SlideShare una empresa de Scribd logo
1 de 51
Descargar para leer sin conexión
Entity system
architecture
with Unity
Maxim Zaks
@icex33 | github.com/mzaks
Simon Schmid
@s_schmid | github.com/sschmid
Unity pain points
• Testability
• Code sharing
• Co-dependent logic
• Querying
• Deleting code
Testability
Code sharing
Co-dependent logic
Co-dependent logic
Co-dependent logic
Querying
Deleting code
Entitas
Match One Demo
PositionComponent
using Entitas;
public class PositionComponent : IComponent
{
public int x;
public int y;
}
GameBoardElementComponent
using Entitas;
public class GameBoardElementComponent : IComponent {}
Entity
• Add
• Replace
• Remove
Create Blocker Entity
public static Entity CreateBlocker(this Pool pool, int x, int y)
{
return pool.CreateEntity()
.IsGameBoardElement(true)
.AddPosition(x, y)
.AddResource(Res.Blocker);
}
Pool
• Create Entity
• Destroy Entity
• Get all Entities
• Get Group
Group
Performance optimization for querying
Matcher is a filter description
Get Group
_pool.GetGroup(
Matcher.AllOf(
Matcher.GameBoardElement,
Matcher.Position
)
);
+------------------+
| Pool |
|------------------|
| e e | +-----------+
| e e---|----> | Entity |
| e e | |-----------|
| e e e | | Component |
| e e | | | +-----------+
| e e | | Component-|----> | Component |
| e e e | | | |-----------|
| e e e | | Component | | Data |
+------------------+ +-----------+ +-----------+
|
|
| +-------------+
| | e | Groups
| | e e |
+---> | +------------+
| e | | |
| e | e | e |
+--------|----+ e |
| e |
| e e |
+------------+
Behaviour
System
• Start / Execute
• No State
MoveSystem
public void Execute() {
var movables = _pool.GetGroup(
Matcher.AllOf(
Matcher.Move,
Matcher.Position
));
foreach (var e in movables.GetEntities()) {
var move = e.move;
var pos = e.position;
e.ReplacePosition(pos.x, pos.y + move.speed, pos.z);
}
}
Chain of Responsibility
+------------+ +------------+ +------------+ +------------+
| | | | | | | |
| System | +---> | System | +---> | System | +---> | System |
| | | | | | | |
+------------+ +------------+ +------------+ +------------+
return new Systems()
.Add(pool.CreateSystem <GameBoardSystem> ())
.Add(pool.CreateSystem <CreateGameBoardCacheSystem> ())
.Add(pool.CreateSystem <FallSystem> ())
.Add(pool.CreateSystem <FillSystem> ())
.Add(pool.CreateSystem <ProcessInputSystem> ())
.Add(pool.CreateSystem <RemoveViewSystem> ())
.Add(pool.CreateSystem <AddViewSystem> ())
.Add(pool.CreateSystem <RenderPositionSystem> ())
.Add(pool.CreateSystem <DestroySystem> ())
.Add(pool.CreateSystem <ScoreSystem> ());
Reacting to changes in a Group
• On Entity added
• On Entity removed
ScoreLabelController
void Start() {
_pool.GetGroup(Matcher.Score).OnEntityAdded +=
(group, entity) => updateScore(entity.score.value);
updateScore(_pool.score.value);
}
void updateScore(int score) {
_label.text = "Score " + score;
}
Reactive System
• Executed only when entities in group have changed
Render Position System
public class RenderPositionSystem : IReactiveSystem {
public IMatcher GetTriggeringMatcher() {
return Matcher.AllOf(Matcher.View, Matcher.Position);
}
public GroupEventType GetEventType() {
return GroupEventType.OnEntityAdded;
}
public void Execute(Entity[] entities) {
foreach (var e in entities) {
var pos = e.position;
e.view.gameObject.transform.position = new Vector3(pos.x, pos.y);
}
}
}
Optimizations
Components
mutable vs immutable
Entity
Store components in
Dictionary vs Array
Comparison
Dictionary
e.AddComponent(new PositionComponent());
var component = e.GetComponent<PositionComponent>();
Array
e.AddComponent(new PositionComponent(), 5);
var component = (PositionComponent)e.GetComponent(5);
Code Generator
Before Code Generation
PositionComponent component;
if (e.HasComponent(ComponentIds.Position)) {
e.WillRemoveComponent(ComponentIds.Position);
component = (PositionComponent)e.GetComponent(ComponentIds.Position);
} else {
component = new PositionComponent();
}
component.x = 10;
component.y = 10;
e.ReplaceComponent(ComponentIds.Position, component);
After Code Generation
e.ReplacePosition(10, 10);
Code Generator Demo
How does it work?
Visual Debugging
Demo
Entitas is
open source
github.com/sschmid/Entitas-
CSharp
Recap
Unity pain points
• Testability
• Code sharing
• Co-dependent logic
• Querying
• Deleting code
Advantages
• Straightforward to achieve Determinism and therefore
Replay
• Simulation Speed (2x, 4x)
• Headless Simulation, just remove systems which rely on
GameObjects (render systems)
• Save Game (Serialization / Deserialization) send data to
backend on change
• For us it replaced all OO Design Patterns
Q&Atinyurl.com/entitas

Más contenido relacionado

La actualidad más candente

Problem Solving Techniques For Evolutionary Design
Problem Solving Techniques For Evolutionary DesignProblem Solving Techniques For Evolutionary Design
Problem Solving Techniques For Evolutionary DesignNaresh Jain
 
The Ring programming language version 1.5.3 book - Part 15 of 184
The Ring programming language version 1.5.3 book - Part 15 of 184The Ring programming language version 1.5.3 book - Part 15 of 184
The Ring programming language version 1.5.3 book - Part 15 of 184Mahmoud Samir Fayed
 
Weather of the Century: Design and Performance
Weather of the Century: Design and PerformanceWeather of the Century: Design and Performance
Weather of the Century: Design and PerformanceMongoDB
 
Google App Engine Developer - Day3
Google App Engine Developer - Day3Google App Engine Developer - Day3
Google App Engine Developer - Day3Simon Su
 
The Ring programming language version 1.7 book - Part 45 of 196
The Ring programming language version 1.7 book - Part 45 of 196The Ring programming language version 1.7 book - Part 45 of 196
The Ring programming language version 1.7 book - Part 45 of 196Mahmoud Samir Fayed
 
The Ring programming language version 1.5.3 book - Part 40 of 184
The Ring programming language version 1.5.3 book - Part 40 of 184The Ring programming language version 1.5.3 book - Part 40 of 184
The Ring programming language version 1.5.3 book - Part 40 of 184Mahmoud Samir Fayed
 
Apache HBase 入門 (第1回)
Apache HBase 入門 (第1回)Apache HBase 入門 (第1回)
Apache HBase 入門 (第1回)tatsuya6502
 
利用Init connect做mysql clients stat 用户审计
 利用Init connect做mysql clients stat 用户审计 利用Init connect做mysql clients stat 用户审计
利用Init connect做mysql clients stat 用户审计Dehua Yang
 
The Ring programming language version 1.4.1 book - Part 12 of 31
The Ring programming language version 1.4.1 book - Part 12 of 31The Ring programming language version 1.4.1 book - Part 12 of 31
The Ring programming language version 1.4.1 book - Part 12 of 31Mahmoud Samir Fayed
 
ClickHouse Features for Advanced Users, by Aleksei Milovidov
ClickHouse Features for Advanced Users, by Aleksei MilovidovClickHouse Features for Advanced Users, by Aleksei Milovidov
ClickHouse Features for Advanced Users, by Aleksei MilovidovAltinity Ltd
 
AJUG April 2011 Raw hadoop example
AJUG April 2011 Raw hadoop exampleAJUG April 2011 Raw hadoop example
AJUG April 2011 Raw hadoop exampleChristopher Curtin
 
The Ring programming language version 1.2 book - Part 42 of 84
The Ring programming language version 1.2 book - Part 42 of 84The Ring programming language version 1.2 book - Part 42 of 84
The Ring programming language version 1.2 book - Part 42 of 84Mahmoud Samir Fayed
 
The Ring programming language version 1.6 book - Part 63 of 189
The Ring programming language version 1.6 book - Part 63 of 189The Ring programming language version 1.6 book - Part 63 of 189
The Ring programming language version 1.6 book - Part 63 of 189Mahmoud Samir Fayed
 
WaveEngine 2D components
WaveEngine 2D componentsWaveEngine 2D components
WaveEngine 2D componentswaveengineteam
 
SQLite 周りのテストをしよう
SQLite 周りのテストをしようSQLite 周りのテストをしよう
SQLite 周りのテストをしようussy
 
k-means algorithm implementation on Hadoop
k-means algorithm implementation on Hadoopk-means algorithm implementation on Hadoop
k-means algorithm implementation on HadoopStratos Gounidellis
 
WaveEngine 3D components
WaveEngine 3D componentsWaveEngine 3D components
WaveEngine 3D componentswaveengineteam
 
Accelerating Local Search with PostgreSQL (KNN-Search)
Accelerating Local Search with PostgreSQL (KNN-Search)Accelerating Local Search with PostgreSQL (KNN-Search)
Accelerating Local Search with PostgreSQL (KNN-Search)Jonathan Katz
 
The Ring programming language version 1.8 book - Part 19 of 202
The Ring programming language version 1.8 book - Part 19 of 202The Ring programming language version 1.8 book - Part 19 of 202
The Ring programming language version 1.8 book - Part 19 of 202Mahmoud Samir Fayed
 

La actualidad más candente (20)

Problem Solving Techniques For Evolutionary Design
Problem Solving Techniques For Evolutionary DesignProblem Solving Techniques For Evolutionary Design
Problem Solving Techniques For Evolutionary Design
 
The Ring programming language version 1.5.3 book - Part 15 of 184
The Ring programming language version 1.5.3 book - Part 15 of 184The Ring programming language version 1.5.3 book - Part 15 of 184
The Ring programming language version 1.5.3 book - Part 15 of 184
 
Weather of the Century: Design and Performance
Weather of the Century: Design and PerformanceWeather of the Century: Design and Performance
Weather of the Century: Design and Performance
 
Google App Engine Developer - Day3
Google App Engine Developer - Day3Google App Engine Developer - Day3
Google App Engine Developer - Day3
 
The Ring programming language version 1.7 book - Part 45 of 196
The Ring programming language version 1.7 book - Part 45 of 196The Ring programming language version 1.7 book - Part 45 of 196
The Ring programming language version 1.7 book - Part 45 of 196
 
The Ring programming language version 1.5.3 book - Part 40 of 184
The Ring programming language version 1.5.3 book - Part 40 of 184The Ring programming language version 1.5.3 book - Part 40 of 184
The Ring programming language version 1.5.3 book - Part 40 of 184
 
Apache HBase 入門 (第1回)
Apache HBase 入門 (第1回)Apache HBase 入門 (第1回)
Apache HBase 入門 (第1回)
 
利用Init connect做mysql clients stat 用户审计
 利用Init connect做mysql clients stat 用户审计 利用Init connect做mysql clients stat 用户审计
利用Init connect做mysql clients stat 用户审计
 
The Ring programming language version 1.4.1 book - Part 12 of 31
The Ring programming language version 1.4.1 book - Part 12 of 31The Ring programming language version 1.4.1 book - Part 12 of 31
The Ring programming language version 1.4.1 book - Part 12 of 31
 
ClickHouse Features for Advanced Users, by Aleksei Milovidov
ClickHouse Features for Advanced Users, by Aleksei MilovidovClickHouse Features for Advanced Users, by Aleksei Milovidov
ClickHouse Features for Advanced Users, by Aleksei Milovidov
 
AJUG April 2011 Raw hadoop example
AJUG April 2011 Raw hadoop exampleAJUG April 2011 Raw hadoop example
AJUG April 2011 Raw hadoop example
 
The Ring programming language version 1.2 book - Part 42 of 84
The Ring programming language version 1.2 book - Part 42 of 84The Ring programming language version 1.2 book - Part 42 of 84
The Ring programming language version 1.2 book - Part 42 of 84
 
Ac cuda c_5
Ac cuda c_5Ac cuda c_5
Ac cuda c_5
 
The Ring programming language version 1.6 book - Part 63 of 189
The Ring programming language version 1.6 book - Part 63 of 189The Ring programming language version 1.6 book - Part 63 of 189
The Ring programming language version 1.6 book - Part 63 of 189
 
WaveEngine 2D components
WaveEngine 2D componentsWaveEngine 2D components
WaveEngine 2D components
 
SQLite 周りのテストをしよう
SQLite 周りのテストをしようSQLite 周りのテストをしよう
SQLite 周りのテストをしよう
 
k-means algorithm implementation on Hadoop
k-means algorithm implementation on Hadoopk-means algorithm implementation on Hadoop
k-means algorithm implementation on Hadoop
 
WaveEngine 3D components
WaveEngine 3D componentsWaveEngine 3D components
WaveEngine 3D components
 
Accelerating Local Search with PostgreSQL (KNN-Search)
Accelerating Local Search with PostgreSQL (KNN-Search)Accelerating Local Search with PostgreSQL (KNN-Search)
Accelerating Local Search with PostgreSQL (KNN-Search)
 
The Ring programming language version 1.8 book - Part 19 of 202
The Ring programming language version 1.8 book - Part 19 of 202The Ring programming language version 1.8 book - Part 19 of 202
The Ring programming language version 1.8 book - Part 19 of 202
 

Destacado

Whatsmeteor a whatsApp like Chat App writen in Meteorjs
Whatsmeteor a whatsApp like Chat App writen in MeteorjsWhatsmeteor a whatsApp like Chat App writen in Meteorjs
Whatsmeteor a whatsApp like Chat App writen in MeteorjsMichael Lazarski
 
Whatsapp Technical
Whatsapp Technical Whatsapp Technical
Whatsapp Technical harshghagare
 
Facebook chat architecture
Facebook chat architectureFacebook chat architecture
Facebook chat architectureUdaya Kiran
 
Realtime communication in mobile
Realtime communication in mobileRealtime communication in mobile
Realtime communication in mobilegirish_fingent
 
Algebra
AlgebraAlgebra
AlgebraJesus
 
La Investigación como Proceso y el Conocimiento Científico - Bloque II
La Investigación como Proceso y el Conocimiento Científico - Bloque IILa Investigación como Proceso y el Conocimiento Científico - Bloque II
La Investigación como Proceso y el Conocimiento Científico - Bloque IIGaby Bastida
 
India Gadget Expo: Emotion Trumps Gadgets
India Gadget Expo: Emotion Trumps GadgetsIndia Gadget Expo: Emotion Trumps Gadgets
India Gadget Expo: Emotion Trumps GadgetsLevi Shapiro
 
Digital Business Architecture
Digital Business ArchitectureDigital Business Architecture
Digital Business ArchitectureIMC Institute
 
Impacto de las TIC\'s en la Cultura de la Mediación a Distancia para la Edu...
Impacto de las TIC\'s en la Cultura de la  Mediación a Distancia para la  Edu...Impacto de las TIC\'s en la Cultura de la  Mediación a Distancia para la  Edu...
Impacto de las TIC\'s en la Cultura de la Mediación a Distancia para la Edu...Charles Escobar
 
caracteristicas arquitectonicas
caracteristicas arquitectonicascaracteristicas arquitectonicas
caracteristicas arquitectonicasariannegarciarr
 
Data Science Popup Austin: Surfing Silver Dynamic Bayesian Forecasting for Fu...
Data Science Popup Austin: Surfing Silver Dynamic Bayesian Forecasting for Fu...Data Science Popup Austin: Surfing Silver Dynamic Bayesian Forecasting for Fu...
Data Science Popup Austin: Surfing Silver Dynamic Bayesian Forecasting for Fu...Domino Data Lab
 
Maken in de Bibliotheek, presentatie bij Platform voor medezeggenschap in de ...
Maken in de Bibliotheek, presentatie bij Platform voor medezeggenschap in de ...Maken in de Bibliotheek, presentatie bij Platform voor medezeggenschap in de ...
Maken in de Bibliotheek, presentatie bij Platform voor medezeggenschap in de ...Fers
 
Φακέλοι και Επεκτάσεις
Φακέλοι και ΕπεκτάσειςΦακέλοι και Επεκτάσεις
Φακέλοι και ΕπεκτάσειςExpertin
 
Impacto de las tics en la educación cecilia ferreyra
Impacto de las tics en la educación   cecilia ferreyraImpacto de las tics en la educación   cecilia ferreyra
Impacto de las tics en la educación cecilia ferreyramarianapaniagua
 
Scaling Community Information Systems
Scaling Community Information SystemsScaling Community Information Systems
Scaling Community Information SystemsRalf Klamma
 

Destacado (15)

Whatsmeteor a whatsApp like Chat App writen in Meteorjs
Whatsmeteor a whatsApp like Chat App writen in MeteorjsWhatsmeteor a whatsApp like Chat App writen in Meteorjs
Whatsmeteor a whatsApp like Chat App writen in Meteorjs
 
Whatsapp Technical
Whatsapp Technical Whatsapp Technical
Whatsapp Technical
 
Facebook chat architecture
Facebook chat architectureFacebook chat architecture
Facebook chat architecture
 
Realtime communication in mobile
Realtime communication in mobileRealtime communication in mobile
Realtime communication in mobile
 
Algebra
AlgebraAlgebra
Algebra
 
La Investigación como Proceso y el Conocimiento Científico - Bloque II
La Investigación como Proceso y el Conocimiento Científico - Bloque IILa Investigación como Proceso y el Conocimiento Científico - Bloque II
La Investigación como Proceso y el Conocimiento Científico - Bloque II
 
India Gadget Expo: Emotion Trumps Gadgets
India Gadget Expo: Emotion Trumps GadgetsIndia Gadget Expo: Emotion Trumps Gadgets
India Gadget Expo: Emotion Trumps Gadgets
 
Digital Business Architecture
Digital Business ArchitectureDigital Business Architecture
Digital Business Architecture
 
Impacto de las TIC\'s en la Cultura de la Mediación a Distancia para la Edu...
Impacto de las TIC\'s en la Cultura de la  Mediación a Distancia para la  Edu...Impacto de las TIC\'s en la Cultura de la  Mediación a Distancia para la  Edu...
Impacto de las TIC\'s en la Cultura de la Mediación a Distancia para la Edu...
 
caracteristicas arquitectonicas
caracteristicas arquitectonicascaracteristicas arquitectonicas
caracteristicas arquitectonicas
 
Data Science Popup Austin: Surfing Silver Dynamic Bayesian Forecasting for Fu...
Data Science Popup Austin: Surfing Silver Dynamic Bayesian Forecasting for Fu...Data Science Popup Austin: Surfing Silver Dynamic Bayesian Forecasting for Fu...
Data Science Popup Austin: Surfing Silver Dynamic Bayesian Forecasting for Fu...
 
Maken in de Bibliotheek, presentatie bij Platform voor medezeggenschap in de ...
Maken in de Bibliotheek, presentatie bij Platform voor medezeggenschap in de ...Maken in de Bibliotheek, presentatie bij Platform voor medezeggenschap in de ...
Maken in de Bibliotheek, presentatie bij Platform voor medezeggenschap in de ...
 
Φακέλοι και Επεκτάσεις
Φακέλοι και ΕπεκτάσειςΦακέλοι και Επεκτάσεις
Φακέλοι και Επεκτάσεις
 
Impacto de las tics en la educación cecilia ferreyra
Impacto de las tics en la educación   cecilia ferreyraImpacto de las tics en la educación   cecilia ferreyra
Impacto de las tics en la educación cecilia ferreyra
 
Scaling Community Information Systems
Scaling Community Information SystemsScaling Community Information Systems
Scaling Community Information Systems
 

Similar a Entity system architecture with Unity @Unite Europe 2015

Entitas System Architecture with Unity - Maxim Zaks and Simon Schmid
Entitas System Architecture with Unity - Maxim Zaks and Simon Schmid Entitas System Architecture with Unity - Maxim Zaks and Simon Schmid
Entitas System Architecture with Unity - Maxim Zaks and Simon Schmid Wooga
 
ECS architecture with Unity by example - Unite Europe 2016
ECS architecture with Unity by example - Unite Europe 2016ECS architecture with Unity by example - Unite Europe 2016
ECS architecture with Unity by example - Unite Europe 2016Simon Schmid
 
Viktor Tsykunov "Microsoft AI platform for every Developer"
Viktor Tsykunov "Microsoft AI platform for every Developer"Viktor Tsykunov "Microsoft AI platform for every Developer"
Viktor Tsykunov "Microsoft AI platform for every Developer"Lviv Startup Club
 
Manipulating object-behavior-at-runtime
Manipulating object-behavior-at-runtimeManipulating object-behavior-at-runtime
Manipulating object-behavior-at-runtimeAndrei Ursan
 
Rapid and Scalable Development with MongoDB, PyMongo, and Ming
Rapid and Scalable Development with MongoDB, PyMongo, and MingRapid and Scalable Development with MongoDB, PyMongo, and Ming
Rapid and Scalable Development with MongoDB, PyMongo, and MingRick Copeland
 
The Ring programming language version 1.6 book - Part 46 of 189
The Ring programming language version 1.6 book - Part 46 of 189The Ring programming language version 1.6 book - Part 46 of 189
The Ring programming language version 1.6 book - Part 46 of 189Mahmoud Samir Fayed
 
Cassandra Day NY 2014: Getting Started with the DataStax C# Driver
Cassandra Day NY 2014: Getting Started with the DataStax C# DriverCassandra Day NY 2014: Getting Started with the DataStax C# Driver
Cassandra Day NY 2014: Getting Started with the DataStax C# DriverDataStax Academy
 
Automatic deployment on .NET web stack (Minsk .NET meetup 12.02.14)
Automatic deployment on .NET web stack (Minsk .NET meetup 12.02.14)Automatic deployment on .NET web stack (Minsk .NET meetup 12.02.14)
Automatic deployment on .NET web stack (Minsk .NET meetup 12.02.14)Is Antipov
 
Using xUnit as a Swiss-Aarmy Testing Toolkit
Using xUnit as a Swiss-Aarmy Testing ToolkitUsing xUnit as a Swiss-Aarmy Testing Toolkit
Using xUnit as a Swiss-Aarmy Testing ToolkitChris Oldwood
 
The Ring programming language version 1.5.2 book - Part 43 of 181
The Ring programming language version 1.5.2 book - Part 43 of 181The Ring programming language version 1.5.2 book - Part 43 of 181
The Ring programming language version 1.5.2 book - Part 43 of 181Mahmoud Samir Fayed
 
Python Development (MongoSF)
Python Development (MongoSF)Python Development (MongoSF)
Python Development (MongoSF)Mike Dirolf
 
pytest로 파이썬 코드 테스트하기
pytest로 파이썬 코드 테스트하기pytest로 파이썬 코드 테스트하기
pytest로 파이썬 코드 테스트하기Yeongseon Choe
 
The Ring programming language version 1.5 book - Part 8 of 31
The Ring programming language version 1.5 book - Part 8 of 31The Ring programming language version 1.5 book - Part 8 of 31
The Ring programming language version 1.5 book - Part 8 of 31Mahmoud Samir Fayed
 
Deep dive in Citrix Troubleshooting
Deep dive in Citrix TroubleshootingDeep dive in Citrix Troubleshooting
Deep dive in Citrix TroubleshootingDenis Gundarev
 
The Ring programming language version 1.7 book - Part 48 of 196
The Ring programming language version 1.7 book - Part 48 of 196The Ring programming language version 1.7 book - Part 48 of 196
The Ring programming language version 1.7 book - Part 48 of 196Mahmoud Samir Fayed
 
Iniciando com jquery
Iniciando com jqueryIniciando com jquery
Iniciando com jqueryDanilo Sousa
 
Inside PyMongo - MongoNYC
Inside PyMongo - MongoNYCInside PyMongo - MongoNYC
Inside PyMongo - MongoNYCMike Dirolf
 
Azure Table Storage: The Good, the Bad, the Ugly (15 min. lightning talk)
Azure Table Storage: The Good, the Bad, the Ugly (15 min. lightning talk)Azure Table Storage: The Good, the Bad, the Ugly (15 min. lightning talk)
Azure Table Storage: The Good, the Bad, the Ugly (15 min. lightning talk)Sirar Salih
 

Similar a Entity system architecture with Unity @Unite Europe 2015 (20)

Entitas System Architecture with Unity - Maxim Zaks and Simon Schmid
Entitas System Architecture with Unity - Maxim Zaks and Simon Schmid Entitas System Architecture with Unity - Maxim Zaks and Simon Schmid
Entitas System Architecture with Unity - Maxim Zaks and Simon Schmid
 
ECS architecture with Unity by example - Unite Europe 2016
ECS architecture with Unity by example - Unite Europe 2016ECS architecture with Unity by example - Unite Europe 2016
ECS architecture with Unity by example - Unite Europe 2016
 
Viktor Tsykunov "Microsoft AI platform for every Developer"
Viktor Tsykunov "Microsoft AI platform for every Developer"Viktor Tsykunov "Microsoft AI platform for every Developer"
Viktor Tsykunov "Microsoft AI platform for every Developer"
 
Manipulating object-behavior-at-runtime
Manipulating object-behavior-at-runtimeManipulating object-behavior-at-runtime
Manipulating object-behavior-at-runtime
 
Rapid and Scalable Development with MongoDB, PyMongo, and Ming
Rapid and Scalable Development with MongoDB, PyMongo, and MingRapid and Scalable Development with MongoDB, PyMongo, and Ming
Rapid and Scalable Development with MongoDB, PyMongo, and Ming
 
The Ring programming language version 1.6 book - Part 46 of 189
The Ring programming language version 1.6 book - Part 46 of 189The Ring programming language version 1.6 book - Part 46 of 189
The Ring programming language version 1.6 book - Part 46 of 189
 
Cassandra Day NY 2014: Getting Started with the DataStax C# Driver
Cassandra Day NY 2014: Getting Started with the DataStax C# DriverCassandra Day NY 2014: Getting Started with the DataStax C# Driver
Cassandra Day NY 2014: Getting Started with the DataStax C# Driver
 
Automatic deployment on .NET web stack (Minsk .NET meetup 12.02.14)
Automatic deployment on .NET web stack (Minsk .NET meetup 12.02.14)Automatic deployment on .NET web stack (Minsk .NET meetup 12.02.14)
Automatic deployment on .NET web stack (Minsk .NET meetup 12.02.14)
 
Using xUnit as a Swiss-Aarmy Testing Toolkit
Using xUnit as a Swiss-Aarmy Testing ToolkitUsing xUnit as a Swiss-Aarmy Testing Toolkit
Using xUnit as a Swiss-Aarmy Testing Toolkit
 
The Ring programming language version 1.5.2 book - Part 43 of 181
The Ring programming language version 1.5.2 book - Part 43 of 181The Ring programming language version 1.5.2 book - Part 43 of 181
The Ring programming language version 1.5.2 book - Part 43 of 181
 
Python Development (MongoSF)
Python Development (MongoSF)Python Development (MongoSF)
Python Development (MongoSF)
 
pytest로 파이썬 코드 테스트하기
pytest로 파이썬 코드 테스트하기pytest로 파이썬 코드 테스트하기
pytest로 파이썬 코드 테스트하기
 
The Ring programming language version 1.5 book - Part 8 of 31
The Ring programming language version 1.5 book - Part 8 of 31The Ring programming language version 1.5 book - Part 8 of 31
The Ring programming language version 1.5 book - Part 8 of 31
 
Deep dive in Citrix Troubleshooting
Deep dive in Citrix TroubleshootingDeep dive in Citrix Troubleshooting
Deep dive in Citrix Troubleshooting
 
CQS
CQSCQS
CQS
 
The Ring programming language version 1.7 book - Part 48 of 196
The Ring programming language version 1.7 book - Part 48 of 196The Ring programming language version 1.7 book - Part 48 of 196
The Ring programming language version 1.7 book - Part 48 of 196
 
Iniciando com jquery
Iniciando com jqueryIniciando com jquery
Iniciando com jquery
 
Inside PyMongo - MongoNYC
Inside PyMongo - MongoNYCInside PyMongo - MongoNYC
Inside PyMongo - MongoNYC
 
Azure Table Storage: The Good, the Bad, the Ugly (15 min. lightning talk)
Azure Table Storage: The Good, the Bad, the Ugly (15 min. lightning talk)Azure Table Storage: The Good, the Bad, the Ugly (15 min. lightning talk)
Azure Table Storage: The Good, the Bad, the Ugly (15 min. lightning talk)
 
Mini training - Moving to xUnit.net
Mini training - Moving to xUnit.netMini training - Moving to xUnit.net
Mini training - Moving to xUnit.net
 

Más de Maxim Zaks

Entity Component System - a different approach to game and app development
Entity Component System - a different approach to game and app developmentEntity Component System - a different approach to game and app development
Entity Component System - a different approach to game and app developmentMaxim Zaks
 
Nitty Gritty of Data Serialisation
Nitty Gritty of Data SerialisationNitty Gritty of Data Serialisation
Nitty Gritty of Data SerialisationMaxim Zaks
 
Wind of change
Wind of changeWind of change
Wind of changeMaxim Zaks
 
Data model mal anders
Data model mal andersData model mal anders
Data model mal andersMaxim Zaks
 
Talk Binary to Me
Talk Binary to MeTalk Binary to Me
Talk Binary to MeMaxim Zaks
 
Entity Component System - for App developers
Entity Component System - for App developersEntity Component System - for App developers
Entity Component System - for App developersMaxim Zaks
 
Beyond JSON - An Introduction to FlatBuffers
Beyond JSON - An Introduction to FlatBuffersBeyond JSON - An Introduction to FlatBuffers
Beyond JSON - An Introduction to FlatBuffersMaxim Zaks
 
Beyond JSON @ Mobile.Warsaw
Beyond JSON @ Mobile.WarsawBeyond JSON @ Mobile.Warsaw
Beyond JSON @ Mobile.WarsawMaxim Zaks
 
Beyond JSON @ dot swift 2016
Beyond JSON @ dot swift 2016Beyond JSON @ dot swift 2016
Beyond JSON @ dot swift 2016Maxim Zaks
 
Beyond JSON with FlatBuffers
Beyond JSON with FlatBuffersBeyond JSON with FlatBuffers
Beyond JSON with FlatBuffersMaxim Zaks
 
Basics of Computer Science
Basics of Computer ScienceBasics of Computer Science
Basics of Computer ScienceMaxim Zaks
 
UIKonf App & Data Driven Design @swift.berlin
UIKonf App & Data Driven Design @swift.berlinUIKonf App & Data Driven Design @swift.berlin
UIKonf App & Data Driven Design @swift.berlinMaxim Zaks
 
Swift the implicit parts
Swift the implicit partsSwift the implicit parts
Swift the implicit partsMaxim Zaks
 
Currying in Swift
Currying in SwiftCurrying in Swift
Currying in SwiftMaxim Zaks
 
Promise of an API
Promise of an APIPromise of an API
Promise of an APIMaxim Zaks
 
96% macoun 2013
96% macoun 201396% macoun 2013
96% macoun 2013Maxim Zaks
 
Diagnose of Agile @ Wooga 04.2013
Diagnose of Agile @ Wooga 04.2013Diagnose of Agile @ Wooga 04.2013
Diagnose of Agile @ Wooga 04.2013Maxim Zaks
 
Start playing @ mobile.cologne 2013
Start playing @ mobile.cologne 2013Start playing @ mobile.cologne 2013
Start playing @ mobile.cologne 2013Maxim Zaks
 
Under Cocos2D Tree @mdvecon 2013
Under Cocos2D Tree @mdvecon 2013Under Cocos2D Tree @mdvecon 2013
Under Cocos2D Tree @mdvecon 2013Maxim Zaks
 
Don&rsquo;t do Agile, be Agile @NSConf 2013
Don&rsquo;t do Agile, be Agile @NSConf 2013Don&rsquo;t do Agile, be Agile @NSConf 2013
Don&rsquo;t do Agile, be Agile @NSConf 2013Maxim Zaks
 

Más de Maxim Zaks (20)

Entity Component System - a different approach to game and app development
Entity Component System - a different approach to game and app developmentEntity Component System - a different approach to game and app development
Entity Component System - a different approach to game and app development
 
Nitty Gritty of Data Serialisation
Nitty Gritty of Data SerialisationNitty Gritty of Data Serialisation
Nitty Gritty of Data Serialisation
 
Wind of change
Wind of changeWind of change
Wind of change
 
Data model mal anders
Data model mal andersData model mal anders
Data model mal anders
 
Talk Binary to Me
Talk Binary to MeTalk Binary to Me
Talk Binary to Me
 
Entity Component System - for App developers
Entity Component System - for App developersEntity Component System - for App developers
Entity Component System - for App developers
 
Beyond JSON - An Introduction to FlatBuffers
Beyond JSON - An Introduction to FlatBuffersBeyond JSON - An Introduction to FlatBuffers
Beyond JSON - An Introduction to FlatBuffers
 
Beyond JSON @ Mobile.Warsaw
Beyond JSON @ Mobile.WarsawBeyond JSON @ Mobile.Warsaw
Beyond JSON @ Mobile.Warsaw
 
Beyond JSON @ dot swift 2016
Beyond JSON @ dot swift 2016Beyond JSON @ dot swift 2016
Beyond JSON @ dot swift 2016
 
Beyond JSON with FlatBuffers
Beyond JSON with FlatBuffersBeyond JSON with FlatBuffers
Beyond JSON with FlatBuffers
 
Basics of Computer Science
Basics of Computer ScienceBasics of Computer Science
Basics of Computer Science
 
UIKonf App & Data Driven Design @swift.berlin
UIKonf App & Data Driven Design @swift.berlinUIKonf App & Data Driven Design @swift.berlin
UIKonf App & Data Driven Design @swift.berlin
 
Swift the implicit parts
Swift the implicit partsSwift the implicit parts
Swift the implicit parts
 
Currying in Swift
Currying in SwiftCurrying in Swift
Currying in Swift
 
Promise of an API
Promise of an APIPromise of an API
Promise of an API
 
96% macoun 2013
96% macoun 201396% macoun 2013
96% macoun 2013
 
Diagnose of Agile @ Wooga 04.2013
Diagnose of Agile @ Wooga 04.2013Diagnose of Agile @ Wooga 04.2013
Diagnose of Agile @ Wooga 04.2013
 
Start playing @ mobile.cologne 2013
Start playing @ mobile.cologne 2013Start playing @ mobile.cologne 2013
Start playing @ mobile.cologne 2013
 
Under Cocos2D Tree @mdvecon 2013
Under Cocos2D Tree @mdvecon 2013Under Cocos2D Tree @mdvecon 2013
Under Cocos2D Tree @mdvecon 2013
 
Don&rsquo;t do Agile, be Agile @NSConf 2013
Don&rsquo;t do Agile, be Agile @NSConf 2013Don&rsquo;t do Agile, be Agile @NSConf 2013
Don&rsquo;t do Agile, be Agile @NSConf 2013
 

Último

Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxDenish Jangid
 
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxExploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxPooja Bhuva
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Pooja Bhuva
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsMebane Rash
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Jisc
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.MaryamAhmad92
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxRamakrishna Reddy Bijjam
 
Interdisciplinary_Insights_Data_Collection_Methods.pptx
Interdisciplinary_Insights_Data_Collection_Methods.pptxInterdisciplinary_Insights_Data_Collection_Methods.pptx
Interdisciplinary_Insights_Data_Collection_Methods.pptxPooja Bhuva
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17Celine George
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...Amil baba
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxDr. Ravikiran H M Gowda
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsKarakKing
 
On_Translating_a_Tamil_Poem_by_A_K_Ramanujan.pptx
On_Translating_a_Tamil_Poem_by_A_K_Ramanujan.pptxOn_Translating_a_Tamil_Poem_by_A_K_Ramanujan.pptx
On_Translating_a_Tamil_Poem_by_A_K_Ramanujan.pptxPooja Bhuva
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and ModificationsMJDuyan
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - Englishneillewis46
 

Último (20)

Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxExploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
Interdisciplinary_Insights_Data_Collection_Methods.pptx
Interdisciplinary_Insights_Data_Collection_Methods.pptxInterdisciplinary_Insights_Data_Collection_Methods.pptx
Interdisciplinary_Insights_Data_Collection_Methods.pptx
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptx
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
 
On_Translating_a_Tamil_Poem_by_A_K_Ramanujan.pptx
On_Translating_a_Tamil_Poem_by_A_K_Ramanujan.pptxOn_Translating_a_Tamil_Poem_by_A_K_Ramanujan.pptx
On_Translating_a_Tamil_Poem_by_A_K_Ramanujan.pptx
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - English
 

Entity system architecture with Unity @Unite Europe 2015