flink-core/src/test/java/org/apache/flink/api/java/typeutils/TypeExtractorTest.java

/*
 * 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.typeutils;

import java.math.BigDecimal;
import java.math.BigInteger;
import java.sql.Date;
import java.sql.Time;
import java.sql.Timestamp;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;

import java.util.Map;
import org.apache.flink.api.common.ExecutionConfig;
import org.apache.flink.api.common.functions.InvalidTypesException;
import org.apache.flink.api.common.functions.JoinFunction;
import org.apache.flink.api.common.functions.MapFunction;
import org.apache.flink.api.common.functions.RichCoGroupFunction;
import org.apache.flink.api.common.functions.RichCrossFunction;
import org.apache.flink.api.common.functions.RichFlatJoinFunction;
import org.apache.flink.api.common.functions.RichFlatMapFunction;
import org.apache.flink.api.common.functions.RichGroupReduceFunction;
import org.apache.flink.api.common.functions.RichJoinFunction;
import org.apache.flink.api.common.functions.RichMapFunction;
import org.apache.flink.api.common.functions.RuntimeContext;
import org.apache.flink.api.common.typeinfo.BasicArrayTypeInfo;
import org.apache.flink.api.common.typeinfo.BasicTypeInfo;
import org.apache.flink.api.common.typeinfo.PrimitiveArrayTypeInfo;
import org.apache.flink.api.common.typeinfo.SqlTimeTypeInfo;
import org.apache.flink.api.common.typeinfo.TypeHint;
import org.apache.flink.api.common.typeinfo.TypeInformation;
import org.apache.flink.api.common.typeutils.CompositeType.FlatFieldDescriptor;
import org.apache.flink.api.common.typeutils.TypeSerializer;
import org.apache.flink.api.java.functions.KeySelector;
import org.apache.flink.api.java.tuple.Tuple;
import org.apache.flink.api.java.tuple.Tuple0;
import org.apache.flink.api.java.tuple.Tuple1;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.api.java.tuple.Tuple3;
import org.apache.flink.api.java.tuple.Tuple9;
import org.apache.flink.types.Either;
import org.apache.flink.configuration.Configuration;
import org.apache.flink.types.DoubleValue;
import org.apache.flink.types.IntValue;
import org.apache.flink.types.StringValue;
import org.apache.flink.types.Value;
import org.apache.flink.types.Row;
import org.apache.flink.util.Collector;

import org.junit.Assert;
import org.junit.Test;

@SuppressWarnings("serial")
public class TypeExtractorTest {

	
	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testBasicType() {
		// use getGroupReduceReturnTypes()
		RichGroupReduceFunction<?, ?> function = new RichGroupReduceFunction<Boolean, Boolean>() {
			private static final long serialVersionUID = 1L;

			@Override
			public void reduce(Iterable<Boolean> values, Collector<Boolean> out) throws Exception {
				// nothing to do
			}
		};

		TypeInformation<?> ti = TypeExtractor.getGroupReduceReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Boolean"));

		Assert.assertTrue(ti.isBasicType());
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, ti);
		Assert.assertEquals(Boolean.class, ti.getTypeClass());

		// use getForClass()
		Assert.assertTrue(TypeExtractor.getForClass(Boolean.class).isBasicType());
		Assert.assertEquals(ti, TypeExtractor.getForClass(Boolean.class));

		// use getForObject()
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, TypeExtractor.getForObject(true));
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testTupleWithBasicTypes() throws Exception {
		// use getMapReturnTypes()
		RichMapFunction<?, ?> function = new RichMapFunction<Tuple9<Integer, Long, Double, Float, Boolean, String, Character, Short, Byte>, Tuple9<Integer, Long, Double, Float, Boolean, String, Character, Short, Byte>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Tuple9<Integer, Long, Double, Float, Boolean, String, Character, Short, Byte> map(
					Tuple9<Integer, Long, Double, Float, Boolean, String, Character, Short, Byte> value) throws Exception {
				return null;
			}

		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple9<Integer, Long, Double, Float, Boolean, String, Character, Short, Byte>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(9, ti.getArity());
		Assert.assertTrue(ti instanceof TupleTypeInfo);
		List<FlatFieldDescriptor> ffd = new ArrayList<FlatFieldDescriptor>();
		((TupleTypeInfo) ti).getFlatFields("f3", 0, ffd);
		Assert.assertTrue(ffd.size() == 1);
		Assert.assertEquals(3, ffd.get(0).getPosition() );

		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(Tuple9.class, tti.getTypeClass());
		
		for (int i = 0; i < 9; i++) {
			Assert.assertTrue(tti.getTypeAt(i) instanceof BasicTypeInfo);
		}

		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti.getTypeAt(1));
		Assert.assertEquals(BasicTypeInfo.DOUBLE_TYPE_INFO, tti.getTypeAt(2));
		Assert.assertEquals(BasicTypeInfo.FLOAT_TYPE_INFO, tti.getTypeAt(3));
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, tti.getTypeAt(4));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(5));
		Assert.assertEquals(BasicTypeInfo.CHAR_TYPE_INFO, tti.getTypeAt(6));
		Assert.assertEquals(BasicTypeInfo.SHORT_TYPE_INFO, tti.getTypeAt(7));
		Assert.assertEquals(BasicTypeInfo.BYTE_TYPE_INFO, tti.getTypeAt(8));

		// use getForObject()
		Tuple9<Integer, Long, Double, Float, Boolean, String, Character, Short, Byte> t = new Tuple9<Integer, Long, Double, Float, Boolean, String, Character, Short, Byte>(
				1, 1L, 1.0, 1.0F, false, "Hello World", 'w', (short) 1, (byte) 1);

		Assert.assertTrue(TypeExtractor.getForObject(t) instanceof TupleTypeInfo);
		TupleTypeInfo<?> tti2 = (TupleTypeInfo<?>) TypeExtractor.getForObject(t);

		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, tti2.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti2.getTypeAt(1));
		Assert.assertEquals(BasicTypeInfo.DOUBLE_TYPE_INFO, tti2.getTypeAt(2));
		Assert.assertEquals(BasicTypeInfo.FLOAT_TYPE_INFO, tti2.getTypeAt(3));
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, tti2.getTypeAt(4));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti2.getTypeAt(5));
		Assert.assertEquals(BasicTypeInfo.CHAR_TYPE_INFO, tti2.getTypeAt(6));
		Assert.assertEquals(BasicTypeInfo.SHORT_TYPE_INFO, tti2.getTypeAt(7));
		Assert.assertEquals(BasicTypeInfo.BYTE_TYPE_INFO, tti2.getTypeAt(8));
		
		// test that getForClass does not work
		try {
			TypeExtractor.getForClass(Tuple9.class);
			Assert.fail("Exception expected here");
		} catch (InvalidTypesException e) {
			// that is correct
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testTupleWithTuples() {
		// use getFlatMapReturnTypes()
		RichFlatMapFunction<?, ?> function = new RichFlatMapFunction<Tuple3<Tuple1<String>, Tuple1<Integer>, Tuple2<Long, Long>>, Tuple3<Tuple1<String>, Tuple1<Integer>, Tuple2<Long, Long>>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public void flatMap(Tuple3<Tuple1<String>, Tuple1<Integer>, Tuple2<Long, Long>> value,
					Collector<Tuple3<Tuple1<String>, Tuple1<Integer>, Tuple2<Long, Long>>> out) throws Exception {
				// nothing to do
			}
		};

		TypeInformation<?> ti = TypeExtractor.getFlatMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple3<Tuple1<String>, Tuple1<Integer>, Tuple2<Long, Long>>"));
		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(3, ti.getArity());
		Assert.assertTrue(ti instanceof TupleTypeInfo);
		List<FlatFieldDescriptor> ffd = new ArrayList<FlatFieldDescriptor>();
		
		((TupleTypeInfo) ti).getFlatFields("f0.f0", 0, ffd);
		Assert.assertEquals(0, ffd.get(0).getPosition() );
		ffd.clear();
		
		((TupleTypeInfo) ti).getFlatFields("f0.f0", 0, ffd);
		Assert.assertTrue( ffd.get(0).getType() instanceof BasicTypeInfo );
		Assert.assertTrue( ffd.get(0).getType().getTypeClass().equals(String.class) );
		ffd.clear();
		
		((TupleTypeInfo) ti).getFlatFields("f1.f0", 0, ffd);
		Assert.assertEquals(1, ffd.get(0).getPosition() );
		ffd.clear();

		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(Tuple3.class, tti.getTypeClass());

		Assert.assertTrue(tti.getTypeAt(0).isTupleType());
		Assert.assertTrue(tti.getTypeAt(1).isTupleType());
		Assert.assertTrue(tti.getTypeAt(2).isTupleType());
		
		Assert.assertEquals(Tuple1.class, tti.getTypeAt(0).getTypeClass());
		Assert.assertEquals(Tuple1.class, tti.getTypeAt(1).getTypeClass());
		Assert.assertEquals(Tuple2.class, tti.getTypeAt(2).getTypeClass());

		Assert.assertEquals(1, tti.getTypeAt(0).getArity());
		Assert.assertEquals(1, tti.getTypeAt(1).getArity());
		Assert.assertEquals(2, tti.getTypeAt(2).getArity());

		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ((TupleTypeInfo<?>) tti.getTypeAt(0)).getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, ((TupleTypeInfo<?>) tti.getTypeAt(1)).getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, ((TupleTypeInfo<?>) tti.getTypeAt(2)).getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, ((TupleTypeInfo<?>) tti.getTypeAt(2)).getTypeAt(1));

		// use getForObject()
		Tuple3<Tuple1<String>, Tuple1<Integer>, Tuple2<Long, Long>> t = new Tuple3<Tuple1<String>, Tuple1<Integer>, Tuple2<Long, Long>>(
				new Tuple1<String>("hello"), new Tuple1<Integer>(1), new Tuple2<Long, Long>(2L, 3L));
		Assert.assertTrue(TypeExtractor.getForObject(t) instanceof TupleTypeInfo);
		TupleTypeInfo<?> tti2 = (TupleTypeInfo<?>) TypeExtractor.getForObject(t);

		Assert.assertEquals(1, tti2.getTypeAt(0).getArity());
		Assert.assertEquals(1, tti2.getTypeAt(1).getArity());
		Assert.assertEquals(2, tti2.getTypeAt(2).getArity());

		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ((TupleTypeInfo<?>) tti2.getTypeAt(0)).getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, ((TupleTypeInfo<?>) tti2.getTypeAt(1)).getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, ((TupleTypeInfo<?>) tti2.getTypeAt(2)).getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, ((TupleTypeInfo<?>) tti2.getTypeAt(2)).getTypeAt(1));
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testTuple0() {
		// use getFlatMapReturnTypes()
		RichFlatMapFunction<?, ?> function = new RichFlatMapFunction<Tuple0, Tuple0>() {
			private static final long serialVersionUID = 1L;

			@Override
			public void flatMap(Tuple0 value, Collector<Tuple0> out) throws Exception {
				// nothing to do
			}
		};

		TypeInformation<?> ti = TypeExtractor.getFlatMapReturnTypes(function,
				(TypeInformation) TypeInfoParser.parse("Tuple0"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(0, ti.getArity());
		Assert.assertTrue(ti instanceof TupleTypeInfo);
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testSubclassOfTuple() {
		// use getJoinReturnTypes()
		RichFlatJoinFunction<?, ?, ?> function = new RichFlatJoinFunction<CustomTuple, String, CustomTuple>() {
			private static final long serialVersionUID = 1L;

			@Override
			public void join(CustomTuple first, String second, Collector<CustomTuple> out) throws Exception {
				out.collect(null);
			}			
		};

		TypeInformation<?> ti = TypeExtractor.getFlatJoinReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<String, Integer>"), (TypeInformation) TypeInfoParser.parse("String"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ((TupleTypeInfo<?>) ti).getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, ((TupleTypeInfo<?>) ti).getTypeAt(1));
		Assert.assertEquals(CustomTuple.class, ((TupleTypeInfo<?>) ti).getTypeClass());

		// use getForObject()
		CustomTuple t = new CustomTuple("hello", 1);
		TypeInformation<?> ti2 = TypeExtractor.getForObject(t);

		Assert.assertTrue(ti2.isTupleType());
		Assert.assertEquals(2, ti2.getArity());
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ((TupleTypeInfo<?>) ti2).getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, ((TupleTypeInfo<?>) ti2).getTypeAt(1));
		Assert.assertEquals(CustomTuple.class, ((TupleTypeInfo<?>) ti2).getTypeClass());
	}

	public static class CustomTuple extends Tuple2<String, Integer> {
		private static final long serialVersionUID = 1L;

		public CustomTuple(String myField1, Integer myField2) {
			this.setFields(myField1, myField2);
		}

		public String getMyField1() {
			return this.f0;
		}

		public int getMyField2() {
			return this.f1;
		}
	}

	public static class PojoWithNonPublicDefaultCtor {
		public int foo, bar;
		PojoWithNonPublicDefaultCtor() {}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testPojo() {
		// use getCrossReturnTypes()
		RichCrossFunction<?, ?, ?> function = new RichCrossFunction<CustomType, Integer, CustomType>() {
			private static final long serialVersionUID = 1L;

			@Override
			public CustomType cross(CustomType first, Integer second) throws Exception {
				return null;
			}			
		};

		TypeInformation<?> ti = TypeExtractor.getCrossReturnTypes(function, 
				(TypeInformation) TypeInfoParser.parse("org.apache.flink.api.java.typeutils.TypeExtractorTest$CustomType"),
				(TypeInformation) TypeInfoParser.parse("Integer"));

		Assert.assertFalse(ti.isBasicType());
		Assert.assertFalse(ti.isTupleType());
		Assert.assertTrue(ti instanceof PojoTypeInfo);
		Assert.assertEquals(ti.getTypeClass(), CustomType.class);

		// use getForClass()
		Assert.assertTrue(TypeExtractor.getForClass(CustomType.class) instanceof PojoTypeInfo);
		Assert.assertEquals(TypeExtractor.getForClass(CustomType.class).getTypeClass(), ti.getTypeClass());

		// use getForObject()
		CustomType t = new CustomType("World", 1);
		TypeInformation<?> ti2 = TypeExtractor.getForObject(t);

		Assert.assertFalse(ti2.isBasicType());
		Assert.assertFalse(ti2.isTupleType());
		Assert.assertTrue(ti2 instanceof PojoTypeInfo);
		Assert.assertEquals(ti2.getTypeClass(), CustomType.class);

		Assert.assertFalse(TypeExtractor.getForClass(PojoWithNonPublicDefaultCtor.class) instanceof PojoTypeInfo);
	}

	@Test
	public void testRow() {
		Row row = new Row(2);
		row.setField(0, "string");
		row.setField(1, 15);
		TypeInformation<Row> rowInfo = TypeExtractor.getForObject(row);
		Assert.assertEquals(rowInfo.getClass(), RowTypeInfo.class);
		Assert.assertEquals(2, rowInfo.getArity());
		Assert.assertEquals(
			new RowTypeInfo(
				BasicTypeInfo.STRING_TYPE_INFO,
				BasicTypeInfo.INT_TYPE_INFO),
			rowInfo);

		Row nullRow = new Row(2);
		TypeInformation<Row> genericRowInfo = TypeExtractor.getForObject(nullRow);
		Assert.assertEquals(genericRowInfo, new GenericTypeInfo<>(Row.class));
	}
	
	public static class CustomType {
		public String myField1;
		public int myField2;

		public CustomType() {
		}

		public CustomType(String myField1, int myField2) {
			this.myField1 = myField1;
			this.myField2 = myField2;
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testTupleWithPojo() {
		// use getMapReturnTypes()
		RichMapFunction<?, ?> function = new RichMapFunction<Tuple2<Long, CustomType>, Tuple2<Long, CustomType>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Tuple2<Long, CustomType> map(Tuple2<Long, CustomType> value) throws Exception {
				return null;
			}

		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, 
				(TypeInformation) TypeInfoParser.parse("Tuple2<Long,org.apache.flink.api.java.typeutils.TypeExtractorTest$CustomType>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(Tuple2.class, tti.getTypeClass());
		List<FlatFieldDescriptor> ffd = new ArrayList<FlatFieldDescriptor>();
		
		tti.getFlatFields("f0", 0, ffd);
		Assert.assertEquals(1, ffd.size());
		Assert.assertEquals(0, ffd.get(0).getPosition() ); // Long
		Assert.assertTrue( ffd.get(0).getType().getTypeClass().equals(Long.class) );
		ffd.clear();
		
		tti.getFlatFields("f1.myField1", 0, ffd);
		Assert.assertEquals(1, ffd.get(0).getPosition() );
		Assert.assertTrue( ffd.get(0).getType().getTypeClass().equals(String.class) );
		ffd.clear();
		
		
		tti.getFlatFields("f1.myField2", 0, ffd);
		Assert.assertEquals(2, ffd.get(0).getPosition() );
		Assert.assertTrue( ffd.get(0).getType().getTypeClass().equals(Integer.class) );
		
		
		Assert.assertEquals(Long.class, tti.getTypeAt(0).getTypeClass());
		Assert.assertTrue(tti.getTypeAt(1) instanceof PojoTypeInfo);
		Assert.assertEquals(CustomType.class, tti.getTypeAt(1).getTypeClass());

		// use getForObject()
		Tuple2<?, ?> t = new Tuple2<Long, CustomType>(1L, new CustomType("Hello", 1));
		TypeInformation<?> ti2 = TypeExtractor.getForObject(t);

		Assert.assertTrue(ti2.isTupleType());
		Assert.assertEquals(2, ti2.getArity());
		TupleTypeInfo<?> tti2 = (TupleTypeInfo<?>) ti2;
		
		Assert.assertEquals(Tuple2.class, tti2.getTypeClass());
		Assert.assertEquals(Long.class, tti2.getTypeAt(0).getTypeClass());
		Assert.assertTrue(tti2.getTypeAt(1) instanceof PojoTypeInfo);
		Assert.assertEquals(CustomType.class, tti2.getTypeAt(1).getTypeClass());
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testValue() {
		// use getKeyExtractorType()
		KeySelector<?, ?> function = new KeySelector<StringValue, StringValue>() {
			private static final long serialVersionUID = 1L;

			@Override
			public StringValue getKey(StringValue value) {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getKeySelectorTypes(function, (TypeInformation) TypeInfoParser.parse("StringValue"));

		Assert.assertFalse(ti.isBasicType());
		Assert.assertFalse(ti.isTupleType());
		Assert.assertTrue(ti instanceof ValueTypeInfo);
		Assert.assertEquals(ti.getTypeClass(), StringValue.class);

		// use getForClass()
		Assert.assertTrue(TypeExtractor.getForClass(StringValue.class) instanceof ValueTypeInfo);
		Assert.assertEquals(TypeExtractor.getForClass(StringValue.class).getTypeClass(), ti.getTypeClass());

		// use getForObject()
		StringValue v = new StringValue("Hello");
		Assert.assertTrue(TypeExtractor.getForObject(v) instanceof ValueTypeInfo);
		Assert.assertEquals(TypeExtractor.getForObject(v).getTypeClass(), ti.getTypeClass());
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testTupleOfValues() {
		// use getMapReturnTypes()
		RichMapFunction<?, ?> function = new RichMapFunction<Tuple2<StringValue, IntValue>, Tuple2<StringValue, IntValue>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Tuple2<StringValue, IntValue> map(Tuple2<StringValue, IntValue> value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<StringValue, IntValue>"));

		Assert.assertFalse(ti.isBasicType());
		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(StringValue.class, ((TupleTypeInfo<?>) ti).getTypeAt(0).getTypeClass());
		Assert.assertEquals(IntValue.class, ((TupleTypeInfo<?>) ti).getTypeAt(1).getTypeClass());

		// use getForObject()
		Tuple2<StringValue, IntValue> t = new Tuple2<StringValue, IntValue>(new StringValue("x"), new IntValue(1));
		TypeInformation<?> ti2 = TypeExtractor.getForObject(t);

		Assert.assertFalse(ti2.isBasicType());
		Assert.assertTrue(ti2.isTupleType());
		Assert.assertEquals(((TupleTypeInfo<?>) ti2).getTypeAt(0).getTypeClass(), StringValue.class);
		Assert.assertEquals(((TupleTypeInfo<?>) ti2).getTypeAt(1).getTypeClass(), IntValue.class);
	}

	public static class LongKeyValue<V> extends Tuple2<Long, V> {
		private static final long serialVersionUID = 1L;

		public LongKeyValue(Long field1, V field2) {
			this.f0 = field1;
			this.f1 = field2;
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testGenericsNotInSuperclass() {
		// use getMapReturnTypes()
		RichMapFunction<?, ?> function = new RichMapFunction<LongKeyValue<String>, LongKeyValue<String>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public LongKeyValue<String> map(LongKeyValue<String> value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<Long, String>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(LongKeyValue.class, tti.getTypeClass());
		
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(1));
	}

	public static class ChainedOne<X, Y> extends Tuple3<X, Long, Y> {
		private static final long serialVersionUID = 1L;

		public ChainedOne(X field0, Long field1, Y field2) {
			this.f0 = field0;
			this.f1 = field1;
			this.f2 = field2;
		}
	}

	public static class ChainedTwo<V> extends ChainedOne<String, V> {
		private static final long serialVersionUID = 1L;

		public ChainedTwo(String field0, Long field1, V field2) {
			super(field0, field1, field2);
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testChainedGenericsNotInSuperclass() {
		// use TypeExtractor
		RichMapFunction<?, ?> function = new RichMapFunction<ChainedTwo<Integer>, ChainedTwo<Integer>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public ChainedTwo<Integer> map(ChainedTwo<Integer> value) throws Exception {
				return null;
			}			
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple3<String, Long, Integer>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(3, ti.getArity());
		
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(ChainedTwo.class, tti.getTypeClass());
		
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti.getTypeAt(1));
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, tti.getTypeAt(2));
	}

	public static class ChainedThree extends ChainedTwo<String> {
		private static final long serialVersionUID = 1L;

		public ChainedThree(String field0, Long field1, String field2) {
			super(field0, field1, field2);
		}
	}

	public static class ChainedFour extends ChainedThree {
		private static final long serialVersionUID = 1L;

		public ChainedFour(String field0, Long field1, String field2) {
			super(field0, field1, field2);
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testGenericsInDirectSuperclass() {
		// use TypeExtractor
		RichMapFunction<?, ?> function = new RichMapFunction<ChainedThree, ChainedThree>() {
			private static final long serialVersionUID = 1L;

			@Override
			public ChainedThree map(ChainedThree value) throws Exception {
				return null;
			}			
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple3<String, Long, String>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(3, ti.getArity());
		
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(ChainedThree.class, tti.getTypeClass());
		
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti.getTypeAt(1));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(2));
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testGenericsNotInSuperclassWithNonGenericClassAtEnd() {
		// use TypeExtractor
		RichMapFunction<?, ?> function = new RichMapFunction<ChainedFour, ChainedFour>() {
			private static final long serialVersionUID = 1L;

			@Override
			public ChainedFour map(ChainedFour value) throws Exception {
				return null;
			}			
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple3<String, Long, String>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(3, ti.getArity());
		
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(ChainedFour.class, tti.getTypeClass());
		
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti.getTypeAt(1));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(2));
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testMissingTupleGenerics() {
		RichMapFunction<?, ?> function = new RichMapFunction<String, Tuple2>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Tuple2 map(String value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("String"), "name", true);
		Assert.assertTrue(ti instanceof MissingTypeInfo);
		
		try {
			TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("String"));
			Assert.fail("Expected an exception");
		}
		catch (InvalidTypesException e) {
			// expected
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testTupleSupertype() {
		RichMapFunction<?, ?> function = new RichMapFunction<String, Tuple>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Tuple map(String value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("String"), "name", true);
		Assert.assertTrue(ti instanceof MissingTypeInfo);
		
		try {
			TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("String"));
			Assert.fail("Expected an exception");
		}
		catch (InvalidTypesException e) {
			// expected
		}
	}

	public static class SameTypeVariable<X> extends Tuple2<X, X> {
		private static final long serialVersionUID = 1L;

		public SameTypeVariable(X field0, X field1) {
			super(field0, field1);
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testSameGenericVariable() {
		RichMapFunction<?, ?> function = new RichMapFunction<SameTypeVariable<String>, SameTypeVariable<String>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public SameTypeVariable<String> map(SameTypeVariable<String> value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<String, String>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(SameTypeVariable.class, tti.getTypeClass());
		
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(1));
	}

	public static class Nested<V, T> extends Tuple2<V, Tuple2<T, T>> {
		private static final long serialVersionUID = 1L;

		public Nested(V field0, Tuple2<T, T> field1) {
			super(field0, field1);
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testNestedTupleGenerics() {
		RichMapFunction<?, ?> function = new RichMapFunction<Nested<String, Integer>, Nested<String, Integer>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Nested<String, Integer> map(Nested<String, Integer> value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<String, Tuple2<Integer, Integer>>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(Nested.class, tti.getTypeClass());
		
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertTrue(tti.getTypeAt(1).isTupleType());
		Assert.assertEquals(2, tti.getTypeAt(1).getArity());

		// Nested
		TupleTypeInfo<?> tti2 = (TupleTypeInfo<?>) tti.getTypeAt(1);
		Assert.assertEquals(Tuple2.class, tti2.getTypeClass());
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, tti2.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, tti2.getTypeAt(1));
	}

	public static class Nested2<T> extends Nested<T, Nested<Integer, T>> {
		private static final long serialVersionUID = 1L;

		public Nested2(T field0, Tuple2<Nested<Integer, T>, Nested<Integer, T>> field1) {
			super(field0, field1);
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testNestedTupleGenerics2() {
		RichMapFunction<?, ?> function = new RichMapFunction<Nested2<Boolean>, Nested2<Boolean>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Nested2<Boolean> map(Nested2<Boolean> value) throws Exception {
				return null;
			}
		};
		
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<Boolean, Tuple2<Tuple2<Integer, Tuple2<Boolean, Boolean>>, Tuple2<Integer, Tuple2<Boolean, Boolean>>>>"));

		// Should be 
		// Tuple2<Boolean, Tuple2<Tuple2<Integer, Tuple2<Boolean, Boolean>>, Tuple2<Integer, Tuple2<Boolean, Boolean>>>>

		// 1st nested level
		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertTrue(tti.getTypeAt(1).isTupleType());

		// 2nd nested level
		TupleTypeInfo<?> tti2 = (TupleTypeInfo<?>) tti.getTypeAt(1);
		Assert.assertTrue(tti2.getTypeAt(0).isTupleType());
		Assert.assertTrue(tti2.getTypeAt(1).isTupleType());

		// 3rd nested level
		TupleTypeInfo<?> tti3 = (TupleTypeInfo<?>) tti2.getTypeAt(0);
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, tti3.getTypeAt(0));
		Assert.assertTrue(tti3.getTypeAt(1).isTupleType());

		// 4th nested level
		TupleTypeInfo<?> tti4 = (TupleTypeInfo<?>) tti3.getTypeAt(1);
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, tti4.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, tti4.getTypeAt(1));
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testFunctionWithMissingGenerics() {
		RichMapFunction function = new RichMapFunction() {
			private static final long serialVersionUID = 1L;

			@Override
			public String map(Object value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, TypeInfoParser.parse("String"), "name", true);
		Assert.assertTrue(ti instanceof MissingTypeInfo);
		
		try {
			TypeExtractor.getMapReturnTypes(function, TypeInfoParser.parse("String"));
			Assert.fail("Expected an exception");
		}
		catch (InvalidTypesException e) {
			// expected
		}
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testFunctionDependingOnInputAsSuperclass() {
		IdentityMapper<Boolean> function = new IdentityMapper<Boolean>() {
			private static final long serialVersionUID = 1L;
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Boolean"));

		Assert.assertTrue(ti.isBasicType());
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, ti);
	}

	public class IdentityMapper<T> extends RichMapFunction<T, T> {
		private static final long serialVersionUID = 1L;

		@Override
		public T map(T value) throws Exception {
			return null;
		}
	}

	@Test
	public void testFunctionDependingOnInputFromInput() {
		IdentityMapper<Boolean> function = new IdentityMapper<Boolean>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, BasicTypeInfo.BOOLEAN_TYPE_INFO);

		Assert.assertTrue(ti.isBasicType());
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, ti);
	}
	
	@Test
	public void testFunctionDependingOnInputWithMissingInput() {
		IdentityMapper<Boolean> function = new IdentityMapper<Boolean>();

		try {
			TypeExtractor.getMapReturnTypes(function, null);
			Assert.fail("exception expected");
		} catch (InvalidTypesException e) {
			// right
		}
	}

	public class IdentityMapper2<T> extends RichMapFunction<Tuple2<T, String>, T> {
		private static final long serialVersionUID = 1L;

		@Override
		public T map(Tuple2<T, String> value) throws Exception {
			return null;
		}
	}

	@Test
	public void testFunctionDependingOnInputWithTupleInput() {
		IdentityMapper2<Boolean> function = new IdentityMapper2<Boolean>();

		TypeInformation<Tuple2<Boolean, String>> inputType = new TupleTypeInfo<Tuple2<Boolean, String>>(BasicTypeInfo.BOOLEAN_TYPE_INFO,
				BasicTypeInfo.STRING_TYPE_INFO);

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, inputType);

		Assert.assertTrue(ti.isBasicType());
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, ti);
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testFunctionDependingOnInputWithCustomTupleInput() {
		IdentityMapper<SameTypeVariable<String>> function = new IdentityMapper<SameTypeVariable<String>>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<String, String>"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(1));
	}

	public class IdentityMapper3<T, V> extends RichMapFunction<T, V> {
		private static final long serialVersionUID = 1L;

		@Override
		public V map(T value) throws Exception {
			return null;
		}
	}

	@Test
	public void testFunctionDependingOnUnknownInput() {
		IdentityMapper3<Boolean, String> function = new IdentityMapper3<Boolean, String>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, BasicTypeInfo.BOOLEAN_TYPE_INFO, "name", true);
		Assert.assertTrue(ti instanceof MissingTypeInfo);
		
		try {
			TypeExtractor.getMapReturnTypes(function, BasicTypeInfo.BOOLEAN_TYPE_INFO);
			Assert.fail("Expected an exception");
		}
		catch (InvalidTypesException e) {
			// expected
		}
	}

	public class IdentityMapper4<D> extends IdentityMapper<D> {
		private static final long serialVersionUID = 1L;
	}

	@Test
	public void testFunctionDependingOnInputWithFunctionHierarchy() {
		IdentityMapper4<String> function = new IdentityMapper4<String>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, BasicTypeInfo.STRING_TYPE_INFO);

		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ti);
	}

	public class IdentityMapper5<D> extends IdentityMapper<Tuple2<D, D>> {
		private static final long serialVersionUID = 1L;
	}

	@Test
	public void testFunctionDependingOnInputWithFunctionHierarchy2() {
		IdentityMapper5<String> function = new IdentityMapper5<String>();

		@SuppressWarnings({ "rawtypes", "unchecked" })
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, new TupleTypeInfo(BasicTypeInfo.STRING_TYPE_INFO,
				BasicTypeInfo.STRING_TYPE_INFO));

		Assert.assertTrue(ti.isTupleType());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(1));
	}

	public class Mapper extends IdentityMapper<String> {
		private static final long serialVersionUID = 1L;

		@Override
		public String map(String value) throws Exception {
			return null;
		}
	}

	public class Mapper2 extends Mapper {
		private static final long serialVersionUID = 1L;

		@Override
		public String map(String value) throws Exception {
			return null;
		}
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testFunctionWithNoGenericSuperclass() {
		RichMapFunction<?, ?> function = new Mapper2();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("String"));

		Assert.assertTrue(ti.isBasicType());
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ti);
	}

	public class OneAppender<T> extends RichMapFunction<T, Tuple2<T, Integer>> {
		private static final long serialVersionUID = 1L;

		public Tuple2<T, Integer> map(T value) {
			return new Tuple2<T, Integer>(value, 1);
		}
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testFunctionDependingPartialOnInput() {
		RichMapFunction<?, ?> function = new OneAppender<DoubleValue>() {
			private static final long serialVersionUID = 1L;
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("DoubleValue"));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;

		Assert.assertTrue(tti.getTypeAt(0) instanceof ValueTypeInfo<?>);
		ValueTypeInfo<?> vti = (ValueTypeInfo<?>) tti.getTypeAt(0);
		Assert.assertEquals(DoubleValue.class, vti.getTypeClass());
		
		Assert.assertTrue(tti.getTypeAt(1).isBasicType());
		Assert.assertEquals(Integer.class , tti.getTypeAt(1).getTypeClass());
	}

	@Test
	public void testFunctionDependingPartialOnInput2() {
		RichMapFunction<DoubleValue, ?> function = new OneAppender<DoubleValue>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, new ValueTypeInfo<DoubleValue>(DoubleValue.class));

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;

		Assert.assertTrue(tti.getTypeAt(0) instanceof ValueTypeInfo<?>);
		ValueTypeInfo<?> vti = (ValueTypeInfo<?>) tti.getTypeAt(0);
		Assert.assertEquals(DoubleValue.class, vti.getTypeClass());
		
		Assert.assertTrue(tti.getTypeAt(1).isBasicType());
		Assert.assertEquals(Integer.class , tti.getTypeAt(1).getTypeClass());
	}

	public class FieldDuplicator<T> extends RichMapFunction<T, Tuple2<T, T>> {
		private static final long serialVersionUID = 1L;

		public Tuple2<T, T> map(T value) {
			return new Tuple2<T, T>(value, value);
		}
	}

	@Test
	public void testFunctionInputInOutputMultipleTimes() {
		RichMapFunction<Float, ?> function = new FieldDuplicator<Float>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, BasicTypeInfo.FLOAT_TYPE_INFO);

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.FLOAT_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.FLOAT_TYPE_INFO, tti.getTypeAt(1));
	}

	@Test
	public void testFunctionInputInOutputMultipleTimes2() {
		RichMapFunction<Tuple2<Float, Float>, ?> function = new FieldDuplicator<Tuple2<Float, Float>>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, new TupleTypeInfo<Tuple2<Float, Float>>(
				BasicTypeInfo.FLOAT_TYPE_INFO, BasicTypeInfo.FLOAT_TYPE_INFO));

		// should be
		// Tuple2<Tuple2<Float, Float>, Tuple2<Float, Float>>

		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;

		// 2nd nested level	
		Assert.assertTrue(tti.getTypeAt(0).isTupleType());
		TupleTypeInfo<?> tti2 = (TupleTypeInfo<?>) tti.getTypeAt(0);
		Assert.assertEquals(BasicTypeInfo.FLOAT_TYPE_INFO, tti2.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.FLOAT_TYPE_INFO, tti2.getTypeAt(1));
		Assert.assertTrue(tti.getTypeAt(0).isTupleType());
		TupleTypeInfo<?> tti3 = (TupleTypeInfo<?>) tti.getTypeAt(1);
		Assert.assertEquals(BasicTypeInfo.FLOAT_TYPE_INFO, tti3.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.FLOAT_TYPE_INFO, tti3.getTypeAt(1));
	}

	public interface Testable {}

	public static abstract class AbstractClassWithoutMember {}

	public static abstract class AbstractClassWithMember {
		public int x;
	}

	@Test
	public void testAbstractAndInterfaceTypes() {

		// interface
		RichMapFunction<String, ?> function = new RichMapFunction<String, Testable>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Testable map(String value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, BasicTypeInfo.STRING_TYPE_INFO);
		Assert.assertTrue(ti instanceof GenericTypeInfo);

		// abstract class with out class member
		RichMapFunction<String, ?> function2 = new RichMapFunction<String, AbstractClassWithoutMember>() {
			private static final long serialVersionUID = 1L;

			@Override
			public AbstractClassWithoutMember map(String value) throws Exception {
				return null;
			}
		};

		ti = TypeExtractor.getMapReturnTypes(function2, BasicTypeInfo.STRING_TYPE_INFO);
		Assert.assertTrue(ti instanceof GenericTypeInfo);

		// abstract class with class member
		RichMapFunction<String, ?> function3 = new RichMapFunction<String, AbstractClassWithMember>() {
			private static final long serialVersionUID = 1L;

			@Override
			public AbstractClassWithMember map(String value) throws Exception {
				return null;
			}
		};

		ti = TypeExtractor.getMapReturnTypes(function3, BasicTypeInfo.STRING_TYPE_INFO);
		Assert.assertTrue(ti instanceof PojoTypeInfo);
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testValueSupertypeException() {
		RichMapFunction<?, ?> function = new RichMapFunction<StringValue, Value>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Value map(StringValue value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti =TypeExtractor.getMapReturnTypes(function, (TypeInformation)TypeInfoParser.parse("StringValue"), "name", true);
		Assert.assertTrue(ti instanceof MissingTypeInfo);
		
		try {
			TypeExtractor.getMapReturnTypes(function, (TypeInformation)TypeInfoParser.parse("StringValue"));
			Assert.fail("Expected an exception");
		}
		catch (InvalidTypesException e) {
			// expected
		}
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testBasicArray() {
		// use getCoGroupReturnTypes()
		RichCoGroupFunction<?, ?, ?> function = new RichCoGroupFunction<String[], String[], String[]>() {
			private static final long serialVersionUID = 1L;

			@Override
			public void coGroup(Iterable<String[]> first, Iterable<String[]> second, Collector<String[]> out) throws Exception {
				// nothing to do
			}
		};

		TypeInformation<?> ti = TypeExtractor.getCoGroupReturnTypes(function, (TypeInformation) TypeInfoParser.parse("String[]"), (TypeInformation) TypeInfoParser.parse("String[]"));

		Assert.assertFalse(ti.isBasicType());
		Assert.assertFalse(ti.isTupleType());
		
		// Due to a Java 6 bug the classification can be slightly wrong
		Assert.assertTrue(ti instanceof BasicArrayTypeInfo<?,?> || ti instanceof ObjectArrayTypeInfo<?,?>);
		
		if(ti instanceof BasicArrayTypeInfo<?,?>) {
			Assert.assertEquals(BasicArrayTypeInfo.STRING_ARRAY_TYPE_INFO, ti);
		}
		else {
			Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ((ObjectArrayTypeInfo<?,?>) ti).getComponentInfo());
		}		
	}

	@Test
	public void testBasicArray2() {
		RichMapFunction<Boolean[], ?> function = new IdentityMapper<Boolean[]>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, BasicArrayTypeInfo.BOOLEAN_ARRAY_TYPE_INFO);

		Assert.assertTrue(ti instanceof BasicArrayTypeInfo<?, ?>);
		BasicArrayTypeInfo<?, ?> bati = (BasicArrayTypeInfo<?, ?>) ti;
		Assert.assertTrue(bati.getComponentInfo().isBasicType());
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, bati.getComponentInfo());
	}

	public static class CustomArrayObject {}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testCustomArray() {
		RichMapFunction<?, ?> function = new RichMapFunction<CustomArrayObject[], CustomArrayObject[]>() {
			private static final long serialVersionUID = 1L;

			@Override
			public CustomArrayObject[] map(CustomArrayObject[] value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function,
				(TypeInformation) TypeInfoParser.parse("org.apache.flink.api.java.typeutils.TypeExtractorTest$CustomArrayObject[]"));

		Assert.assertTrue(ti instanceof ObjectArrayTypeInfo<?, ?>);
		Assert.assertEquals(CustomArrayObject.class, ((ObjectArrayTypeInfo<?, ?>) ti).getComponentInfo().getTypeClass());
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testTupleArray() {
		RichMapFunction<?, ?> function = new RichMapFunction<Tuple2<String, String>[], Tuple2<String, String>[]>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Tuple2<String, String>[] map(Tuple2<String, String>[] value) throws Exception {
				return null;
			}
		};
		
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<String, String>[]"));

		Assert.assertTrue(ti instanceof ObjectArrayTypeInfo<?, ?>);
		ObjectArrayTypeInfo<?, ?> oati = (ObjectArrayTypeInfo<?, ?>) ti;
		Assert.assertTrue(oati.getComponentInfo().isTupleType());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) oati.getComponentInfo();
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(1));
	}

	public class CustomArrayObject2<F> extends Tuple1<F> {
		private static final long serialVersionUID = 1L;

	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testCustomArrayWithTypeVariable() {
		RichMapFunction<CustomArrayObject2<Boolean>[], ?> function = new IdentityMapper<CustomArrayObject2<Boolean>[]>();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple1<Boolean>[]"));

		Assert.assertTrue(ti instanceof ObjectArrayTypeInfo<?, ?>);
		ObjectArrayTypeInfo<?, ?> oati = (ObjectArrayTypeInfo<?, ?>) ti;
		Assert.assertTrue(oati.getComponentInfo().isTupleType());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) oati.getComponentInfo();
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, tti.getTypeAt(0));
	}
	
	public class GenericArrayClass<T> extends RichMapFunction<T[], T[]> {
		private static final long serialVersionUID = 1L;

		@Override
		public T[] map(T[] value) throws Exception {
			return null;
		}		
	}
	
	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testParameterizedArrays() {
		GenericArrayClass<Boolean> function = new GenericArrayClass<Boolean>(){
			private static final long serialVersionUID = 1L;			
		};
		
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Boolean[]"));
		Assert.assertTrue(ti instanceof ObjectArrayTypeInfo<?,?>);
		ObjectArrayTypeInfo<?, ?> oati = (ObjectArrayTypeInfo<?, ?>) ti;
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, oati.getComponentInfo());
	}
	
	public static class MyObject<T> {
		public T myField;
	}
	
	public static class InType extends MyObject<String> {}
	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testParameterizedPojo() {
		RichMapFunction<?, ?> function = new RichMapFunction<InType, MyObject<String>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public MyObject<String> map(InType value) throws Exception {
				return null;
			}
		};
		TypeInformation<?> inType = TypeExtractor.createTypeInfo(InType.class);
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) inType);
		Assert.assertTrue(ti instanceof PojoTypeInfo);
	}
	
	@Test
	public void testFunctionDependingOnInputWithTupleInputWithTypeMismatch() {
		IdentityMapper2<Boolean> function = new IdentityMapper2<Boolean>();

		TypeInformation<Tuple2<Boolean, String>> inputType = new TupleTypeInfo<Tuple2<Boolean, String>>(BasicTypeInfo.BOOLEAN_TYPE_INFO,
				BasicTypeInfo.INT_TYPE_INFO);
		
		// input is: Tuple2<Boolean, Integer>
		// allowed: Tuple2<?, String>

		try {
			TypeExtractor.getMapReturnTypes(function, inputType);
			Assert.fail("exception expected");
		} catch (InvalidTypesException e) {
			// right
		}
	}
	
	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testInputMismatchExceptions() {
		
		RichMapFunction<?, ?> function = new RichMapFunction<Tuple2<String, String>, String>() {
			private static final long serialVersionUID = 1L;

			@Override
			public String map(Tuple2<String, String> value) throws Exception {
				return null;
			}
		};
		
		try {
			TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple2<Integer, String>"));
			Assert.fail("exception expected");
		} catch (InvalidTypesException e) {
			// right
		}
		
		try {
			TypeExtractor.getMapReturnTypes(function, (TypeInformation) TypeInfoParser.parse("Tuple3<String, String, String>"));
			Assert.fail("exception expected");
		} catch (InvalidTypesException e) {
			// right
		}
		
		RichMapFunction<?, ?> function2 = new RichMapFunction<StringValue, String>() {
			private static final long serialVersionUID = 1L;

			@Override
			public String map(StringValue value) throws Exception {
				return null;
			}
		};
		
		try {
			TypeExtractor.getMapReturnTypes(function2, (TypeInformation) TypeInfoParser.parse("IntValue"));
			Assert.fail("exception expected");
		} catch (InvalidTypesException e) {
			// right
		}
		
		RichMapFunction<?, ?> function3 = new RichMapFunction<Tuple1<Integer>[], String>() {
			private static final long serialVersionUID = 1L;

			@Override
			public String map(Tuple1<Integer>[] value) throws Exception {
				return null;
			}
		};
		
		try {
			TypeExtractor.getMapReturnTypes(function3, (TypeInformation) TypeInfoParser.parse("Integer[]"));
			Assert.fail("exception expected");
		} catch (InvalidTypesException e) {
			// right
		}
	}
	
	public static class DummyFlatMapFunction<A,B,C,D> extends RichFlatMapFunction<Tuple2<A,B>, Tuple2<C,D>> {
		private static final long serialVersionUID = 1L;

		@Override
		public void flatMap(Tuple2<A, B> value, Collector<Tuple2<C, D>> out) throws Exception {
			
		}
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testTypeErasure() {
		TypeInformation<?> ti = TypeExtractor.getFlatMapReturnTypes(new DummyFlatMapFunction<String, Integer, String, Boolean>(), 
					(TypeInformation) TypeInfoParser.parse("Tuple2<String, Integer>"), "name", true);
		Assert.assertTrue(ti instanceof MissingTypeInfo);
		
		try {
			TypeExtractor.getFlatMapReturnTypes(new DummyFlatMapFunction<String, Integer, String, Boolean>(), 
					(TypeInformation) TypeInfoParser.parse("Tuple2<String, Integer>"));
			
			Assert.fail("Expected an exception");
		}
		catch (InvalidTypesException e) {
			// expected
		}
	}

	public static class MyQueryableMapper<A> extends RichMapFunction<String, A> implements ResultTypeQueryable<A> {
		private static final long serialVersionUID = 1L;
		
		@SuppressWarnings("unchecked")
		@Override
		public TypeInformation<A> getProducedType() {
			return (TypeInformation<A>) BasicTypeInfo.INT_TYPE_INFO;
		}
		
		@Override
		public A map(String value) throws Exception {
			return null;
		}
	}
	
	@Test
	public void testResultTypeQueryable() {
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(new MyQueryableMapper<Integer>(), BasicTypeInfo.STRING_TYPE_INFO);
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, ti);
	}
	
	@Test
	public void testTupleWithPrimitiveArray() {
		RichMapFunction<Integer, Tuple9<int[],double[],long[],byte[],char[],float[],short[], boolean[], String[]>> function = new RichMapFunction<Integer, Tuple9<int[],double[],long[],byte[],char[],float[],short[], boolean[], String[]>>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Tuple9<int[], double[], long[], byte[], char[], float[], short[], boolean[], String[]> map(Integer value) throws Exception {
				return null;
			}
		};
		
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, BasicTypeInfo.INT_TYPE_INFO);
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(PrimitiveArrayTypeInfo.INT_PRIMITIVE_ARRAY_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(PrimitiveArrayTypeInfo.DOUBLE_PRIMITIVE_ARRAY_TYPE_INFO, tti.getTypeAt(1));
		Assert.assertEquals(PrimitiveArrayTypeInfo.LONG_PRIMITIVE_ARRAY_TYPE_INFO, tti.getTypeAt(2));
		Assert.assertEquals(PrimitiveArrayTypeInfo.BYTE_PRIMITIVE_ARRAY_TYPE_INFO, tti.getTypeAt(3));
		Assert.assertEquals(PrimitiveArrayTypeInfo.CHAR_PRIMITIVE_ARRAY_TYPE_INFO, tti.getTypeAt(4));
		Assert.assertEquals(PrimitiveArrayTypeInfo.FLOAT_PRIMITIVE_ARRAY_TYPE_INFO, tti.getTypeAt(5));
		Assert.assertEquals(PrimitiveArrayTypeInfo.SHORT_PRIMITIVE_ARRAY_TYPE_INFO, tti.getTypeAt(6));
		Assert.assertEquals(PrimitiveArrayTypeInfo.BOOLEAN_PRIMITIVE_ARRAY_TYPE_INFO, tti.getTypeAt(7));
		Assert.assertEquals(BasicArrayTypeInfo.STRING_ARRAY_TYPE_INFO, tti.getTypeAt(8));
	}
	
	@Test
	public void testFunction() {
		RichMapFunction<String, Boolean> mapInterface = new RichMapFunction<String, Boolean>() {
			
			private static final long serialVersionUID = 1L;

			@Override
			public void setRuntimeContext(RuntimeContext t) {
				
			}
			
			@Override
			public void open(Configuration parameters) throws Exception {
			}
			
			@Override
			public RuntimeContext getRuntimeContext() {
				return null;
			}
			
			@Override
			public void close() throws Exception {
				
			}
			
			@Override
			public Boolean map(String record) throws Exception {
				return null;
			}
		};
		
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(mapInterface, BasicTypeInfo.STRING_TYPE_INFO);
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, ti);
	}

	@Test
	public void testInterface() {
		MapFunction<String, Boolean> mapInterface = new MapFunction<String, Boolean>() {
			private static final long serialVersionUID = 1L;
			
			@Override
			public Boolean map(String record) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(mapInterface, BasicTypeInfo.STRING_TYPE_INFO);
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, ti);
	}

	@Test
	public void testCreateTypeInfoFromInstance() {
		ResultTypeQueryable instance = new ResultTypeQueryable<Long>() {
			@Override
			public TypeInformation<Long> getProducedType() {
				return BasicTypeInfo.LONG_TYPE_INFO;
			}
		};
		TypeInformation<?> ti = TypeExtractor.createTypeInfo(instance, null, null, 0);
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, ti);

		// method also needs to work for instances that do not implement ResultTypeQueryable
		MapFunction<Integer, Long> func = new MapFunction<Integer, Long>() {
			@Override
			public Long map(Integer value) throws Exception {
				return value.longValue();
			}
		};
		ti = TypeExtractor.createTypeInfo(func, MapFunction.class, func.getClass(), 0);
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, ti);
	}
	
	@SuppressWarnings({ "serial", "unchecked", "rawtypes" })
	@Test
	public void testExtractKeySelector() {
		KeySelector<String, Integer> selector = new KeySelector<String, Integer>() {
			@Override
			public Integer getKey(String value) { return null; }
		};

		TypeInformation<?> ti = TypeExtractor.getKeySelectorTypes(selector, BasicTypeInfo.STRING_TYPE_INFO);
		Assert.assertEquals(BasicTypeInfo.INT_TYPE_INFO, ti);
		
		try {
			TypeExtractor.getKeySelectorTypes((KeySelector) selector, BasicTypeInfo.BOOLEAN_TYPE_INFO);
			Assert.fail();
		}
		catch (InvalidTypesException e) {
			// good
		}
		catch (Exception e) {
			Assert.fail("wrong exception type");
		}
	}
	
	public static class DuplicateValue<T> implements MapFunction<Tuple1<T>, Tuple2<T, T>> {
		private static final long serialVersionUID = 1L;

		@Override
		public Tuple2<T, T> map(Tuple1<T> vertex) {
			return new Tuple2<T, T>(vertex.f0, vertex.f0);
		}
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testDuplicateValue() {
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) new DuplicateValue<String>(), TypeInfoParser.parse("Tuple1<String>"));
		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(1));
	}
	
	public static class DuplicateValueNested<T> implements MapFunction<Tuple1<Tuple1<T>>, Tuple2<T, T>> {
		private static final long serialVersionUID = 1L;

		@Override
		public Tuple2<T, T> map(Tuple1<Tuple1<T>> vertex) {
			return new Tuple2<T, T>(null, null);
		}
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testDuplicateValueNested() {
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) new DuplicateValueNested<String>(), TypeInfoParser.parse("Tuple1<Tuple1<String>>"));
		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(2, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(1));
	}
	
	public static class Edge<K, V> extends Tuple3<K, K, V> {
		private static final long serialVersionUID = 1L;
		
	}
	
	public static class EdgeMapper<K, V> implements MapFunction<Edge<K, V>, Edge<K, V>> {
		private static final long serialVersionUID = 1L;
		
		@Override
		public Edge<K, V> map(Edge<K, V> value) throws Exception {
			return null;
		}
		
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testInputInference1() {
		EdgeMapper<String, Double> em = new EdgeMapper<String, Double>();
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) em, TypeInfoParser.parse("Tuple3<String, String, Double>"));
		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(3, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, tti.getTypeAt(1));
		Assert.assertEquals(BasicTypeInfo.DOUBLE_TYPE_INFO, tti.getTypeAt(2));
	}
	
	public static class EdgeMapper2<V> implements MapFunction<V, Edge<Long, V>> {
		private static final long serialVersionUID = 1L;
		
		@Override
		public Edge<Long, V> map(V value) throws Exception {
			return null;
		}
		
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testInputInference2() {
		EdgeMapper2<Boolean> em = new EdgeMapper2<Boolean>();
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) em, TypeInfoParser.parse("Boolean"));
		Assert.assertTrue(ti.isTupleType());
		Assert.assertEquals(3, ti.getArity());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti.getTypeAt(1));
		Assert.assertEquals(BasicTypeInfo.BOOLEAN_TYPE_INFO, tti.getTypeAt(2));
	}
	
	public static class EdgeMapper3<K, V> implements MapFunction<Edge<K, V>, V> {
		private static final long serialVersionUID = 1L;
		
		@Override
		public V map(Edge<K, V> value) throws Exception {
			return null;
		}
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testInputInference3() {
		EdgeMapper3<Boolean, String> em = new EdgeMapper3<Boolean, String>();
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) em, TypeInfoParser.parse("Tuple3<Boolean,Boolean,String>"));
		Assert.assertTrue(ti.isBasicType());
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ti);
	}
	
	public static class EdgeMapper4<K, V> implements MapFunction<Edge<K, V>[], V> {
		private static final long serialVersionUID = 1L;
		
		@Override
		public V map(Edge<K, V>[] value) throws Exception {
			return null;
		}
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testInputInference4() {
		EdgeMapper4<Boolean, String> em = new EdgeMapper4<Boolean, String>();
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) em, TypeInfoParser.parse("Tuple3<Boolean,Boolean,String>[]"));
		Assert.assertTrue(ti.isBasicType());
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ti);
	}

	public static class CustomTuple2WithArray<K> extends Tuple2<K[], K> {

		public CustomTuple2WithArray() {
			// default constructor
		}
	}

	public class JoinWithCustomTuple2WithArray<T> extends RichJoinFunction<CustomTuple2WithArray<T>, CustomTuple2WithArray<T>, CustomTuple2WithArray<T>> {

		@Override
		public CustomTuple2WithArray<T> join(CustomTuple2WithArray<T> first, CustomTuple2WithArray<T> second) throws Exception {
			return null;
		}
	}

	@Test
	public void testInputInferenceWithCustomTupleAndRichFunction() {
		JoinFunction<CustomTuple2WithArray<Long>, CustomTuple2WithArray<Long>, CustomTuple2WithArray<Long>> function = new JoinWithCustomTuple2WithArray<>();

		TypeInformation<?> ti = TypeExtractor.getJoinReturnTypes(
			function,
			new TypeHint<CustomTuple2WithArray<Long>>(){}.getTypeInfo(),
			new TypeHint<CustomTuple2WithArray<Long>>(){}.getTypeInfo());

		Assert.assertTrue(ti.isTupleType());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, tti.getTypeAt(1));

		Assert.assertTrue(tti.getTypeAt(0) instanceof ObjectArrayTypeInfo<?, ?>);
		ObjectArrayTypeInfo<?, ?> oati = (ObjectArrayTypeInfo<?, ?>) tti.getTypeAt(0);
		Assert.assertEquals(BasicTypeInfo.LONG_TYPE_INFO, oati.getComponentInfo());
	}

	public static enum MyEnum {
		ONE, TWO, THREE
	}
	
	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testEnumType() {
		MapFunction<?, ?> mf = new MapFunction<MyEnum, MyEnum>() {
			private static final long serialVersionUID = 1L;

			@Override
			public MyEnum map(MyEnum value) throws Exception {
				return null;
			}
		};
		
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) mf, new EnumTypeInfo(MyEnum.class));
		Assert.assertTrue(ti instanceof EnumTypeInfo);
		Assert.assertEquals(ti.getTypeClass(), MyEnum.class);
	}
	
	public static class MapperWithMultiDimGenericArray<T> implements MapFunction<T[][][], Tuple1<T>[][][]> {
		private static final long serialVersionUID = 1L;

		@Override
		public Tuple1<T>[][][] map(T[][][] value) throws Exception {
			return null;
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testMultiDimensionalArray() {
		// tuple array
		MapFunction<?,?> function = new MapFunction<Tuple2<Integer, Double>[][], Tuple2<Integer, Double>[][]>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Tuple2<Integer, Double>[][] map(
					Tuple2<Integer, Double>[][] value) throws Exception {
				return null;
			}
		};
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction)function, TypeInfoParser.parse("Tuple2<Integer, Double>[][]"));
		Assert.assertEquals("ObjectArrayTypeInfo<ObjectArrayTypeInfo<Java Tuple2<Integer, Double>>>", ti.toString());

		// primitive array
		function = new MapFunction<int[][][], int[][][]>() {
			private static final long serialVersionUID = 1L;

			@Override
			public int[][][] map(
					int[][][] value) throws Exception {
				return null;
			}
		};
		ti = TypeExtractor.getMapReturnTypes((MapFunction)function, TypeInfoParser.parse("int[][][]"));
		Assert.assertEquals("ObjectArrayTypeInfo<ObjectArrayTypeInfo<int[]>>", ti.toString());

		// basic array
		function = new MapFunction<Integer[][][], Integer[][][]>() {
			private static final long serialVersionUID = 1L;

			@Override
			public Integer[][][] map(
					Integer[][][] value) throws Exception {
				return null;
			}
		};
		ti = TypeExtractor.getMapReturnTypes((MapFunction)function, TypeInfoParser.parse("Integer[][][]"));
		Assert.assertEquals("ObjectArrayTypeInfo<ObjectArrayTypeInfo<BasicArrayTypeInfo<Integer>>>", ti.toString());

		// pojo array
		function = new MapFunction<CustomType[][][], CustomType[][][]>() {
			private static final long serialVersionUID = 1L;

			@Override
			public CustomType[][][] map(
					CustomType[][][] value) throws Exception {
				return null;
			}
		};
		ti = TypeExtractor.getMapReturnTypes((MapFunction)function, 
				TypeInfoParser.parse("org.apache.flink.api.java.typeutils.TypeExtractorTest$CustomType<"
					+ "myField1=String,myField2=int"
					+ ">[][][]"));
		
		Assert.assertEquals("ObjectArrayTypeInfo<ObjectArrayTypeInfo<ObjectArrayTypeInfo<"
				+ "PojoType<org.apache.flink.api.java.typeutils.TypeExtractorTest$CustomType, fields = [myField1: String, myField2: Integer]>"
				+ ">>>", ti.toString());
		
		// generic array
		ti = TypeExtractor.getMapReturnTypes((MapFunction) new MapperWithMultiDimGenericArray<String>(), TypeInfoParser.parse("String[][][]"));
		Assert.assertEquals("ObjectArrayTypeInfo<ObjectArrayTypeInfo<ObjectArrayTypeInfo<Java Tuple1<String>>>>", ti.toString());
	}

	@SuppressWarnings("rawtypes")
	public static class MapWithResultTypeQueryable implements MapFunction, ResultTypeQueryable {
		private static final long serialVersionUID = 1L;

		@Override
		public TypeInformation getProducedType() {
			return BasicTypeInfo.STRING_TYPE_INFO;
		}

		@Override
		public Object map(Object value) throws Exception {
			return null;
		}
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testInputMismatchWithRawFuntion() {
		MapFunction<?, ?> function = new MapWithResultTypeQueryable();

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction)function, BasicTypeInfo.INT_TYPE_INFO);
		Assert.assertEquals(BasicTypeInfo.STRING_TYPE_INFO, ti);
	}

	public static class Either1<T> extends Either<String, T> {
		@Override
		public String left() throws IllegalStateException {
			return null;
		}

		@Override
		public T right() throws IllegalStateException {
			return null;
		}
	}

	public static class Either2 extends Either1<Tuple1<Integer>> {
		// nothing to do here
	}

	public static class EitherMapper<T> implements MapFunction<T, Either1<T>> {
		@Override
		public Either1<T> map(T value) throws Exception {
			return null;
		}
	}

	public static class EitherMapper2 implements MapFunction<String, Either2> {
		@Override
		public Either2 map(String value) throws Exception {
			return null;
		}
	}

	public static class EitherMapper3 implements MapFunction<Either2, Either2> {
		@Override
		public Either2 map(Either2 value) throws Exception {
			return null;
		}
	}

	@Test
	public void testEither() {
		MapFunction<?, ?> function = new MapFunction<Either<String, Boolean>, Either<String, Boolean>>() {
			@Override
			public Either<String, Boolean> map(Either<String, Boolean> value) throws Exception {
				return null;
			}
		};
		TypeInformation<?> expected = new EitherTypeInfo(BasicTypeInfo.STRING_TYPE_INFO, BasicTypeInfo.BOOLEAN_TYPE_INFO);
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) function, expected);
		Assert.assertEquals(expected, ti);
	}

	@Test
	public void testEitherHierarchy() {
		MapFunction<?, ?> function = new EitherMapper<Boolean>();
		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes((MapFunction) function, BasicTypeInfo.BOOLEAN_TYPE_INFO);
		TypeInformation<?> expected = new EitherTypeInfo(BasicTypeInfo.STRING_TYPE_INFO, BasicTypeInfo.BOOLEAN_TYPE_INFO);
		Assert.assertEquals(expected, ti);

		function = new EitherMapper2();
		ti = TypeExtractor.getMapReturnTypes((MapFunction) function, BasicTypeInfo.STRING_TYPE_INFO);
		expected = new EitherTypeInfo(BasicTypeInfo.STRING_TYPE_INFO, new TupleTypeInfo(BasicTypeInfo.INT_TYPE_INFO));
		Assert.assertEquals(expected, ti);

		function = new EitherMapper3();
		ti = TypeExtractor.getMapReturnTypes((MapFunction) function, expected);
		Assert.assertEquals(expected, ti);

		Either<String, Tuple1<Integer>> either = new Either2();
		ti = TypeExtractor.getForObject(either);
		Assert.assertEquals(expected, ti);
	}

	@Test(expected=InvalidTypesException.class)
	public void testEitherFromObjectException() {
		Either<String, Tuple1<Integer>> either = Either.Left("test");
		TypeExtractor.getForObject(either);
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testGenericTypeWithSubclassInput() {
		Map<String, Object> inputMap = new HashMap<>();
		inputMap.put("a", "b");
		TypeInformation<?> inputType = TypeExtractor.createTypeInfo(inputMap.getClass());

		MapFunction<?, ?> function = new MapFunction<Map<String, Object>,Map<String, Object>>(){

			@Override
			public Map<String, Object> map(Map<String, Object> stringObjectMap) throws Exception {
				return stringObjectMap;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(function, (TypeInformation) inputType);
		TypeInformation<?> expected = TypeExtractor.createTypeInfo(Map.class);
		Assert.assertEquals(expected, ti);
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test(expected=InvalidTypesException.class)
	public void testGenericTypeWithSuperclassInput() {
		TypeInformation<?> inputType = TypeExtractor.createTypeInfo(Map.class);

		MapFunction<?, ?> function = new MapFunction<HashMap<String, Object>,Map<String, Object>>(){

			@Override
			public Map<String, Object> map(HashMap<String, Object> stringObjectMap) throws Exception {
				return stringObjectMap;
			}
		};

		TypeExtractor.getMapReturnTypes(function, (TypeInformation) inputType);
	}

	@SuppressWarnings({ "unchecked", "rawtypes" })
	@Test
	public void testInputWithCustomTypeInfo() {
		TypeInformation<?> customTypeInfo = new TypeInformation<Object>() {

			@Override
			public boolean isBasicType() {
				return true;
			}

			@Override
			public boolean isTupleType() {
				return true;
			}

			@Override
			public int getArity() {
				return 0;
			}

			@Override
			public int getTotalFields() {
				return 0;
			}

			@Override
			public Class getTypeClass() {
				return null;
			}

			@Override
			public boolean isKeyType() {
				return false;
			}

			@Override
			public TypeSerializer<Object> createSerializer(ExecutionConfig config) {
				return null;
			}

			@Override
			public String toString() {
				return null;
			}

			@Override
			public boolean equals(Object obj) {
				return false;
			}

			@Override
			public int hashCode() {
				return 0;
			}

			@Override
			public boolean canEqual(Object obj) {
				return false;
			}
		};

		MapFunction<?, ?> function = new MapFunction<Tuple1<String>, Tuple1<Object>>() {
			@Override
			public Tuple1<Object> map(Tuple1<String> value) throws Exception {
				return null;
			}
		};

		TypeExtractor.getMapReturnTypes(function,
			(TypeInformation) new TupleTypeInfo<Tuple1<Object>>(customTypeInfo));
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testBigBasicTypes() {
		MapFunction<?, ?> function = new MapFunction<Tuple2<BigInteger, BigDecimal>, Tuple2<BigInteger, BigDecimal>>() {
			@Override
			public Tuple2<BigInteger, BigDecimal> map(Tuple2<BigInteger, BigDecimal> value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(
			function,
			(TypeInformation) TypeInformation.of(new TypeHint<Tuple2<BigInteger, BigDecimal>>() {
		}));

		Assert.assertTrue(ti.isTupleType());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(BasicTypeInfo.BIG_INT_TYPE_INFO, tti.getTypeAt(0));
		Assert.assertEquals(BasicTypeInfo.BIG_DEC_TYPE_INFO, tti.getTypeAt(1));

		// use getForClass()
		Assert.assertTrue(TypeExtractor.getForClass(BigInteger.class).isBasicType());
		Assert.assertTrue(TypeExtractor.getForClass(BigDecimal.class).isBasicType());
		Assert.assertEquals(tti.getTypeAt(0), TypeExtractor.getForClass(BigInteger.class));
		Assert.assertEquals(tti.getTypeAt(1), TypeExtractor.getForClass(BigDecimal.class));

		// use getForObject()
		Assert.assertEquals(BasicTypeInfo.BIG_INT_TYPE_INFO, TypeExtractor.getForObject(new BigInteger("42")));
		Assert.assertEquals(BasicTypeInfo.BIG_DEC_TYPE_INFO, TypeExtractor.getForObject(new BigDecimal("42.42")));
	}

	@SuppressWarnings({ "rawtypes", "unchecked" })
	@Test
	public void testSqlTimeTypes() {
		MapFunction<?, ?> function = new MapFunction<Tuple3<Date, Time, Timestamp>, Tuple3<Date, Time, Timestamp>>() {
			@Override
			public Tuple3<Date, Time, Timestamp> map(Tuple3<Date, Time, Timestamp> value) throws Exception {
				return null;
			}
		};

		TypeInformation<?> ti = TypeExtractor.getMapReturnTypes(
			function,
			(TypeInformation) TypeInformation.of(new TypeHint<Tuple3<Date, Time, Timestamp>>() {
		}));

		Assert.assertTrue(ti.isTupleType());
		TupleTypeInfo<?> tti = (TupleTypeInfo<?>) ti;
		Assert.assertEquals(SqlTimeTypeInfo.DATE, tti.getTypeAt(0));
		Assert.assertEquals(SqlTimeTypeInfo.TIME, tti.getTypeAt(1));
		Assert.assertEquals(SqlTimeTypeInfo.TIMESTAMP, tti.getTypeAt(2));

		// use getForClass()
		Assert.assertEquals(tti.getTypeAt(0), TypeExtractor.getForClass(Date.class));
		Assert.assertEquals(tti.getTypeAt(1), TypeExtractor.getForClass(Time.class));
		Assert.assertEquals(tti.getTypeAt(2), TypeExtractor.getForClass(Timestamp.class));

		// use getForObject()
		Assert.assertEquals(SqlTimeTypeInfo.DATE, TypeExtractor.getForObject(Date.valueOf("1998-12-12")));
		Assert.assertEquals(SqlTimeTypeInfo.TIME, TypeExtractor.getForObject(Time.valueOf("12:37:45")));
		Assert.assertEquals(SqlTimeTypeInfo.TIMESTAMP, TypeExtractor.getForObject(Timestamp.valueOf("1998-12-12 12:37:45")));
	}
}