Stream[Article]

Paxos protocol simulation in Akka

I have recently started implementing different distributed system protocols to get some understanding how they work. I think that using Akka Actors to simulate hosts is a good choice because they are easy to set up. What is more you can kill actors on demand to test some failure scenarios.

First protocol I implemented is Paxos - probably the most important consensus protocol, which guarantees storng consistecy, full transactions, read/write failover and prevents from data loss. This comes with the cost of higher latency and lower throughput. In terms of CAP theorem, Paxos is used to make your system CP. I used this sweet article as a reference.

Implementation can be found on my github repository. Go to the Test.scala and run some simulations.

Feb

Don't sleep when you test!

When I started working as a Java Developer, me and my teammate got a first task to repair all broken tests (great task for new starters!) in some old project. Replacing some old configuration and upgrading a few libraries helped making the tests status green but there was another problem. End-to-end test suite took a few hours to pass making it impossible to get the feedback for a new change quickly.

Feb

5 Less Known Cool Intellij Features

In this article I am going to share some cool features I stumbled upon while coding with Intellij. These are not the most popular/productivity improving ones - for these you should watch this video.

1. Set debugger breakpoint by pattern

Problem: You want to check if the debugger steps into some code during the run. Usually you suspect where the flow will end up but sometimes finding the exact line could be hard.

Feb

Simple Map Reduce concept implementation

I have recently pushed very simple Map Reduce concept implementation on my Github account (click). My idea was to focus on the concept and mock the rest.

Jan

Kotlin null safety for Optional experienced

In this article I will try to map methods of Java’s Optional to Kotlin’ssimilar scattered language features and built-in functions. The code in the examples is written in Kotlin, because the language has all the JDK classes available.

Representation

Let’s start with the representation.

Jan

Understanding flatMap

Have you ever scrolled someone’s code and bumped into this weird method called flatMap, not knowing what it actually does from the context? Or maybe you compared it with method map but didn’t really see much difference? If that is the case then this article is for you.

flatMap is extremly usfull when you try to do proper functional programming. In Java it usually means using Streams and Optionals - concepts introduced in version 8.

Nov

Verifying End-to-end Test Code Coverage using Jacoco Agent

Fact - End-to-end tests are critical if you want to make sure your software works as it should. To be 100% sure that you covered every (or almost every) possible branch in your business code, it is worth to check what code has been invoked after your E2E suite finished successfully. The solution I am going to present may be much easier, if you are able to stand up your application locally. Sometimes though, it is not the case.

Jul

Lifting functions to work with monads in Java

Functional Programming in Java

Stream and Optional classes - added to Java 8 - allow you to have some fun with functional programming. The problem is Java still misses quite a lot to be taken as a serious FP language. Lambda notation and two monads (Optional and Stream) are just the tip of the iceberg. This leads to arising of libraries like vavr or functionaljava - both deriving from purely functional language Haskell.

Jul

Composing functions with java.util.function.Function.andThen() trick

In this article, I am going to present you a simple trick that will make using java.util.function.Function.andThen() more useful.

As an example I will use ExternalSystemGateway class, which job is to call external system along with serializing/mapping the messages:

You can see that every line of the invoke method does some kind of action, which transforms some input type to another output type.

Jul

Exception-free code using functional approach

Checked exceptions & Java 8

Defining custom exceptions (both checked and unchecked) is a common approach to handling errors in Java applications. It usually leads to creating a new class for every different type of error, marking methods with throws keyword or wrapping code with try-catch blocks. This can lead to the code which is hard to read since every block adds another level of complexity.

Lambdas in Java 8 started the boom for functional approach in writing the code.