Skip to main content

Java 8 - Using Functions as Values


The following is a series of posts about "functional programming in Java" which is the result of my understanding by reading the book "Java 8 in Action: Lambdas, Streams, and Functional-style Programming, by Alan Mycroft and Mario Fusco".
1. Why functional programming?
2. Functional programming in Java 8
3. Java 8 - Using Functions as Values
4. Java 8 - Persistent data structure

In general, the phrase "functional-style programming" means the behavior of functions should be like that of mathematical-style functions - no side effects.

In programmers' point of views, functions may be used like other values: passed as arguments, returned as result, and stored in data structures. That means we can use the :: operator to create a method reference, and lambda expressions to directly express function values. For example:
//method reference
Function<String, Integer> strToInt = Integer::parseInt;

//lambda expression
Comparator<Integer> comparator = (a, b) -> a.compareTo(b);

There are two practical techniques to apply in our codebase.

Higher-order functions

For example:
 Comparator<Apple> c = Comparator.comparing(Apple::getWeight);
Higher-order functions (like Comparator.comparing) that can do at least one of following:
  • Take one or more functions as parameter
  • Return a function as result
Foo: If so, for what? 
Bar: Good question! To compose functions to create a pipeline of operations. It's close to declarative programming.

Currying

A function f of two arguments (x and y, say) is seen instead as a function g of one argument that returns a function also one argument. The value returned by the latter function is the same as the value of the original function, that is, f(x,y) = (g(x))(y).

Brain overload! For example, you want to convert Celsius to Fahrenheit, the formula is f(x) = x *9/5 + 32. Not only this case but we can see the basic pattern of all unit conversion is as follow:
static double converter(double x, double f, double b) {
 return x * f + b;
}
This method is a bit too general. Obviously, we can use it to apply for all unit conversion but it would be tedious and you might accidentally mistyped them. There is an better approach:
static DoubleUnaryOperator curriedConverter(double f, double b){
 return (double x) -> x * f + b;
}
Instead of passing all the arguments x, f and b all at once to the converter method, you only ask for the arguments f and b and return another function, which given an argument x return x*f + b.

Why is it the better approach? This enables you to reuse the convention logic and create different functions with different convention factors:
DoubleUnaryOperator convertCtoF = curriedConverter(9.0/5, 32);
DoubleUnaryOperator convertUSDtoGBP = curriedConverter(0.6, 0);
DoubleUnaryOperator convertKmtoMi = curriedConverter(0.6214, 0);
Instead of three different method for each conversion factor:
static double convertCtoF(double x, double f, double b) {
 return x * f + b;
}

static double convertUSDtoGBP(double x, double f, double b) {
 return x * f + b;
}

static double convertUSDtoGBP(double x, double f, double b) {
 return x * f + b;
}
Foo: If so, for what?
Bar: It helps you modularize functions and reuse code!

Reference

Image result for java 8 in action

[1]. Alan Mycroft and Mario Fusco, Java 8 in Action: Lambdas, Streams, and Functional-style Programming. Part 4. Beyond Java 8.

Comments

Popular posts from this blog

My impression of Google I/O 2016

I have not yet had a chance to attend this event but I just watched it on Youtube  as usual. :) Google Assistant You might be very familiar to Google Now if you're Android fan. I saw that Google Assistant is like an upgrade to Google Now. It looks smarter because we are able to make a conversation with Google rather than just saying "Ok Google" and getting the tasks done as Google Now. That means Google Assistant can understand our personal words in our contexts. For example: I : Who is Google CEO? Google : Sundar Pichai I : Show me his awards  => Here I don't need to say "Show me Sundar Pichai awards", because I don't know to pronounce his name correctly. :) I am thinking about that we can compare Google Assistant to Siri of Apple. Google Home At Google I/O 2015 last year, Sundar mentioned about working on a exciting project with Internet of Things and I think Google Home is a result. Working with Google Assistant, Google ho...

Selenium - Override javascript functions to ignore downloading process

I have got an issue with downloading process on IE 8. This browser blocks my automatic-download functionality on my app so that I could not work with my test case any more after that. In my case, I didn't care about the file is downloaded or not, I just focus on the result after downloading process finished successfully. Therefore, I found a solution to ignore this process so that I can work normally. I use Primefaces, here is the remote command to trigger the download process <p:remoteCommand name="cmdGenerateDocument" actionListener="#{logic.onGenerateDocument}" update="xrflDocumentCreationPanel" oncomplete="clickDownloadButton();"/> The following is my test case: @Test public void shouldUpdateStep6ToWarningIfStep1IsValidAfterFinished(){ MainPage mainPage = new MainPage(); waitForLoading(mainPage.getDriver()); EmployeeDetailPage empDetailPage = new EmployeeDetailPage(); waitForLoading(empDetailPage.getDriver()); e...

Styling Sort Icons Using Font Awesome for Primefaces' Data Table

So far, Primefaces has used image sprites for displaying the sort icons. This leads to a problem if we want to make a different style for these icons; for example, I would make the icon "arrow up" more blurry at the first time the table loading because I want to highlight the icon "arrow down". I found a way that I can replace these icons with Font Awesome icons. We will use "CSS Pseudo-classes" to achieve it. The hardest thing here is that we should handle displaying icons in different cases. There is a case both "arrow up" and "arrow down" showing and other case is only one of these icons is shown. .ui-sortable-column-icon.ui-icon.ui-icon-carat-2-n-s { background-image: none; margin-left: 5px; font-size: 1.1666em; position: relative; } .ui-sortable-column-icon.ui-icon.ui-icon-carat-2-n-s:not(.ui-icon-triangle-1-s)::before { content: "\f106"; font-family: "FontAwesome"; position: ...

How I did customize "rasa-nlu-trainer" as my own tool

Check out my implementation here Background I wanted to have a tool for human beings to classify intents and extract entities of texts which were obtained from a raw dataset such as Rocket.chat's conversation, Maluuba Frames or  here . Then, the output (labeled texts) could be consumed by an NLU tool such as Rasa NLU. rasa-nlu-trainer was a potential one which I didn't need to build an app from scratch. However, I needed to add more of my own features to fulfill my needs. They were: 1. Loading/displaying raw texts stored by a database such as MongoDB 2. Manually labeling intents and entities for the loaded texts 3. Persisting labeled texts into the database I firstly did look up what rasa-nlu-trainer 's technologies were used in order to see how to implement my mentioned features. At first glance rasa-nlu-trainer was bootstrapped with Create React App. Create React App is a tool to create a React app with no build configuration, as it said. This too...

Sharing a virtualenv across several Python projects using Pipenv

There is a standard library for all projects in Python. However, several projects don’t always have the same dependencies all the time. That is where virtual environments come to play. You can follow this official document to use two separated tools  virtualenv and pip to  fulfill that need. My preferred alternative is to use pipenv . Pipenv is easy to use and convenient. The following are my steps to make a shared virtualenv for my all projects which requires the same dependencies. Step 1. Create an isolated virtualenv. python -m venv my-shared-env Step 2. Create a symbolic link to the created virtualenv. cd project_1 ln -s ~/.local/share/virtualenvs/my-shared-env .venv I have encountered the following issue at step 1. FileNotFoundError: [Errno 2] No such file or directory: '{my_project_path}/.venv/bin/pip': '{my_project_path}/.venv/bin/pip' The root cause was I tried to create virtualenv by running pipenv install and renaming the generated virtualenv to ...