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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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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.

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eBook – Jackson – NPI EA (cat=Jackson)
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Course – LS – NPI EA (cat=Jackson)
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Course – RWSB – NPI EA (cat=REST)
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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.

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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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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:

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1. Overview

The juggler sequence stands out for its intriguing behavior and elegant simplicity.

In this tutorial, we’ll understand the juggler sequence and explore how to generate the sequence using a given initial number in Java.

2. Understanding the Juggler Sequence

Before we dive into the code to generate juggler sequences, let’s quickly understand what a juggler sequence is.

In number theory, a juggler sequence is an integer sequence defined recursively as follows:

  • Start with a positive integer n as the first term of the sequence.
  • If n is even, the next term is n1/2, rounded down to the nearest integer.
  • If n is odd, then the next term is n3/2, rounded down to the nearest integer.

This process continues until it reaches 1, where the sequence terminates. 

It’s worth mentioning that both n1/2 and n3/2 can be transformed into square root calculations:

  • n1/2 is the square root of n. Therefore n1/2 = sqrt(n)
  • n3/2 = n1 * n1/2 = n * sqrt(n)

An example may help us to understand the sequence quickly:

Given number: 3
-----------------
 3 -> odd  ->  3 * sqrt(3) -> (int)5.19.. -> 5
 5 -> odd  ->  5 * sqrt(5) -> (int)11.18.. -> 11
11 -> odd  -> 11 * sqrt(11)-> (int)36.48.. -> 36
36 -> even -> sqrt(36) -> (int)6 -> 6
 6 -> even -> sqrt(6) -> (int)2.45.. -> 2
 2 -> even -> sqrt(2) -> (int)1.41.. -> 1
 1

sequence: 3, 5, 11, 36, 6, 2, 1

It’s worth noting that it’s conjectured that all juggler sequences eventually reach 1, but this conjecture has not been proven. Therefore, we’re effectively blocked from completing a Big O time complexity analysis.

Now that we know how a juggler sequence is generated, let’s implement some sequence generation methods in Java.

3. The Loop-Based Solution

Let’s first implement a loop-based generation method:

class JugglerSequenceGenerator {
 
    public static List<Integer> byLoop(int n) {
        if (n <= 0) {
            throw new IllegalArgumentException("The initial integer must be greater than zero.");
        }
        List<Integer> seq = new ArrayList<>();
        int current = n;
        seq.add(current);
        while (current != 1) {
            int next = (int) (Math.sqrt(current) * (current % 2 == 0 ? 1 : current));
            seq.add(next);
            current = next;
        }
        return seq;
    }
   
}

The code looks pretty straightforward. Let’s quickly pass through the code and understand how it works:

  • First, validate the input n, as the initial number must be a positive integer.
  • Then, create the seq list to store the result sequence, assign the initial integer to current, and add it to seq.
  • while loop is responsible for generating each term and appending it to the sequence based on the calculation we discussed earlier.
  • Once the loop terminates (when current becomes 1), the generated sequence stored in the seq list is returned.

Next, let’s create a test method to verify whether our loop-based approach can generate the expected result:

assertThrows(IllegalArgumentException.class, () -> JugglerSequenceGenerator.byLoop(0));
assertEquals(List.of(3, 5, 11, 36, 6, 2, 1), JugglerSequenceGenerator.byLoop(3));
assertEquals(List.of(4, 2, 1), JugglerSequenceGenerator.byLoop(4));
assertEquals(List.of(9, 27, 140, 11, 36, 6, 2, 1), JugglerSequenceGenerator.byLoop(9));
assertEquals(List.of(21, 96, 9, 27, 140, 11, 36, 6, 2, 1), JugglerSequenceGenerator.byLoop(21));
assertEquals(List.of(42, 6, 2, 1), JugglerSequenceGenerator.byLoop(42));

4. The Recursion-Based Solution

Alternatively, we can generate a juggler sequence from a given number recursively. First, let’s add the byRecursion() method to the JugglerSequenceGenerator class:

public static List<Integer> byRecursion(int n) {
    if (n <= 0) {
        throw new IllegalArgumentException("The initial integer must be greater than zero.");
    }
    List<Integer> seq = new ArrayList<>();
    fillSeqRecursively(n, seq);
    return seq;
}

As we can see, the byRecursion() method is the entry point of another juggler sequence generator. It validates the input number and prepares the result sequence list. However, the main sequence generation logic is implemented in the fillSeqRecursively() method:

private static void fillSeqRecursively(int current, List<Integer> result) {
    result.add(current);
    if (current == 1) {
        return;
    }
    int next = (int) (Math.sqrt(current) * (current % 2 == 0 ? 1 : current));
    fillSeqRecursively(next, result);
}

As the code shows, the method calls itself recursively with the next value and the result list. This means that the method will repeat the process of adding the current number to the sequence, checking termination conditions, and calculating the next term until the termination condition (current == 1) is met.

The recursion approach passes the same test:

assertThrows(IllegalArgumentException.class, () -> JugglerSequenceGenerator.byRecursion(0));
assertEquals(List.of(3, 5, 11, 36, 6, 2, 1), JugglerSequenceGenerator.byRecursion(3));
assertEquals(List.of(4, 2, 1), JugglerSequenceGenerator.byRecursion(4));
assertEquals(List.of(9, 27, 140, 11, 36, 6, 2, 1), JugglerSequenceGenerator.byRecursion(9));
assertEquals(List.of(21, 96, 9, 27, 140, 11, 36, 6, 2, 1), JugglerSequenceGenerator.byRecursion(21));
assertEquals(List.of(42, 6, 2, 1), JugglerSequenceGenerator.byRecursion(42));

5. Conclusion

In this article, we first discussed what a juggler sequence is. It’s important to note that it’s not yet proven that all juggler sequences eventually reach 1.

Also, we explored two approaches to generate the juggler sequence starting from a given integer.

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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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:

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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 – Persistence – NPI EA (cat=Persistence)
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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.

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