Example #1
0
  private Lop constructLopsIQM() throws HopsException, LopsException {

    ExecType et = optFindExecType();

    Hop input = getInput().get(0);
    if (et == ExecType.MR) {
      CombineUnary combine =
          CombineUnary.constructCombineLop(input.constructLops(), DataType.MATRIX, getValueType());
      combine
          .getOutputParameters()
          .setDimensions(
              input.getDim1(),
              input.getDim2(),
              input.getRowsInBlock(),
              input.getColsInBlock(),
              input.getNnz());

      SortKeys sort =
          SortKeys.constructSortByValueLop(
              combine,
              SortKeys.OperationTypes.WithoutWeights,
              DataType.MATRIX,
              ValueType.DOUBLE,
              ExecType.MR);

      // Sort dimensions are same as the first input
      sort.getOutputParameters()
          .setDimensions(
              input.getDim1(),
              input.getDim2(),
              input.getRowsInBlock(),
              input.getColsInBlock(),
              input.getNnz());

      Data lit = Data.createLiteralLop(ValueType.DOUBLE, Double.toString(0.25));

      lit.setAllPositions(
          this.getBeginLine(), this.getBeginColumn(), this.getEndLine(), this.getEndColumn());

      PickByCount pick =
          new PickByCount(
              sort, lit, DataType.MATRIX, getValueType(), PickByCount.OperationTypes.RANGEPICK);

      pick.getOutputParameters().setDimensions(-1, -1, getRowsInBlock(), getColsInBlock(), -1);
      setLineNumbers(pick);

      PartialAggregate pagg =
          new PartialAggregate(
              pick,
              HopsAgg2Lops.get(Hop.AggOp.SUM),
              HopsDirection2Lops.get(Hop.Direction.RowCol),
              DataType.MATRIX,
              getValueType());
      setLineNumbers(pagg);

      // Set the dimensions of PartialAggregate LOP based on the
      // direction in which aggregation is performed
      pagg.setDimensionsBasedOnDirection(getDim1(), getDim2(), getRowsInBlock(), getColsInBlock());

      Group group1 = new Group(pagg, Group.OperationTypes.Sort, DataType.MATRIX, getValueType());
      group1
          .getOutputParameters()
          .setDimensions(getDim1(), getDim2(), getRowsInBlock(), getColsInBlock(), getNnz());
      setLineNumbers(group1);

      Aggregate agg1 =
          new Aggregate(
              group1,
              HopsAgg2Lops.get(Hop.AggOp.SUM),
              DataType.MATRIX,
              getValueType(),
              ExecType.MR);
      agg1.getOutputParameters()
          .setDimensions(getDim1(), getDim2(), getRowsInBlock(), getColsInBlock(), getNnz());
      agg1.setupCorrectionLocation(pagg.getCorrectionLocation());
      setLineNumbers(agg1);

      UnaryCP unary1 =
          new UnaryCP(
              agg1, HopsOpOp1LopsUS.get(OpOp1.CAST_AS_SCALAR), getDataType(), getValueType());
      unary1.getOutputParameters().setDimensions(0, 0, 0, 0, -1);
      setLineNumbers(unary1);

      Unary iqm =
          new Unary(
              sort,
              unary1,
              Unary.OperationTypes.MR_IQM,
              DataType.SCALAR,
              ValueType.DOUBLE,
              ExecType.CP);
      iqm.getOutputParameters().setDimensions(0, 0, 0, 0, -1);
      setLineNumbers(iqm);

      return iqm;
    } else {
      SortKeys sort =
          SortKeys.constructSortByValueLop(
              input.constructLops(),
              SortKeys.OperationTypes.WithoutWeights,
              DataType.MATRIX,
              ValueType.DOUBLE,
              et);
      sort.getOutputParameters()
          .setDimensions(
              input.getDim1(),
              input.getDim2(),
              input.getRowsInBlock(),
              input.getColsInBlock(),
              input.getNnz());
      PickByCount pick =
          new PickByCount(
              sort, null, getDataType(), getValueType(), PickByCount.OperationTypes.IQM, et, true);

      pick.getOutputParameters()
          .setDimensions(getDim1(), getDim2(), getRowsInBlock(), getColsInBlock(), getNnz());
      setLineNumbers(pick);

      return pick;
    }
  }
Example #2
0
  private Lop constructLopsMedian() throws HopsException, LopsException {
    ExecType et = optFindExecType();

    if (et == ExecType.MR) {
      CombineUnary combine =
          CombineUnary.constructCombineLop(
              getInput().get(0).constructLops(), getDataType(), getValueType());

      SortKeys sort =
          SortKeys.constructSortByValueLop(
              combine,
              SortKeys.OperationTypes.WithoutWeights,
              DataType.MATRIX,
              ValueType.DOUBLE,
              et);

      combine
          .getOutputParameters()
          .setDimensions(getDim1(), getDim2(), getRowsInBlock(), getColsInBlock(), getNnz());

      // Sort dimensions are same as the first input
      sort.getOutputParameters()
          .setDimensions(
              getInput().get(0).getDim1(),
              getInput().get(0).getDim2(),
              getInput().get(0).getRowsInBlock(),
              getInput().get(0).getColsInBlock(),
              getInput().get(0).getNnz());

      // If only a single quantile is computed, then "pick" operation executes in CP.
      ExecType et_pick = ExecType.CP;

      PickByCount pick =
          new PickByCount(
              sort,
              Data.createLiteralLop(ValueType.DOUBLE, Double.toString(0.5)),
              getDataType(),
              getValueType(),
              PickByCount.OperationTypes.MEDIAN,
              et_pick,
              false);

      pick.getOutputParameters()
          .setDimensions(getDim1(), getDim2(), getRowsInBlock(), getColsInBlock(), getNnz());
      setLineNumbers(pick);

      return pick;
    } else {
      SortKeys sort =
          SortKeys.constructSortByValueLop(
              getInput().get(0).constructLops(),
              SortKeys.OperationTypes.WithoutWeights,
              DataType.MATRIX,
              ValueType.DOUBLE,
              et);
      sort.getOutputParameters()
          .setDimensions(
              getInput().get(0).getDim1(),
              getInput().get(0).getDim2(),
              getInput().get(0).getRowsInBlock(),
              getInput().get(0).getColsInBlock(),
              getInput().get(0).getNnz());
      PickByCount pick =
          new PickByCount(
              sort,
              Data.createLiteralLop(ValueType.DOUBLE, Double.toString(0.5)),
              getDataType(),
              getValueType(),
              PickByCount.OperationTypes.MEDIAN,
              et,
              true);

      pick.getOutputParameters()
          .setDimensions(getDim1(), getDim2(), getRowsInBlock(), getColsInBlock(), getNnz());
      setLineNumbers(pick);
      setLops(pick);

      return pick;
    }
  }