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Example 6 with CorrectionLocationType

use of org.apache.sysml.lops.PartialAggregate.CorrectionLocationType in project incubator-systemml by apache.

the class InstructionUtils method parseBasicAggregateUnaryOperator.

public static AggregateUnaryOperator parseBasicAggregateUnaryOperator(String opcode, int numThreads) {
    AggregateUnaryOperator aggun = null;
    if (opcode.equalsIgnoreCase("uak+")) {
        AggregateOperator agg = new AggregateOperator(0, KahanPlus.getKahanPlusFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uark+")) {
        // RowSums
        AggregateOperator agg = new AggregateOperator(0, KahanPlus.getKahanPlusFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uack+")) {
        // ColSums
        AggregateOperator agg = new AggregateOperator(0, KahanPlus.getKahanPlusFnObject(), true, CorrectionLocationType.LASTROW);
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uasqk+")) {
        AggregateOperator agg = new AggregateOperator(0, KahanPlusSq.getKahanPlusSqFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarsqk+")) {
        // RowSums
        AggregateOperator agg = new AggregateOperator(0, KahanPlusSq.getKahanPlusSqFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacsqk+")) {
        // ColSums
        AggregateOperator agg = new AggregateOperator(0, KahanPlusSq.getKahanPlusSqFnObject(), true, CorrectionLocationType.LASTROW);
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uamean")) {
        // Mean
        AggregateOperator agg = new AggregateOperator(0, Mean.getMeanFnObject(), true, CorrectionLocationType.LASTTWOCOLUMNS);
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarmean")) {
        // RowMeans
        AggregateOperator agg = new AggregateOperator(0, Mean.getMeanFnObject(), true, CorrectionLocationType.LASTTWOCOLUMNS);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacmean")) {
        // ColMeans
        AggregateOperator agg = new AggregateOperator(0, Mean.getMeanFnObject(), true, CorrectionLocationType.LASTTWOROWS);
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uavar")) {
        // Variance
        CM varFn = CM.getCMFnObject(AggregateOperationTypes.VARIANCE);
        CorrectionLocationType cloc = CorrectionLocationType.LASTFOURCOLUMNS;
        AggregateOperator agg = new AggregateOperator(0, varFn, true, cloc);
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarvar")) {
        // RowVariances
        CM varFn = CM.getCMFnObject(AggregateOperationTypes.VARIANCE);
        CorrectionLocationType cloc = CorrectionLocationType.LASTFOURCOLUMNS;
        AggregateOperator agg = new AggregateOperator(0, varFn, true, cloc);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacvar")) {
        // ColVariances
        CM varFn = CM.getCMFnObject(AggregateOperationTypes.VARIANCE);
        CorrectionLocationType cloc = CorrectionLocationType.LASTFOURROWS;
        AggregateOperator agg = new AggregateOperator(0, varFn, true, cloc);
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("ua+")) {
        AggregateOperator agg = new AggregateOperator(0, Plus.getPlusFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uar+")) {
        // RowSums
        AggregateOperator agg = new AggregateOperator(0, Plus.getPlusFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uac+")) {
        // ColSums
        AggregateOperator agg = new AggregateOperator(0, Plus.getPlusFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("ua*")) {
        AggregateOperator agg = new AggregateOperator(1, Multiply.getMultiplyFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uamax")) {
        AggregateOperator agg = new AggregateOperator(Double.NEGATIVE_INFINITY, Builtin.getBuiltinFnObject("max"));
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uamin")) {
        AggregateOperator agg = new AggregateOperator(Double.POSITIVE_INFINITY, Builtin.getBuiltinFnObject("min"));
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uatrace")) {
        AggregateOperator agg = new AggregateOperator(0, Plus.getPlusFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceDiag.getReduceDiagFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uaktrace")) {
        AggregateOperator agg = new AggregateOperator(0, KahanPlus.getKahanPlusFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceDiag.getReduceDiagFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarmax")) {
        AggregateOperator agg = new AggregateOperator(Double.NEGATIVE_INFINITY, Builtin.getBuiltinFnObject("max"));
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarimax")) {
        AggregateOperator agg = new AggregateOperator(Double.NEGATIVE_INFINITY, Builtin.getBuiltinFnObject("maxindex"), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarmin")) {
        AggregateOperator agg = new AggregateOperator(Double.POSITIVE_INFINITY, Builtin.getBuiltinFnObject("min"));
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarimin")) {
        AggregateOperator agg = new AggregateOperator(Double.POSITIVE_INFINITY, Builtin.getBuiltinFnObject("minindex"), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacmax")) {
        AggregateOperator agg = new AggregateOperator(Double.NEGATIVE_INFINITY, Builtin.getBuiltinFnObject("max"));
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacmin")) {
        AggregateOperator agg = new AggregateOperator(Double.POSITIVE_INFINITY, Builtin.getBuiltinFnObject("min"));
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    }
    return aggun;
}
Also used : AggregateUnaryOperator(org.apache.sysml.runtime.matrix.operators.AggregateUnaryOperator) AggregateOperator(org.apache.sysml.runtime.matrix.operators.AggregateOperator) CM(org.apache.sysml.runtime.functionobjects.CM) CorrectionLocationType(org.apache.sysml.lops.PartialAggregate.CorrectionLocationType)

Example 7 with CorrectionLocationType

use of org.apache.sysml.lops.PartialAggregate.CorrectionLocationType in project incubator-systemml by apache.

the class MatrixBlock method sumWithFn.

/**
 * Wrapper method for reduceall-sum of a matrix using the given
 * Kahan function for summation.
 *
 * @param kfunc A Kahan function object to use for summation.
 * @return Sum of the values in the matrix with the given
 *         function applied.
 */
private double sumWithFn(KahanFunction kfunc) {
    // construct operator
    CorrectionLocationType corrLoc = CorrectionLocationType.LASTCOLUMN;
    ReduceAll reduceAllObj = ReduceAll.getReduceAllFnObject();
    AggregateOperator aop = new AggregateOperator(0, kfunc, true, corrLoc);
    AggregateUnaryOperator auop = new AggregateUnaryOperator(aop, reduceAllObj);
    // execute operation
    MatrixBlock out = new MatrixBlock(1, 2, false);
    LibMatrixAgg.aggregateUnaryMatrix(this, out, auop);
    return out.quickGetValue(0, 0);
}
Also used : ReduceAll(org.apache.sysml.runtime.functionobjects.ReduceAll) AggregateUnaryOperator(org.apache.sysml.runtime.matrix.operators.AggregateUnaryOperator) AggregateOperator(org.apache.sysml.runtime.matrix.operators.AggregateOperator) CorrectionLocationType(org.apache.sysml.lops.PartialAggregate.CorrectionLocationType)

Example 8 with CorrectionLocationType

use of org.apache.sysml.lops.PartialAggregate.CorrectionLocationType in project systemml by apache.

the class UaggOuterChainInstruction method parseInstruction.

public static UaggOuterChainInstruction parseInstruction(String str) {
    // check number of fields (2/3 inputs, output, type)
    InstructionUtils.checkNumFields(str, 5);
    // parse instruction parts (without exec type)
    String[] parts = InstructionUtils.getInstructionParts(str);
    AggregateUnaryOperator uaggop = InstructionUtils.parseBasicAggregateUnaryOperator(parts[1]);
    BinaryOperator bop = InstructionUtils.parseBinaryOperator(parts[2]);
    byte in1 = Byte.parseByte(parts[3]);
    byte in2 = Byte.parseByte(parts[4]);
    byte out = Byte.parseByte(parts[5]);
    // derive aggregation operator from unary operator
    String aopcode = InstructionUtils.deriveAggregateOperatorOpcode(parts[1]);
    CorrectionLocationType corrLoc = InstructionUtils.deriveAggregateOperatorCorrectionLocation(parts[1]);
    String corrExists = (corrLoc != CorrectionLocationType.NONE) ? "true" : "false";
    AggregateOperator aop = InstructionUtils.parseAggregateOperator(aopcode, corrExists, corrLoc.toString());
    return new UaggOuterChainInstruction(bop, uaggop, aop, in1, in2, out, str);
}
Also used : AggregateUnaryOperator(org.apache.sysml.runtime.matrix.operators.AggregateUnaryOperator) AggregateOperator(org.apache.sysml.runtime.matrix.operators.AggregateOperator) BinaryOperator(org.apache.sysml.runtime.matrix.operators.BinaryOperator) CorrectionLocationType(org.apache.sysml.lops.PartialAggregate.CorrectionLocationType)

Example 9 with CorrectionLocationType

use of org.apache.sysml.lops.PartialAggregate.CorrectionLocationType in project systemml by apache.

the class MatrixBlock method sumWithFn.

/**
 * Wrapper method for reduceall-sum of a matrix using the given
 * Kahan function for summation.
 *
 * @param kfunc A Kahan function object to use for summation.
 * @return Sum of the values in the matrix with the given
 *         function applied.
 */
private double sumWithFn(KahanFunction kfunc) {
    // construct operator
    CorrectionLocationType corrLoc = CorrectionLocationType.LASTCOLUMN;
    ReduceAll reduceAllObj = ReduceAll.getReduceAllFnObject();
    AggregateOperator aop = new AggregateOperator(0, kfunc, true, corrLoc);
    AggregateUnaryOperator auop = new AggregateUnaryOperator(aop, reduceAllObj);
    // execute operation
    MatrixBlock out = new MatrixBlock(1, 2, false);
    LibMatrixAgg.aggregateUnaryMatrix(this, out, auop);
    return out.quickGetValue(0, 0);
}
Also used : ReduceAll(org.apache.sysml.runtime.functionobjects.ReduceAll) AggregateUnaryOperator(org.apache.sysml.runtime.matrix.operators.AggregateUnaryOperator) AggregateOperator(org.apache.sysml.runtime.matrix.operators.AggregateOperator) CorrectionLocationType(org.apache.sysml.lops.PartialAggregate.CorrectionLocationType)

Example 10 with CorrectionLocationType

use of org.apache.sysml.lops.PartialAggregate.CorrectionLocationType in project systemml by apache.

the class InstructionUtils method parseBasicAggregateUnaryOperator.

public static AggregateUnaryOperator parseBasicAggregateUnaryOperator(String opcode, int numThreads) {
    AggregateUnaryOperator aggun = null;
    if (opcode.equalsIgnoreCase("uak+")) {
        AggregateOperator agg = new AggregateOperator(0, KahanPlus.getKahanPlusFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uark+")) {
        // RowSums
        AggregateOperator agg = new AggregateOperator(0, KahanPlus.getKahanPlusFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uack+")) {
        // ColSums
        AggregateOperator agg = new AggregateOperator(0, KahanPlus.getKahanPlusFnObject(), true, CorrectionLocationType.LASTROW);
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uasqk+")) {
        AggregateOperator agg = new AggregateOperator(0, KahanPlusSq.getKahanPlusSqFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarsqk+")) {
        // RowSums
        AggregateOperator agg = new AggregateOperator(0, KahanPlusSq.getKahanPlusSqFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacsqk+")) {
        // ColSums
        AggregateOperator agg = new AggregateOperator(0, KahanPlusSq.getKahanPlusSqFnObject(), true, CorrectionLocationType.LASTROW);
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uamean")) {
        // Mean
        AggregateOperator agg = new AggregateOperator(0, Mean.getMeanFnObject(), true, CorrectionLocationType.LASTTWOCOLUMNS);
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarmean")) {
        // RowMeans
        AggregateOperator agg = new AggregateOperator(0, Mean.getMeanFnObject(), true, CorrectionLocationType.LASTTWOCOLUMNS);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacmean")) {
        // ColMeans
        AggregateOperator agg = new AggregateOperator(0, Mean.getMeanFnObject(), true, CorrectionLocationType.LASTTWOROWS);
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uavar")) {
        // Variance
        CM varFn = CM.getCMFnObject(AggregateOperationTypes.VARIANCE);
        CorrectionLocationType cloc = CorrectionLocationType.LASTFOURCOLUMNS;
        AggregateOperator agg = new AggregateOperator(0, varFn, true, cloc);
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarvar")) {
        // RowVariances
        CM varFn = CM.getCMFnObject(AggregateOperationTypes.VARIANCE);
        CorrectionLocationType cloc = CorrectionLocationType.LASTFOURCOLUMNS;
        AggregateOperator agg = new AggregateOperator(0, varFn, true, cloc);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacvar")) {
        // ColVariances
        CM varFn = CM.getCMFnObject(AggregateOperationTypes.VARIANCE);
        CorrectionLocationType cloc = CorrectionLocationType.LASTFOURROWS;
        AggregateOperator agg = new AggregateOperator(0, varFn, true, cloc);
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("ua+")) {
        AggregateOperator agg = new AggregateOperator(0, Plus.getPlusFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uar+")) {
        // RowSums
        AggregateOperator agg = new AggregateOperator(0, Plus.getPlusFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uac+")) {
        // ColSums
        AggregateOperator agg = new AggregateOperator(0, Plus.getPlusFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("ua*")) {
        AggregateOperator agg = new AggregateOperator(1, Multiply.getMultiplyFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uamax")) {
        AggregateOperator agg = new AggregateOperator(Double.NEGATIVE_INFINITY, Builtin.getBuiltinFnObject("max"));
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uamin")) {
        AggregateOperator agg = new AggregateOperator(Double.POSITIVE_INFINITY, Builtin.getBuiltinFnObject("min"));
        aggun = new AggregateUnaryOperator(agg, ReduceAll.getReduceAllFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uatrace")) {
        AggregateOperator agg = new AggregateOperator(0, Plus.getPlusFnObject());
        aggun = new AggregateUnaryOperator(agg, ReduceDiag.getReduceDiagFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uaktrace")) {
        AggregateOperator agg = new AggregateOperator(0, KahanPlus.getKahanPlusFnObject(), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceDiag.getReduceDiagFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarmax")) {
        AggregateOperator agg = new AggregateOperator(Double.NEGATIVE_INFINITY, Builtin.getBuiltinFnObject("max"));
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarimax")) {
        AggregateOperator agg = new AggregateOperator(Double.NEGATIVE_INFINITY, Builtin.getBuiltinFnObject("maxindex"), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarmin")) {
        AggregateOperator agg = new AggregateOperator(Double.POSITIVE_INFINITY, Builtin.getBuiltinFnObject("min"));
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uarimin")) {
        AggregateOperator agg = new AggregateOperator(Double.POSITIVE_INFINITY, Builtin.getBuiltinFnObject("minindex"), true, CorrectionLocationType.LASTCOLUMN);
        aggun = new AggregateUnaryOperator(agg, ReduceCol.getReduceColFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacmax")) {
        AggregateOperator agg = new AggregateOperator(Double.NEGATIVE_INFINITY, Builtin.getBuiltinFnObject("max"));
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    } else if (opcode.equalsIgnoreCase("uacmin")) {
        AggregateOperator agg = new AggregateOperator(Double.POSITIVE_INFINITY, Builtin.getBuiltinFnObject("min"));
        aggun = new AggregateUnaryOperator(agg, ReduceRow.getReduceRowFnObject(), numThreads);
    }
    return aggun;
}
Also used : AggregateUnaryOperator(org.apache.sysml.runtime.matrix.operators.AggregateUnaryOperator) AggregateOperator(org.apache.sysml.runtime.matrix.operators.AggregateOperator) CM(org.apache.sysml.runtime.functionobjects.CM) CorrectionLocationType(org.apache.sysml.lops.PartialAggregate.CorrectionLocationType)

Aggregations

CorrectionLocationType (org.apache.sysml.lops.PartialAggregate.CorrectionLocationType)17 AggregateOperator (org.apache.sysml.runtime.matrix.operators.AggregateOperator)17 AggregateUnaryOperator (org.apache.sysml.runtime.matrix.operators.AggregateUnaryOperator)13 BinaryOperator (org.apache.sysml.runtime.matrix.operators.BinaryOperator)6 CM (org.apache.sysml.runtime.functionobjects.CM)5 DMLRuntimeException (org.apache.sysml.runtime.DMLRuntimeException)4 CPOperand (org.apache.sysml.runtime.instructions.cp.CPOperand)4 SparkAggType (org.apache.sysml.hops.AggBinaryOp.SparkAggType)2 IndexFunction (org.apache.sysml.runtime.functionobjects.IndexFunction)2 ReduceAll (org.apache.sysml.runtime.functionobjects.ReduceAll)2 AggregateTernaryOperator (org.apache.sysml.runtime.matrix.operators.AggregateTernaryOperator)2