillis();
report(time0, time1, output3, nPixels);
// ---------------------------------------------------------------
// Finally, test the time required to load a YCoCg image
// Then write the results to a JPEG file for inspection.
// This test code also illustrates how the YCoCg values may be
// mapped back to RGB.
System.out.println("Testing time to read the YCoCg compressed file");
time0 = System.currentTimeMillis();
try (GvrsFile gvrs = new GvrsFile(output3, "r")) {
gvrs.setTileCacheSize(GvrsCacheSize.Large);
GvrsElement YElem = gvrs.getElement("Y");
GvrsElement CoElem = gvrs.getElement("Co");
GvrsElement CgElem = gvrs.getElement("Cg");
for (int iRow = 0; iRow < nRows; iRow++) {
for (int iCol = 0; iCol < nCols; iCol++) {
int Y = YElem.readValueInt(iRow, iCol);
int Co = CoElem.readValueInt(iRow, iCol);
int Cg = CgElem.readValueInt(iRow, iCol);
int tmp = Y - (Cg >> 1);
int g = Cg + tmp;
int b = tmp - (Co >> 1);
int r = b + Co;
argb[iRow * nCols + iCol] = (((0xff00 | r) << 8 | g) << 8) | b;
}
}
}
time1 = System.currentTimeMillis();
report(time0, time1, output3, nPixels);
File resultsJPEG = new File("ResultsForInspection.jpg");
if (resultsJPEG.exists()) {
resultsJPEG.delete();
}
bImage = new BufferedImage(width, height, BufferedImage.TYPE_INT_RGB);
bImage.setRGB(0, 0, width, height, argb, 0, width);
time0 = System.currentTimeMillis();
ImageIO.write(bImage, "JPEG", resultsJPEG);
time1 = System.currentTimeMillis();
System.out.println("ImageIO writing JPEG");
}
use of org.gridfour.gvrs.GvrsElementSpecificationInt in project gridfour by gwlucastrig.
the class EntropyTabulator method process.
/**
* Process the specified GVRS file and write a report to the specified print
* stream.
* <p>
* If configured to do so, this method will write progress reports to the
* specified print stream.
*
* @param ps a valid print stream, System.out is a valid candidate
* @param inputFile a reference to a GVRS file
* @param showProgress indicates if progress reports are to be printed during
* processing
* @return on successful completion, a valid floating-point value; otherwise,
* a Double.NaN.
*/
public double process(PrintStream ps, File inputFile, boolean showProgress) {
double entropy = Double.NaN;
ps.format("%nEntropy tabulation for GVRS files%n");
Locale locale = Locale.getDefault();
Date date = new Date();
SimpleDateFormat sdFormat = new SimpleDateFormat("dd MMM yyyy HH:mm z", locale);
ps.format("Date of Execution: %s%n", sdFormat.format(date));
String inputPath = inputFile.getPath();
ps.format("Input file: %s%n", inputPath);
File parent = inputFile.getParentFile();
File countsFile = new File(parent, TEMP_COUNT_FILE_NAME);
// Define the specs for the entropy stats file
GvrsFileSpecification countsSpec = new GvrsFileSpecification(65536, 65536, 256, 256);
countsSpec.setDataCompressionEnabled(false);
GvrsElementSpecificationInt countsElementSpec = new GvrsElementSpecificationInt("counts", 0);
countsSpec.addElementSpecification(countsElementSpec);
try (GvrsFile source = new GvrsFile(inputFile, "r");
GvrsFile counts = new GvrsFile(countsFile, countsSpec)) {
GvrsFileSpecification sourceSpec = source.getSpecification();
int nRowsInSource = sourceSpec.getRowsInGrid();
int nColsInSource = sourceSpec.getColumnsInGrid();
int nRowsOfTilesInSource = sourceSpec.getRowsOfTilesInGrid();
int nColsOfTilesInSource = sourceSpec.getColumnsOfTilesInGrid();
int nRowsInTile = sourceSpec.getRowsInTile();
int nColsInTile = sourceSpec.getColumnsInTile();
GvrsElement sourceElement = source.getElements().get(0);
GvrsElementType sourceDataType = sourceElement.getDataType();
GvrsElement countsElement = counts.getElement("counts");
long nSamples = 0;
long nSymbols = 0;
ps.println("Source File " + inputFile.getName());
ps.format(" Rows: %8d%n", nRowsInSource);
ps.format(" Columns: %8d%n", nColsInSource);
source.setTileCacheSize(GvrsCacheSize.Small);
counts.setTileCacheSize(2000);
long time0 = System.currentTimeMillis();
if (showProgress) {
ps.format("Initializing temporary entropy tabulation file %s%n", countsFile.getPath());
ps.flush();
}
// Package the data
if (showProgress) {
ps.format("Initialization done in %d ms%n", System.currentTimeMillis() - time0);
ps.println("Beginning tabulation");
}
time0 = System.currentTimeMillis();
for (int iTileRow = 0; iTileRow < nRowsOfTilesInSource; iTileRow++) {
if (showProgress && iTileRow > 0) {
long time1 = System.currentTimeMillis();
double deltaT = time1 - time0;
// rows per millis
double rate = (iTileRow + 1) / deltaT;
int nRemaining = nRowsOfTilesInSource - iTileRow;
long remainingT = (long) (nRemaining / rate);
Date d = new Date(time1 + remainingT);
ps.format("Surveyed %d rows, %4.1f%% of total, est completion at %s%n", iTileRow * nRowsInTile, 100.0 * (double) iTileRow / (nRowsOfTilesInSource - 1.0), d);
ps.flush();
}
int row0 = iTileRow * nRowsInTile;
int row1 = row0 + nRowsInTile;
if (row1 > nRowsInSource) {
row1 = nRowsInSource;
}
for (int iTileCol = 0; iTileCol < nColsOfTilesInSource; iTileCol++) {
int col0 = iTileCol * nColsInTile;
int col1 = col0 + nColsInTile;
if (col1 > nColsInSource) {
col1 = nColsInSource;
}
for (int iRow = row0; iRow < row1; iRow++) {
for (int iCol = col0; iCol < col1; iCol++) {
int bits;
if (sourceDataType == GvrsElementType.FLOAT) {
float sample = sourceElement.readValue(iRow, iCol);
bits = Float.floatToRawIntBits(sample);
} else {
bits = sourceElement.readValueInt(iRow, iCol);
}
long longIndex = ((long) bits) & 0x00ffffffffL;
long longRow = longIndex / 65536L;
long longCol = longIndex - longRow * 65536L;
int count = countsElement.readValueInt((int) longRow, (int) longCol);
countsElement.writeValueInt((int) longRow, (int) longCol, count + 1);
nSamples++;
if (count == 0) {
nSymbols++;
}
}
}
}
}
counts.flush();
long time1 = System.currentTimeMillis();
double timeToProcess = (time1 - time0) / 1000.0;
if (showProgress) {
ps.format("Finished surveying source file in %4.1f seconds%n", timeToProcess);
ps.format("Performing tabulation of count data%n");
ps.flush();
}
time0 = System.currentTimeMillis();
double nSamplesDouble = (double) nSamples;
int maxCount = 0;
long nUnique = 0;
long nRepeated = 0;
KahanSummation ks = new KahanSummation();
for (int iRow = 0; iRow < 65536; iRow++) {
if (showProgress && (iRow & 1023) == 0 && iRow > 0) {
time1 = System.currentTimeMillis();
double deltaT = time1 - time0;
// rows per millis
double rate = (iRow + 1) / deltaT;
int nRemaining = 65536 - iRow;
long remainingT = (long) (nRemaining / rate);
Date d = new Date(time1 + remainingT);
ps.format("Tabulated %d rows, %4.1f%% of total, est completion at %s%n", iRow, 100.0 * (double) iRow / 65536.0, d);
ps.flush();
}
for (int iCol = 0; iCol < 65536; iCol++) {
int count = countsElement.readValueInt(iRow, iCol);
if (count > 0) {
double p = (double) count / nSamplesDouble;
double s = -p * Math.log(p);
ks.add(s);
if (count > maxCount) {
maxCount = count;
}
if (count == 1) {
nUnique++;
} else {
nRepeated++;
}
}
}
}
// get sum of entropy calculations, and them apply
// adjustment for base 2.
entropy = ks.getSum() / Math.log(2.0);
time1 = System.currentTimeMillis();
double timeToTabulate = (time1 - time0) / 1000.0;
ps.format("Finished processing file in %4.1f seconds%n", timeToTabulate);
ps.format("Size of Counts File %12d%n", countsFile.length());
ps.format("Samples: %12d%n", nSamples);
ps.format("Unique Symbols: %12d%n", nUnique);
ps.format("Repeated Symbols: %12d%n", nRepeated);
ps.format("Total symbols: %12d%n", nSymbols);
ps.format("Max count: %12d%n", maxCount);
ps.format("Entropy: %9.5f%n ", entropy);
} catch (IOException ioex) {
ps.println("IOException accessing " + inputFile.getPath() + ", " + ioex.getMessage());
ioex.printStackTrace(ps);
}
countsFile.delete();
return entropy;
}
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