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Data Oriented Design Resources

A curated list of awesome data oriented design resources.

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Data Oriented Design

Presentations

A Step Towards Data Orientation (2010) - Johan Torp
Introduction To Data Oriented Design (2010) - DICE
Memory Optimization (2003) - Christer Ericson
A Crash Course in Modern Hardware - Dr. Cliff Click
Practical Examples In Data Oriented Design (2013) - Niklas Frykholm
Three Big Lies (2008) - Mike Acton
Typical C++ Bullshit (2008) - Mike Acton
Data-Oriented Design and C++ (2014) - Mike Acton
Entity Component Systems & Data Oriented Design (2018) - Aras Pranckevičius
Pitfalls of Object Oriented Programming - Revisited (2017) - Tony Albrecht
Pitfalls of Object Oriented Programming (2009) - Tony Albrecht

Blog Posts

Adventures in data-oriented design – Part 1: Mesh data (2011) - Stefan Reinalter
Adventures in data-oriented design – Part 2: Hierarchical data (2013) - Stefan Reinalter
Adventures in data-oriented design – Part 3a: Ownership (2013) - Stefan Reinalter
Adventures in data-oriented design – Part 3b: Internal References (2013) - Stefan Reinalter
Adventures in data-oriented design – Part 3c: External References (2013) - Stefan Reinalter
Adventures in data-oriented design – Part 4: Skinning it to 11 (2013) - Stefan Reinalter
An introduction to Data Oriented Design with Rust
Allocation Adventures 1: The DataComponent (2015) - Niklas Frykholm
Allocation Adventures 2: Arrays of Arrays (2015) - Niklas Frykholm
An Example in Data-Oriented Design: Sound Parameters (2011) - Niklas Frykholm
Building a Data-Oriented Entity System (part 1) (2014) - Niklas Frykholm
Building a Data-Oriented Entity System (Part 2: Components) (2014) - Niklas Frykholm
Building a Data-Oriented Entity System (Part 3: The Transform Component) (2014) - Niklas Frykholm
Building a Data-Oriented Entity System (Part 4: Entity Resources) (2014) - Niklas Frykholm
Data Locality (2014) - http://gameprogrammingpatterns.com
Data Oriented Luddites (2010) - Tom Forsyth
Data-Oriented Design (Or Why You Might Be Shooting Yourself in The Foot With OOP) (2009) - Noel Llopis
Data-Oriented Design Now And In The Future (2011) - Noel Llopis
Data-Oriented Hash Table (2015) - Nathan Reed
Is Data-Oriented Design a Paradigm? (2010) - Steve Anichini
Maximizing code performance by thinking data first - Part 1 (2016) - Nicolas Lopez
Maximizing code performance by thinking data first - Part 2 (2016) - Nicolas Lopez
Musings on Data-Oriented Design (2010) - Steve Anichini
Niklas Frykholm github blog (2009-2016)
OOP != classes, but may == DOD (2010) - roathe.com
The Latency Elephant (2009) - Tony Albrecht
Visual Scripting the Data-Oriented Way (2010) - Niklas Frykholm
What is Data-Oriented Game Engine Design? (2014) - David Davidović
Comments on Data Oriented Design – Part I (2015) - Michael Gautier
Comments on Data Oriented Design – Part II (2015) - Michael Gautier
Data oriented design is not about SoA and ECS (2020) - Alex Dixon

Videos

CPU Caches and Why You care (2014) - Scott Meyers
Data-Oriented Demo: SOA, composition (2015) - Jonathan Blow
Data-Oriented Design and C++ (cppcon 2014) - Mike Acton
Data-Oriented Design (2013) - Sean Middleditch
Democratizing Data-Oriented Design: A Data-Oriented Approach to Using Component Systems (2018) - Mike Acton
Democratizing Data-Oriented Design: From C# to Machine Code (2018) - Andreas Fredriksson
Efficiency with Algorithms, Performance with Data Structures (2014, cppcon) - Chandler Carruth
Memory Optimization (2003) - Christer Ericson
Native Code Performance and Memory: The Elephant in the CPU (2013) - Eric Brumer
Object-Oriented Programming is Bad (2016) - Brian Will
Performance Optimization, SIMD and Cache (2015) - Sergiy Migdalskiy
OOP Is Dead, Long Live Data-oriented Design (cppcon 2018) - Stoyan Nikolov
Using Rust For Game Development (RustConf 2018) - Catherine West
Overwatch Gameplay Architecture and Netcode (GDC 2017) - Timothy Ford
Rust Auckland - Azriel: ECS: A Programming Paradigm (2018) - Azriel Hoh
Unity at GDC - ECS for Small Things (2018) - Vlad Vukicevic
Building a Data-Oriented Future - Mike Acton (2019) - Mike Acton
Intrinsic Functions - Vector Processing Extensions - Javidx9
GDC 2015: How to Write Code the Compiler Can Actually Optimize - Mike Acton
A Practical Guide To Applying Data-Oriented Design - Andrew Kelley
A Practical Guide To Applying Data-Oriented Design - Q&A - Andrew Kelley
Embedded Systems: Marketable Skills & Intro To Data-Oriented Design Western Michigan University IEEE - James Novorita
Pitfalls of Object Oriented Programming, Revisited (TGC 2017) - Tony Albrecht

Other

Data alignment: Straighten up and fly right (2005) - Jonathan Rentzsch
Data Locality (2014) - Robert Nystrom
Data Oriented Design (2011-2014) - plus.google.com
Mike Acton's review of OgreNode.cpp, revealing some common OOP game engine development pitfalls (2013)
On why DoD isn't a modelling approach at all (2016) - Christer Ericson
What Every Programmer Should Know About Memory (2007) - Ulrich Drepper
What Is Data Oriented Design (2009) - stackoverflow.com
Data Oriented Design Book (2018) - Richard Fabian
Cache-Line Aware Data Structures (2018) - accu.org
Investigating Data-Oriented Design - Master Thesis (2019) - Per-Morten Straume
The Data-Oriented Design Process for Game Development - Jessica D. Bayliss

Code Examples