Package org.apache.flink.api.java.operators

Source Code of org.apache.flink.api.java.operators.CrossOperator$ProjectCross

/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements.  See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership.  The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License.  You may obtain a copy of the License at
*
*     http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/

package org.apache.flink.api.java.operators;

import java.util.Arrays;

import org.apache.flink.api.common.InvalidProgramException;
import org.apache.flink.api.common.functions.CrossFunction;
import org.apache.flink.api.common.operators.BinaryOperatorInformation;
import org.apache.flink.api.common.operators.DualInputSemanticProperties;
import org.apache.flink.api.common.operators.Operator;
import org.apache.flink.api.common.operators.base.CrossOperatorBase;
import org.apache.flink.api.common.typeinfo.TypeInformation;
import org.apache.flink.api.java.DataSet;
import org.apache.flink.api.java.functions.SemanticPropUtil;
import org.apache.flink.api.java.typeutils.TupleTypeInfo;
import org.apache.flink.api.java.typeutils.TypeExtractor;

//CHECKSTYLE.OFF: AvoidStarImport - Needed for TupleGenerator
import org.apache.flink.api.java.tuple.*;
//CHECKSTYLE.ON: AvoidStarImport

/**
* A {@link DataSet} that is the result of a Cross transformation.
*
* @param <I1> The type of the first input DataSet of the Cross transformation.
* @param <I2> The type of the second input DataSet of the Cross transformation.
* @param <OUT> The type of the result of the Cross transformation.
*
* @see DataSet
*/
public class CrossOperator<I1, I2, OUT> extends TwoInputUdfOperator<I1, I2, OUT, CrossOperator<I1, I2, OUT>> {

  private final CrossFunction<I1, I2, OUT> function;

  public CrossOperator(DataSet<I1> input1, DataSet<I2> input2,
              CrossFunction<I1, I2, OUT> function,
              TypeInformation<OUT> returnType)
  {
    super(input1, input2, returnType);

    this.function = function;

    if (!(function instanceof ProjectCrossFunction)) {
      extractSemanticAnnotationsFromUdf(function.getClass());
    } else {
      generateProjectionProperties(((ProjectCrossFunction<?, ?, ?>) function));
    }
  }

  public void generateProjectionProperties(ProjectCrossFunction<?, ?, ?> pcf) {
    DualInputSemanticProperties props = SemanticPropUtil.createProjectionPropertiesDual(pcf.getFields(), pcf.getIsFromFirst());
    setSemanticProperties(props);
  }

  @Override
  protected org.apache.flink.api.common.operators.base.CrossOperatorBase<I1, I2, OUT, CrossFunction<I1,I2,OUT>> translateToDataFlow(Operator<I1> input1, Operator<I2> input2) {
   
    String name = getName() != null ? getName() : function.getClass().getName();
    // create operator
    CrossOperatorBase<I1, I2, OUT, CrossFunction<I1, I2, OUT>> po =
        new CrossOperatorBase<I1, I2, OUT, CrossFunction<I1, I2, OUT>>(function, new BinaryOperatorInformation<I1, I2, OUT>(getInput1Type(), getInput2Type(), getResultType()), name);
    // set inputs
    po.setFirstInput(input1);
    po.setSecondInput(input2);

    // set dop
    po.setDegreeOfParallelism(this.getParallelism());

    return po;
  }


  // --------------------------------------------------------------------------------------------
  // Builder classes for incremental construction
  // --------------------------------------------------------------------------------------------

  /**
   * A Cross transformation that wraps pairs of crossed elements into {@link Tuple2}.<br/>
   * It also represents the {@link DataSet} that is the result of a Cross transformation.
   *
   * @param <I1> The type of the first input DataSet of the Cross transformation.
   * @param <I2> The type of the second input DataSet of the Cross transformation.
   *
   * @see Tuple2
   * @see DataSet
   */
  public static final class DefaultCross<I1, I2> extends CrossOperator<I1, I2, Tuple2<I1, I2>>  {

    private final DataSet<I1> input1;
    private final DataSet<I2> input2;

    public DefaultCross(DataSet<I1> input1, DataSet<I2> input2) {
      super(input1, input2, (CrossFunction<I1, I2, Tuple2<I1, I2>>) new DefaultCrossFunction<I1, I2>(),
          new TupleTypeInfo<Tuple2<I1, I2>>(input1.getType(), input2.getType()));

      if (input1 == null || input2 == null) {
        throw new NullPointerException();
      }

      this.input1 = input1;
      this.input2 = input2;
    }

    /**
     * Finalizes a Cross transformation by applying a {@link CrossFunction} to each pair of crossed elements.<br/>
     * Each CrossFunction call returns exactly one element.
     *
     * @param function The CrossFunction that is called for each pair of crossed elements.
     * @return An CrossOperator that represents the crossed result DataSet
     *
     * @see CrossFunction
     * @see DataSet
     */
    public <R> CrossOperator<I1, I2, R> with(CrossFunction<I1, I2, R> function) {
      if (function == null) {
        throw new NullPointerException("Cross function must not be null.");
      }
      TypeInformation<R> returnType = TypeExtractor.getCrossReturnTypes(function, input1.getType(), input2.getType());
      return new CrossOperator<I1, I2, R>(input1, input2, function, returnType);
    }



    /**
     * Initiates a ProjectCross transformation and projects the first cross input<br/>
     * If the first cross input is a {@link Tuple} {@link DataSet}, fields can be selected by their index.
     * If the first cross input is not a Tuple DataSet, no parameters should be passed.<br/>
     *
     * Fields of the first and second input can be added by chaining the method calls of
     * {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#projectFirst(int...)} and
     * {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#projectSecond(int...)}.
     *
     * @param firstFieldIndexes If the first input is a Tuple DataSet, the indexes of the selected fields.
     *              For a non-Tuple DataSet, do not provide parameters.
     *              The order of fields in the output tuple is defined by to the order of field indexes.
     * @return A CrossProjection that needs to be converted into a
     *           {@link org.apache.flink.api.java.operators.CrossOperator.ProjectCross} to complete the
     *           Cross transformation by calling
     *           {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#types(Class)}.
     *
     * @see Tuple
     * @see DataSet
     * @see org.apache.flink.api.java.operators.CrossOperator.CrossProjection
     * @see org.apache.flink.api.java.operators.CrossOperator.ProjectCross
     */
    public CrossProjection<I1, I2> projectFirst(int... firstFieldIndexes) {
      return new CrossProjection<I1, I2>(input1, input2, firstFieldIndexes, null);
    }

    /**
     * Initiates a ProjectCross transformation and projects the second cross input<br/>
     * If the second cross input is a {@link Tuple} {@link DataSet}, fields can be selected by their index.
     * If the second cross input is not a Tuple DataSet, no parameters should be passed.<br/>
     *
     * Fields of the first and second input can be added by chaining the method calls of
     * {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#projectFirst(int...)} and
     * {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#projectSecond(int...)}.
     *
     * @param secondFieldIndexes If the second input is a Tuple DataSet, the indexes of the selected fields.
     *              For a non-Tuple DataSet, do not provide parameters.
     *              The order of fields in the output tuple is defined by to the order of field indexes.
     * @return A CrossProjection that needs to be converted into a
     *           {@link org.apache.flink.api.java.operators.CrossOperator.ProjectCross} to complete the
     *           Cross transformation by calling
     *           {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#types(Class)}.
     *
     * @see Tuple
     * @see DataSet
     * @see org.apache.flink.api.java.operators.CrossOperator.CrossProjection
     * @see org.apache.flink.api.java.operators.CrossOperator.ProjectCross
     */
    public CrossProjection<I1, I2> projectSecond(int... secondFieldIndexes) {
      return new CrossProjection<I1, I2>(input1, input2, null, secondFieldIndexes);
    }
  }

  /**
   * A Cross transformation that projects crossing elements or fields of crossing {@link Tuple Tuples}
   * into result {@link Tuple Tuples}. <br/>
   * It also represents the {@link DataSet} that is the result of a Cross transformation.
   *
   * @param <I1> The type of the first input DataSet of the Cross transformation.
   * @param <I2> The type of the second input DataSet of the Cross transformation.
   * @param <OUT> The type of the result of the Cross transformation.
   *
   * @see Tuple
   * @see DataSet
   */
  private static final class ProjectCross<I1, I2, OUT extends Tuple> extends CrossOperator<I1, I2, OUT> {

    protected ProjectCross(DataSet<I1> input1, DataSet<I2> input2, int[] fields, boolean[] isFromFirst, TupleTypeInfo<OUT> returnType) {
      super(input1, input2,
        new ProjectCrossFunction<I1, I2, OUT>(fields, isFromFirst, returnType.createSerializer().createInstance()), returnType);
    }

    @Override
    public CrossOperator<I1, I2, OUT> withConstantSetFirst(String... constantSetFirst) {
      throw new InvalidProgramException("The semantic properties (constant fields and forwarded fields) are automatically calculated.");
    }

    @Override
    public CrossOperator<I1, I2, OUT> withConstantSetSecond(String... constantSetSecond) {
      throw new InvalidProgramException("The semantic properties (constant fields and forwarded fields) are automatically calculated.");
    }
  }

  public static final class ProjectCrossFunction<T1, T2, R extends Tuple> implements CrossFunction<T1, T2, R> {

    private static final long serialVersionUID = 1L;

    private final int[] fields;
    private final boolean[] isFromFirst;
    private final R outTuple;

    /**
     * Instantiates and configures a ProjectCrossFunction.
     * Creates output tuples by copying fields of crossed input tuples (or a full input object) into an output tuple.
     *
     * @param fields List of indexes fields that should be copied to the output tuple.
     *           If the full input object should be copied (for example in case of a non-tuple input) the index should be -1.
     * @param isFromFirst List of flags indicating whether the field should be copied from the first (true) or the second (false) input.
     * @param outTupleInstance An instance of an output tuple.
     */
    private ProjectCrossFunction(int[] fields, boolean[] isFromFirst, R outTupleInstance) {

      if(fields.length != isFromFirst.length) {
        throw new IllegalArgumentException("Fields and isFromFirst arrays must have same length!");
      }
      this.fields = fields;
      this.isFromFirst = isFromFirst;
      this.outTuple = outTupleInstance;
    }

    public R cross(T1 in1, T2 in2) {
      for(int i=0; i<fields.length; i++) {
        if(isFromFirst[i]) {
          if(fields[i] >= 0) {
            outTuple.setField(((Tuple)in1).getField(fields[i]), i);
          } else {
            outTuple.setField(in1, i);
          }
        } else {
          if(fields[i] >= 0) {
            outTuple.setField(((Tuple)in2).getField(fields[i]), i);
          } else {
            outTuple.setField(in2, i);
          }
        }
      }
      return outTuple;
    }

    protected int[] getFields() {
      return fields;
    }

    protected boolean[] getIsFromFirst() {
      return isFromFirst;
    }
  }

  public static final class CrossProjection<I1, I2> {
    private final DataSet<I1> ds1;
    private final DataSet<I2> ds2;


    private int[] fieldIndexes;
    private boolean[] isFieldInFirst;

    private final int numFieldsDs1;
    private final int numFieldsDs2;

    public CrossProjection(DataSet<I1> ds1, DataSet<I2> ds2, int[] firstFieldIndexes, int[] secondFieldIndexes) {

      this.ds1 = ds1;
      this.ds2 = ds2;

      boolean isFirstTuple;
      boolean isSecondTuple;

      if(ds1.getType() instanceof TupleTypeInfo) {
        numFieldsDs1 = ((TupleTypeInfo<?>)ds1.getType()).getArity();
        isFirstTuple = true;
      } else {
        numFieldsDs1 = 1;
        isFirstTuple = false;
      }
      if(ds2.getType() instanceof TupleTypeInfo) {
        numFieldsDs2 = ((TupleTypeInfo<?>)ds2.getType()).getArity();
        isSecondTuple = true;
      } else {
        numFieldsDs2 = 1;
        isSecondTuple = false;
      }

      boolean isTuple;
      boolean firstInput;

      if(firstFieldIndexes != null && secondFieldIndexes == null) {
        // index array for first input is provided
        firstInput = true;
        isTuple = isFirstTuple;
        this.fieldIndexes = firstFieldIndexes;

        if(this.fieldIndexes.length == 0) {
          // no indexes provided, treat tuple as regular object
          isTuple = false;
        }
      } else if (firstFieldIndexes == null && secondFieldIndexes != null) {
        // index array for second input is provided
        firstInput = false;
        isTuple = isSecondTuple;
        this.fieldIndexes = secondFieldIndexes;

        if(this.fieldIndexes.length == 0) {
          // no indexes provided, treat tuple as regular object
          isTuple = false;
        }
      } else if (firstFieldIndexes == null && secondFieldIndexes == null) {
        throw new IllegalArgumentException("You must provide at least one field index array.");
      } else {
        throw new IllegalArgumentException("You must provide at most one field index array.");
      }

      if(!isTuple && this.fieldIndexes.length != 0) {
        // field index provided for non-Tuple input
        throw new IllegalArgumentException("Input is not a Tuple. Call projectFirst() (or projectSecond()) without arguments to include it.");
      } else if(this.fieldIndexes.length > 22) {
        throw new IllegalArgumentException("You may select only up to twenty-two (22) fields.");
      }

      if(isTuple) {
        this.isFieldInFirst = new boolean[this.fieldIndexes.length];

        // check field indexes and adapt to position in tuple
        int maxFieldIndex = firstInput ? numFieldsDs1 : numFieldsDs2;
        for(int i=0; i<this.fieldIndexes.length; i++) {
          if(this.fieldIndexes[i] > maxFieldIndex - 1) {
            throw new IndexOutOfBoundsException("Provided field index is out of bounds of input tuple.");
          }
          if(firstInput) {
            this.isFieldInFirst[i] = true;
          } else {
            this.isFieldInFirst[i] = false;
          }
        }
      } else {
        this.isFieldInFirst = new boolean[]{firstInput};
        this.fieldIndexes = new int[]{-1};
      }

    }

    /**
     * Continues a ProjectCross transformation and adds fields of the first cross input.<br/>
     * If the first cross input is a {@link Tuple} {@link DataSet}, fields can be selected by their index.
     * If the first cross input is not a Tuple DataSet, no parameters should be passed.<br/>
     *
     * Fields of the first and second input can be added by chaining the method calls of
     * {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#projectFirst(int...)} and
     * {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#projectSecond(int...)}.
     *
     * @param firstFieldIndexes If the first input is a Tuple DataSet, the indexes of the selected fields.
     *              For a non-Tuple DataSet, do not provide parameters.
     *              The order of fields in the output tuple is defined by to the order of field indexes.
     * @return A CrossProjection that needs to be converted into a {@link ProjectOperator} to complete the
     *           Cross transformation by calling
     *           {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#types(Class)}.
     *
     * @see Tuple
     * @see DataSet
     * @see org.apache.flink.api.java.operators.CrossOperator.CrossProjection
     * @see org.apache.flink.api.java.operators.CrossOperator.ProjectCross
     */
    public CrossProjection<I1, I2> projectFirst(int... firstFieldIndexes) {

      boolean isFirstTuple;

      if(ds1.getType() instanceof TupleTypeInfo && firstFieldIndexes.length > 0) {
        isFirstTuple = true;
      } else {
        isFirstTuple = false;
      }

      if(!isFirstTuple && firstFieldIndexes.length != 0) {
        // field index provided for non-Tuple input
        throw new IllegalArgumentException("Input is not a Tuple. Call projectFirst() without arguments to include it.");
      } else if(firstFieldIndexes.length > (22 - this.fieldIndexes.length)) {
        // to many field indexes provided
        throw new IllegalArgumentException("You may select only up to twenty-two (22) fields in total.");
      }

      int offset = this.fieldIndexes.length;

      if(isFirstTuple) {
        // extend index and flag arrays
        this.fieldIndexes = Arrays.copyOf(this.fieldIndexes, this.fieldIndexes.length + firstFieldIndexes.length);
        this.isFieldInFirst = Arrays.copyOf(this.isFieldInFirst, this.isFieldInFirst.length + firstFieldIndexes.length);

        // copy field indexes
        int maxFieldIndex = numFieldsDs1;
        for(int i = 0; i < firstFieldIndexes.length; i++) {
          // check if indexes in range
          if(firstFieldIndexes[i] > maxFieldIndex - 1) {
            throw new IndexOutOfBoundsException("Provided field index is out of bounds of input tuple.");
          }
          this.isFieldInFirst[offset + i] = true;
          this.fieldIndexes[offset + i] = firstFieldIndexes[i];
        }
      } else {
        // extend index and flag arrays
        this.fieldIndexes = Arrays.copyOf(this.fieldIndexes, this.fieldIndexes.length + 1);
        this.isFieldInFirst = Arrays.copyOf(this.isFieldInFirst, this.isFieldInFirst.length + 1);

        // add input object to output tuple
        this.isFieldInFirst[offset] = true;
        this.fieldIndexes[offset] = -1;
      }

      return this;
    }

    /**
     * Continues a ProjectCross transformation and adds fields of the second cross input.<br/>
     * If the second cross input is a {@link Tuple} {@link DataSet}, fields can be selected by their index.
     * If the second cross input is not a Tuple DataSet, no parameters should be passed.<br/>
     *
     * Fields of the first and second input can be added by chaining the method calls of
     * {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#projectFirst(int...)} and
     * {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#projectSecond(int...)}.
     *
     * @param secondFieldIndexes If the second input is a Tuple DataSet, the indexes of the selected fields.
     *              For a non-Tuple DataSet, do not provide parameters.
     *              The order of fields in the output tuple is defined by to the order of field indexes.
     * @return A CrossProjection that needs to be converted into a {@link ProjectOperator} to complete the
     *           Cross transformation by calling
     *           {@link org.apache.flink.api.java.operators.CrossOperator.CrossProjection#types(Class)}.
     *
     * @see Tuple
     * @see DataSet
     * @see org.apache.flink.api.java.operators.CrossOperator.CrossProjection
     * @see org.apache.flink.api.java.operators.CrossOperator.ProjectCross
     */
    public CrossProjection<I1, I2> projectSecond(int... secondFieldIndexes) {

      boolean isSecondTuple;

      if(ds2.getType() instanceof TupleTypeInfo && secondFieldIndexes.length > 0) {
        isSecondTuple = true;
      } else {
        isSecondTuple = false;
      }

      if(!isSecondTuple && secondFieldIndexes.length != 0) {
        // field index provided for non-Tuple input
        throw new IllegalArgumentException("Input is not a Tuple. Call projectSecond() without arguments to include it.");
      } else if(secondFieldIndexes.length > (22 - this.fieldIndexes.length)) {
        // to many field indexes provided
        throw new IllegalArgumentException("You may select only up to twenty-two (22) fields in total.");
      }

      int offset = this.fieldIndexes.length;

      if(isSecondTuple) {
        // extend index and flag arrays
        this.fieldIndexes = Arrays.copyOf(this.fieldIndexes, this.fieldIndexes.length + secondFieldIndexes.length);
        this.isFieldInFirst = Arrays.copyOf(this.isFieldInFirst, this.isFieldInFirst.length + secondFieldIndexes.length);

        // copy field indexes
        int maxFieldIndex = numFieldsDs2;
        for(int i = 0; i < secondFieldIndexes.length; i++) {
          // check if indexes in range
          if(secondFieldIndexes[i] > maxFieldIndex - 1) {
            throw new IndexOutOfBoundsException("Provided field index is out of bounds of input tuple.");
          }
          this.isFieldInFirst[offset + i] = false;
          this.fieldIndexes[offset + i] = secondFieldIndexes[i];
        }
      } else {
        // extend index and flag arrays
        this.fieldIndexes = Arrays.copyOf(this.fieldIndexes, this.fieldIndexes.length + 1);
        this.isFieldInFirst = Arrays.copyOf(this.isFieldInFirst, this.isFieldInFirst.length + 1);

        // add input object to output tuple
        this.isFieldInFirst[offset] = false;
        this.fieldIndexes[offset] = -1;
      }

      return this;
    }

    // --------------------------------------------------------------------------------------------
    // The following lines are generated.
    // --------------------------------------------------------------------------------------------
    // BEGIN_OF_TUPLE_DEPENDENT_CODE
  // GENERATED FROM org.apache.flink.api.java.tuple.TupleGenerator.

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0> ProjectCross<I1, I2, Tuple1<T0>> types(Class<T0> type0) {
      Class<?>[] types = {type0};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple1<T0>> tType = new TupleTypeInfo<Tuple1<T0>>(fTypes);

      return new ProjectCross<I1, I2, Tuple1<T0>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1> ProjectCross<I1, I2, Tuple2<T0, T1>> types(Class<T0> type0, Class<T1> type1) {
      Class<?>[] types = {type0, type1};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple2<T0, T1>> tType = new TupleTypeInfo<Tuple2<T0, T1>>(fTypes);

      return new ProjectCross<I1, I2, Tuple2<T0, T1>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2> ProjectCross<I1, I2, Tuple3<T0, T1, T2>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2) {
      Class<?>[] types = {type0, type1, type2};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple3<T0, T1, T2>> tType = new TupleTypeInfo<Tuple3<T0, T1, T2>>(fTypes);

      return new ProjectCross<I1, I2, Tuple3<T0, T1, T2>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3> ProjectCross<I1, I2, Tuple4<T0, T1, T2, T3>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3) {
      Class<?>[] types = {type0, type1, type2, type3};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple4<T0, T1, T2, T3>> tType = new TupleTypeInfo<Tuple4<T0, T1, T2, T3>>(fTypes);

      return new ProjectCross<I1, I2, Tuple4<T0, T1, T2, T3>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4> ProjectCross<I1, I2, Tuple5<T0, T1, T2, T3, T4>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4) {
      Class<?>[] types = {type0, type1, type2, type3, type4};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple5<T0, T1, T2, T3, T4>> tType = new TupleTypeInfo<Tuple5<T0, T1, T2, T3, T4>>(fTypes);

      return new ProjectCross<I1, I2, Tuple5<T0, T1, T2, T3, T4>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5> ProjectCross<I1, I2, Tuple6<T0, T1, T2, T3, T4, T5>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple6<T0, T1, T2, T3, T4, T5>> tType = new TupleTypeInfo<Tuple6<T0, T1, T2, T3, T4, T5>>(fTypes);

      return new ProjectCross<I1, I2, Tuple6<T0, T1, T2, T3, T4, T5>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6> ProjectCross<I1, I2, Tuple7<T0, T1, T2, T3, T4, T5, T6>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple7<T0, T1, T2, T3, T4, T5, T6>> tType = new TupleTypeInfo<Tuple7<T0, T1, T2, T3, T4, T5, T6>>(fTypes);

      return new ProjectCross<I1, I2, Tuple7<T0, T1, T2, T3, T4, T5, T6>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7> ProjectCross<I1, I2, Tuple8<T0, T1, T2, T3, T4, T5, T6, T7>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple8<T0, T1, T2, T3, T4, T5, T6, T7>> tType = new TupleTypeInfo<Tuple8<T0, T1, T2, T3, T4, T5, T6, T7>>(fTypes);

      return new ProjectCross<I1, I2, Tuple8<T0, T1, T2, T3, T4, T5, T6, T7>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8> ProjectCross<I1, I2, Tuple9<T0, T1, T2, T3, T4, T5, T6, T7, T8>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple9<T0, T1, T2, T3, T4, T5, T6, T7, T8>> tType = new TupleTypeInfo<Tuple9<T0, T1, T2, T3, T4, T5, T6, T7, T8>>(fTypes);

      return new ProjectCross<I1, I2, Tuple9<T0, T1, T2, T3, T4, T5, T6, T7, T8>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9> ProjectCross<I1, I2, Tuple10<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple10<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9>> tType = new TupleTypeInfo<Tuple10<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9>>(fTypes);

      return new ProjectCross<I1, I2, Tuple10<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10> ProjectCross<I1, I2, Tuple11<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple11<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10>> tType = new TupleTypeInfo<Tuple11<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10>>(fTypes);

      return new ProjectCross<I1, I2, Tuple11<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11> ProjectCross<I1, I2, Tuple12<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple12<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11>> tType = new TupleTypeInfo<Tuple12<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11>>(fTypes);

      return new ProjectCross<I1, I2, Tuple12<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12> ProjectCross<I1, I2, Tuple13<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple13<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12>> tType = new TupleTypeInfo<Tuple13<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12>>(fTypes);

      return new ProjectCross<I1, I2, Tuple13<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13> ProjectCross<I1, I2, Tuple14<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple14<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13>> tType = new TupleTypeInfo<Tuple14<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13>>(fTypes);

      return new ProjectCross<I1, I2, Tuple14<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14> ProjectCross<I1, I2, Tuple15<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple15<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14>> tType = new TupleTypeInfo<Tuple15<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14>>(fTypes);

      return new ProjectCross<I1, I2, Tuple15<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15> ProjectCross<I1, I2, Tuple16<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple16<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15>> tType = new TupleTypeInfo<Tuple16<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15>>(fTypes);

      return new ProjectCross<I1, I2, Tuple16<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16> ProjectCross<I1, I2, Tuple17<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple17<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16>> tType = new TupleTypeInfo<Tuple17<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16>>(fTypes);

      return new ProjectCross<I1, I2, Tuple17<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @param type17 The class of field '17' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17> ProjectCross<I1, I2, Tuple18<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16, Class<T17> type17) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16, type17};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple18<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17>> tType = new TupleTypeInfo<Tuple18<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17>>(fTypes);

      return new ProjectCross<I1, I2, Tuple18<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @param type17 The class of field '17' of the result tuples.
     * @param type18 The class of field '18' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18> ProjectCross<I1, I2, Tuple19<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16, Class<T17> type17, Class<T18> type18) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16, type17, type18};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple19<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18>> tType = new TupleTypeInfo<Tuple19<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18>>(fTypes);

      return new ProjectCross<I1, I2, Tuple19<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @param type17 The class of field '17' of the result tuples.
     * @param type18 The class of field '18' of the result tuples.
     * @param type19 The class of field '19' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19> ProjectCross<I1, I2, Tuple20<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16, Class<T17> type17, Class<T18> type18, Class<T19> type19) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16, type17, type18, type19};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple20<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19>> tType = new TupleTypeInfo<Tuple20<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19>>(fTypes);

      return new ProjectCross<I1, I2, Tuple20<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @param type17 The class of field '17' of the result tuples.
     * @param type18 The class of field '18' of the result tuples.
     * @param type19 The class of field '19' of the result tuples.
     * @param type20 The class of field '20' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20> ProjectCross<I1, I2, Tuple21<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16, Class<T17> type17, Class<T18> type18, Class<T19> type19, Class<T20> type20) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16, type17, type18, type19, type20};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple21<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20>> tType = new TupleTypeInfo<Tuple21<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20>>(fTypes);

      return new ProjectCross<I1, I2, Tuple21<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @param type17 The class of field '17' of the result tuples.
     * @param type18 The class of field '18' of the result tuples.
     * @param type19 The class of field '19' of the result tuples.
     * @param type20 The class of field '20' of the result tuples.
     * @param type21 The class of field '21' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21> ProjectCross<I1, I2, Tuple22<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16, Class<T17> type17, Class<T18> type18, Class<T19> type19, Class<T20> type20, Class<T21> type21) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16, type17, type18, type19, type20, type21};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple22<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21>> tType = new TupleTypeInfo<Tuple22<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21>>(fTypes);

      return new ProjectCross<I1, I2, Tuple22<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @param type17 The class of field '17' of the result tuples.
     * @param type18 The class of field '18' of the result tuples.
     * @param type19 The class of field '19' of the result tuples.
     * @param type20 The class of field '20' of the result tuples.
     * @param type21 The class of field '21' of the result tuples.
     * @param type22 The class of field '22' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22> ProjectCross<I1, I2, Tuple23<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16, Class<T17> type17, Class<T18> type18, Class<T19> type19, Class<T20> type20, Class<T21> type21, Class<T22> type22) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16, type17, type18, type19, type20, type21, type22};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple23<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22>> tType = new TupleTypeInfo<Tuple23<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22>>(fTypes);

      return new ProjectCross<I1, I2, Tuple23<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @param type17 The class of field '17' of the result tuples.
     * @param type18 The class of field '18' of the result tuples.
     * @param type19 The class of field '19' of the result tuples.
     * @param type20 The class of field '20' of the result tuples.
     * @param type21 The class of field '21' of the result tuples.
     * @param type22 The class of field '22' of the result tuples.
     * @param type23 The class of field '23' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23> ProjectCross<I1, I2, Tuple24<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16, Class<T17> type17, Class<T18> type18, Class<T19> type19, Class<T20> type20, Class<T21> type21, Class<T22> type22, Class<T23> type23) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16, type17, type18, type19, type20, type21, type22, type23};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple24<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23>> tType = new TupleTypeInfo<Tuple24<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23>>(fTypes);

      return new ProjectCross<I1, I2, Tuple24<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    /**
     * Projects a pair of crossed elements to a {@link Tuple} with the previously selected fields.
     * Requires the classes of the fields of the resulting tuples.
     *
     * @param type0 The class of field '0' of the result tuples.
     * @param type1 The class of field '1' of the result tuples.
     * @param type2 The class of field '2' of the result tuples.
     * @param type3 The class of field '3' of the result tuples.
     * @param type4 The class of field '4' of the result tuples.
     * @param type5 The class of field '5' of the result tuples.
     * @param type6 The class of field '6' of the result tuples.
     * @param type7 The class of field '7' of the result tuples.
     * @param type8 The class of field '8' of the result tuples.
     * @param type9 The class of field '9' of the result tuples.
     * @param type10 The class of field '10' of the result tuples.
     * @param type11 The class of field '11' of the result tuples.
     * @param type12 The class of field '12' of the result tuples.
     * @param type13 The class of field '13' of the result tuples.
     * @param type14 The class of field '14' of the result tuples.
     * @param type15 The class of field '15' of the result tuples.
     * @param type16 The class of field '16' of the result tuples.
     * @param type17 The class of field '17' of the result tuples.
     * @param type18 The class of field '18' of the result tuples.
     * @param type19 The class of field '19' of the result tuples.
     * @param type20 The class of field '20' of the result tuples.
     * @param type21 The class of field '21' of the result tuples.
     * @param type22 The class of field '22' of the result tuples.
     * @param type23 The class of field '23' of the result tuples.
     * @param type24 The class of field '24' of the result tuples.
     * @return The projected data set.
     *
     * @see Tuple
     * @see DataSet
     */
    public <T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23, T24> ProjectCross<I1, I2, Tuple25<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23, T24>> types(Class<T0> type0, Class<T1> type1, Class<T2> type2, Class<T3> type3, Class<T4> type4, Class<T5> type5, Class<T6> type6, Class<T7> type7, Class<T8> type8, Class<T9> type9, Class<T10> type10, Class<T11> type11, Class<T12> type12, Class<T13> type13, Class<T14> type14, Class<T15> type15, Class<T16> type16, Class<T17> type17, Class<T18> type18, Class<T19> type19, Class<T20> type20, Class<T21> type21, Class<T22> type22, Class<T23> type23, Class<T24> type24) {
      Class<?>[] types = {type0, type1, type2, type3, type4, type5, type6, type7, type8, type9, type10, type11, type12, type13, type14, type15, type16, type17, type18, type19, type20, type21, type22, type23, type24};
      if(types.length != this.fieldIndexes.length) {
        throw new IllegalArgumentException("Numbers of projected fields and types do not match.");
      }
     
      TypeInformation<?>[] fTypes = extractFieldTypes(fieldIndexes, types);
      TupleTypeInfo<Tuple25<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23, T24>> tType = new TupleTypeInfo<Tuple25<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23, T24>>(fTypes);

      return new ProjectCross<I1, I2, Tuple25<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21, T22, T23, T24>>(this.ds1, this.ds2, this.fieldIndexes, this.isFieldInFirst, tType);
    }

    // END_OF_TUPLE_DEPENDENT_CODE
    // -----------------------------------------------------------------------------------------

    private TypeInformation<?>[] extractFieldTypes(int[] fields, Class<?>[] givenTypes) {

      TypeInformation<?>[] fieldTypes = new TypeInformation[fields.length];

      for(int i=0; i<fields.length; i++) {

        TypeInformation<?> typeInfo;
        if(isFieldInFirst[i]) {
          if(fields[i] >= 0) {
            typeInfo = ((TupleTypeInfo<?>)ds1.getType()).getTypeAt(fields[i]);
          } else {
            typeInfo = ds1.getType();
          }
        } else {
          if(fields[i] >= 0) {
            typeInfo = ((TupleTypeInfo<?>)ds2.getType()).getTypeAt(fields[i]);
          } else {
            typeInfo = ds2.getType();
          }
        }

        if(typeInfo.getTypeClass() != givenTypes[i]) {
          throw new IllegalArgumentException("Given types do not match types of input data set.");
        }

        fieldTypes[i] = typeInfo;
      }

      return fieldTypes;
    }
  }

  // --------------------------------------------------------------------------------------------
  //  default join functions
  // --------------------------------------------------------------------------------------------

  public static final class DefaultCrossFunction<T1, T2> implements CrossFunction<T1, T2, Tuple2<T1, T2>> {

    private static final long serialVersionUID = 1L;
   
    private final Tuple2<T1, T2> outTuple = new Tuple2<T1, T2>();

    @Override
    public Tuple2<T1, T2> cross(T1 first, T2 second) throws Exception {
      outTuple.f0 = first;
      outTuple.f1 = second;
      return outTuple;
    }
  }
}
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