Implementing Event-Driven Microservices architecture in Functional language

Web services are typically stateless entities, that need to operate at scale at large. Functional paradigm can be used to model these web services work and offer several benefits like scalability, productivity, and correctness.

This talk describes how to implement Event-Driven Microservices with examples in F#. It starts with introducing Domain Driven Design to create Microservices boundaries. Using Discriminated Unions (F#'s Algebraic Data Types), the domain model can be captured as code eliminating the need for separate documentation. Moreover, using Computation expressions (F#'s Monads), one can model custom workflows easily.

It then introduces event-driven architecture, where every external action generates an event that the system responds to. Events act as the notification messages for any significant change in state and may generate other event(s) as services invoke each other. They are immutable by nature.

An explanation on why 2-phase commits cannot be used in Microservices having their own databases. Further the talk explains, how Event Driven Architecture solves this problem in an eventually consistent manner without sacrificing availability or partition tolerance. Distributed Sagas as a protocol for coordinating Microservices is introduced and its implementation in F# is also provided.

Event Sourcing can be used to model the system state. Event sourcing models the state of entity as a sequence of state-changing events. Whenever the state of a business entity changes, a new event is appended. List fold operation is ideal for implementing Event sourcing where the application reconstructs an entity's current state by replaying the events. An example with F#'s List.fold is provided.

Some aspects of evolutionary architecture are also discussed, particularly on how to evolve Microservices interface. F#'s Type providers can be used for the same though there are alternate approaches using Apache Thrift/Google Protobuf (They don't have support for F# but they do have support for C#, which F# code can leverage).

Events and their responses can be very easily modeled with Discriminated Unions. Data immutability captures the behavior of these events, since events are immutable by nature. A service can be thought of as a function that accepts an event (input) and gives back a response (output). A service may call other services, which is equivalent to a function calling other functions or even Higher-Order functions.

Immutability allows infinite scalability as it eliminated the need to worry about a mutex, a lock, or a race. As functional code is much more terse compares to object-oriented code, it provides productivity benefits. Its strict typing makes writing correct code easy as mismatch of types are caught at compile time.

Most of the services are implemented as set of pure functions. These functions which have no internal state, where outputs depend only on inputs and constants and it is very easy to test such functions. The absence of internal state means that there are no state transitions to test. The only testing left is to collect a bunch of inputs that tests for all the boundary conditions, pass each through the function under test and validate the output.

The objective of the talk is to show how to create a scalable & highly distributed web service in F#, and demonstrate how various characteristics of functional paradigm captures the behavior of such services architecture very naturally.

 
 

Outline/Structure of the Talk

  • Motivations to move towards Microservices
  • Introducing Microservices Architecture
  • Functional view of Microservices
  • Reasons for not using Object-Oriented Paradigm
  • Modeling services using Functional constructs
  • Implementation examples
  • Asynchronous workflows
  • Introducing Domain Driven Design
  • Distributed Data problems
  • CAP Theorem and Eventual Consistency
  • Event Driven Archiecture
  • Introducing Sagas
  • Communication Patterns
  • Event Sourcing and its implementation
  • Command Query Responsibility Segregation pattern
  • Testing Microservices
  • Benefits of Functional Paradigm

Learning Outcome

  • Explain why Functional Programming is better suited to implement Event Driven Microservices as opposed to conventional Object Oriented languages
  • How to create a scalable & highly distributed web service in F#, and demonstrate how various characteristics of functional paradigm captures the behavior of such services architecture very naturally.

Target Audience

Principal Engineers, Software Architects, CTO's

Prerequisites for Attendees

  • Basics of Web Services
  • Basics of Distributed Systems

Slides


schedule Submitted 5 years ago

  • Dhaval Dalal
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    Dhaval Dalal / Morten Kromberg / Ravindra Jaju - Code Jugalbandi - Exploring Concurrency

    45 Mins
    Demonstration
    Beginner

    In Indian classical music, we have Jugalbandi, where two lead musicians or vocalist engage in a playful competition. There is jugalbandi between Flutist and a Percussionist (say using Tabla as the instrument). Compositions rendered by flutist will be heard by the percussionist and will replay the same notes, but now on Tabla and vice-versa is also possible.

    In a similar way, we will perform Code Jugalbandi (http://codejugalbandi.org) to see how the solution looks using different programming languages. This time the focus of Code Jugalbandi will be on exploring concurrency models in different languages. Functional Programming has made programming concurrency easier as compared to imperative programming. For deeper perspective on Code Jugalbandi, check out http://codejugalbandi.org/#essence-of-code-jugalbandi

  • Ajay Viswanathan
    Ajay Viswanathan
    Sr. Software Engineer
    MiQ
    schedule 5 years ago
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    20 Mins
    Talk
    Beginner

    Functional programming is built around a foundation of well-defined Types, and when you throw in Typeclasses into the mix, you get the love-child that is Algebraic Data Types. In this talk I aim to explore the mathematical foundations of Type theory and how it can be used practically in Scala for wide variety of applications like Machine Learning (Apache Spark MLlib), API design (using Vertx), DSLs and the like.

    I will also be introducing the scalacheck library for Property-based testing and how you can quickly validate your ADT domains.

    The talk will further deep-dive into how you can utilize the amazing Cats library and Shapeless to build generic libraries around your ADTs, having Circe as a case-study.

  • Raghu Ugare
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    Raghu Ugare / Vijay Anant - (Why) Should You know Category Theory ?

    45 Mins
    Talk
    Intermediate

    Category Theory has been found to have a vast field of applications not limited to programming alone.

    In this fun-filled talk (Yes! We promise!) , we want to make the audience fall in love with Math & Category Theory in general, and Haskell in particular.

    We will address questions such as below:

    • What is the mysterious link between the abstract mathematical field of Category Theory and the concrete world of real-world Programming ? And why is it relevant especially in Functional Programming?
    • Most of all, how can You benefit knowing Category Theory ? (Examples in Haskell)

  • Tony Morris
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    Tony Morris - Parametricity, Functional Programming, Types

    Tony Morris
    Tony Morris
    Software Engineer
    Simple Machines
    schedule 5 years ago
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    45 Mins
    Talk
    Intermediate

    In this talk, we define the principle of functional programming, then go into
    detail about what becomes possible by following this principle. In particular,
    parametricity (Wadler, 1989) and exploiting types in API design are an essential
    property of productive software teams, especially teams composed of volunteers
    as in open-source. This will be demonstrated.

    Some of our most important programming tools are neglected, often argued away
    under a false compromise. Why then, are functional programming and associated
    consequences such as parametricity so casually disregarded? Are they truly so
    unimportant? In this talk, these questions are answered thoroughly and without
    compromise.

    We will define the principle of functional programming, then go into
    detail about common problems to all of software development. We will build the
    case from ground up and finish with detailed practical demonstration of a
    solution to these problems. The audience should expect to walk away with a
    principled understanding and vocabulary of why functional programming and
    associated techniques have become necessary to software development.

  • Michael Ho
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    Michael Ho - Making the Switch: How We Transitioned from Java to Haskell

    Michael Ho
    Michael Ho
    Sr. Software Engineer
    SumAll
    schedule 5 years ago
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    45 Mins
    Case Study
    Intermediate

    In this case study presentation, SumAll's CTO, Todd Sundsted, and Senior Software Engineer, Michael Ho, will discuss the move from Java to Haskell along two parallel paths. First, the business/political story — how SumAll convinced the decision makers, fought the nay-sayers, and generally managed the people impacted by the transition. Second, the technical story — how they actually replaced their Java code with Haskell code. Along the way, they will address their hopes and expectations from transitioning from Java to Haskell, and will conclude with the results they've gained and seen to date.

  • Anupam Jain
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    Anupam Jain - Purely Functional User Interfaces that Scale

    Anupam Jain
    Anupam Jain
    UI Architect
    Arista Networks
    schedule 5 years ago
    Sold Out!
    45 Mins
    Talk
    Beginner

    A virtual cottage industry has sprung up around Purely functional UI development, with many available libraries that are essentially just variants on two distinct approaches: Functional Reactive Programming (FRP), and some form of functional views like "The Elm Architecture". After having worked extensively with each of them, I have found that none of the approaches scale with program complexity. Either they are too difficult for beginners trying to build a hello world app, or they have unpredictable complexity curves with some simple refactorings becoming unmanageably complex, or they "tackle" the scaling problem by restricting developers to a safe subset of FP which becomes painful for experienced developers who start hitting the complexity ceiling.

    In this talk I give an overview of the current Purely Functional UI Development Landscape, and then present "Concur", a rather unusual UI framework, that I built to address the shortcomings of the existing approaches. In particular, it completely separates monoidal composition in "space" (i.e. on the UI screen), from composition in "time" (i.e. state transitions), which leads to several benefits. It's also a general purpose approach, with Haskell and Purescript implementations available currently, and can be used to build user interfaces for the web or for native platforms.

    The biggest advantage of Concur that has emerged is its consistent UI development experience that scales linearly with program complexity. Simple things are easy, complex things are just as complex as the problem itself, no more. Reusing existing widgets, and refactoring existing code is easy and predictable. This means that Concur is suitable for all levels of experience.

    1. For Learners - Concur provides a consistent set of tools which can be combined in predictable ways to accomplish any level of functionality. Due to its extremely gentle learning curve, Concur is well suited for learners of functional programming (replacing console applications for learners).
    2. For experienced folks - Assuming you are already familiar with functional programming, Concur will provide a satisfying development experience. Concur does not artificially constrain you in any form. You are encouraged to use your FP bag of tricks in predictable ways, and you are never going against the grain. It's a library in spirit, rather than a framework.
  • Brian McKenna
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    Brian McKenna - Starting Data61 Functional Programming Course

    Brian McKenna
    Brian McKenna
    Functional Programmer
    Atlassian
    schedule 5 years ago
    Sold Out!
    90 Mins
    Workshop
    Beginner

    Following Tony and Alois' Introduction to Haskell syntax and tools, we will work through the first few modules of Data61's Functional Programming Course. These modules cover writing functions for the optional and list data types.

    We will complete enough exercises to cover basic data types, functions and polymorphism. We'll practice the techniques of equational reasoning, parametricity and type/hole driven development. After completing these modules, you should be able to use the techniques to attempt most other exercises in the repository.

    This workshop has the same requirements as Tony's introduction, along with a download of a recent version of the fp-course repository (https://github.com/data61/fp-course).

  • Luka Jacobowitz
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    Luka Jacobowitz - Testing in the world of Functional Programming

    45 Mins
    Demonstration
    Intermediate

    Testing is one of the most fundamental aspects of being a software developer. There are several movements and communities based on different methodologies with regards to testing such as TDD, BDD or design by contract. However, in the FP community testing is often not a large topic and is often glossed over. While it’s true that testing in functional programming tends to be less important, there should still be more resources on how to create tests that add actual value.

    This talks aims to provide exactly that, with good examples on how to leverage property based testing, refinement types and the most difficult part: figuring out how to test code that interacts with the outside world.

  • Mark Hibberd
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    Mark Hibberd - Property Based Testing

    Mark Hibberd
    Mark Hibberd
    CTO
    Kinesis
    schedule 5 years ago
    Sold Out!
    90 Mins
    Workshop
    Beginner

    Building on the earlier two introductions to functional programming with types, property based testing is the extra verification technique you need to ensure working software. We will work through the patterns of property based testing, starting with simple functions, working up to verification of a larger program.

    By the end of this workshop participants will have a better understanding of the advantages of property based tests over example based tests, as well as acquiring the skills and confidence to start applying property based testing techniques to their current work.

    This workshop has the same requirements as Tony's introduction, and will require a recent clone of the workshop repository available at https://github.com/markhibberd/property-based-testing-workshop.

  • Markus Hauck
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    Markus Hauck - Free All The Things!

    Markus Hauck
    Markus Hauck
    IT Consultant
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    schedule 5 years ago
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    45 Mins
    Talk
    Intermediate

    Have you ever asked yourself why we only free monads? Turns out there are a lot of other structures that want to be liberated from the constraints of their existence! In this talk, we will investigate what other poor (algebraic) structures we can free from the dirty hands of imperative programmers. Our journey starts with the well-known free monads, but after that we will have a look at all the other interesting structures that can be freed and of course we will also look at what we can do with them.

  • Sean Chalmers
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    Sean Chalmers - Condensed Applied FP Course

    480 Mins
    Workshop
    Intermediate

    Intermediate functional programmers often find it daunting to move from examples provided in books and blogs to developing their first fully functioning application. The Queensland Functional Programming Lab at Data61/CSIRO have produced a course for exactly this purpose. Building on the fundamentals, we work through the process of constructing a REST application covering the following topics:

    • Package dependencies
    • Project configuration
    • Application testing & building
    • Encoding / decoding messages
    • Persistent storage integration
    • App state & configuration management
    • Error handling & reporting

  • Nikhil Barthwal
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    Nikhil Barthwal - Embracing Functional Paradigm in F# for Enhanced Productivity

    Nikhil Barthwal
    Nikhil Barthwal
    Sr. Software Engineer
    Facebook
    schedule 5 years ago
    Sold Out!
    480 Mins
    Workshop
    Beginner

    F# is a relatively new primarily Functional programming language for the .NET platform. It is a statically typed managed functional language that is fully inter-operable with other .NET languages like C#, Visual Basic.NET etc. It builds on the power of Functional Paradigm and combines it with .NET Object-Oriented model enabling the developer to use the best approach for a given problem.

    This workshop introduces Functional Programming in F# from ground up. No prior experience in Functional Programming or .NET is needed, familiarity with a mainstream programming language like C++/Java/C# should be enough.

    Functional programming (FP) offers several benefits. The code tends to be terse which leads to enhanced developer productivity. FP encourages pure functions which are much easier to reason about and debug, as well as eliminates large class of bugs due to side effect free programming. Moreover, immutability leads to easy parallelization of the code. Algebraic Data Types can be used to express domain object conveniently and control state space explosion.

    F# is great practical choice for developing reliable and highly scalable real-world system that are quick and easy to develop due to the design of the language itself combined with the ability of the language to use a large no. of 3rd party libraries designed for the .NET platform.

    Unfortunately, support for multiple paradigms often leads to confusion. Newcomers tend to find the transition from object-oriented world to functional world difficult. Moreover, it often leads to abuse where developer tries to use the same old imperative style of coding in a functional language and is unable to take advantage of the features, the language has to offer.

  • Andrew McMiddlin
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    Andrew McMiddlin - Property-based State Machine Testing

    45 Mins
    Talk
    Intermediate

    Automated testing is key to ensuring the ongoing health and well-being of any software project,giving developers and users confidence that their software works as intended. Property based testing is a significant step forward compared to traditional unit tests, exercising code with randomly generated inputs to ensure that key properties hold. However, both of these techniques tend to be used at the level of individual functions. Many important properties of an application only appear at a higher level, and depend on the state of the application under test. The Haskell library hedgehog, a relative newcomer to the property based testing world, includes facilities for property-based state machine testing, giving developers a foundation on which to build these more complicated tests.

    In this talk, Andrew will give you an introduction to state machine property testing using hedgehog. He'll start with a quick refresher on property based testing, followed by a brief introduction to state machines and the sorts of applications they can be used to model. From there, he'll take you on a guided tour of hedgehog's state machine testing facilities. Finally, Andrew will present a series of examples to show off what you can do and hopefully give you enough ideas to start applying this tool to your own projects. The first set of examples will test a web application written in Haskell. These tests will include: content creation and deletion, uniqueness constraints, authentication, and concurrent transactions. A second set of examples will test an application written in a language other than Haskell to demonstrate that this technique is not limited to applications written in Haskell.

    An intermediate knowledge of Haskell and familiarity with property based testing will be beneficial,but not essential. The slides and demo application will be available after the talk for people to study in detail.

  • Gabriel Volpe
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    Gabriel Volpe - Cats Effect: The IO Monad for Scala

    Gabriel Volpe
    Gabriel Volpe
    Software Engineer
    Paidy Inc
    schedule 5 years ago
    Sold Out!
    45 Mins
    Talk
    Intermediate

    Since the first introduction of [Cats Effect](https://typelevel.org/cats-effect/) many things have changed taking its design and performance to a whole new level.

    Come join me and learn how to deal with side effects in a pure functional way while abstracting over the effect type and taking composition to the next level. We will review the most important features such as synchronous and asynchronous computations, error handling, safe resource management, concurrency, parallelism and cancellation starting by reviewing the basic concepts.

  • Gabriel Volpe
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    Gabriel Volpe - Beautiful Folds

    Gabriel Volpe
    Gabriel Volpe
    Software Engineer
    Paidy Inc
    schedule 5 years ago
    Sold Out!
    45 Mins
    Demonstration
    Intermediate

    A journey from statistics computations to composable streaming folds.

    Come join me and learn by example about the beauty of generic folds and streaming data. I'll be revisiting these concepts, talking about its origins in Haskell and demonstrating the power of them by showing an example of a program that runs statistics computations using the Fs2 and Origami Scala libraries.

    Inevitably, I'll also be talking about performance, concurrency, parallelism and some type classes such as Foldable, Applicative and Monoid, you won't be bored!

  • Krishna mahadevan Ramakrishnan
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    Krishna mahadevan Ramakrishnan / Akshay Kini / Muthukumar Suriyanarayanan - Architectural transformation of a massively concurrent J2EE Enterprise Application for Network Management using Elixir

    45 Mins
    Case Study
    Intermediate

    This talk starts with setting the context on how the every growing demands of networks (like IOT, SDN) pushes the limits of monitoring applications in terms of scale, availability, resource consumption and accuracy. The heterogeneous nature of networks in enterprises and telecom service providers adds to the scale and resource demands. A J2EE application attempting to fulfill the scale out needs of such a ever growing demanding domain, is pushed to its limits from system design perspective.


    The talk presents an evolutionary architecture of moving core components of an existing Network Management J2EE application architecture into Elixir based eco system. It presents the problem chosen to be scaled out and evaluation that led to rewriting the components with Elixir. It also presents the learning in productising a Elixir based subsystem co-existing with a J2EE application.


    It concludes with the comparative results in terms of performance, scale out ability, elastic load patterns, resource consumption between old J2EE architectue and new J2EE + Elixir based architecture. It gives a perspective on architectural patterns for transforming J2EE enterprise application in to Elixir based applications.

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