Class Collectors



  • public final class Collectors
    extends Object
    Implementations of Collector that implement various useful reduction operations, such as accumulating elements into collections, summarizing elements according to various criteria, etc.

    The following are examples of using the predefined collectors to perform common mutable reduction tasks:

     // Accumulate names into a List List<String> list = people.stream().map(Person::getName).collect(Collectors.toList()); // Accumulate names into a TreeSet Set<String> set = people.stream().map(Person::getName).collect(Collectors.toCollection(TreeSet::new)); // Convert elements to strings and concatenate them, separated by commas String joined = things.stream() .map(Object::toString) .collect(Collectors.joining(", ")); // Compute sum of salaries of employee int total = employees.stream() .collect(Collectors.summingInt(Employee::getSalary))); // Group employees by department Map<Department, List<Employee>> byDept = employees.stream() .collect(Collectors.groupingBy(Employee::getDepartment)); // Compute sum of salaries by department Map<Department, Integer> totalByDept = employees.stream() .collect(Collectors.groupingBy(Employee::getDepartment, Collectors.summingInt(Employee::getSalary))); // Partition students into passing and failing Map<Boolean, List<Student>> passingFailing = students.stream() .collect(Collectors.partitioningBy(s -> s.getGrade() >= PASS_THRESHOLD)); 
    Since:
    1.8
    • Method Summary

      Methods

      Modifier and Type Method and Description
      static <T> Collector<T,?,Double> averagingDouble(ToDoubleFunction<? super T> mapper)
      Returns a Collector that produces the arithmetic mean of a double-valued function applied to the input elements.
      static <T> Collector<T,?,Double> averagingInt(ToIntFunction<? super T> mapper)
      Returns a Collector that produces the arithmetic mean of an integer-valued function applied to the input elements.
      static <T> Collector<T,?,Double> averagingLong(ToLongFunction<? super T> mapper)
      Returns a Collector that produces the arithmetic mean of a long-valued function applied to the input elements.
      static <T,A,R,RR> Collector<T,A,RR> collectingAndThen(Collector<T,A,R> downstream, Function<R,RR> finisher)
      Adapts a Collector to perform an additional finishing transformation.
      static <T> Collector<T,?,Long> counting()
      Returns a Collector accepting elements of type T that counts the number of input elements.
      static <T,K> Collector<T,?,Map<K,List<T>>> groupingBy(Function<? super T,? extends K> classifier)
      Returns a Collector implementing a "group by" operation on input elements of type T, grouping elements according to a classification function, and returning the results in a Map.
      static <T,K,A,D> Collector<T,?,Map<K,D>> groupingBy(Function<? super T,? extends K> classifier, Collector<? super T,A,D> downstream)
      Returns a Collector implementing a cascaded "group by" operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector.
      static <T,K,D,A,M extends Map<K,D>> Collector<T,?,M> groupingBy(Function<? super T,? extends K> classifier, Supplier<M> mapFactory, Collector<? super T,A,D> downstream)
      Returns a Collector implementing a cascaded "group by" operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector.
      static <T,K> Collector<T,?,ConcurrentMap<K,List<T>>> groupingByConcurrent(Function<? super T,? extends K> classifier)
      Returns a concurrent Collector implementing a "group by" operation on input elements of type T, grouping elements according to a classification function.
      static <T,K,A,D> Collector<T,?,ConcurrentMap<K,D>> groupingByConcurrent(Function<? super T,? extends K> classifier, Collector<? super T,A,D> downstream)
      Returns a concurrent Collector implementing a cascaded "group by" operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector.
      static <T,K,A,D,M extends ConcurrentMap<K,D>> Collector<T,?,M> groupingByConcurrent(Function<? super T,? extends K> classifier, Supplier<M> mapFactory, Collector<? super T,A,D> downstream)
      Returns a concurrent Collector implementing a cascaded "group by" operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector.
      static Collector<CharSequence,?,String> joining()
      Returns a Collector that concatenates the input elements into a String, in encounter order.
      static Collector<CharSequence,?,String> joining(CharSequence delimiter)
      Returns a Collector that concatenates the input elements, separated by the specified delimiter, in encounter order.
      static Collector<CharSequence,?,String> joining(CharSequence delimiter, CharSequence prefix, CharSequence suffix)
      Returns a Collector that concatenates the input elements, separated by the specified delimiter, with the specified prefix and suffix, in encounter order.
      static <T,U,A,R> Collector<T,?,R> mapping(Function<? super T,? extends U> mapper, Collector<? super U,A,R> downstream)
      Adapts a Collector accepting elements of type U to one accepting elements of type T by applying a mapping function to each input element before accumulation.
      static <T> Collector<T,?,Optional<T>> maxBy(Comparator<? super T> comparator)
      Returns a Collector that produces the maximal element according to a given Comparator, described as an Optional<T>.
      static <T> Collector<T,?,Optional<T>> minBy(Comparator<? super T> comparator)
      Returns a Collector that produces the minimal element according to a given Comparator, described as an Optional<T>.
      static <T> Collector<T,?,Map<Boolean,List<T>>> partitioningBy(Predicate<? super T> predicate)
      Returns a Collector which partitions the input elements according to a Predicate, and organizes them into a Map<Boolean, List<T>>.
      static <T,D,A> Collector<T,?,Map<Boolean,D>> partitioningBy(Predicate<? super T> predicate, Collector<? super T,A,D> downstream)
      Returns a Collector which partitions the input elements according to a Predicate, reduces the values in each partition according to another Collector, and organizes them into a Map<Boolean, D> whose values are the result of the downstream reduction.
      static <T> Collector<T,?,Optional<T>> reducing(BinaryOperator<T> op)
      Returns a Collector which performs a reduction of its input elements under a specified BinaryOperator.
      static <T> Collector<T,?,T> reducing(T identity, BinaryOperator<T> op)
      Returns a Collector which performs a reduction of its input elements under a specified BinaryOperator using the provided identity.
      static <T,U> Collector<T,?,U> reducing(U identity, Function<? super T,? extends U> mapper, BinaryOperator<U> op)
      Returns a Collector which performs a reduction of its input elements under a specified mapping function and BinaryOperator.
      static <T> Collector<T,?,DoubleSummaryStatistics> summarizingDouble(ToDoubleFunction<? super T> mapper)
      Returns a Collector which applies an double-producing mapping function to each input element, and returns summary statistics for the resulting values.
      static <T> Collector<T,?,IntSummaryStatistics> summarizingInt(ToIntFunction<? super T> mapper)
      Returns a Collector which applies an int-producing mapping function to each input element, and returns summary statistics for the resulting values.
      static <T> Collector<T,?,LongSummaryStatistics> summarizingLong(ToLongFunction<? super T> mapper)
      Returns a Collector which applies an long-producing mapping function to each input element, and returns summary statistics for the resulting values.
      static <T> Collector<T,?,Double> summingDouble(ToDoubleFunction<? super T> mapper)
      Returns a Collector that produces the sum of a double-valued function applied to the input elements.
      static <T> Collector<T,?,Integer> summingInt(ToIntFunction<? super T> mapper)
      Returns a Collector that produces the sum of a integer-valued function applied to the input elements.
      static <T> Collector<T,?,Long> summingLong(ToLongFunction<? super T> mapper)
      Returns a Collector that produces the sum of a long-valued function applied to the input elements.
      static <T,C extends Collection<T>> Collector<T,?,C> toCollection(Supplier<C> collectionFactory)
      Returns a Collector that accumulates the input elements into a new Collection, in encounter order.
      static <T,K,U> Collector<T,?,ConcurrentMap<K,U>> toConcurrentMap(Function<? super T,? extends K> keyMapper, Function<? super T,? extends U> valueMapper)
      Returns a concurrent Collector that accumulates elements into a ConcurrentMap whose keys and values are the result of applying the provided mapping functions to the input elements.
      static <T,K,U> Collector<T,?,ConcurrentMap<K,U>> toConcurrentMap(Function<? super T,? extends K> keyMapper, Function<? super T,? extends U> valueMapper, BinaryOperator<U> mergeFunction)
      Returns a concurrent Collector that accumulates elements into a ConcurrentMap whose keys and values are the result of applying the provided mapping functions to the input elements.
      static <T,K,U,M extends ConcurrentMap<K,U>> Collector<T,?,M> toConcurrentMap(Function<? super T,? extends K> keyMapper, Function<? super T,? extends U> valueMapper, BinaryOperator<U> mergeFunction, Supplier<M> mapSupplier)
      Returns a concurrent Collector that accumulates elements into a ConcurrentMap whose keys and values are the result of applying the provided mapping functions to the input elements.
      static <T> Collector<T,?,List<T>> toList()
      Returns a Collector that accumulates the input elements into a new List.
      static <T,K,U> Collector<T,?,Map<K,U>> toMap(Function<? super T,? extends K> keyMapper, Function<? super T,? extends U> valueMapper)
      Returns a Collector that accumulates elements into a Map whose keys and values are the result of applying the provided mapping functions to the input elements.
      static <T,K,U> Collector<T,?,Map<K,U>> toMap(Function<? super T,? extends K> keyMapper, Function<? super T,? extends U> valueMapper, BinaryOperator<U> mergeFunction)
      Returns a Collector that accumulates elements into a Map whose keys and values are the result of applying the provided mapping functions to the input elements.
      static <T,K,U,M extends Map<K,U>> Collector<T,?,M> toMap(Function<? super T,? extends K> keyMapper, Function<? super T,? extends U> valueMapper, BinaryOperator<U> mergeFunction, Supplier<M> mapSupplier)
      Returns a Collector that accumulates elements into a Map whose keys and values are the result of applying the provided mapping functions to the input elements.
      static <T> Collector<T,?,Set<T>> toSet()
      Returns a Collector that accumulates the input elements into a new Set.
    • Method Detail

      • toCollection

        public static <T,C extends Collection<T>> Collector<T,?,C> toCollection(Supplier<C> collectionFactory)
        Returns a Collector that accumulates the input elements into a new Collection, in encounter order. The Collection is created by the provided factory.
        Type Parameters:
        T - the type of the input elements
        C - the type of the resulting Collection
        Parameters:
        collectionFactory - a Supplier which returns a new, empty Collection of the appropriate type
        Returns:
        a Collector which collects all the input elements into a Collection, in encounter order
      • toList

        public static <T> Collector<T,?,List<T>> toList()
        Returns a Collector that accumulates the input elements into a new List. There are no guarantees on the type, mutability, serializability, or thread-safety of the List returned; if more control over the returned List is required, use toCollection(Supplier).
        Type Parameters:
        T - the type of the input elements
        Returns:
        a Collector which collects all the input elements into a List, in encounter order
      • toSet

        public static <T> Collector<T,?,Set<T>> toSet()
        Returns a Collector that accumulates the input elements into a new Set. There are no guarantees on the type, mutability, serializability, or thread-safety of the Set returned; if more control over the returned Set is required, use toCollection(Supplier).

        This is an unordered Collector.

        Type Parameters:
        T - the type of the input elements
        Returns:
        a Collector which collects all the input elements into a Set
      • joining

        public static Collector<CharSequence,?,String> joining()
        Returns a Collector that concatenates the input elements into a String, in encounter order.
        Returns:
        a Collector that concatenates the input elements into a String, in encounter order
      • joining

        public static Collector<CharSequence,?,String> joining(CharSequence delimiter)
        Returns a Collector that concatenates the input elements, separated by the specified delimiter, in encounter order.
        Parameters:
        delimiter - the delimiter to be used between each element
        Returns:
        A Collector which concatenates CharSequence elements, separated by the specified delimiter, in encounter order
      • joining

        public static Collector<CharSequence,?,String> joining(CharSequence delimiter,
                                                               CharSequence prefix,
                                                               CharSequence suffix)
        Returns a Collector that concatenates the input elements, separated by the specified delimiter, with the specified prefix and suffix, in encounter order.
        Parameters:
        delimiter - the delimiter to be used between each element
        prefix - the sequence of characters to be used at the beginning of the joined result
        suffix - the sequence of characters to be used at the end of the joined result
        Returns:
        A Collector which concatenates CharSequence elements, separated by the specified delimiter, in encounter order
      • mapping

        public static <T,U,A,R> Collector<T,?,R> mapping(Function<? super T,? extends U> mapper,
                                                         Collector<? super U,A,R> downstream)
        Adapts a Collector accepting elements of type U to one accepting elements of type T by applying a mapping function to each input element before accumulation.
        Type Parameters:
        T - the type of the input elements
        U - type of elements accepted by downstream collector
        A - intermediate accumulation type of the downstream collector
        R - result type of collector
        Parameters:
        mapper - a function to be applied to the input elements
        downstream - a collector which will accept mapped values
        Returns:
        a collector which applies the mapping function to the input elements and provides the mapped results to the downstream collector
      • collectingAndThen

        public static <T,A,R,RR> Collector<T,A,RR> collectingAndThen(Collector<T,A,R> downstream,
                                                                     Function<R,RR> finisher)
        Adapts a Collector to perform an additional finishing transformation. For example, one could adapt the toList() collector to always produce an immutable list with:
         List<String> people = people.stream().collect(collectingAndThen(toList(), Collections::unmodifiableList)); 
        Type Parameters:
        T - the type of the input elements
        A - intermediate accumulation type of the downstream collector
        R - result type of the downstream collector
        RR - result type of the resulting collector
        Parameters:
        downstream - a collector
        finisher - a function to be applied to the final result of the downstream collector
        Returns:
        a collector which performs the action of the downstream collector, followed by an additional finishing step
      • counting

        public static <T> Collector<T,?,Long> counting()
        Returns a Collector accepting elements of type T that counts the number of input elements. If no elements are present, the result is 0.
        Type Parameters:
        T - the type of the input elements
        Returns:
        a Collector that counts the input elements
      • minBy

        public static <T> Collector<T,?,Optional<T>> minBy(Comparator<? super T> comparator)
        Returns a Collector that produces the minimal element according to a given Comparator, described as an Optional<T>.
        Type Parameters:
        T - the type of the input elements
        Parameters:
        comparator - a Comparator for comparing elements
        Returns:
        a Collector that produces the minimal value
      • maxBy

        public static <T> Collector<T,?,Optional<T>> maxBy(Comparator<? super T> comparator)
        Returns a Collector that produces the maximal element according to a given Comparator, described as an Optional<T>.
        Type Parameters:
        T - the type of the input elements
        Parameters:
        comparator - a Comparator for comparing elements
        Returns:
        a Collector that produces the maximal value
      • summingInt

        public static <T> Collector<T,?,Integer> summingInt(ToIntFunction<? super T> mapper)
        Returns a Collector that produces the sum of a integer-valued function applied to the input elements. If no elements are present, the result is 0.
        Type Parameters:
        T - the type of the input elements
        Parameters:
        mapper - a function extracting the property to be summed
        Returns:
        a Collector that produces the sum of a derived property
      • summingLong

        public static <T> Collector<T,?,Long> summingLong(ToLongFunction<? super T> mapper)
        Returns a Collector that produces the sum of a long-valued function applied to the input elements. If no elements are present, the result is 0.
        Type Parameters:
        T - the type of the input elements
        Parameters:
        mapper - a function extracting the property to be summed
        Returns:
        a Collector that produces the sum of a derived property
      • summingDouble

        public static <T> Collector<T,?,Double> summingDouble(ToDoubleFunction<? super T> mapper)
        Returns a Collector that produces the sum of a double-valued function applied to the input elements. If no elements are present, the result is 0.

        The sum returned can vary depending upon the order in which values are recorded, due to accumulated rounding error in addition of values of differing magnitudes. Values sorted by increasing absolute magnitude tend to yield more accurate results. If any recorded value is a NaN or the sum is at any point a NaN then the sum will be NaN.

        Type Parameters:
        T - the type of the input elements
        Parameters:
        mapper - a function extracting the property to be summed
        Returns:
        a Collector that produces the sum of a derived property
      • averagingInt

        public static <T> Collector<T,?,Double> averagingInt(ToIntFunction<? super T> mapper)
        Returns a Collector that produces the arithmetic mean of an integer-valued function applied to the input elements. If no elements are present, the result is 0.
        Type Parameters:
        T - the type of the input elements
        Parameters:
        mapper - a function extracting the property to be summed
        Returns:
        a Collector that produces the sum of a derived property
      • averagingLong

        public static <T> Collector<T,?,Double> averagingLong(ToLongFunction<? super T> mapper)
        Returns a Collector that produces the arithmetic mean of a long-valued function applied to the input elements. If no elements are present, the result is 0.
        Type Parameters:
        T - the type of the input elements
        Parameters:
        mapper - a function extracting the property to be summed
        Returns:
        a Collector that produces the sum of a derived property
      • averagingDouble

        public static <T> Collector<T,?,Double> averagingDouble(ToDoubleFunction<? super T> mapper)
        Returns a Collector that produces the arithmetic mean of a double-valued function applied to the input elements. If no elements are present, the result is 0.

        The average returned can vary depending upon the order in which values are recorded, due to accumulated rounding error in addition of values of differing magnitudes. Values sorted by increasing absolute magnitude tend to yield more accurate results. If any recorded value is a NaN or the sum is at any point a NaN then the average will be NaN.

        Type Parameters:
        T - the type of the input elements
        Parameters:
        mapper - a function extracting the property to be summed
        Returns:
        a Collector that produces the sum of a derived property
      • reducing

        public static <T> Collector<T,?,T> reducing(T identity,
                                                    BinaryOperator<T> op)
        Returns a Collector which performs a reduction of its input elements under a specified BinaryOperator using the provided identity.
        Type Parameters:
        T - element type for the input and output of the reduction
        Parameters:
        identity - the identity value for the reduction (also, the value that is returned when there are no input elements)
        op - a BinaryOperator<T> used to reduce the input elements
        Returns:
        a Collector which implements the reduction operation
        See Also:
        reducing(BinaryOperator), reducing(Object, Function, BinaryOperator)
      • reducing

        public static <T> Collector<T,?,Optional<T>> reducing(BinaryOperator<T> op)
        Returns a Collector which performs a reduction of its input elements under a specified BinaryOperator. The result is described as an Optional<T>.
        Type Parameters:
        T - element type for the input and output of the reduction
        Parameters:
        op - a BinaryOperator<T> used to reduce the input elements
        Returns:
        a Collector which implements the reduction operation
        See Also:
        reducing(Object, BinaryOperator), reducing(Object, Function, BinaryOperator)
      • reducing

        public static <T,U> Collector<T,?,U> reducing(U identity,
                                                      Function<? super T,? extends U> mapper,
                                                      BinaryOperator<U> op)
        Returns a Collector which performs a reduction of its input elements under a specified mapping function and BinaryOperator. This is a generalization of reducing(Object, BinaryOperator) which allows a transformation of the elements before reduction.
        Type Parameters:
        T - the type of the input elements
        U - the type of the mapped values
        Parameters:
        identity - the identity value for the reduction (also, the value that is returned when there are no input elements)
        mapper - a mapping function to apply to each input value
        op - a BinaryOperator<U> used to reduce the mapped values
        Returns:
        a Collector implementing the map-reduce operation
        See Also:
        reducing(Object, BinaryOperator), reducing(BinaryOperator)
      • groupingBy

        public static <T,K> Collector<T,?,Map<K,List<T>>> groupingBy(Function<? super T,? extends K> classifier)
        Returns a Collector implementing a "group by" operation on input elements of type T, grouping elements according to a classification function, and returning the results in a Map.

        The classification function maps elements to some key type K. The collector produces a Map<K, List<T>> whose keys are the values resulting from applying the classification function to the input elements, and whose corresponding values are Lists containing the input elements which map to the associated key under the classification function.

        There are no guarantees on the type, mutability, serializability, or thread-safety of the Map or List objects returned.

        Type Parameters:
        T - the type of the input elements
        K - the type of the keys
        Parameters:
        classifier - the classifier function mapping input elements to keys
        Returns:
        a Collector implementing the group-by operation
        See Also:
        groupingBy(Function, Collector), groupingBy(Function, Supplier, Collector), groupingByConcurrent(Function)
      • groupingBy

        public static <T,K,A,D> Collector<T,?,Map<K,D>> groupingBy(Function<? super T,? extends K> classifier,
                                                                   Collector<? super T,A,D> downstream)
        Returns a Collector implementing a cascaded "group by" operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector.

        The classification function maps elements to some key type K. The downstream collector operates on elements of type T and produces a result of type D. The resulting collector produces a Map<K, D>.

        There are no guarantees on the type, mutability, serializability, or thread-safety of the Map returned.

        For example, to compute the set of last names of people in each city:

         Map<City, Set<String>> namesByCity = people.stream().collect(groupingBy(Person::getCity, mapping(Person::getLastName, toSet()))); 
        Type Parameters:
        T - the type of the input elements
        K - the type of the keys
        A - the intermediate accumulation type of the downstream collector
        D - the result type of the downstream reduction
        Parameters:
        classifier - a classifier function mapping input elements to keys
        downstream - a Collector implementing the downstream reduction
        Returns:
        a Collector implementing the cascaded group-by operation
        See Also:
        groupingBy(Function), groupingBy(Function, Supplier, Collector), groupingByConcurrent(Function, Collector)
      • groupingBy

        public static <T,K,D,A,M extends Map<K,D>> Collector<T,?,M> groupingBy(Function<? super T,? extends K> classifier,
                                                                               Supplier<M> mapFactory,
                                                                               Collector<? super T,A,D> downstream)
        Returns a Collector implementing a cascaded "group by" operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector. The Map produced by the Collector is created with the supplied factory function.

        The classification function maps elements to some key type K. The downstream collector operates on elements of type T and produces a result of type D. The resulting collector produces a Map<K, D>.

        For example, to compute the set of last names of people in each city, where the city names are sorted:

         Map<City, Set<String>> namesByCity = people.stream().collect(groupingBy(Person::getCity, TreeMap::new, mapping(Person::getLastName, toSet()))); 
        Type Parameters:
        T - the type of the input elements
        K - the type of the keys
        A - the intermediate accumulation type of the downstream collector
        D - the result type of the downstream reduction
        M - the type of the resulting Map
        Parameters:
        classifier - a classifier function mapping input elements to keys
        downstream - a Collector implementing the downstream reduction
        mapFactory - a function which, when called, produces a new empty Map of the desired type
        Returns:
        a Collector implementing the cascaded group-by operation
        See Also:
        groupingBy(Function, Collector), groupingBy(Function), groupingByConcurrent(Function, Supplier, Collector)
      • groupingByConcurrent

        public static <T,K> Collector<T,?,ConcurrentMap<K,List<T>>> groupingByConcurrent(Function<? super T,? extends K> classifier)
        Returns a concurrent Collector implementing a "group by" operation on input elements of type T, grouping elements according to a classification function.

        This is a concurrent and unordered Collector.

        The classification function maps elements to some key type K. The collector produces a ConcurrentMap<K, List<T>> whose keys are the values resulting from applying the classification function to the input elements, and whose corresponding values are Lists containing the input elements which map to the associated key under the classification function.

        There are no guarantees on the type, mutability, or serializability of the Map or List objects returned, or of the thread-safety of the List objects returned.

        Type Parameters:
        T - the type of the input elements
        K - the type of the keys
        Parameters:
        classifier - a classifier function mapping input elements to keys
        Returns:
        a concurrent, unordered Collector implementing the group-by operation
        See Also:
        groupingBy(Function), groupingByConcurrent(Function, Collector), groupingByConcurrent(Function, Supplier, Collector)
      • groupingByConcurrent

        public static <T,K,A,D> Collector<T,?,ConcurrentMap<K,D>> groupingByConcurrent(Function<? super T,? extends K> classifier,
                                                                                       Collector<? super T,A,D> downstream)
        Returns a concurrent Collector implementing a cascaded "group by" operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector.

        This is a concurrent and unordered Collector.

        The classification function maps elements to some key type K. The downstream collector operates on elements of type T and produces a result of type D. The resulting collector produces a Map<K, D>.

        For example, to compute the set of last names of people in each city, where the city names are sorted:

         ConcurrentMap<City, Set<String>> namesByCity = people.stream().collect(groupingByConcurrent(Person::getCity, mapping(Person::getLastName, toSet()))); 
        Type Parameters:
        T - the type of the input elements
        K - the type of the keys
        A - the intermediate accumulation type of the downstream collector
        D - the result type of the downstream reduction
        Parameters:
        classifier - a classifier function mapping input elements to keys
        downstream - a Collector implementing the downstream reduction
        Returns:
        a concurrent, unordered Collector implementing the cascaded group-by operation
        See Also:
        groupingBy(Function, Collector), groupingByConcurrent(Function), groupingByConcurrent(Function, Supplier, Collector)
      • groupingByConcurrent

        public static <T,K,A,D,M extends ConcurrentMap<K,D>> Collector<T,?,M> groupingByConcurrent(Function<? super T,? extends K> classifier,
                                                                                                   Supplier<M> mapFactory,
                                                                                                   Collector<? super T,A,D> downstream)
        Returns a concurrent Collector implementing a cascaded "group by" operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector. The ConcurrentMap produced by the Collector is created with the supplied factory function.

        This is a concurrent and unordered Collector.

        The classification function maps elements to some key type K. The downstream collector operates on elements of type T and produces a result of type D. The resulting collector produces a Map<K, D>.

        For example, to compute the set of last names of people in each city, where the city names are sorted:

         ConcurrentMap<City, Set<String>> namesByCity = people.stream().collect(groupingBy(Person::getCity, ConcurrentSkipListMap::new, mapping(Person::getLastName, toSet()))); 
        Type Parameters:
        T - the type of the input elements
        K - the type of the keys
        A - the intermediate accumulation type of the downstream collector
        D - the result type of the downstream reduction
        M - the type of the resulting ConcurrentMap
        Parameters:
        classifier - a classifier function mapping input elements to keys
        downstream - a Collector implementing the downstream reduction
        mapFactory - a function which, when called, produces a new empty ConcurrentMap of the desired type
        Returns:
        a concurrent, unordered Collector implementing the cascaded group-by operation
        See Also:
        groupingByConcurrent(Function), groupingByConcurrent(Function, Collector), groupingBy(Function, Supplier, Collector)
      • partitioningBy

        public static <T> Collector<T,?,Map<Boolean,List<T>>> partitioningBy(Predicate<? super T> predicate)
        Returns a Collector which partitions the input elements according to a Predicate, and organizes them into a Map<Boolean, List<T>>. There are no guarantees on the type, mutability, serializability, or thread-safety of the Map returned.
        Type Parameters:
        T - the type of the input elements
        Parameters:
        predicate - a predicate used for classifying input elements
        Returns:
        a Collector implementing the partitioning operation
        See Also:
        partitioningBy(Predicate, Collector)
      • partitioningBy

        public static <T,D,A> Collector<T,?,Map<Boolean,D>> partitioningBy(Predicate<? super T> predicate,
                                                                           Collector<? super T,A,D> downstream)
        Returns a Collector which partitions the input elements according to a Predicate, reduces the values in each partition according to another Collector, and organizes them into a Map<Boolean, D> whose values are the result of the downstream reduction.

        There are no guarantees on the type, mutability, serializability, or thread-safety of the Map returned.

        Type Parameters:
        T - the type of the input elements
        A - the intermediate accumulation type of the downstream collector
        D - the result type of the downstream reduction
        Parameters:
        predicate - a predicate used for classifying input elements
        downstream - a Collector implementing the downstream reduction
        Returns:
        a Collector implementing the cascaded partitioning operation
        See Also:
        partitioningBy(Predicate)
      • toMap

        public static <T,K,U> Collector<T,?,Map<K,U>> toMap(Function<? super T,? extends K> keyMapper,
                                                            Function<? super T,? extends U> valueMapper)
        Returns a Collector that accumulates elements into a Map whose keys and values are the result of applying the provided mapping functions to the input elements.

        If the mapped keys contains duplicates (according to Object.equals(Object)), an IllegalStateException is thrown when the collection operation is performed. If the mapped keys may have duplicates, use toMap(Function, Function, BinaryOperator) instead.

        Type Parameters:
        T - the type of the input elements
        K - the output type of the key mapping function
        U - the output type of the value mapping function
        Parameters:
        keyMapper - a mapping function to produce keys
        valueMapper - a mapping function to produce values
        Returns:
        a Collector which collects elements into a Map whose keys and values are the result of applying mapping functions to the input elements
        See Also:
        toMap(Function, Function, BinaryOperator), toMap(Function, Function, BinaryOperator, Supplier), toConcurrentMap(Function, Function)
      • toMap

        public static <T,K,U> Collector<T,?,Map<K,U>> toMap(Function<? super T,? extends K> keyMapper,
                                                            Function<? super T,? extends U> valueMapper,
                                                            BinaryOperator<U> mergeFunction)
        Returns a Collector that accumulates elements into a Map whose keys and values are the result of applying the provided mapping functions to the input elements.

        If the mapped keys contains duplicates (according to Object.equals(Object)), the value mapping function is applied to each equal element, and the results are merged using the provided merging function.

        Type Parameters:
        T - the type of the input elements
        K - the output type of the key mapping function
        U - the output type of the value mapping function
        Parameters:
        keyMapper - a mapping function to produce keys
        valueMapper - a mapping function to produce values
        mergeFunction - a merge function, used to resolve collisions between values associated with the same key, as supplied to Map.merge(Object, Object, BiFunction)
        Returns:
        a Collector which collects elements into a Map whose keys are the result of applying a key mapping function to the input elements, and whose values are the result of applying a value mapping function to all input elements equal to the key and combining them using the merge function
        See Also:
        toMap(Function, Function), toMap(Function, Function, BinaryOperator, Supplier), toConcurrentMap(Function, Function, BinaryOperator)
      • toMap

        public static <T,K,U,M extends Map<K,U>> Collector<T,?,M> toMap(Function<? super T,? extends K> keyMapper,
                                                                        Function<? super T,? extends U> valueMapper,
                                                                        BinaryOperator<U> mergeFunction,
                                                                        Supplier<M> mapSupplier)
        Returns a Collector that accumulates elements into a Map whose keys and values are the result of applying the provided mapping functions to the input elements.

        If the mapped keys contains duplicates (according to Object.equals(Object)), the value mapping function is applied to each equal element, and the results are merged using the provided merging function. The Map is created by a provided supplier function.

        Type Parameters:
        T - the type of the input elements
        K - the output type of the key mapping function
        U - the output type of the value mapping function
        M - the type of the resulting Map
        Parameters:
        keyMapper - a mapping function to produce keys
        valueMapper - a mapping function to produce values
        mergeFunction - a merge function, used to resolve collisions between values associated with the same key, as supplied to Map.merge(Object, Object, BiFunction)
        mapSupplier - a function which returns a new, empty Map into which the results will be inserted
        Returns:
        a Collector which collects elements into a Map whose keys are the result of applying a key mapping function to the input elements, and whose values are the result of applying a value mapping function to all input elements equal to the key and combining them using the merge function
        See Also:
        toMap(Function, Function), toMap(Function, Function, BinaryOperator), toConcurrentMap(Function, Function, BinaryOperator, Supplier)
      • toConcurrentMap

        public static <T,K,U> Collector<T,?,ConcurrentMap<K,U>> toConcurrentMap(Function<? super T,? extends K> keyMapper,
                                                                                Function<? super T,? extends U> valueMapper)
        Returns a concurrent Collector that accumulates elements into a ConcurrentMap whose keys and values are the result of applying the provided mapping functions to the input elements.

        If the mapped keys contains duplicates (according to Object.equals(Object)), an IllegalStateException is thrown when the collection operation is performed. If the mapped keys may have duplicates, use toConcurrentMap(Function, Function, BinaryOperator) instead.

        Type Parameters:
        T - the type of the input elements
        K - the output type of the key mapping function
        U - the output type of the value mapping function
        Parameters:
        keyMapper - the mapping function to produce keys
        valueMapper - the mapping function to produce values
        Returns:
        a concurrent, unordered Collector which collects elements into a ConcurrentMap whose keys are the result of applying a key mapping function to the input elements, and whose values are the result of applying a value mapping function to the input elements
        See Also:
        toMap(Function, Function), toConcurrentMap(Function, Function, BinaryOperator), toConcurrentMap(Function, Function, BinaryOperator, Supplier)
      • toConcurrentMap

        public static <T,K,U> Collector<T,?,ConcurrentMap<K,U>> toConcurrentMap(Function<? super T,? extends K> keyMapper,
                                                                                Function<? super T,? extends U> valueMapper,
                                                                                BinaryOperator<U> mergeFunction)
        Returns a concurrent Collector that accumulates elements into a ConcurrentMap whose keys and values are the result of applying the provided mapping functions to the input elements.

        If the mapped keys contains duplicates (according to Object.equals(Object)), the value mapping function is applied to each equal element, and the results are merged using the provided merging function.

        Type Parameters:
        T - the type of the input elements
        K - the output type of the key mapping function
        U - the output type of the value mapping function
        Parameters:
        keyMapper - a mapping function to produce keys
        valueMapper - a mapping function to produce values
        mergeFunction - a merge function, used to resolve collisions between values associated with the same key, as supplied to Map.merge(Object, Object, BiFunction)
        Returns:
        a concurrent, unordered Collector which collects elements into a ConcurrentMap whose keys are the result of applying a key mapping function to the input elements, and whose values are the result of applying a value mapping function to all input elements equal to the key and combining them using the merge function
        See Also:
        toConcurrentMap(Function, Function), toConcurrentMap(Function, Function, BinaryOperator, Supplier), toMap(Function, Function, BinaryOperator)
      • toConcurrentMap

        public static <T,K,U,M extends ConcurrentMap<K,U>> Collector<T,?,M> toConcurrentMap(Function<? super T,? extends K> keyMapper,
                                                                                            Function<? super T,? extends U> valueMapper,
                                                                                            BinaryOperator<U> mergeFunction,
                                                                                            Supplier<M> mapSupplier)
        Returns a concurrent Collector that accumulates elements into a ConcurrentMap whose keys and values are the result of applying the provided mapping functions to the input elements.

        If the mapped keys contains duplicates (according to Object.equals(Object)), the value mapping function is applied to each equal element, and the results are merged using the provided merging function. The ConcurrentMap is created by a provided supplier function.

        This is a concurrent and unordered Collector.

        Type Parameters:
        T - the type of the input elements
        K - the output type of the key mapping function
        U - the output type of the value mapping function
        M - the type of the resulting ConcurrentMap
        Parameters:
        keyMapper - a mapping function to produce keys
        valueMapper - a mapping function to produce values
        mergeFunction - a merge function, used to resolve collisions between values associated with the same key, as supplied to Map.merge(Object, Object, BiFunction)
        mapSupplier - a function which returns a new, empty Map into which the results will be inserted
        Returns:
        a concurrent, unordered Collector which collects elements into a ConcurrentMap whose keys are the result of applying a key mapping function to the input elements, and whose values are the result of applying a value mapping function to all input elements equal to the key and combining them using the merge function
        See Also:
        toConcurrentMap(Function, Function), toConcurrentMap(Function, Function, BinaryOperator), toMap(Function, Function, BinaryOperator, Supplier)
      • summarizingDouble

        public static <T> Collector<T,?,DoubleSummaryStatistics> summarizingDouble(ToDoubleFunction<? super T> mapper)
        Returns a Collector which applies an double-producing mapping function to each input element, and returns summary statistics for the resulting values.
        Type Parameters:
        T - the type of the input elements
        Parameters:
        mapper - a mapping function to apply to each element
        Returns:
        a Collector implementing the summary-statistics reduction
        See Also:
        summarizingLong(ToLongFunction), summarizingInt(ToIntFunction)