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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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Do JSON right with 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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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.

Each month, the creators and maintainers of OpenRewrite at Moderne run live, hands-on training sessions — one for newcomers and one for experienced users. You’ll see how recipes work, how to apply them across projects, and how to modernize code with confidence.

Join the next session, bring your questions, and learn how to automate the kind of work that usually eats your sprint time.

Course – LJB – NPI EA (cat = Core Java)
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Partner – LambdaTest – NPI EA (cat= Testing)
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Distributed systems often come with complex challenges such as service-to-service communication, state management, asynchronous messaging, security, and more.

Dapr (Distributed Application Runtime) provides a set of APIs and building blocks to address these challenges, abstracting away infrastructure so we can focus on business logic.

In this tutorial, we'll focus on Dapr's pub/sub API for message brokering. Using its Spring Boot integration, we'll simplify the creation of a loosely coupled, portable, and easily testable pub/sub messaging system:

>> Flexible Pub/Sub Messaging With Spring Boot and Dapr

1. Overview

In this quick article, we’ll take a look at how to invert a Map in Java. The idea is to create a new instance of Map<V, K> for a given map of type Map<K, V>. In addition, we’ll also see how to handle the case where there are duplicate values present in the source map.

Please refer to our other article to learn more about the HashMap class itself.

2. Defining the Problem

Let’s consider we have a Map with a few Key-Value pairs:

Map<String, Integer> map = new HashMap<>();
map.put("first", 1);
map.put("second", 2);

The original Map would store the items like:

{first=1, second=2}

Instead, we’d like to invert the keys into values and vice versa into a new Map object. The result would be:

{1=first, 2=second}

3. Using a Traditional for Loop

First, let’s see how to invert a Map using a for loop:

public static <V, K> Map<V, K> invertMapUsingForLoop(Map<K, V> map) {
    Map<V, K> inversedMap = new HashMap<V, K>();
    for (Entry<K, V> entry : map.entrySet()) {
        inversedMap.put(entry.getValue(), entry.getKey());
    }
    return inversedMap;
}

Here, we’re iterating through the entrySet() of the Map object. After that, we add the original Value as a new Key and the original Key as the new Value into the inversedMap object. In other words, we copy the contents of the map by replacing the keys with values and values with keys. Further, this is suitable for Java versions before 8, though we should note that this approach only works if the source map’s values are unique.

4. Using Stream API to Invert a Map

Java 8 provides convenient methods from the Stream API to invert a Map in a more functional style. Let’s have a look at a few of them.

4.1. Collectors.toMap()

We can use Collectors.toMap() if we don’t have any duplicate values in the source map:

public static <V, K> Map<V, K> invertMapUsingStreams(Map<K, V> map) {
    Map<V, K> inversedMap = map.entrySet()
        .stream()
        .collect(Collectors.toMap(Entry::getValue, Entry::getKey));
    return inversedMap;
}

First, the entrySet() is converted into a stream of objects. Subsequently, we used Collectors.toMap() to collect the Key and Value into the inversedMap object.

Let’s consider that the source map contains duplicate values. In such cases, we can use a mapping function to apply custom rules to the input elements:

public static <K, V> Map<V, K> invertMapUsingMapper(Map<K, V> sourceMap) {
    return sourceMap.entrySet()
        .stream().collect(
            Collectors.toMap(Entry::getValue, Entry::getKey, (oldValue, newValue) -> oldValue) 
        );
}

In this method, the last argument to Collectors.toMap() is a mapping function. Using this, we can customize which key should be added in case there are duplicates. In the above example, we retain the first value as key if the source map contains duplicate values. However, we can retain only one key if the values repeat.

4.2. Collectors.groupingBy()

Sometimes, we may need all the keys even if the source map contains duplicate values. Alternatively, Collectors.groupingBy() provides better control for handling duplicate values.

For instance, let’s consider we have the following KeyValue pair:

{first=1, second=2, two=2}

Here, the value “2” is repeated twice for different keys. In these cases, we can use the groupingBy() method to implement a cascaded “group by” operation on the Value objects:

private static <V, K> Map<V, List<K>> invertMapUsingGroupingBy(Map<K, V> map) {
    Map<V, List<K>> inversedMap = map.entrySet()
        .stream()
        .collect(Collectors.groupingBy(Map.Entry::getValue, Collectors.mapping(Map.Entry::getKey, Collectors.toList())));
    return inversedMap;
}

To explain a bit, the Collectors.mapping() function performs a reduction operation on the values associated with the given key using the specified collector. The groupingBy() collector collects duplicate values into a List, resulting in a MultiMap. The output now will be:

{1=[first], 2=[two, second]}

5. Conclusion

In this article, we quickly reviewed several built-in ways to invert a HashMap with examples. Also, we saw how to handle duplicate values when we invert a Map object.

Meanwhile, a few external libraries provide additional features on top of the Map interface. We’ve previously demonstrated how to invert a Map using Google Guava BiMap and Apache BidiMap.

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.
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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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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)