Part 2: Dynamic Delivery in multi-module projects at Bumble

In part 1 of my series of articles, I have already explained to you what Dynamic Delivery is and what API it has. In this article, I describe in detail exactly how I used Dynamic Delivery in our application Bumble and why, in particular, integration was so easy. As a…

Achieving State Of The Art Results In Natural Language Processing

Part 2: ELMo, BERT and MT-DNN In my previous article I covered some of the fundamental concepts in NLP. This time, I will introduce ELMo, BERT and MT-DNN, architectures which leverage these concepts and have recently achieved some State Of The Art (SOTA) results on NLP tasks. Embeddings from Language Models (ELMo) An introduction to ELMo can be found in this…

Design Tokens beyond colors, typography, and spacing.

In recent months, I couldn’t help but notice how many people (and companies) when referring to “design tokens” what they actually mean is colors, typography, spacing (and in some cases elevation, timing, and sizing). While this is perfectly true, I think a key part of the picture is missing: design…

When pigs fly: optimising bytecode interpreters

“No matter how hard you try, you can’t make a racehorse out of a pig. You can, however, make a faster pig.” — A comment in the Emacs source code. Everyone knows that pigs can’t fly — just like everyone thinks they know that bytecode interpreters, as a technology for…

Walk or talk at the best QA conferences in 2018

Do you like meeting new people, sharing your knowledge and keeping up-to-date with the latest technology trends? Then you should definitely check your calendar and add there a few upcoming testing events. I started visiting conferences and meetups a few years ago when I was studying at the university. They…

Guide to mobile app autotesting tools

… for though it has many omissions and contains much that is apocryphal, or at least wildly inaccurate, it scores over the older, more pedestrian work in two important respects. First, it’s slightly cheaper; and secondly it has the words DON’T PANIC printed in large friendly letters on its cover. —…

Reactive selfies with Camera2 API on Android — Part 2

This is part two of an article, where I show how you can use RxJava2 to build logic on top of asynchronous API. I chose Android Camera2 API as an example (and didn’t regret it!). This API is not only asynchronous, but also has hidden distinctive implementation features which are…

Fixing serialization of Kotlin objects once and for all

Some time ago, I read an article describing a problem experienced with Kotlin objects and serialization using built-in Java methods. The author suggests an amazing solution involving adding the readResolve method to each object implementing java.io.Serializable rather than using instance checks. Despite this approach seemingly being the most correct one…

Xcode 10.2, macOS Mojave 10.14.4, iOS 12.1 and other betas

New betas are here and these are some of the most important things that I have learned about them. Swift 5 for Xcode 10.2 beta Swift Firstly, the latest Xcode beta is bundled with the following Swift version: Apple Swift version 5.0 (swiftlang-1001.0.45.7 clang-1001.0.37.7) Target: x86_64-apple-darwin18.2.0 ABI version: 0.6 Let’s start with the most exciting news: Swift…

Client-side neural networks

Historical background The popularity of machine learning and neural networks is growing every day, and faster than we could ever have imagined. Many industry players are contributing, and client-side frameworks are developing rapidly. Many libraries, such as TensorFlow, are constantly releasing new versions. More mobile devices are now receiving hardware support for…

Screen navigation in iOS

In this article, we will go through different ways of presenting screens in the iOS app. We will start with most straightforward cases and eventually go through some advanced scenarios. In a nutshell we will be adding more abstraction layers to make our screens decoupled and navigation testable by unit…

The secret to great code reviews

Nowadays, lots of people in development use code review recognising it as both helpful and useful. Even if you don’t perform review you probably know what it is. There are loads of code review tools available on the market, complete with use scenarios, recommendations and rules, such as: GitHub, Phabricator…

Part 1: Deep Learning for Engineers

Introduction Deep learning has become one of the most discussed topics in the Data Science community. It has long made sense for the Bumble team — the parent company operating Badoo and Bumble apps — to use deep learning on a multitude of tasks. With over millions of users around the…

Reaktive binary compatibility: how we achieve it

As part of the Bumble family — the parent company operating Badoo and Bumble apps — one of my main projects was involved in the team that created Reaktive library — reactive extensions on pure Kotlin. Whenever possible, any library must maintain binary compatibility. Whenever various versions of a library…

Modularising an iOS app

At Bumble — the parent company operating Badoo and Bumble apps — the iOS development team have been involved in creating modules for several years now. A large part of the new code is also being developed outside the apps’ code base. As a result of this work, we now…

Covering A/B tests with UI tests:

How to avoid getting tangled up in your own code Hi there! My name is Vitaliy Kotov and I spend most of my time working on automated testing issues at Badoo. In this article, I tell you all about how we have organised the UI testing work with our numerous A/B tests, the problems we have had to deal with…

Informal relationships

Many years ago I joined a company as a developer and soon witnessed something odd. Another department’s teamlead called up one of his subordinates in the middle of the day and told him: ‘Here, come and get this money and go to a store and grab me some drinks and…

Delhi to London : What it’s like to be relocated for a new job!

Since I am from India, I always think in terms of Bollywood movies, where everything is possible. Yes, that’s right…everything. Maybe that is why when I started off with Badoo, I always believed that this was within my reach. If I were to make a Bollywood movie of my journey…

Catching bugs on a client

Our team develops several products, Badoo and Bumble, two of the world’s largest dating and connection applications. For both, we have a web version (desktop and mobile) and mobile applications (Android and iOS). With more than millions of users, it’s important for us to gather client-side errors, and for this…

How we tested iOS 12 Beta

I want to share why it’s important to test betas, how we do it in Badoo and what interesting cases we found during our testing of iOS 12 Beta. Why do we test betas?

Rolling out automation within a couple of hours: PHPUnit, Selenium and Composer

Hello Medium readers! My name is Vitaliy Kotov and I work at Badoo in the QA department, where I spend a lot of my time on test automation. I was recently faced with the task of rolling out Selenium tests as fast as possible for one of our projects. The…

Configuring Jira for your needs

Perfect flow and ideal ticket If you work in an IT company then the likelihood is that your processes are built around Atlassian’s well-known Jira. There are numerous task-trackers available on the market for solving such tasks, including open-source solutions (Trac, Redmine, Bugzilla), but Jira is probably the most widely used. My name is Dmitry…

Dub-dub 2019: my take on what’s new at WWDC

In this article I share my impressions of the conference: scroll down for, not just read about important updates and an overview of the sessions, but also something on my own personal feelings, having spent time with a happy crowd of people chanting, “Dub-dub! DC!” and dreaming of shaking Tim…

PHP Xdebug proxy: when Xdebug’s standard capabilities are insufficient

Xdebug is often used for debugging PHP programs. However, IDE and Xdebug’s standard capabilities are not always sufficient. Some, but not all, problems can be resolved using the Xdebug proxy, pydbgpproxy. This is why I have created a PHP Xdebug proxy based on the asynchronous framework, amphp. In this article…

How we achieved a 6x reduction of ANRs. Part 2: Fixing ANRs

In the first part, we discussed what ANR is and what are the ways of tracking it. In this article, you will find information on what problems we found in our application, how we fixed them, and the results we achieved. Application Startup The first thing to do if you want to…