Examples with Index com.google.datastore.admin.v1.Index used on opensource projects

Example 16 with Index

use of com.google.datastore.admin.v1.Index in project imageio-ext by geosolutions-it.

the class NetCDFCFExperiment method run.

private void run(String fileNameIn, String fileNameOut) {
    try {
        NetcdfFile ncFileIn = NetcdfFile.open(fileNameIn);
        ncFileIn.writeCDL(System.out, true);
        NetcdfFileWriteable ncFileOut = NetcdfFileWriteable.createNew(fileNameOut);
        // input dimensions
        Dimension timeDim0 = ncFileIn.findDimension("time");
        Dimension latDim0 = ncFileIn.findDimension("lat");
        Dimension lonDim0 = ncFileIn.findDimension("lon");
        // input variables
        Variable time_0 = ncFileIn.findVariable("time");
        Array time_0_Data = time_0.read();
        Index time_0_Index = time_0_Data.getIndex();
        Variable grid3 = ncFileIn.findVariable("grid3");
        final int nLat = grid3.getDimension(0).getLength();
        final int nLon = grid3.getDimension(1).getLength();
        final String units = ((Attribute) grid3.findAttribute(UNITS)).getStringValue();
        final String[] unit = units.split(",");
        Array lat_0_Data = grid3.read("0:" + (nLat - 1) + ":1, 0:0:1, 1:1:1").reduce();
        Index lat_0_Index = lat_0_Data.getIndex();
        Array lon_0_Data = grid3.read("0:0:1, 0:" + (nLon - 1) + ":1, 0:0:1").reduce();
        Index lon_0_Index = lon_0_Data.getIndex();
        // Depth
        Variable z_0 = ncFileIn.findVariable("zout");
        final int nLevels = z_0.getDimension(0).getLength();
        Array z_0_Data = z_0.read("0:" + (nLevels - 1) + ":1, 2:2:1");
        // Index z_0_Index = z_0_Data.getIndex();
        Dimension timeDim = ncFileOut.addDimension("time", timeDim0.getLength());
        Dimension latDim = ncFileOut.addDimension(NetCDFUtilities.LAT, latDim0.getLength());
        Dimension lonDim = ncFileOut.addDimension(NetCDFUtilities.LON, lonDim0.getLength());
        Dimension depthDim = ncFileOut.addDimension(NetCDFUtilities.DEPTH, nLevels);
        // writing file
        this.computeMatrixExtremes(lat_0_Data, lon_0_Data, lonDim0.getLength(), latDim0.getLength(), lat_0_Index, lon_0_Index);
        copyGlobalAttributes(ncFileOut, ncFileIn.getGlobalAttributes());
        // //
        // 
        // Time requires a special Management
        // 
        // //
        // time Variable
        ncFileOut.addVariable("time", DataType.FLOAT, new Dimension[] { timeDim });
        // ncFileOut.addVariableAttribute("Time", "long_name", "Time");
        final float referenceTime = setTimeVariableAttributes(time_0, ncFileOut);
        // lat Variable
        ArrayFloat lat_1_Data = new ArrayFloat(new int[] { latDim0.getLength() });
        Index lat_1_Index = lat_1_Data.getIndex();
        ncFileOut.addVariable(NetCDFUtilities.LAT, DataType.FLOAT, new Dimension[] { latDim });
        ncFileOut.addVariableAttribute(NetCDFUtilities.LAT, "long_name", NetCDFUtilities.LATITUDE);
        ncFileOut.addVariableAttribute(NetCDFUtilities.LAT, UNITS, unit[1].trim());
        for (int yPos = 0; yPos < latDim0.getLength(); yPos++) {
            lat_1_Data.setFloat(lat_1_Index.set(yPos), new Float(this.ymax - (new Float(yPos).floatValue() * this.periodY)).floatValue());
        // new Float(
        // this.ymin
        // + (new Float(yPos)
        // .floatValue() * this.periodY))
        // .floatValue());
        }
        // lon Variable
        ArrayFloat lon_1_Data = new ArrayFloat(new int[] { lonDim0.getLength() });
        Index lon_1_Index = lon_1_Data.getIndex();
        ncFileOut.addVariable(NetCDFUtilities.LON, DataType.FLOAT, new Dimension[] { lonDim });
        ncFileOut.addVariableAttribute(NetCDFUtilities.LON, "long_name", NetCDFUtilities.LONGITUDE);
        ncFileOut.addVariableAttribute(NetCDFUtilities.LON, UNITS, unit[0].trim());
        for (int xPos = 0; xPos < lonDim0.getLength(); xPos++) {
            lon_1_Data.setFloat(lon_1_Index.set(xPos), new Float(this.xmin + (new Float(xPos).floatValue() * this.periodX)).floatValue());
        }
        // depth level Variable
        ArrayInt depthlevelDim_1_Data = new ArrayInt(new int[] { depthDim.getLength() });
        Index depthlevelDim_1_Index = depthlevelDim_1_Data.getIndex();
        ncFileOut.addVariable(NetCDFUtilities.DEPTH, DataType.FLOAT, new Dimension[] { depthDim });
        ncFileOut.addVariableAttribute(NetCDFUtilities.DEPTH, "long_name", NetCDFUtilities.DEPTH);
        ncFileOut.addVariableAttribute(NetCDFUtilities.DEPTH, UNITS, unit[2].trim());
        ncFileOut.addVariableAttribute(NetCDFUtilities.DEPTH, "positive", "up");
        for (int wPos = 0; wPos < depthDim.getLength(); wPos++) {
            depthlevelDim_1_Data.setFloat(depthlevelDim_1_Index.set(wPos), z_0_Data.getFloat(depthlevelDim_1_Index));
        }
        // {} Variables
        for (int i = 0; i < NUMVARS; i++) {
            String varName = variables.get(i);
            Variable var = ncFileIn.findVariable(varName);
            ncFileOut.addVariable(varName, var.getDataType(), new Dimension[] { timeDim, depthDim, latDim, lonDim });
            setVariableAttributes(var, ncFileOut, new String[] { "positions" });
        }
        // writing bin data ...
        ncFileOut.create();
        ArrayFloat timeData = new ArrayFloat(new int[] { timeDim.getLength() });
        Index timeIndex = timeData.getIndex();
        for (int t = 0; t < timeDim.getLength(); t++) {
            float julianTime = time_0_Data.getFloat(time_0_Index.set(t)) - referenceTime;
            timeData.setFloat(timeIndex.set(t), julianTime);
        }
        ncFileOut.write("time", timeData);
        Variable timeVar = ncFileOut.findVariable("time");
        timeDim.addCoordinateVariable(timeVar);
        ncFileOut.write(NetCDFUtilities.LAT, lat_1_Data);
        ncFileOut.write(NetCDFUtilities.LON, lon_1_Data);
        Variable depthVar = ncFileOut.findVariable("depth");
        depthDim.addCoordinateVariable(depthVar);
        ncFileOut.write(NetCDFUtilities.DEPTH, depthlevelDim_1_Data);
        // TODO: AutoApply MASK?
        ArrayFloat maskMatrix = new ArrayFloat.D2(latDim.getLength(), lonDim.getLength());
        Index maskIma = maskMatrix.getIndex();
        if (APPLY_MASK) {
            Variable mask = ncFileIn.findVariable("mask");
            Array maskData = mask.read();
            Index maskIndex = maskData.getIndex();
            ArrayFloat tempData = new ArrayFloat(new int[] { latDim0.getLength(), lonDim0.getLength() });
            Index tempIndex = tempData.getIndex();
            for (int yPos = 0; yPos < latDim0.getLength(); yPos++) {
                for (int xPos = 0; xPos < lonDim0.getLength(); xPos++) {
                    tempData.setFloat(tempIndex.set(yPos, xPos), maskData.getFloat(maskIndex.set(yPos, xPos)));
                }
            }
            WritableRaster outData = this.Resampler(lat_0_Data, lon_0_Data, lonDim0.getLength(), latDim0.getLength(), 2, tempData, -1);
            for (int j = 0; j < latDim0.getLength(); j++) {
                for (int k = 0; k < lonDim0.getLength(); k++) {
                    float sample = outData.getSampleFloat(k, j, 0);
                    maskMatrix.setFloat(maskIma.set(j, k), sample);
                }
            }
        }
        for (int i = 0; i < NUMVARS; i++) {
            String varName = variables.get(i);
            Variable var = ncFileIn.findVariable(varName);
            Array originalVarData = var.read();
            Index varIndex = originalVarData.getIndex();
            Attribute fv = var.findAttribute("_FillValue");
            float fillValue = Float.NaN;
            if (fv != null) {
                fillValue = (fv.getNumericValue()).floatValue();
            }
            ArrayFloat T_tmp_Data = new ArrayFloat(new int[] { latDim0.getLength(), lonDim0.getLength() });
            Index T_tmp_Index = T_tmp_Data.getIndex();
            ArrayFloat Tmatrix = new ArrayFloat.D4(timeDim.getLength(), depthDim.getLength(), latDim.getLength(), lonDim.getLength());
            Index Tima = Tmatrix.getIndex();
            for (int tPos = 0; tPos < timeDim0.getLength(); tPos++) {
                for (int levelPos = 0; levelPos < depthDim.getLength(); levelPos++) {
                    for (int yPos = 0; yPos < latDim0.getLength(); yPos++) {
                        for (int xPos = 0; xPos < lonDim0.getLength(); xPos++) {
                            T_tmp_Data.setFloat(T_tmp_Index.set(yPos, xPos), originalVarData.getFloat(varIndex.set(tPos, yPos, xPos, levelPos)));
                        }
                    }
                    WritableRaster outData = this.Resampler(lat_0_Data, lon_0_Data, lonDim0.getLength(), latDim0.getLength(), 2, T_tmp_Data, fillValue);
                    for (int j = 0; j < latDim0.getLength(); j++) {
                        for (int k = 0; k < lonDim0.getLength(); k++) {
                            float sample = outData.getSampleFloat(k, j, 0);
                            if (APPLY_MASK) {
                                float maskValue = maskMatrix.getFloat(maskIma.set(j, k));
                                if (maskValue == 0)
                                    sample = fillValue;
                            }
                            Tmatrix.setFloat(Tima.set(tPos, levelPos, j, k), sample);
                        }
                    }
                }
            }
            ncFileOut.write(varName, Tmatrix);
        }
        ncFileOut.close();
    } catch (Exception e) {
        e.printStackTrace(System.out);
    }
}

Example 17 with Index

use of com.google.datastore.admin.v1.Index in project imageio-ext by geosolutions-it.

the class NetCDFCFExperiment method Resampler.

private WritableRaster Resampler(final Array latData, final Array lonData, final int imageWidth, final int imageHeight, final int polyDegree, final Array data, final float fillValue) {
    final Index latIndex = latData.getIndex();
    final Index lonIndex = lonData.getIndex();
    final int numCoeffs = (polyDegree + 1) * (polyDegree + 2) / 2;
    final int XOFFSET = 0;
    final int YOFFSET = 1;
    final int stepX = 2;
    final int stepY = 2;
    int numNeededPoints = 0;
    for (int xi = 0; xi < imageWidth; xi += stepX) {
        for (int yi = 0; yi < imageHeight; yi += stepY) {
            numNeededPoints++;
        }
    }
    computeMatrixExtremes(latData, lonData, imageWidth, imageHeight, latIndex, lonIndex);
    float[] destCoords = new float[2 * numNeededPoints];
    float[] srcCoords = new float[2 * numNeededPoints];
    /*
         * Copy source and destination coordinates into float arrays. The
         * destination coordinates are scaled in order to gets values similar to
         * source coordinates (values will be identical if all "real world"
         * coordinates are grid indices multiplied by a constant).
         */
    int offset = 0;
    for (int yi = 0; yi < imageHeight; yi += stepY) {
        for (int xi = 0; xi < imageWidth; xi += stepX) {
            srcCoords[offset] = xi;
            srcCoords[offset + 1] = yi;
            destCoords[offset] = (float) ((lonData.getFloat(lonIndex.set(xi)) - this.xmin) / this.periodX);
            destCoords[offset + 1] = (float) ((this.ymax - latData.getFloat(latIndex.set(yi))) / this.periodY);
            // destCoords[offset + 1] = ((latData.getFloat(latIndex.set(yi)) - this.ymin) / this.periodY);
            offset += 2;
        }
    }
    GMatrix A = new GMatrix(numNeededPoints, numCoeffs);
    for (int coord = 0; coord < numNeededPoints; coord++) {
        int var = 0;
        for (int i = 0; i <= polyDegree; i++) {
            for (int j = 0; j <= i; j++) {
                double value = Math.pow(destCoords[2 * coord + XOFFSET], (double) (i - j)) * Math.pow(destCoords[2 * coord + YOFFSET], (double) j);
                A.setElement(coord, var++, value);
            }
        }
    }
    GMatrix AtAi = new GMatrix(numCoeffs, numCoeffs);
    GMatrix Ap = new GMatrix(numCoeffs, numNeededPoints);
    AtAi.mulTransposeLeft(A, A);
    AtAi.invert();
    Ap.mulTransposeRight(AtAi, A);
    GMatrix xVector = new GMatrix(numNeededPoints, 1);
    GMatrix yVector = new GMatrix(numNeededPoints, 1);
    for (int idx = 0; idx < numNeededPoints; idx++) {
        xVector.setElement(idx, 0, srcCoords[2 * idx + XOFFSET]);
        yVector.setElement(idx, 0, srcCoords[2 * idx + YOFFSET]);
    }
    GMatrix xCoeffsG = new GMatrix(numCoeffs, 1);
    GMatrix yCoeffsG = new GMatrix(numCoeffs, 1);
    xCoeffsG.mul(Ap, xVector);
    yCoeffsG.mul(Ap, yVector);
    float[] xCoeffs = new float[numCoeffs];
    float[] yCoeffs = new float[numCoeffs];
    for (int ii = 0; ii < numCoeffs; ii++) {
        xCoeffs[ii] = new Double(xCoeffsG.getElement(ii, 0)).floatValue();
        yCoeffs[ii] = new Double(yCoeffsG.getElement(ii, 0)).floatValue();
    }
    WritableRaster outDataCube;
    WritableRandomIter iteratorDataCube;
    SampleModel outSampleModel = RasterFactory.createBandedSampleModel(// data type
    DataBuffer.TYPE_FLOAT, // width
    imageWidth, // height
    imageHeight, // num bands
    1);
    outDataCube = Raster.createWritableRaster(outSampleModel, null);
    iteratorDataCube = RandomIterFactory.createWritable(outDataCube, null);
    // Transfering data in the WritableRaster structure
    Index indexInputVar = data.getIndex();
    for (int jj = 0; jj < outDataCube.getNumBands(); jj++) {
        for (int kk = 0; kk < outDataCube.getWidth(); kk++) {
            for (int ll = 0; ll < outDataCube.getHeight(); ll++) {
                iteratorDataCube.setSample(kk, ll, jj, data.getFloat(indexInputVar.set(ll, kk)));
            }
        }
    }
    WritableRaster target = RasterFactory.createWritableRaster(outSampleModel, null);
    for (int bi = 0; bi < outDataCube.getNumBands(); bi++) {
        for (int yi = 0; yi < imageHeight; yi++) {
            for (int xi = 0; xi < imageWidth; xi++) {
                float[] dstCoords = new float[2];
                GMatrix regressionVec = new GMatrix(numCoeffs, 1);
                int var = 0;
                for (int i = 0; i <= polyDegree; i++) {
                    for (int j = 0; j <= i; j++) {
                        double value = Math.pow(xi, (double) (i - j)) * Math.pow(yi, (double) j);
                        regressionVec.setElement(var++, 0, value);
                    }
                }
                GMatrix xG = new GMatrix(1, 1);
                GMatrix yG = new GMatrix(1, 1);
                xG.mulTransposeLeft(regressionVec, xCoeffsG);
                yG.mulTransposeLeft(regressionVec, yCoeffsG);
                int X = (int) Math.round(xG.getElement(0, 0));
                int Y = (int) Math.round(yG.getElement(0, 0));
                if (X >= 0 && Y >= 0 && X < imageWidth && Y < imageHeight) {
                    target.setSample(xi, yi, bi, outDataCube.getSampleFloat(X, Y, bi));
                } else {
                    // TODO: Change with fillvalue
                    // target.setSample(xi, yi, bi, Float.NaN);
                    target.setSample(xi, yi, bi, fillValue);
                }
            }
        }
    }
    return target;
}

Example 18 with Index

use of com.google.datastore.admin.v1.Index in project imageio-ext by geosolutions-it.

the class NetCDFCFExperiment method setTimeVariableAttributes.

private float setTimeVariableAttributes(Variable time_0, NetcdfFileWriteable ncFileOut) throws IOException {
    Array time_0_Data = time_0.read();
    Index time_0_Index = time_0_Data.getIndex();
    final String name = time_0.getName();
    final float referenceTime = time_0_Data.getFloat(time_0_Index.set(0));
    float fTime = referenceTime;
    Attribute offset = time_0.findAttribute("add_offset");
    if (offset != null)
        fTime += offset.getNumericValue().floatValue();
    GregorianCalendar calendar = fromJulian(fTime);
    final String year = Integer.toString(calendar.get(Calendar.YEAR));
    final String month = Integer.toString((calendar.get(Calendar.MONTH) + 1));
    final String day = Integer.toString(calendar.get(Calendar.DAY_OF_MONTH));
    String hour = Integer.toString(calendar.get(Calendar.HOUR));
    if (hour.equalsIgnoreCase("0"))
        hour += "0";
    String minute = Integer.toString(calendar.get(Calendar.MINUTE));
    if (minute.equalsIgnoreCase("0"))
        minute += "0";
    String second = Integer.toString(calendar.get(Calendar.SECOND));
    if (second.equalsIgnoreCase("0"))
        second += "0";
    final String millisecond = Integer.toString(calendar.get(Calendar.MILLISECOND));
    final StringBuffer sbTime = new StringBuffer(year).append("-").append(month).append("-").append(day).append(" ").append(hour).append(":").append(minute).append(":").append(second).append(".").append(millisecond);
    ncFileOut.addVariableAttribute(name, "units", "days since " + sbTime.toString());
    ncFileOut.addVariableAttribute(name, "long_name", "time");
    return referenceTime;
}

Example 19 with Index

use of com.google.datastore.admin.v1.Index in project imageio-ext by geosolutions-it.

the class NetCDFConverterUtilities method isFillValueOutsideValidRange.

public static boolean isFillValueOutsideValidRange(Attribute validRange, Attribute fillValue, DataType dataType) {
    Array range = validRange.getValues();
    Index index = range.getIndex();
    if (dataType == DataType.FLOAT) {
        final float min = range.getFloat(index.set(0));
        final float max = range.getFloat(index.set(1));
        final float fill = fillValue.getNumericValue().floatValue();
        if (fill == min || fill == max)
            return false;
        else
            return true;
    } else if (dataType == DataType.DOUBLE) {
        final double min = range.getDouble(index.set(0));
        final double max = range.getDouble(index.set(1));
        final double fill = fillValue.getNumericValue().doubleValue();
        if (fill == min || fill == max)
            return false;
        else
            return true;
    } else if (dataType == DataType.BYTE) {
        final byte min = range.getByte(index.set(0));
        final byte max = range.getByte(index.set(1));
        final byte fill = fillValue.getNumericValue().byteValue();
        if (fill == min || fill == max)
            return false;
        else
            return true;
    } else if (dataType == DataType.SHORT) {
        final short min = range.getShort(index.set(0));
        final short max = range.getShort(index.set(1));
        final short fill = fillValue.getNumericValue().shortValue();
        if (fill == min || fill == max)
            return false;
        else
            return true;
    } else if (dataType == DataType.INT) {
        final int min = range.getInt(index.set(0));
        final int max = range.getInt(index.set(1));
        final int fill = fillValue.getNumericValue().intValue();
        if (fill == min || fill == max)
            return false;
        else
            return true;
    }
    throw new IllegalArgumentException("Actually unsupported Datatype");
}

Example 20 with Index

use of com.google.datastore.admin.v1.Index in project imageio-ext by geosolutions-it.

the class NetCDFConverterUtilities method setData1D.

public static void setData1D(Array originalData, Array destinationData, final DataType navLatDataType, final int maxIndex, final boolean flipData) {
    Index originalDataIndex = originalData.getIndex();
    Index destinationDataIndex = flipData ? destinationData.getIndex() : originalDataIndex;
    if (navLatDataType == DataType.FLOAT) {
        for (int pos = 0; pos < maxIndex; pos++) {
            float f = originalData.getFloat(originalDataIndex.set(pos));
            // Flipping latitudes
            if (flipData) {
                destinationDataIndex.set(maxIndex - pos - 1);
            }
            destinationData.setFloat(destinationDataIndex, f);
        }
    } else if (navLatDataType == DataType.DOUBLE) {
        for (int pos = 0; pos < maxIndex; pos++) {
            double d = originalData.getDouble(originalDataIndex.set(pos));
            // Flipping latitudes
            if (flipData) {
                destinationDataIndex.set(maxIndex - pos - 1);
            }
            destinationData.setDouble(destinationDataIndex, d);
        }
    } else if (navLatDataType == DataType.BYTE) {
        for (int pos = 0; pos < maxIndex; pos++) {
            byte b = originalData.getByte(originalDataIndex.set(pos));
            // Flipping latitudes
            if (flipData) {
                destinationDataIndex.set(maxIndex - pos - 1);
            }
            destinationData.setByte(destinationDataIndex, b);
        }
    } else if (navLatDataType == DataType.SHORT) {
        for (int pos = 0; pos < maxIndex; pos++) {
            short s = originalData.getShort(originalDataIndex.set(pos));
            // Flipping latitudes
            if (flipData) {
                destinationDataIndex.set(maxIndex - pos - 1);
            }
            destinationData.setShort(destinationDataIndex, s);
        }
    } else if (navLatDataType == DataType.INT) {
        for (int pos = 0; pos < maxIndex; pos++) {
            int i = originalData.getInt(originalDataIndex.set(pos));
            // Flipping latitudes
            if (flipData) {
                destinationDataIndex.set(maxIndex - pos - 1);
            }
            destinationData.setInt(destinationDataIndex, i);
        }
    }
}