- A guide to Java 8 streams on Collections
A birds-eye view of all major methods based on Collections and stream()
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Collections- It represents a a group of objects as a single entity.
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Stream- It is used to process data from collections.
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Non-terminal Operation- It is an operation which adds a listener to the stream which may modify the stream elements.
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Terminal Operation- It is an operations which returns a result after stream processing.
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Takes a predicateas a argument, which returns abooleanas output.
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Example of filter() on a List of integers. 
List<Integer> numbersList = Arrays.asList(10,15,20,25,30);
// Create list of even numbers: using collect()
List<Integer> evenList1 = numbersList.stream()
        .filter(n -> n % 2 == 0)
        .collect(Collectors.toList());
// Same: Create list of even numbers: using toList() shorthard
List<Integer> evenList2 = numbersList.stream()
        .filter(n -> n % 2 == 0)
        .toList();
- Takes a consumerexpression as input and does not return anything.
// Print even numbers
numbersList.stream().filter(n -> n % 2 == 0).forEach(n -> System.out.println(n));
// Same: Print even numbers using shorthand method reference
numbersList.stream().filter(n -> n % 2 == 0).forEach(System.out::println);
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System.outis a static method.
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Example of filter() on a List of strings. 
List<String> stringList = List.of("OptimusPrime", null, "Megatron", "Bumblebee", "Ratchet", null);
// Filter non-null values which have len > 7
List<String> longStringList = stringList.stream().filter(s -> s != null && s.length() > 7).toList();
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It accepts a function or consumer as input. 
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Example for converting each string in a List to UpperCase 
List<String> vehicles = List.of("car", "bus", "train", "place", "ship");
// Convert each item to upper case
List<String> vehiclesUpperCase = vehicles.stream()
      .map(name -> name.toUpperCase())
      .collect(Collectors.toList());
- Example for calculating len of each string and appending to same item
// Find length of each element and append to same item
List<String> vehicleLenList = vehicles.stream()
        .map(name -> name + " len is " + name.length())
        .collect(Collectors.toList());
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Given a collection of objects, map()takes one input and returns one output, whereasflatMap()takes one input, but returns a stream of objects.
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Example to combine a list of list of objects into single list using flatMap()
List<Integer> list1 = Arrays.asList(1,2);
List<Integer> list2 = Arrays.asList(3,4);
List<Integer> list3 = Arrays.asList(5,6);
List<List<Integer>> listList = Arrays.asList(list1, list2, list3);
// Combine all lists into single list
List<Integer> combinedList = listList.stream().flatMap(x -> x.stream()).collect(Collectors.toList());
// Output: [1,2,3,4,5,6]
// Operating on each item in each list and combining to single list
combinedList = listList.stream().flatMap(x -> x.stream()).map(n -> n +10).collect(Collectors.toList());
- Find distinct elements from a given collection.
List<String> vehicleList = Arrays.asList("car", "bike", "car", "bike", "truck", "ship");
List<String> uniqueVehicleList = vehicleList.stream().distinct().collect(Collectors.toList());
- count()returns count of objects as- long.
List<String> vehicleList = Arrays.asList("car", "bike", "car", "bike", "truck", "ship");
long count = vehicleList.stream().distinct().count();                // Returns 4
- limt()is used to collect a limited number of objects from a stream.
- Takes maxsizeas input param.
long count = vehicleList.stream().distinct().limit(2).count();        // Returns 2
- Takes a comparator()as input, and returns anOptional<>object.
List<Integer> numList = Arrays.asList(1,1,2,2,3,4);
Optional<Integer> minVal = numList.stream().min((val1, val2) -> {return val1.compareTo(val2);});
System.out.println(minVal.get());   // 1
Optional<Integer> maxVal = numList.stream().max((val1, val2) -> {return val1.compareTo(val2);});
System.out.println(maxVal.get());   // 4
- Takes input as an identityandaccumulatoras params.
- Reduces all elements in the stream to a single object.
List<Integer> numList = Arrays.asList(1,1,2,2,3,4);
// Calculate sum
Optional<Integer> sumVal = numList.stream().reduce((val, combinedVal) -> {
            return val + combinedVal;
        });
List<String> vehicleList = Arrays.asList("car", "bike", "car", "bike", "truck", "ship");
// Append all strings to single string
Optional<String> appended = vehicleList.stream().reduce((val, combined) -> {
    return val+combined;
});
- It converts the stream of objects to array.
List<Integer> numList = Arrays.asList(1,1,2,2,3,4);
// Convert to array
Object arr[] = numList.stream().toArray();
- Used to sort a stream of objects.
List<Integer> numList = Arrays.asList(2,5,1,6,3,7);
// Sort in ascending order
List<Integer> ascSorted = numList.stream().sorted().collect(Collectors.toList());
// Sort in descending order
List<Integer> descSorted = numList.stream().sorted(Comparator.reverseOrder()).collect(Collectors.toList());
- Returns trueif condition matches any value in the stream.
Set<String> fruits = new HashSet<>();
fruits.add("21 mangoes");
fruits.add("31 apples");
fruits.add("412 oranges");
fruits.add("13 guavas");
boolean res1 = fruits.stream().anyMatch(val -> {return val.contains("4");});        // true
- Returns trueif all elements match the condition, elsefalse.
boolean res2 = fruits.stream().allMatch(val -> {return val.contains("1");});        // true
- Returns trueif none of the elements match the conditions, elsefalse.
boolean res3 = fruits.stream().noneMatch(val -> {return val.contains("s");});        // false
- Returns Optional<>, orNoSuchElementExceptionif no element is found.
- It may or may not return the first matched element.
List<Integer> numList = Arrays.asList(2,5,1,6,3,7);
Optional<Integer> any = numList.stream().findAny();        // 2 (but non-deterministic, helpful in parallelStream())
- Returns Optional<>, orNoSuchElementExceptionif no element is found.
- It strictly returns the first matched element.
List<Integer> numList = Arrays.asList(2,5,1,6,3,7);
Optional<Integer> first = numList.stream().findFirst();        // 2
- Used to concatenate two Streamobjects into singleStream.
List<String> list1 = Arrays.asList("dog", "cat", "rat");
List<String> list2 = Arrays.asList("eagle", "sparrow", "hen");
Stream<String> stream1 = list1.stream();
Stream<String> stream2 = list2.stream();
List<String> concatenated = Stream.concat(stream1, stream2).collect(Collectors.toList());
System.out.println(concatenated);
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All collections support parallelStream()method that returns a possibly parallel stream.
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When a stream executes in parallel, the Java Runtime divides the stream into multiple substreams. 
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The aggregate operators iterates over these sub-streams in parallel and then combine the result. This can improve the performance. 
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Eg: List<String> parallelStream = list1.parallelStream()
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Using stream(), operations are performed sequentially, but usingparallelStream(), operations are performed parallely.
List<String> vehicleList = Arrays.asList("car", "bike", "car", "bike", "truck", "ship");
// Using stream()
List<String> filterSeq = vehicleList.stream().filter(x -> x.contains("a")).collect(Collectors.toList());
// Using parallelStream()
List<String> filterPar = vehicleList.parallelStream().filter(x -> x.contains("a")).collect(Collectors.toList());
// Convert stream to parallel stream
List<String> filterPar2 = vehicleList.stream().parallel().filter(x -> x.contains("a")).collect(Collectors.toList());
