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eBook – Mockito – NPI EA (tag = Mockito)
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Mocking is an essential part of unit testing, and the Mockito library makes it easy to write clean and intuitive unit tests for your Java code.

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eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.

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eBook – Reactive – NPI EA (cat=Reactive)
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Spring 5 added support for reactive programming with the Spring WebFlux module, which has been improved upon ever since. Get started with the Reactor project basics and reactive programming in Spring Boot:

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eBook – Java Streams – NPI EA (cat=Java Streams)
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Since its introduction in Java 8, the Stream API has become a staple of Java development. The basic operations like iterating, filtering, mapping sequences of elements are deceptively simple to use.

But these can also be overused and fall into some common pitfalls.

To get a better understanding on how Streams work and how to combine them with other language features, check out our guide to Java Streams:

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eBook – Jackson – NPI EA (cat=Jackson)
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eBook – HTTP Client – NPI EA (cat=Http Client-Side)
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eBook – Persistence – NPI EA (cat=Persistence)
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eBook – RwS – NPI EA (cat=Spring MVC)
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Building a REST API with Spring?

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Course – LS – NPI EA (cat=Jackson)
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Course – RWSB – NPI EA (cat=REST)
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Explore Spring Boot 3 and Spring 6 in-depth through building a full REST API with the framework:

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Course – LSS – NPI EA (cat=Spring Security)
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Yes, Spring Security can be complex, from the more advanced functionality within the Core to the deep OAuth support in the framework.

I built the security material as two full courses - Core and OAuth, to get practical with these more complex scenarios. We explore when and how to use each feature and code through it on the backing project.

You can explore the course here:

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Course – LSD – NPI EA (tag=Spring Data JPA)
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Spring Data JPA is a great way to handle the complexity of JPA with the powerful simplicity of Spring Boot.

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Partner – Moderne – NPI EA (cat=Spring Boot)
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Refactor Java code safely — and automatically — with OpenRewrite.

Refactoring big codebases by hand is slow, risky, and easy to put off. That’s where OpenRewrite comes in. The open-source framework for large-scale, automated code transformations helps teams modernize safely and consistently.

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Partner – LambdaTest – NPI EA (cat=Testing)
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The best way to ensure these tests run frequently on an automated basis is, of course, to include them in the CI/CD pipeline. This way, the regression tests will execute automatically whenever we commit code to the repository.

In this tutorial, we'll see how to create regression tests using Selenium, and then include them in our pipeline using GitHub Actions:, to be run on the LambdaTest cloud grid:

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Course – LJB – NPI EA (cat = Core Java)
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 1. Overview

In this tutorial, we’ll learn how to construct a map with primitive keys and values.

As we know, the core Java Maps don’t allow the storage of primitive keys or values. That’s why we’ll introduce some external third-party libraries that provide primitive map implementations.

2. Eclipse Collections

Eclipse Collections is a high-performance collection framework for Java. It provides improved implementations as well as some additional data structures, including several primitive collections.

2.1. Mutable and Immutable Maps

Let’s create an empty map where both keys and values are primitive ints. For that, we’ll use the IntIntMaps factory class:

MutableIntIntMap mutableIntIntMap = IntIntMaps.mutable.empty();

The IntIntMaps factory class is the most convenient way to create primitive maps. It allows us to create both mutable and immutable instances of the desired type of map. In our example, we created the mutable instance of IntIntMap. Similarly, we can create an immutable instance by simply replacing the IntIntMaps.mutable static factory call with IntIntMaps.immutable:

ImmutableIntIntMap immutableIntIntMap = IntIntMaps.immutable.empty();

So, let’s add a key, value pair to our mutable map:

mutableIntIntMap.addToValue(1, 1);

Likewise, we can create mixed maps with reference and primitive type key-value pairs. Let’s create a map with String keys and double values:

MutableObjectDoubleMap dObject = ObjectDoubleMaps.mutable.empty();

Here, we used the ObjectDoubleMaps factory class to create a mutable instance for MutableObjectDoubleMap.

Now let’s add some entries:

dObject.addToValue("price", 150.5);
dObject.addToValue("quality", 4.4);
dObject.addToValue("stability", 0.8);

2.2. A Primitive API Tree

In Eclipse Collections, there’s a base interface called PrimitiveIterable. This is the base interface for each of the primitive containers of the library. All are named PrimitiveTypeIterable, where PrimitiveType can be Int, Long, Short, Byte, Char, Float, Double, or Boolean.

All these base interfaces, in turn, have their tree of XYMap implementations, which is divided on whether the map is mutable or immutable. As an example, for IntIntMap, we have MutableIntIntMap and ImmutableIntIntMap.

Finally, as we saw above, we have interfaces to cover all kinds of combinations of types for keys and values for both primitive and object values. So, for example, we can have IntObjectMap<K> for a primitive key with an Object value or ObjectIntMap<K> for its opposite case.

3. HPPC

HPPC is a library geared towards high performance and memory efficiency. This means that the library has less abstraction than others. However, this has the benefit of exposing the internals to useful low-level manipulation. It provides both maps and sets.

3.1. A Simple Example

Let’s start by creating a map that has an int key and a long value. Using this is pretty familiar:

IntLongHashMap intLongHashMap = new IntLongHashMap();
intLongHashMap.put(25, 1L);
intLongHashMap.put(150, Long.MAX_VALUE);
intLongHashMap.put(1, 0L);
        
intLongHashMap.get(150);

HPPC provides maps for all combinations of keys and values:

  • Primitive key and primitive value
  • Primitive key and object-type value
  • Object-type key and primitive value
  • Both Object-type key and value

Object-type maps support generics:

IntObjectOpenHashMap<BigDecimal>
ObjectIntOpenHashMap<LocalDate>

The first map has a primitive int key and a BigDecimal value. The second map has LocalDate for its keys and int for its values

3.2. Hash Maps vs Scatter Maps

Due to the way key hashing and distribution functions are traditionally implemented, we could have collisions when hashing the keys. Depending on how keys are distributed, this can lead to performance problems on huge maps. By default, HPPC implements a solution that avoids this problem.

However, there is still a place for maps that have a simpler distribution function. This is useful if the maps are used as lookup tables or for counting, or if they don’t require lots of write operations once loaded. HHPC provides Scatter Maps to boost performance even more.

All the scatter-map classes maintain the same naming convention as maps, but instead use the word Scatter:

  • IntScatterSet
  • IntIntScatterMap
  • IntObjectScatterMap<BigDecimal>

4. Fastutil

Fastutil is a fast and compact framework that provides type-specific collections including primitive type maps.

4.1. Quick Example

Similar to Eclipse Collections and HPPC. Fastutil also provides primitive-to-primitive and primitive-to-Object typed association maps.

Let’s create an int to boolean map:

Int2BooleanMap int2BooleanMap = new Int2BooleanOpenHashMap();

And now, let’s add some entries:

int2BooleanMap.put(1, true);
int2BooleanMap.put(7, false);
int2BooleanMap.put(4, true);

Then, we can retrieve values from it:

boolean value = int2BooleanMap.get(1);

4.2. In-Place Iteration

Standard JVM collections that implement the Iterable interface usually create a fresh temporary iterator object at each iteration step. With huge collections, this can create a garbage collection issue.

Fastutil provides an alternative that greatly mitigates this:

Int2FloatMap map = new Int2FloatMap();
//Add keys here
for(Int2FloatMap.Entry e : Fastutil.fastIterable(map)) {
    //e will be reused on each iteration, so it will be only one object
}

Fastutil also provides the fastForeach method. This will take a Consumer functional interface and perform a lambda-expression for each loop:

Int2FloatMap map = new Int2FloatMap();
//Add keys here
Int2FloatMaps.fastForEach(map , e ->  {
    // e is also reused across iterations
});

This is very similar to the standard Java foreach construct:

Int2FloatMap map = new Int2FloatMap();
//Add keys here
map.forEach((key,value) -> {
    // use each key/value entry   
});

5. Conclusion

In this article, we learned how to create primitive maps in Java using Eclipse Collections, HPPC, and Fastutil.

The code backing this article is available on GitHub. Once you're logged in as a Baeldung Pro Member, start learning and coding on the project.
Baeldung Pro – NPI EA (cat = Baeldung)
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Baeldung Pro comes with both absolutely No-Ads as well as finally with Dark Mode, for a clean learning experience:

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Once the early-adopter seats are all used, the price will go up and stay at $33/year.

eBook – HTTP Client – NPI EA (cat=HTTP Client-Side)
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The Apache HTTP Client is a very robust library, suitable for both simple and advanced use cases when testing HTTP endpoints. Check out our guide covering basic request and response handling, as well as security, cookies, timeouts, and more:

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eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.

Get started with understanding multi-threaded applications with our Java Concurrency guide:

>> Download the eBook

eBook – Java Streams – NPI EA (cat=Java Streams)
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Since its introduction in Java 8, the Stream API has become a staple of Java development. The basic operations like iterating, filtering, mapping sequences of elements are deceptively simple to use.

But these can also be overused and fall into some common pitfalls.

To get a better understanding on how Streams work and how to combine them with other language features, check out our guide to Java Streams:

>> Join Pro and download the eBook

eBook – Persistence – NPI EA (cat=Persistence)
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Working on getting your persistence layer right with Spring?

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Course – LS – NPI EA (cat=REST)

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Get started with Spring Boot and with core Spring, through the Learn Spring course:

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Partner – Moderne – NPI EA (tag=Refactoring)
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Modern Java teams move fast — but codebases don’t always keep up. Frameworks change, dependencies drift, and tech debt builds until it starts to drag on delivery. OpenRewrite was built to fix that: an open-source refactoring engine that automates repetitive code changes while keeping developer intent intact.

The monthly training series, led by the creators and maintainers of OpenRewrite at Moderne, walks through real-world migrations and modernization patterns. Whether you’re new to recipes or ready to write your own, you’ll learn practical ways to refactor safely and at scale.

If you’ve ever wished refactoring felt as natural — and as fast — as writing code, this is a good place to start.

eBook Jackson – NPI EA – 3 (cat = Jackson)