Examples with Index com.google.firestore.admin.v1beta1.Index used on opensource projects

Example 26 with Index

use of com.google.firestore.admin.v1beta1.Index in project vcell by virtualcell.

the class NetCDFWriter method writeHybridInputFile.

/**
 * Write the model to a NetCDF file which serves as an input for stoch hybrid simulator.
 * To write to a NetCDF file is a bit complicated. First, we have to create a NetCDF-3
 * file. And then feed in the data.
 * Creation date: (5/22/2007 5:36:03 PM)
 */
public void writeHybridInputFile(String[] parameterNames) throws Exception, cbit.vcell.parser.ExpressionException, IOException, MathException, InvalidRangeException {
    Simulation simulation = simTask.getSimulation();
    SimulationSymbolTable simSymbolTable = simTask.getSimulationJob().getSimulationSymbolTable();
    if (initialize()) {
        // we need to get model and control information first
        NetcdfFileWriteable ncfile = NetcdfFileWriteable.createNew(filename, false);
        // Model info. will be extracted from subDomain of mathDescription
        java.util.Enumeration<SubDomain> e = simulation.getMathDescription().getSubDomains();
        // remember we are dealing with compartmental model here. only 1 subdomain.
        SubDomain subDomain = e.nextElement();
        JumpProcess[] reactions = (JumpProcess[]) subDomain.getJumpProcesses().toArray(new JumpProcess[subDomain.getJumpProcesses().size()]);
        // get species variable names
        Variable[] variables = simSymbolTable.getVariables();
        String[] speciesNames = new String[variables.length];
        for (int i = 0; i < variables.length; i++) speciesNames[i] = variables[i].getName();
        // the probabilities for reactions
        Expression[] probs = new Expression[reactions.length];
        for (int i = 0; i < reactions.length; i++) {
            probs[i] = simSymbolTable.substituteFunctions(reactions[i].getProbabilityRate());
            probs[i] = probs[i].flatten();
        }
        VarIniCondition[] varInis = (VarIniCondition[]) subDomain.getVarIniConditions().toArray(new VarIniCondition[subDomain.getVarIniConditions().size()]);
        // the non-constant stoch variables
        Vector<Variable> vars = new Vector<Variable>();
        for (int i = 0; i < varInis.length; i++) {
            if (varInis[i].getVar() instanceof StochVolVariable) {
                vars.addElement(varInis[i].getVar());
            }
        }
        // get reaction rate law types and rate constants
        ReactionRateLaw[] reactionRateLaws = getReactionRateLaws(probs);
        SolverTaskDescription solverTaskDescription = simulation.getSolverTaskDescription();
        TimeBounds timeBounds = solverTaskDescription.getTimeBounds();
        UniformOutputTimeSpec timeSpec = (UniformOutputTimeSpec) solverTaskDescription.getOutputTimeSpec();
        UniformOutputTimeSpec outputTimeSpec = ((UniformOutputTimeSpec) solverTaskDescription.getOutputTimeSpec());
        NonspatialStochSimOptions stochOpt = solverTaskDescription.getStochOpt();
        // create an empty NetCDF-3 file
        // define dimensions
        /* these sizes must match the buffers allocated in corresponding Fortran code -- see globalvariables.f90
			in numerics Hy3S/src directory */
        Dimension numTrial = ncfile.addDimension("NumTrials", (int) stochOpt.getNumOfTrials());
        Dimension numSpecies = ncfile.addDimension("NumSpecies", vars.size());
        Dimension numReactions = ncfile.addDimension("NumReactions", subDomain.getJumpProcesses().size());
        int outPoints = ((int) ((timeBounds.getEndingTime() - timeBounds.getStartingTime()) / outputTimeSpec.getOutputTimeStep())) + 1;
        Dimension numTimePoints = ncfile.addDimension("NumTimePoints", outPoints);
        Dimension numModels = ncfile.addDimension("NumModels", 1);
        Dimension numMaxDepList = ncfile.addDimension("NumMaxDepList", 6);
        Dimension numMaxStoichList = ncfile.addDimension("NumMaxStoichList", 25);
        Dimension stringLen = ncfile.addDimension("StringLen", 72);
        // define variables
        // jms info
        ArrayList<Dimension> dims = new ArrayList<Dimension>();
        dims.add(stringLen);
        if (bMessaging) {
            ncfile.addVariable("JMS_BROKER", DataType.CHAR, dims);
            ncfile.addVariable("JMS_USER", DataType.CHAR, dims);
            ncfile.addVariable("JMS_PASSWORD", DataType.CHAR, dims);
            ncfile.addVariable("JMS_QUEUE", DataType.CHAR, dims);
            ncfile.addVariable("JMS_TOPIC", DataType.CHAR, dims);
            ncfile.addVariable("VCELL_USER", DataType.CHAR, dims);
            ncfile.addVariable("SIMULATION_KEY", DataType.INT, new ArrayList<Dimension>());
            ncfile.addVariable("JOB_INDEX", DataType.INT, new ArrayList<Dimension>());
        }
        // scalars
        ncfile.addVariable("TStart", DataType.DOUBLE, new ArrayList<Dimension>());
        ncfile.addVariable("TEnd", DataType.DOUBLE, new ArrayList<Dimension>());
        ncfile.addVariable("SaveTime", DataType.DOUBLE, new ArrayList<Dimension>());
        ncfile.addVariable("Volume", DataType.DOUBLE, new ArrayList<Dimension>());
        ncfile.addVariable("CellGrowthTime", DataType.DOUBLE, new ArrayList<Dimension>());
        ncfile.addVariable("CellGrowthTimeSD", DataType.DOUBLE, new ArrayList<Dimension>());
        ncfile.addVariable("ExpType", DataType.INT, new ArrayList<Dimension>());
        ncfile.addVariable("LastTrial", DataType.INT, new ArrayList<Dimension>());
        ncfile.addVariable("LastModel", DataType.INT, new ArrayList<Dimension>());
        ncfile.addVariable("MaxNumModels", DataType.INT, new ArrayList<Dimension>());
        ncfile.addVariable("NumModels", DataType.INT, new ArrayList<Dimension>());
        // variables with at least 1 dimension
        ArrayList<Dimension> dimspecies = new ArrayList<Dimension>();
        dimspecies.add(numSpecies);
        ArrayList<Dimension> dimreactions = new ArrayList<Dimension>();
        dimreactions.add(numReactions);
        ncfile.addVariable("SpeciesSplitOnDivision", DataType.INT, dimspecies);
        ncfile.addVariable("SaveSpeciesData", DataType.INT, dimspecies);
        ncfile.addVariable("Reaction_Rate_Laws", DataType.INT, dimreactions);
        ncfile.addVariable("Reaction_DListLen", DataType.INT, dimreactions);
        ncfile.addVariable("Reaction_StoichListLen", DataType.INT, dimreactions);
        ncfile.addVariable("Reaction_OptionalData", DataType.INT, dimreactions);
        dims.clear();
        dims.add(numReactions);
        dims.add(numMaxStoichList);
        ncfile.addVariable("Reaction_StoichCoeff", DataType.INT, dims);
        ncfile.addVariable("Reaction_StoichSpecies", DataType.INT, dims);
        dims.clear();
        dims.add(numReactions);
        dims.add(numMaxDepList);
        ncfile.addVariable("Reaction_DepList", DataType.INT, dims);
        dims.clear();
        dims.add(numReactions);
        dims.add(stringLen);
        ncfile.addVariable("Reaction_names", DataType.CHAR, dims);
        dims.clear();
        dims.add(numSpecies);
        dims.add(stringLen);
        ncfile.addVariable("Species_names", DataType.CHAR, dims);
        ncfile.addVariable("SpeciesIC", DataType.INT, dimspecies);
        dims.clear();
        dims.add(numReactions);
        dims.add(numMaxDepList);
        ncfile.addVariable("Reaction_Rate_Constants", DataType.DOUBLE, dims);
        // create the file
        try {
            ncfile.create();
        } catch (IOException ioe) {
            ioe.printStackTrace(System.err);
            throw new IOException("Error creating hybrid file " + filename + ": " + ioe.getMessage());
        }
        // write data to the NetCDF file
        try {
            // write jms info
            if (bMessaging) {
                ArrayChar.D1 jmsString = new ArrayChar.D1(stringLen.getLength());
                String jmshost = PropertyLoader.getRequiredProperty(PropertyLoader.jmsSimHostExternal);
                // 
                // Used for new REST HTTP messaging api (USE THIS WHEN Hyrbid Solvers are compiled).
                // 
                // String jmsrestport = PropertyLoader.getRequiredProperty(PropertyLoader.jmsRestPortExternal);
                // String jmsurl = jmshost+":"+jmsrestport;
                // 
                // connect to messaging using legacy AMQP protocol instead of new REST api.  Needed for legacy pre-compiled solvers.
                // 
                String jmsport = PropertyLoader.getRequiredProperty(PropertyLoader.jmsSimPortExternal);
                String jmsurl = "failover:(tcp://" + jmshost + ":" + jmsport + ")";
                jmsString.setString(jmsurl);
                ncfile.write("JMS_BROKER", jmsString);
                jmsString.setString(PropertyLoader.getRequiredProperty(PropertyLoader.jmsUser));
                ncfile.write("JMS_USER", jmsString);
                String jmsPassword = PropertyLoader.getSecretValue(PropertyLoader.jmsPasswordValue, PropertyLoader.jmsPasswordFile);
                jmsString.setString(jmsPassword);
                ncfile.write("JMS_PASSWORD", jmsString);
                jmsString.setString(VCellQueue.WorkerEventQueue.getName());
                ncfile.write("JMS_QUEUE", jmsString);
                jmsString.setString(VCellTopic.ServiceControlTopic.getName());
                ncfile.write("JMS_TOPIC", jmsString);
                jmsString.setString(simulation.getVersion().getOwner().getName());
                ncfile.write("VCELL_USER", jmsString);
                ArrayInt.D0 scalarJMS = new ArrayInt.D0();
                scalarJMS.set(Integer.parseInt(simulation.getVersion().getVersionKey() + ""));
                ncfile.write("SIMULATION_KEY", scalarJMS);
                scalarJMS.set(simTask.getSimulationJob().getJobIndex());
                ncfile.write("JOB_INDEX", scalarJMS);
            }
            ArrayDouble.D0 scalarDouble = new ArrayDouble.D0();
            // TStart, TEnd, SaveTime
            if ((timeBounds.getEndingTime() > timeBounds.getStartingTime()) && (outputTimeSpec.getOutputTimeStep() > 0)) {
                scalarDouble.set(timeBounds.getStartingTime());
                ncfile.write("TStart", scalarDouble);
                scalarDouble.set(timeBounds.getEndingTime());
                ncfile.write("TEnd", scalarDouble);
                scalarDouble.set(outputTimeSpec.getOutputTimeStep());
                ncfile.write("SaveTime", scalarDouble);
            } else {
                System.err.println("Time setting error. Ending time smaller than starting time or save interval is not a positive value.");
                throw new RuntimeException("Time setting error. Ending time smaller than starting time or save interval is not a positive value.");
            }
            // Volume
            // we set volume to 1. This model file cannot support multi-compartmental sizes.
            // When writting the rate constants, we must take the volume into account according to the reaction type.
            scalarDouble.set(1);
            ncfile.write("Volume", scalarDouble);
            // CellGrowthTime, CellGrowthTimeSD,
            scalarDouble.set(0);
            ncfile.write("CellGrowthTime", scalarDouble);
            ncfile.write("CellGrowthTimeSD", scalarDouble);
            // ExpType, Last Trial, Last Model, MaxNumModels, NumModels
            ArrayInt.D0 scalarInt = new ArrayInt.D0();
            scalarInt.set(0);
            ncfile.write("LastTrial", scalarInt);
            ncfile.write("LastModel", scalarInt);
            scalarInt.set(1);
            ncfile.write("ExpType", scalarInt);
            ncfile.write("MaxNumModels", scalarInt);
            ncfile.write("NumModels", scalarInt);
            // SpeciesSplitOnDivision
            ArrayInt A1 = new ArrayInt.D1(numSpecies.getLength());
            Index idx = A1.getIndex();
            for (int i = 0; i < numSpecies.getLength(); i++) {
                A1.setInt(idx.set(i), 0);
            }
            ncfile.write("SpeciesSplitOnDivision", new int[1], A1);
            // SaveSpeciesData
            ArrayInt A2 = new ArrayInt.D1(numSpecies.getLength());
            idx = A2.getIndex();
            for (int i = 0; i < numSpecies.getLength(); i++) {
                A2.setInt(idx.set(i), 1);
            }
            ncfile.write("SaveSpeciesData", new int[1], A2);
            // Reaction_Rate_Laws
            ArrayInt A3 = new ArrayInt.D1(numReactions.getLength());
            idx = A3.getIndex();
            for (int i = 0; i < numReactions.getLength(); i++) {
                A3.setInt(idx.set(i), reactionRateLaws[i].getLawType());
            }
            ncfile.write("Reaction_Rate_Laws", new int[1], A3);
            // Reaction_DListLen
            ArrayInt A4 = new ArrayInt.D1(numReactions.getLength());
            idx = A4.getIndex();
            for (int i = 0; i < numReactions.getLength(); i++) {
                if (reactionRateLaws[i].getLawType() == ReactionRateLaw.order_0)
                    A4.setInt(idx.set(i), 0);
                else if ((reactionRateLaws[i].getLawType() == ReactionRateLaw.order_1) || (reactionRateLaws[i].getLawType() == ReactionRateLaw.order_2_1substrate) || (reactionRateLaws[i].getLawType() == ReactionRateLaw.order_3_1substrate))
                    A4.setInt(idx.set(i), 1);
                else if ((reactionRateLaws[i].getLawType() == ReactionRateLaw.order_2_2substrate) || (reactionRateLaws[i].getLawType() == ReactionRateLaw.order_3_2substrate))
                    A4.setInt(idx.set(i), 2);
                else if (reactionRateLaws[i].getLawType() == ReactionRateLaw.order_3_3substrate)
                    A4.setInt(idx.set(i), 3);
            }
            ncfile.write("Reaction_DListLen", new int[1], A4);
            // Reaction_StoichListLen
            ArrayInt A5 = new ArrayInt.D1(numReactions.getLength());
            idx = A5.getIndex();
            for (int i = 0; i < numReactions.getLength(); i++) {
                A5.setInt(idx.set(i), reactions[i].getActions().size());
            }
            ncfile.write("Reaction_StoichListLen", new int[1], A5);
            // Reaction_OptionalData
            ArrayInt A6 = new ArrayInt.D1(numReactions.getLength());
            idx = A6.getIndex();
            for (int i = 0; i < numReactions.getLength(); i++) {
                A6.setInt(idx.set(i), 0);
            }
            ncfile.write("Reaction_OptionalData", new int[1], A6);
            // Reaction_StoichCoeff
            ArrayInt A7 = new ArrayInt.D2(numReactions.getLength(), numMaxStoichList.getLength());
            idx = A7.getIndex();
            for (int i = 0; i < numReactions.getLength(); i++) {
                Action[] actions = (Action[]) reactions[i].getActions().toArray(new Action[reactions[i].getActions().size()]);
                for (int j = 0; j < actions.length; j++) {
                    try {
                        actions[j].getOperand().evaluateConstant();
                        int coeff = (int) Math.round(actions[j].getOperand().evaluateConstant());
                        A7.setInt(idx.set(i, j), coeff);
                    } catch (ExpressionException ex) {
                        ex.printStackTrace(System.err);
                        throw new ExpressionException(ex.getMessage());
                    }
                }
            }
            ncfile.write("Reaction_StoichCoeff", new int[2], A7);
            // Reaction_StoichSpecies
            ArrayInt A8 = new ArrayInt.D2(numReactions.getLength(), numMaxStoichList.getLength());
            idx = A8.getIndex();
            for (int i = 0; i < numReactions.getLength(); i++) {
                ArrayList<Action> actions = reactions[i].getActions();
                for (int j = 0; j < actions.size(); j++) {
                    A8.setInt(idx.set(i, j), getVariableIndex(((Action) actions.get(j)).getVar().getName(), vars));
                }
            }
            ncfile.write("Reaction_StoichSpecies", new int[2], A8);
            // Reaction_DepList
            ArrayInt A9 = new ArrayInt.D2(numReactions.getLength(), numMaxDepList.getLength());
            idx = A9.getIndex();
            for (int i = 0; i < numReactions.getLength(); i++) {
                ReactionRateLaw rl = reactionRateLaws[i];
                Hashtable<String, Integer> tem = varInProbOrderHash[i];
                Enumeration<String> varnames = tem.keys();
                if (rl.getLawType() == ReactionRateLaw.order_0) {
                // don't do anything here.
                } else if ((rl.getLawType() == ReactionRateLaw.order_1) || (rl.getLawType() == ReactionRateLaw.order_2_1substrate) || (rl.getLawType() == ReactionRateLaw.order_3_1substrate) || (rl.getLawType() == ReactionRateLaw.order_2_2substrate) || (rl.getLawType() == ReactionRateLaw.order_3_3substrate)) {
                    int j = 0;
                    while (varnames.hasMoreElements()) {
                        String name = varnames.nextElement();
                        A9.setInt(idx.set(i, j), getVariableIndex(name, vars));
                        j++;
                    }
                } else if (rl.getLawType() == ReactionRateLaw.order_3_2substrate) {
                    int order = 0;
                    String highOrderName = "";
                    String lowOrderName = "";
                    // we must make sure to put the higher order species first.
                    while (varnames.hasMoreElements()) {
                        lowOrderName = varnames.nextElement();
                        if (tem.get(lowOrderName) > order) {
                            String s = highOrderName;
                            highOrderName = lowOrderName;
                            lowOrderName = s;
                            order = tem.get(highOrderName);
                        }
                    }
                    A9.setInt(idx.set(i, 0), getVariableIndex(highOrderName, vars));
                    A9.setInt(idx.set(i, 1), getVariableIndex(lowOrderName, vars));
                }
            }
            ncfile.write("Reaction_DepList", new int[2], A9);
            // Reaction_names
            ArrayChar A10 = new ArrayChar.D2(numReactions.getLength(), stringLen.getLength());
            for (int i = 0; i < numReactions.getLength(); i++) {
                String name = reactions[i].getName();
                int diff = stringLen.getLength() - name.length();
                if (diff >= 0) {
                    for (int j = 0; j < diff; j++) {
                        name = name + " ";
                    }
                    A10.setString(i, name);
                } else
                    throw new RuntimeException("Name of Reaction:" + name + " is too long. Please shorten to " + stringLen.getLength() + " chars.");
            }
            ncfile.write("Reaction_names", A10);
            // Species_names
            ArrayChar A11 = new ArrayChar.D2(numSpecies.getLength(), stringLen.getLength());
            for (int i = 0; i < numSpecies.getLength(); i++) {
                String name = vars.elementAt(i).getName();
                int diff = stringLen.getLength() - name.length();
                if (diff >= 0) {
                    for (int j = 0; j < diff; j++) {
                        name = name + " ";
                    }
                    A11.setString(i, name);
                } else
                    throw new RuntimeException("Name of Species:" + name + " is too long. Please shorten to " + stringLen.getLength() + " chars.");
            }
            ncfile.write("Species_names", A11);
            // Species Initial Condition (in number of molecules).
            // Species iniCondition are sampled from a poisson distribution(which has a mean of the current iniExp value)
            RandomDataGenerator dist = new RandomDataGenerator();
            if (stochOpt.isUseCustomSeed()) {
                Integer randomSeed = stochOpt.getCustomSeed();
                if (randomSeed != null) {
                    dist.reSeed(randomSeed);
                }
            }
            ArrayLong A12 = new ArrayLong.D1(numSpecies.getLength());
            idx = A12.getIndex();
            for (int i = 0; i < numSpecies.getLength(); i++) {
                try {
                    VarIniCondition varIniCondition = subDomain.getVarIniCondition(vars.elementAt(i));
                    Expression varIniExp = varIniCondition.getIniVal();
                    varIniExp.bindExpression(simSymbolTable);
                    varIniExp = simSymbolTable.substituteFunctions(varIniExp).flatten();
                    double expectedCount = varIniExp.evaluateConstant();
                    long varCount = 0;
                    if (varIniCondition instanceof VarIniCount) {
                        varCount = (long) expectedCount;
                    } else {
                        if (expectedCount > 0) {
                            varCount = dist.nextPoisson(expectedCount);
                        }
                    }
                    A12.setLong(idx.set(i), varCount);
                } catch (ExpressionException ex) {
                    ex.printStackTrace(System.err);
                    throw new ExpressionException(ex.getMessage());
                }
            }
            ncfile.write("SpeciesIC", new int[1], A12);
            // Reaction_Rate_Constants(NumReactions, NumMaxDepList) ;
            ArrayDouble A13 = new ArrayDouble.D2(numReactions.getLength(), numMaxDepList.getLength());
            idx = A13.getIndex();
            for (int i = 0; i < numReactions.getLength(); i++) {
                ReactionRateLaw rl = reactionRateLaws[i];
                A13.setDouble(idx.set(i, 0), rl.getRateConstant());
            }
            ncfile.write("Reaction_Rate_Constants", A13);
        } catch (IOException ioe) {
            ioe.printStackTrace(System.err);
            throw new IOException("Error writing hybrid input file " + filename + ": " + ioe.getMessage());
        } catch (InvalidRangeException ire) {
            ire.printStackTrace(System.err);
            throw new InvalidRangeException("Error writing hybrid input file " + filename + ": " + ire.getMessage());
        }
        try {
            ncfile.close();
        } catch (IOException ioe) {
            throw new IOException("Error closing file " + filename + ". " + ioe.getMessage());
        }
    }
}

Example 27 with Index

use of com.google.firestore.admin.v1beta1.Index in project imageio-ext by geosolutions-it.

the class HOPSConverter 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 28 with Index

use of com.google.firestore.admin.v1beta1.Index in project imageio-ext by geosolutions-it.

the class InterpolateVNetCDF 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 int tv) {
    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, tv);
    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).
         */
    final float xmin = xminTV[tv];
    final float xperiod = xperiodTV[tv];
    final float ymax = ymaxTV[tv];
    final float yperiod = yperiodTV[tv];
    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)) - xmin) / xperiod);
            destCoords[offset + 1] = (float) ((ymax - latData.getFloat(latIndex.set(yi))) / yperiod);
            // 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 29 with Index

use of com.google.firestore.admin.v1beta1.Index in project imageio-ext by geosolutions-it.

the class MercatorOceanConverter method run.

private void run(String fileNameIn, String fileNameOut) {
    try {
        final File fileIn = new File(fileNameIn);
        final NetcdfFile ncFileIn = NetcdfFile.open(fileNameIn);
        final File fileOut = new File(fileNameOut);
        // keep original name
        final File outputFile = File.createTempFile(fileIn.getName(), ".tmp");
        final NetcdfFileWriteable ncFileOut = NetcdfFileWriteable.createNew(outputFile.getAbsolutePath());
        // input dimensions
        final Dimension latOriginalDim = ncFileIn.findDimension(NetCDFUtilities.LATITUDE);
        final Dimension lonOriginalDim = ncFileIn.findDimension(NetCDFUtilities.LONGITUDE);
        // input VARIABLES
        // Variable time_0 = ncFileIn.findVariable("time");
        // Array time_0_Data = time_0.read();
        // Index time_0_Index = time_0_Data.getIndex();
        final Variable lonOriginalVar = ncFileIn.findVariable(NetCDFUtilities.LONGITUDE);
        final int nLon = lonOriginalDim.getLength();
        final Variable latOriginalVar = ncFileIn.findVariable(NetCDFUtilities.LATITUDE);
        final int nLat = latOriginalDim.getLength();
        final Array latOriginalData = latOriginalVar.read();
        final Index latOriginalIndex = latOriginalData.getIndex();
        final Array lonOriginalData = lonOriginalVar.read();
        final Index lonOriginalIndex = lonOriginalData.getIndex();
        final Variable depthOriginalVar = ncFileIn.findVariable(// Depth
        NetCDFUtilities.DEPTH);
        final int nLevels = depthOriginalVar.getDimension(0).getLength();
        final Array depthOriginalData = depthOriginalVar.read();
        // Dimension timeDim = ncFileOut.addDimension("time",
        // timeDim0.getLength());
        Dimension latDim = ncFileOut.addDimension(NetCDFUtilities.LAT, nLat);
        Dimension lonDim = ncFileOut.addDimension(NetCDFUtilities.LON, nLon);
        Dimension depthDim = ncFileOut.addDimension(NetCDFUtilities.DEPTH, nLevels);
        Dimension timeDim = ncFileOut.addDimension(NetCDFUtilities.TIME, 1);
        // writing file
        computeMatrixExtremes(latOriginalData, lonOriginalData, nLon, nLat, latOriginalIndex, lonOriginalIndex);
        NetCDFConverterUtilities.copyGlobalAttributes(ncFileOut, ncFileIn.getGlobalAttributes());
        // //
        // 
        // Time requires a special Management
        // 
        // //
        // time Variable
        Variable timeVar = ncFileOut.addVariable(NetCDFUtilities.TIME, DataType.FLOAT, new Dimension[] { timeDim });
        Attribute referenceTime = ncFileIn.findGlobalAttribute(TIME_ORIGIN);
        Attribute forecastDate = ncFileIn.findGlobalAttribute(FORECAST_DAY);
        int numDay = 0;
        if (referenceTime != null && forecastDate != null) {
            numDay = setTime(ncFileOut, referenceTime, forecastDate);
        }
        // final float referenceTime = setTimeVariableAttributes(timeVar,
        // ncFileOut);
        // lat Variable
        ArrayFloat latDestData = new ArrayFloat(new int[] { latOriginalDim.getLength() });
        Index latDestIndex = latDestData.getIndex();
        ncFileOut.addVariable(NetCDFUtilities.LAT, DataType.FLOAT, new Dimension[] { latDim });
        // NOTE: A Strange BUG (I guess)
        // when you copy attributes from old vars to new vars, it overwrite
        // coordvars!!!
        ncFileOut.addVariableAttribute(NetCDFUtilities.LAT, "long_name", NetCDFUtilities.LATITUDE);
        ncFileOut.addVariableAttribute(NetCDFUtilities.LAT, UNITS, latOriginalVar.getUnitsString());
        // new String[] { "long_name", UNITS, "step" , "axis"});
        for (int yPos = 0; yPos < latOriginalDim.getLength(); yPos++) {
            latDestData.setFloat(latDestIndex.set(yPos), new Float(this.ymax - (new Float(yPos).floatValue() * this.periodY)).floatValue());
        }
        // lon Variable
        ArrayFloat lonDestData = new ArrayFloat(new int[] { lonOriginalDim.getLength() });
        Index lonDestIndex = lonDestData.getIndex();
        ncFileOut.addVariable(NetCDFUtilities.LON, DataType.FLOAT, new Dimension[] { lonDim });
        ncFileOut.addVariableAttribute(NetCDFUtilities.LON, "long_name", NetCDFUtilities.LONGITUDE);
        ncFileOut.addVariableAttribute(NetCDFUtilities.LON, UNITS, lonOriginalVar.getUnitsString());
        // new String[] { "long_name", UNITS, "step", "axis"});
        for (int xPos = 0; xPos < lonOriginalDim.getLength(); xPos++) {
            lonDestData.setFloat(lonDestIndex.set(xPos), new Float(this.xmin + (new Float(xPos).floatValue() * this.periodX)).floatValue());
        }
        // depth level Variable
        ArrayFloat depthDestData = new ArrayFloat(new int[] { depthDim.getLength() });
        Index depthDestIndex = depthDestData.getIndex();
        ncFileOut.addVariable(NetCDFUtilities.DEPTH, DataType.FLOAT, new Dimension[] { depthDim });
        ncFileOut.addVariableAttribute(NetCDFUtilities.DEPTH, "long_name", NetCDFUtilities.DEPTH);
        ncFileOut.addVariableAttribute(NetCDFUtilities.DEPTH, UNITS, depthOriginalVar.getUnitsString());
        final Attribute positiveAttrib = depthOriginalVar.findAttribute("positive");
        String positiveValue = "down";
        if (positiveAttrib != null)
            positiveValue = positiveAttrib.getStringValue();
        ncFileOut.addVariableAttribute(NetCDFUtilities.DEPTH, "positive", positiveValue);
        for (int wPos = 0; wPos < depthDim.getLength(); wPos++) {
            depthDestData.setFloat(depthDestIndex.set(wPos), depthOriginalData.getFloat(depthDestIndex));
        }
        int numVars = 0;
        final ArrayList<String> variables = new ArrayList<String>(5);
        // {} Variables
        for (int i = 0; i < NUMVARS; i++) {
            String varName = (String) VARIABLES.get(i);
            Variable var = ncFileIn.findVariable(varName);
            if (var != null) {
                variables.add(varName);
                boolean hasLocalDepth = NetCDFConverterUtilities.hasThisDimension(var, "depth");
                if (hasLocalDepth)
                    ncFileOut.addVariable(varName, var.getDataType(), new Dimension[] { timeDim, depthDim, latDim, lonDim });
                else
                    ncFileOut.addVariable(varName, var.getDataType(), new Dimension[] { timeDim, latDim, lonDim });
                NetCDFConverterUtilities.setVariableAttributes(var, ncFileOut, new String[] { "positions" });
                numVars++;
            }
        }
        // writing bin data ...
        ncFileOut.create();
        ArrayFloat timeData = new ArrayFloat(new int[] { timeDim.getLength() });
        Index timeIndex = timeData.getIndex();
        timeData.setFloat(timeIndex.set(0), numDay);
        ncFileOut.write(NetCDFUtilities.TIME, timeData);
        timeDim.addCoordinateVariable(timeVar);
        Variable latitudeVar = ncFileOut.findVariable(NetCDFUtilities.LAT);
        latDim.addCoordinateVariable(latitudeVar);
        ncFileOut.write(NetCDFUtilities.LAT, latDestData);
        Variable longitudeVar = ncFileOut.findVariable(NetCDFUtilities.LON);
        lonDim.addCoordinateVariable(longitudeVar);
        ncFileOut.write(NetCDFUtilities.LON, lonDestData);
        Variable depthVar = ncFileOut.findVariable(NetCDFUtilities.DEPTH);
        depthDim.addCoordinateVariable(depthVar);
        ncFileOut.write(NetCDFUtilities.DEPTH, depthDestData);
        for (int i = 0; i < numVars; i++) {
            final String varName = (String) variables.get(i);
            final Variable var = ncFileIn.findVariable(varName);
            final boolean hasLocalDepth = NetCDFConverterUtilities.hasThisDimension(var, "depth");
            final Array originalData = var.read();
            Index varIndex = originalData.getIndex();
            final DataType varDataType = var.getDataType();
            final Attribute fv = var.findAttribute("_FillValue");
            float fillValue = Float.NaN;
            if (fv != null) {
                fillValue = (fv.getNumericValue()).floatValue();
            }
            Array destArray = null;
            int[] dimensions = null;
            if (hasLocalDepth) {
                dimensions = new int[] { timeDim.getLength(), depthDim.getLength(), nLat, nLon };
            } else {
                dimensions = new int[] { timeDim.getLength(), nLat, nLon };
            }
            destArray = NetCDFConverterUtilities.getArray(dimensions, varDataType);
            Index destIndex = destArray.getIndex();
            ArrayFloat tempData = new ArrayFloat(new int[] { latOriginalDim.getLength(), lonOriginalDim.getLength() });
            Index tempIndex = tempData.getIndex();
            if (hasLocalDepth) {
                for (int levelPos = 0; levelPos < depthDim.getLength(); levelPos++) {
                    for (int yPos = 0; yPos < latOriginalDim.getLength(); yPos++) {
                        for (int xPos = 0; xPos < lonOriginalDim.getLength(); xPos++) {
                            tempData.setFloat(tempIndex.set(yPos, xPos), originalData.getFloat(varIndex.set(levelPos, yPos, xPos)));
                        }
                    }
                    final WritableRaster outData = Resampler(latOriginalData, lonOriginalData, lonOriginalDim.getLength(), latOriginalDim.getLength(), 2, tempData, fillValue);
                    for (int j = 0; j < latOriginalDim.getLength(); j++) {
                        for (int k = 0; k < lonOriginalDim.getLength(); k++) {
                            float sample = outData.getSampleFloat(k, j, 0);
                            destArray.setFloat(destIndex.set(0, levelPos, j, k), sample);
                        }
                    }
                }
            } else {
                for (int yPos = 0; yPos < latOriginalDim.getLength(); yPos++) {
                    for (int xPos = 0; xPos < lonOriginalDim.getLength(); xPos++) {
                        tempData.setFloat(tempIndex.set(yPos, xPos), originalData.getFloat(varIndex.set(yPos, xPos)));
                    }
                }
                final WritableRaster outData = Resampler(latOriginalData, lonOriginalData, lonOriginalDim.getLength(), latOriginalDim.getLength(), 2, tempData, fillValue);
                for (int j = 0; j < latOriginalDim.getLength(); j++) {
                    for (int k = 0; k < lonOriginalDim.getLength(); k++) {
                        float sample = outData.getSampleFloat(k, j, 0);
                        destArray.setFloat(destIndex.set(0, j, k), sample);
                    }
                }
            }
            // }
            ncFileOut.write(varName, destArray);
        }
        ncFileOut.close();
        outputFile.renameTo(fileOut);
    } catch (Exception e) {
        // something bad happened
        if (LOGGER.isLoggable(Level.INFO))
            LOGGER.log(Level.INFO, e.getLocalizedMessage(), e);
        JAI.getDefaultInstance().getTileCache().flush();
    }
}

Example 30 with Index

use of com.google.firestore.admin.v1beta1.Index in project imageio-ext by geosolutions-it.

the class MercatorOceanConverter 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++) {
                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;
}