Java Coding Test Course, 2 N Tile Filling

Problem Description

This is a problem of finding the number of ways to fill an N x 2 space with 2 x 1 sized tiles.
When the size of the given space is N, the goal is to calculate the number of ways to completely fill the space by joining tiles in various forms.

This problem can be solved using Dynamic Programming techniques.
It approaches the current state based on previous states depending on how each tile is arranged.

Problem Example

For example, when N is 3, the following arrangements are possible:

  • Place 3 tiles vertically
  • Place 2 tiles horizontally and 1 tile vertically
  • Place 1 tile vertically, 2 tiles horizontally, and 1 tile vertically
  • Place 1 tile horizontally, 2 tiles vertically, and 1 tile horizontally

The output result for the arrangements above will be 5.

Problem Solving Process

Step 1: State Definition

To solve the problem, we first need to define the state.
If we let the function f(N) represent the number of ways to fill an N x 2 space, we can establish the following recurrence relation:

f(N) = f(N-1) + f(N-2)

Here, f(N-1) refers to the case where a tile is placed vertically in an N-1 x 2 space,
and f(N-2) refers to the case where two tiles are placed horizontally in an N-2 x 2 space.

Step 2: Initial Condition Definition

We need to define the initial conditions. When N is 1, we can place a tile vertically, so f(1) = 1.
When N is 2, we can place two tiles vertically or horizontally, so f(2) = 2.

Step 3: Solving Method Using Recurrence Relation

We can compute step-by-step up to N using the recurrence relation.
While an array can be used, it is sufficient to use only two variables.
This is because knowing just the previous two values allows us to calculate the next value.

Java Code Example

            
                public class Tiling {
                    public static void main(String[] args) {
                        int N = 5; // For example, set N to 5
                        System.out.println("Number of ways to fill a 2 x " + N + " space: " + countWays(N));
                    }

                    static int countWays(int N) {
                        if (N == 1) return 1; // Base condition 1
                        if (N == 2) return 2; // Base condition 2

                        int[] dp = new int[N + 1];
                        dp[1] = 1;
                        dp[2] = 2;

                        for (int i = 3; i <= N; i++) {
                            dp[i] = dp[i - 1] + dp[i - 2]; // Recurrence relation
                        }

                        return dp[N];
                    }
                }
            
        

Time and Space Complexity Analysis

In the above example, the time complexity is O(N), increasing proportionally with N. This is because every state is calculated once.
The space complexity is O(N) due to the need to use a dp array for storage.
However, it can be optimized to O(1) by using just two variables.

Conclusion

The 2*N tiling problem is a representative example of dynamic programming,
aiding in implementing efficient algorithms while optimizing memory usage.
Through such problems, one can deepen their understanding of basic algorithms and data structures and practice with various variations. Give it a try!

Java Coding Test Course, 022 Sort an Array 3

Problem Description

The problem of sorting a given sequence is a common type of algorithmic problem.
This problem, titled “Sorting III”, requires you to sort an array of integers in ascending order.
You are given the size N of the input array (1 ≤ N ≤ 1,000,000) and the elements A[i] of the array (0 ≤ A[i] ≤ 1,000,000).
If A[i] is already in sorted form, you can simply output the array without any additional operations.

Input Format

        The first line contains the integer N.
        The second line contains N integers A[i].
    

Output Format

Output the sorted integer array. Each integer should be separated by a space.

Example Problem

        Input:
        5
        5 4 3 2 1

        Output:
        1 2 3 4 5
    

Approach

To solve this problem, you first need to sort the received array.
In Java, you can easily sort it using the Arrays.sort() method, but understanding how sorting algorithms work is also important.
Some sorting algorithms you should learn include Selection Sort, Insertion Sort, Quick Sort, and Merge Sort.

Here, we will use Quick Sort to solve the problem.
Quick Sort has an average time complexity of O(N log N) and is generally known as one of the most efficient methods for sorting large datasets.

Algorithm Description

  1. Generally, Quick Sort works by selecting a pivot and positioning elements smaller than the pivot to the left and those larger to the right.
  2. It sorts by dividing the array and essentially operates through recursive calls.
  3. This process is repeated until all elements are sorted.

Code Implementation

        
            import java.util.Arrays;

            public class Main {
                public static void main(String[] args) {
                    Scanner scanner = new Scanner(System.in);
                    int n = scanner.nextInt();
                    int[] arr = new int[n];

                    for (int i = 0; i < n; i++) {
                        arr[i] = scanner.nextInt();
                    }

                    // Sort the array
                    Arrays.sort(arr);

                    // Output the sorted array
                    for (int num : arr) {
                        System.out.print(num + " ");
                    }
                }
            }
        
    

Optimization Methods

Depending on the case, if the range of array elements is small or there is a specific pattern,
counting sort may be considered.
Counting sort has a complexity of O(N + K), where K is the maximum value of the array elements.
If the distribution of elements is narrow, counting sort can be used to maximize performance.

For example, if the range of numbers is limited to 0 to 1000,
you can count how many times each value appears between 0 and 1000 and sort based on that.

Counting Sort Code Implementation

        
            import java.util.Scanner;

            public class CountingSort {
                public static void main(String[] args) {
                    Scanner scanner = new Scanner(System.in);
                    int n = scanner.nextInt();
                    int[] arr = new int[n];
                    int max = 1000000; // Maximum value as per problem conditions

                    int[] count = new int[max + 1]; // Count array with size max + 1

                    // Receiving input
                    for (int i = 0; i < n; i++) {
                        arr[i] = scanner.nextInt();
                        count[arr[i]]++;
                    }

                    // Sort and output
                    for (int i = 0; i <= max; i++) {
                        while (count[i] > 0) {
                            System.out.print(i + " ");
                            count[i]--;
                        }
                    }
                }
            }
        
    

Conclusion

This “Sorting III” problem provides a good opportunity to practice basic understanding of sorting algorithms and array manipulation.
It is possible to learn various approaches to sorting algorithms through Quick Sort and Counting Sort.
To solve more complex problems in the future, it’s important to well understand and utilize the basics learned from this problem.

Additional Problems

It would also be good practice to think of variations of this problem.
For example, creating problems like the following can be beneficial:

  • A problem to track how many times each number appears after randomly inputting numbers from 1 to 1000
  • A problem of sorting a sequence that can only be sorted at specific intervals
  • A problem to implement another sorting algorithm, Merge Sort

Spring Boot Backend Development Course, Presentation, Service, Persistence Layer Creation

Hello! In this course, we will explore how to develop efficient backend applications using Spring Boot. Spring Boot is a powerful framework that makes it easy to create modern Java-based applications. In this course, we will learn step by step how to build the presentation layer, service layer, and persistence layer.

1. Introduction to Spring Boot

Spring Boot is an application framework based on the Spring Framework that simplifies many configurations required for rapid application development. With features like powerful dependency management, embedded servers, and auto-configuration, developers can focus more on business logic.

1.1 Features of Spring Boot

  • Auto-configuration: Automatically handles the necessary configurations for the application.
  • Dependency management: Easily manage libraries using Maven or Gradle.
  • Embedded server: Easily run applications with embedded servers like Tomcat or Jetty.
  • Production-ready: Easily configure monitoring, metrics, health checks, and more.

2. Environment Setup

Now you are ready to use Spring Boot. Let’s install the necessary tools and libraries.

2.1 Install JDK

To use Spring Boot, you need to install JDK version 11 or higher.

2.2 Set up IDE

You can use IDEs like IntelliJ IDEA, Eclipse, or VSCode. This course will be based on IntelliJ IDEA.

2.3 Create a New Project

Run IntelliJ IDEA and create a new Spring Boot project. Choose a random number to use when creating the project and set the next options as follows:

Group: com.example
Artifact: demo
Name: demo
Packaging: Jar
Java Version: 11

3. Project Structure

The basic structure of a Spring Boot project is as follows:

demo
 ├── src
 │   ├── main
 │   │   ├── java
 │   │   │   └── com
 │   │   │       └── example
 │   │   │           └── demo
 │   │   │               ├── DemoApplication.java
 │   │   │               ├── controller
 │   │   │               ├── service
 │   │   │               └── repository
 │   │   └── resources
 │   │       ├── application.properties
 │   │       └── static
 │   └── test
 │       └── java
 │           └── com
 │               └── example
 │                   └── demo
 └── pom.xml

4. Creating the Presentation Layer

The presentation layer handles client requests and generates responses. This layer typically includes REST API endpoints.

4.1 Creating a REST Controller

To create a controller, use the @RestController annotation. Here is a simple example.

package com.example.demo.controller;

import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.RestController;

@RestController
public class HelloController {
    @GetMapping("/hello")
    public String hello() {
        return "Hello, Spring Boot!";
    }
}

4.2 API Documentation

API documentation can be easily done using Swagger. Add the following dependency to pom.xml.

<dependency>
    <groupId>io.springfox</groupId>
    <artifactId>springfox-boot-starter</artifactId>
    <version>3.0.0</version>
</dependency>

5. Creating the Service Layer

The service layer handles business logic and acts as a mediator between the presentation and persistence layers. This layer encapsulates interaction with the database.

5.1 Creating a Service Class

To create a service class, use the @Service annotation. Below is a simple example of a user service class.

package com.example.demo.service;

import org.springframework.stereotype.Service;

@Service
public class UserService {

    public String getUser() {
        return "User data";
    }
}

5.2 Transaction Management

Spring’s transaction management can be leveraged to maintain data consistency. Use the @Transactional annotation to apply transactions to service methods.

import org.springframework.transaction.annotation.Transactional;

@Transactional
public void saveUser(User user) {
    // Save user logic
}

6. Creating the Persistence Layer

The persistence layer handles direct interactions with the database. It can be easily implemented using JPA and Spring Data JPA.

6.1 Creating an Entity Class

First, you need to create an entity class corresponding to the database table. For example, let’s create a user entity.

package com.example.demo.model;

import javax.persistence.Entity;
import javax.persistence.GeneratedValue;
import javax.persistence.GenerationType;
import javax.persistence.Id;

@Entity
public class User {
    @Id
    @GeneratedValue(strategy = GenerationType.IDENTITY)
    private Long id;
    private String name;

    // getters and setters
}

6.2 Creating a Repository Interface

A repository is the interface that defines database operations. In Spring Data JPA, it can be easily implemented by extending JpaRepository.

package com.example.demo.repository;

import com.example.demo.model.User;
import org.springframework.data.jpa.repository.JpaRepository;

public interface UserRepository extends JpaRepository<User, Long> {
    // Define user retrieval methods
}

7. Summary and Conclusion

In this course, we looked at the basic methods of developing backend web applications using Spring Boot. We learned how to create the presentation, service, and persistence layers, and the fundamental concepts of API documentation, transaction management, and database interaction.

We encourage you to integrate various features and technologies based on Spring Boot to create complex applications. For example, you can enhance your application by adding security features, batch processing, and integrating messaging systems.

We hope this will be of great help in your development journey!

Spring Boot Backend Development Course, What is a Framework

In today’s software development environment, frameworks are essential tools that help developers create applications more efficiently and quickly. This post will focus on the Spring Boot framework, aiming to assist in understanding Spring Boot through its concepts, advantages, and real-world examples.

What is a Framework?

A framework is a collection of libraries or components that provides a basic structure to define and implement the flow and structure of software applications. Developers can build complex systems more easily by adding unique functionalities on top of this framework. Frameworks generally follow specific patterns or principles, minimizing the tasks that developers have to perform repeatedly, thereby increasing productivity.

Types of Frameworks

Frameworks can be categorized into several types based on their functionalities and purposes. They are primarily classified into the following categories:

  • Web Framework: Tools and libraries needed to develop web applications (e.g., Spring, Django, Ruby on Rails)
  • Mobile Framework: Frameworks that support mobile application development (e.g., React Native, Flutter)
  • Desktop Application Framework: Frameworks used for developing desktop programs (e.g., Electron, Qt)
  • Testing Framework: Tools for automating and managing software testing (e.g., JUnit, Mockito)

The Necessity of Frameworks

Frameworks provide several benefits to developers.

  • Efficiency: Automates repetitive tasks to enhance productivity.
  • Consistency: Provides a clear structure that facilitates collaboration among teams.
  • Maintainability: Clear code structure makes modifications and maintenance easier.
  • Community and Support: Widely used frameworks usually have active communities and various resources, making it easy to find information needed for development.

What is Spring Boot?

Spring Boot is an application development framework based on the Spring Framework, designed to allow the quick and easy creation of standalone and production-ready applications. It minimizes complex configurations to help developers start and develop projects swiftly.

Features of Spring Boot

The main features of Spring Boot include:

  • Auto-Configuration: Automatically configures necessary settings, reducing complex configurations.
  • Standalone Application: Comes with an embedded web server (e.g., Tomcat), allowing execution without separate server configurations.
  • Starter Dependencies: Provides ‘starter’ packages for managing various dependencies, simplifying project setup.
  • Actuator: Offers useful tools to monitor and manage running applications.

Reasons to Use Spring Boot

Spring Boot has become popular among many developers for the following reasons:

  • Rapid Development: Allows for quick application development through auto-configuration and starter dependencies.
  • Flexibility: Highly suitable for building microservice architectures or creating REST APIs.
  • Increased Productivity: Reduces complex setup time, shortening development time with Spring Boot.

Getting Started with Spring Boot

When starting with Spring Boot for the first time, the following steps are necessary:

  1. Environment Setup: Install JDK, IDE, and build tools like Maven or Gradle.
  2. Project Creation: Use Spring Initializr (https://start.spring.io/) to create a project with the basic structure.
  3. Application Development: Implement business logic and RESTful APIs.
  4. Testing and Debugging: Use various testing frameworks like JUnit to test the application and fix errors.
  5. Deployment: Deploy the application to a server and prepare it for user access.

Simple Example

Below is a simple example of a Spring Boot application. This application returns the message “Hello, World!” when the URL “/hello” is requested.


package com.example.demo;

import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.RestController;

@SpringBootApplication
@RestController
public class DemoApplication {

public static void main(String[] args) {
SpringApplication.run(DemoApplication.class, args);
}

@GetMapping("/hello")
public String hello() {
return "Hello, World!";
}
}

With the above code, a simple REST API can be implemented. Now, after running the application, you can visit http://localhost:8080/hello in your browser to see the message “Hello, World!”.

Conclusion

Understanding frameworks is essential in modern software development. In particular, Spring Boot is a powerful tool that helps developers efficiently create backend applications. This article introduced the basic concepts, structure, and features of Spring Boot, providing guidance on how to use it through a simple example. Explore more projects using Spring Boot in the future.

References

spring boot backend development course, what is test code

Spring Boot is a very popular framework for developing web applications based on Java. Among its features, backend development is an important part that involves data processing and implementing business logic on the server side. In this tutorial, we will explore one of the key elements of backend development: test code.

What is Test Code?

Test code is written to verify whether specific parts of a program or application behave as expected. Testing is an essential step in the software development process and contributes to maintenance, performance improvement, and quality enhancement. It allows early detection of bugs and facilitates regression testing after code changes.

Why Should We Write Test Code?

  • Bug Prevention: Test code can help identify potential bugs in advance, increasing stability.
  • Refactoring Support: When modifying or restructuring existing code, tests can verify the impact of those changes.
  • Documentation: Test code explicitly shows how the code should behave, making it a useful reference for new developers joining the project.
  • Increased Development Speed: Automated testing allows for quick verification of code changes, thereby increasing overall development speed.

Testing in Spring Boot

Spring Boot provides various testing support features to help developers easily write test code. The two main testing frameworks used in Spring Boot are JUnit and Mockito.

JUnit

JUnit is a unit testing framework written in the Java language. With JUnit, you can write tests at the method level and execute them to check the test results. The basic structure of a test is as follows:

import org.junit.jupiter.api.Test;
    import static org.junit.jupiter.api.Assertions.assertEquals;
    
    public class CalculatorTest {
        @Test
        public void addTest() {
            Calculator calculator = new Calculator();
            assertEquals(5, calculator.add(2, 3));
        }
    }

Mockito

Mockito is a library for mocking Java objects, often used to test interactions between objects. By using Mockito, tests can simulate the behavior of the object without creating real instances.

Types of Testing in Spring Boot

Spring Boot supports various types of testing, broadly categorized into Unit Tests, Integration Tests, and End-to-End Tests.

Unit Tests

Unit tests verify the functionality of the smallest code pieces, such as methods or classes, independently. They run independently of other code, making them relatively easy to write, and provide fast and accurate feedback.

Integration Tests

Integration tests verify how multiple modules or classes work together. These tests focus on checking whether different parts of the system interact correctly.

End-to-End Tests

End-to-end tests are a method of testing the entire flow of the system from the user’s perspective. Based on real user scenarios, they validate how the entire system operates. This usually includes UI tests and API tests.

Testing Setup in Spring Boot

To write tests in Spring Boot, several components are needed. The typical structure of a test class is as follows:

import org.junit.jupiter.api.Test;
    import org.springframework.boot.test.context.SpringBootTest;
    
    @SpringBootTest
    public class ApplicationTests {
        @Test
        void contextLoads() {
        }
    }

Spring Boot Testing Annotations

Spring Boot offers several test-related annotations. Here are some key annotations:

  • @SpringBootTest: An annotation for integration testing that loads the Spring Boot application context.
  • @MockBean: Allows the replacement of beans needed for testing with mock objects using Spring’s dependency injection.
  • @WebMvcTest: Used for testing the web layer, it loads only the controller and related web components.
  • @DataJpaTest: Loads only JPA-related components to verify interactions with the database.

How to Write Test Code

There are a few general principles for writing test code:

  • Clarity: Each test should be clear and easy to understand. The names of test methods should describe what the test does.
  • Independence: Each test should be able to run independently and not be affected by other tests.
  • Reliability: Tests should return the same results in the same environment every time.

Example of Test Code

Here is an example of a unit test in Spring Boot. This code tests the addition method of a simple calculator application.

import org.junit.jupiter.api.Test;
    import static org.junit.jupiter.api.Assertions.assertEquals;

    public class CalculatorTest {
        private final Calculator calculator = new Calculator();
        
        @Test
        public void additionTest() {
            int result = calculator.add(10, 20);
            assertEquals(30, result, "10 + 20 should be 30.");
        }
    }

How to Run Tests

Test code written in Spring Boot can be executed through the IDE or command line. In IDEs like IntelliJ IDEA and Eclipse, you can easily run test classes or methods by right-clicking on them. Additionally, tests can also be run from the command line using build tools like Maven or Gradle.

Test Code and CI/CD

In continuous integration (CI) and continuous deployment (CD) environments, test code is very important. Automated tests can be executed each time the code changes to verify that functionalities are working correctly. This allows for the detection and fixing of problems before deployment.

Conclusion

Test code is an essential element in Spring Boot backend development, enhancing code quality and making maintenance easier. We hope this tutorial has helped you understand the importance of test code and how to write it. We encourage you to actively use test code in your future projects to develop stable and reliable applications.

References