Category Archives: Programming

How to implement a chatbot in Java

So we are back on our discussion about chatbots. I will not talk about the basics of chatbots that I covered here. I will directly start showing how to implement a chatbot in Java. We are going to use AIML (Artificial Intelligence Markup Language) library for this implementation. This library is opensource and provided by google.

chatbot in Java

A maven project

As a first step, let’s create a maven project in Eclipse with groupId com.betterjavacode and artifactId as chatbot. Once the project is created, we can add ab.jar to project by adding the respective dependency in maven pom.xml  like below:


<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
  <modelVersion>4.0.0</modelVersion>
  <groupId>com.betterjavacode</groupId>
  <artifactId>chatbot</artifactId>
  <version>0.0.1-SNAPSHOT</version>
  <name>JavaChatbot</name>
  
  <dependencies>
    <dependency>
        <artifactId>com.google</artifactId>
        <groupId>Ab</groupId>
        <version>0.0.4.3</version>
        <scope>system</scope>
        <systemPath>${basedir}/lib/Ab.jar</systemPath>
    </dependency>
</dependencies>
</project>

Google library for AIML provides default AI rules to use to implement chatbot. We will add these rules in resources directory of our project. Copy bots folder from program-ab directory into resources folder.

Chatbot Program

Now we will write the chatbot program which will be part of main method. In simple terms, once we invoke this program through main method, it will be in an infinite loop. An input command will wait for user input and then based on our aiml library chatbot will answer to what an user had input.


try {
            String resourcesPath = getResourcesPath();
            System.out.println(resourcesPath);
            MagicBooleans.trace_mode = TRACE_MODE;
            Bot bot = new Bot("Mr. Chatter", resourcesPath);
            Chat chatSession = new Chat(bot);
            bot.brain.nodeStats();
            String textLine = "";
            while (true) {
                System.out.println("human: ");
                textLine = IOUtils.readInputTextLine();
                if ((textLine == null) || (textLine.length() < 1))
                    textLine = MagicStrings.null_input;
                if (textLine.equals("q")) {
                    System.exit(0);
                } else if (textLine.equals("wq")) {
                    bot.writeQuit();
                    System.exit(0);
                } else {
                    String request = textLine;
                    if (MagicBooleans.trace_mode)
                        System.out.println("STATE=" + request + ":THAT=" + ((History) chatSession.thatHistory.get(0)).get(0) + ":TOPIC=" + chatSession.predicates.get("topic"));
                    String response = chatSession.multisentenceRespond(request);
                    while (response.contains("<"))
                        response = response.replace("<", "<"); while (response.contains(">")) response = response.replace(">", ">");
                    System.out.println("Robot : " + response);
                }
            }

        } catch (Exception e) {
            e.printStackTrace();
        }

Now if we run this program, it will show us input to ask a question to the chatbot Mr. Chatter.

Conclusion

In this article, we showed how to add a chatbot in Java. Similarly, we can enhance this program by adding custom patterns that the chatbot can respond to.

References

Chatbot Implementation

Chatbots and more

What are chatbots? This is not the regular programming post, but more of a discussion post and where we are heading with our technology. Alexa, Google Home, Cortona, and the number of personal assistants are available at our perusal. With these kinds of products, we are slowly evolving into artificial intelligence-driven technology. A lot of manual labor jobs might be in danger in the near future. Politics aside, I am more interested to understand this topic from technology and humane perspective. While we still struggle with a lot of other ethical issues with existing technology, AI will only create social conundrums.

What I want to discuss in this post, is more about chatbots. You can think of this as a scribbling post. I am just bringing some ideas forefront to build a chatbot using java.

What are chatbots?

Chatbots are a crude version of personal assistants. Personal assistants help you in many ways, in-process saving you time, providing you leisure. The simplest version of these chatbots is those that answer your questions like “What’s the weather like today?”, a chatbot will connect to a weather website to find out today’s weather and then answer you accordingly. Similarly, on an eCommerce site, I can ask a question by typing “Where can I find this book?”, the chatbot will answer “In literature and short stories section”. A chatbot can also help build customer support, taking away the traditional customer support people. In a more advanced version, the same chatbots can build a library based on your likings, dislikings, answers, and provide more options for lifestyle.

Wikipedia definition says

A chatbot is a computer program that conducts a conversation via auditory or textual methods.

Chatbots are part of Artificial intelligence that has been popularized these days.

Design of chatbots

In this article, we will not be showing any code for chatbots, but we will be building chatbots in the next post. This is a post where we bring the idea of a chatbot into the design. As we discussed the definition of a chatbot, we will be building an agent that will chat with us in a natural language that we use for daily communication.

Me: “Hi Mr. Chatbot, how are you today?”

Mr. Chatbot: “I am fine, Mr. Mali. Thank You”

Me: “What’s the day today?”

Mr. Chatbot: “It’s Wednesday today.”

This is an example of a conversation about how a chatbot would answer. We will build a database that will have natural language processing ability to find out what question has been asked and based on that answer the question as accurately as possible. This chatbot is an experimental build-up.

Does it mean it can falter? Glad you ask that it definitely means it can answer erratic. But it’s ok in our experimentation world, even Google home had his off days.

We will need a chat engine and we will be using plain English to type our messages. We will use AIML (Artificial Intelligence Markup Language) to build this chatbot.

In conclusion, I would provide the implementation of this chatbot in the next few posts. We will have more discussion about chatbots in future articles. If you enjoyed this post, subscribe to my blog here.

 

References

  1. AIML
  2. Chatbot

 

Design Pattern – Adapter Pattern – Part VII

Till now, we have discussed all creational types of design patterns. In this post, we will be creating a demo about structural design patterns. In this series, our first design pattern is Adapter design pattern. As said, this design pattern is structural design pattern. This design pattern combines the capabilities of two independent interfaces. It basically acts like a bridge between two incompatible interfaces.

Easiest example to understand adapter pattern in real life is the electric socket in different continents provide different voltages. A traveler from Asia can use an adapter in Europe to get 240 V of electricity for electronic devices.

When to use Adapter Design Pattern?

Firstly, when a client expects different interface than available, at that time adapter pattern can help to convert a interface of a class into another interface that the client can use. However, Adapter pattern allows reuse of lot of code and it is one of the major reasons why it is most favorable among software engineering. Similarly, a real example you would find in JDK libraries of InputStreamReader and OutputStreamWriter.

How to use Adapter Design Pattern?

So in this implementation, we will show how to use Adapter design pattern. We have a traveler from Asia traveling in Europe, he wants to use his electronic device which needs 240 V of electricity from socket, but Europe only provides 120 V of electricity. We will design an adapter class that will convert 120 V of electricity to 240 V of electricity.

Our target class or client class is AsiaSocket, as shown below:


package com.betterjavacode.designpatterns.adapterexample;

public class AsiaSocket {

    public void provideElectricity() {
        System.out.println("Provide electricity of 240 V");
    }
}

It’s a simple class with a method provideElectricity.

Our adaptee class is EuropeSocket which implements an interface IEuropeSocket as shown below:


package com.betterjavacode.designpatterns.adapterexample;

public class EuropeSocket implements IEuropeSocket {

    public void getElectricity() {
        System.out.println("Get electricity of 120 V");
    }

}

Secondly, we will implement an Adapter class that will provide adapter between Europe and Asia Socket classes. This will look like below:


package com.betterjavacode.designpatterns.adapterexample;

public class EuropeAsiaAdapter implements IEuropeSocket {

    AsiaSocket asiaSocket;

    public EuropeAsiaAdapter(AsiaSocket asiaSocket) {
        this.asiaSocket = asiaSocket;
    }

    public void getElectricity() {
        asiaSocket.provideElectricity();
    }

}

This class has a constructor to instantiate AsiaSocket and implements IEuropeSocket interface.

Now in our demo class, we will show how to use this adapter pattern.


package com.betterjavacode.designpatterns;

import com.betterjavacode.designpatterns.adapterexample.AsiaSocket;
import com.betterjavacode.designpatterns.adapterexample.EuropeAsiaAdapter;
import com.betterjavacode.designpatterns.adapterexample.EuropeSocket;
import com.betterjavacode.designpatterns.adapterexample.IEuropeSocket;

public class AdapterDemo {

    public static void main(String[] args) {
        EuropeSocket es = new EuropeSocket();

        AsiaSocket as = new AsiaSocket();

        IEuropeSocket europeAsiaAdapter = new EuropeAsiaAdapter(as);

        System.out.println(" Electricity in Asia ");
        as.provideElectricity();

        System.out.println(" Electricity in Europe ");
        es.getElectricity();

        System.out.println(" Electricity for Asia in Europe");
        europeAsiaAdapter.getElectricity();

    }

}

Therefore, if you run this demo class, the output will show that we will be getting electricity of 240 V for Asian electronic devices in Europe.

Download

In conclusion, we showed how to use the Adapter pattern. The demo code will be available on GitHub repository here.

References

  1. Adapter Design Pattern
  2. Adapter Design Pattern in Java

Spring Boot and Microservices

Over the last few months, I have worked on Spring Boot and tried to collect my knowledge around Microservices. I was discussing lot of this with my friends and one friend did suggest me to write a book. Initially I was little hesitant to write a book about something I was learning. But also the whole point of learning is to teach someone at some point of time.

Spring Boot and Microservices

So I took this as a challenge to write a book about Spring Boot and Microservices. Initially I created series of posts and posted on this blog to see how much it could benefit people. And now to make it easy for every one, I have collected all this information and wrote an ebook. This ebook Spring Boot and Microservices is free to download. I hope this will help people to understand the concepts of Microservices and my example can help them to head start the building their projects.

Spring Boot and Microservices

What’s next?

Where do we go from here? There are a lot of questions about the next strategy for Spring Boot and Microservices. What I have covered in this book, is a tiny portion of big picture. There is lot of options like scaling the service, adding a health check for the service, and deploying the service on the cloud with automation. But for right now, I just want to take a break from thinking about this and I will come up with a next plan soon.

Till that time, you can download, read, and send me your feedback about the book. It would be great if you could leave a review for the book here.

If you have any questions, please leave your comments on this blog and I will try my best to answer them.

How to deploy Spring Boot Application on docker – Part IX

In this post, I show how to deploy a spring application in a docker container.

What is docker

Docker is a container platform delivered by a company named “Docker Inc.” It can be used by developers, operators, and enterprise users to deliver and use packaged software. Docker has something called a container. A container can be a virtual machine (VM) in lay man’s terms, but still a little different from VM. Container contains packaged software delivered in a way that it can be run isolated on a shared operating system. As per official definition – Unlike VMs, the container does not bundle a full operating system – only libraries and settings required to make the software work are needed.

In this demo, we will use our spring boot application built throughout from Part I to Part VIII.

I am using Windows Platform Toolbox for docker to build my docker containers. 

We will build a container with MySQL database deployed and another container where we will deploy spring boot application. This spring boot application container will connect to MySQL database container at runtime. The process is a little complicated, but once you get your hands on the docker container, it becomes very straight forward to understand. Also for this post, I will not explain anything about spring boot application. You should review all the previous posts I have written explaining how to build and deploy spring boot application on an embedded tomcat.

Once we know about docker, it is easy to deploy an application in docker.

Building a docker container with MySQL

Few things to remember

  1. Make sure your spring boot application is working with MySQL database before you build a container.
  2. If your application contains user administration and password, make sure you have a super administrator whose password you can insert in the database with password_hash. This is specifically true for the application we will be deploying in the docker container.

For most standard applications (like MySQL, java 8, spring-boot), there are a number of images available in the docker hub. When we will run our docker container for the database, the docker shell will pull the version of that application from the hub to build a container. We will not be creating any new or blank docker image. To run a docker container with mysql version 5.6, we will use below command.



docker run --name benefitsmysql -e MYSQL_ALLOW_EMPTY_PASSWORD=yes -e MYSQL_DATABASE=benefitsmysql -p 3308:3306 -d mysql:5.6

 

  • The name of our docker container is benefitsmysql.
  • We are not using any password. This is not recommended for production code, I am just doing this for demo purposes.
  • The database name is benefitsmysql.
  • Also this database is running at port 3308 to 3306 of localhost machine.
  • -d to tell Docker to daemonize the container and keep it running.
  • mysql:5.6 to download MySQL 5.6 Server image from Docker public repo

Once this is started, there are couple of ways you can verify if we are able to connect to this database or not.

Get the ip address of this container host with command docker-machine ip . Now in mysql administrator workbench, access the mysql server with ip address and port 3308 and see if you can access the database.

Another way on docker shell terminal – use this command docker exec -it benefitsmysql -l , this will connect you as a root to the shell where mysql is installed. And then you can use mysql as regular command to access mysql.

To run our Spring boot application successfully, once you access mysql, create the following tables:



use benefitsmysql;

create table companyprofile (id int not null auto_increment, establisheddate date, status varchar(50),corporationtype varchar(50), primary key(id));

create table company(id int not null auto_increment, name varchar(255), statusid int, type varchar(255), ein varchar(50), companyprofileid int, primary key(id), foreign key(companyprofileid) references company(id));

create table userprofile(id int not null auto_increment, dob date, doh date, maritalstatus varchar(50),sex varchar(50),ssn varchar(50),weight varchar(50), height varchar(50),employmentstatus varchar(50), terminationdate date, primary key(id));

create table user(id int not null auto_increment, createdate date, email varchar(255),firstname varchar(255), middlename varchar(255), lastname varchar(255),username varchar(100),jobtitle varchar(255),password_hash text,enabled tinyint(4), userprofileid int, primary key(id), foreign key(userprofileid) references userprofile(id));

create table role(id int not null auto_increment, role varchar(255), primary key(id));

create table user_role(user_id int not null, role_id int not null, primary key(user_id, role_id));

 

Building a docker image for Spring Boot Application along with mysql

To dockerize my spring boot application, we will use a maven plugin to build a docker image.


<plugin>
		<groupId>com.spotify</groupId>
            	<artifactId>docker-maven-plugin</artifactId>
            	<version>1.0.0</version>
            	<configuration>
                	<imageName>${docker.image.prefix}/benefits</imageName>
                	<dockerHost>https://192.168.99.100:2376</dockerHost>
                	<dockerCertPath>C:\Users\Yogesh Mali\.docker\machine\machines\default</dockerCertPath>
                	<dockerDirectory>src/main/docker</dockerDirectory>
                	<resources>
                    	<resource>
                        	<targetPath>/</targetPath>
                        	<directory>${project.build.directory}</directory>
                        	<include>${project.build.finalName}.jar</include>
                    	</resource>
                	</resources>
            	</configuration>
	</plugin>

I am passing dockerDirectory where Dockerfile will be stored to build our image. Also another change I have made to my original pom file, is that i have added packaging as jar.


<groupId>com.betterjavacode</groupId>
	<artifactId>Benefits</artifactId>
	<packaging>jar</packaging>
	<version>0.0.1-SNAPSHOT</version>
  .................
  <plugin>
      <groupId>org.springframework.boot</groupId>
      <artifactId>spring-boot-maven-plugin</artifactId>
      <configuration>
          <mainClass>com.betterjavacode.benefits.Application</mainClass>
      </configuration>
      <executions>
          <execution>
              <goals>
                 <goal>repackage</goal>
              </goals>
          </execution>
      </executions>
  </plugin>

I have also changed in my application.properties to point to mysql database container by updating database url with ipaddress of docker container.

spring.datasource.url=jdbc:mysql://192.168.99.100:3308/benefitsmysql

My Dockerfile to build a docker image is as below:


FROM java:8
VOLUME /tmp
ADD Benefits.jar Benefits.jar
EXPOSE 8443
RUN bash -c 'touch /Benefits.jar'
ENTRYPOINT ["java","-Djava.security.egd=file:/dev/./urandom","-jar","/Benefits.jar"]

Basically this will build a Benefits.jar using java 8 and will expose port 8443 that I can use to access my application.

Now build a new docker container image by using maven goal as

mvn clean package docker:build

To run the application

docker run -p 8443:8443 --name benefits --link benefitsmysql:mysql -d containerid

This will execute the jar built within that container. Important to note here is --link as it links other container where we have mysql server deployed. So we are linking two containers and we will call the database from our spring boot application container. The same command can be used little differently to see the detail execution log as below

docker run -p 8443:8443 --name benefits --link benefitsmysql:mysql -it containerid

 

Executing the application

Once the application starts successfully, we will access our application with url https://192.168.99.100:8443/home , this will look like below:

How to deploy on docker container

Another note – Make sure to update IP addess in all angular js references.

In this post, we showed how we can deploy Spring boot application connected to MySQL on a docker container. Code for this post will be available on GitHub repository here

References

To write my post, I used the following references

  1. Docker
  2. Connection refused error
  3. Spring Boot docker