SlideShare une entreprise Scribd logo
1  sur  46
Télécharger pour lire hors ligne
Rotem Hermon
@margolis20
Actors, Evolved
#dmconf15
Not THAT
kind of actors.
Multithreading
The problem with multi-threaded concurrency
• Shared memory and state
• Race conditions
• Locks and deadlocks
• Blocking calls
• Hard to understand and maintain
• Not easily distributed
Threads are EVIL!
There has to be a
better way…
The Actor Model
• Formalized in 1973 (Carl Hewitt)
• Concurrency by Message Passing
• Avoids problems of threading and locking
An Actor, Carl Hewitt definition
• The fundamental unit of computation that embodies:
• Processing
• Storage
• Communication
• An actor can:
• Create new Actors
• Send messages to Actors
• Designate how to handle the next message
An Actor
• Lightweight
• Never shares state
• Communicates through asynchronous messages
• Mailbox buffers incoming messages
• Processes one message at a time
An Actor
• Lightweight
• Never shares state
• Communicates through asynchronous messages
• Mailbox buffers incoming messages
• Processes one message at a time
• Single threaded
The Actor Model
• Higher abstraction level
• Simpler concurrent programming model
• Write single-threaded code (easier to understand)
• Concurrency and scale via actor instances
• Maximizes CPU utilization
• Easy to distribute
(Actors are actually
Nanoservices)
Leading Classic Actor Implementations
• Erlang
• Developed in the late 90s by Ericsson for HA telecom exchanges
• Actors are a core language feature
• Akka
• A JVM (Scala/Java) Actor framework library
• Started by Jonas Bonér in 2009
• Became part of Typesafe (company behind Scala)
• .NET port in progress since 2014 (Akka.NET)
Akka Fundamentals
Actors Contains:
• State
• Behavior
• An actor can “switch” its internal behavior
• Mailbox
• Several types of mailboxes
• Children
• An actor is “responsible” for other actors it creates - Supervisor
Akka Fundamentals
• Actors form an hierarchical structure
Akka Fundamentals
• Actor Lifecycle
• Actors needs to be created
and destroyed
• Fault handling is done via
supervision hierarchies
• Several available supervision
strategies
Akka Fundamentals
• Location Transparency
• Actors can be created remotely
• Actors are called via an actor reference, same for local and remote
• Akka Clustering for additional features
Akka Fundamentals
• Dispatchers
• Schedules the message delivery to actors (code execution)
• Can be shared across actors
• Several types of dispatchers and configurations
Akka Fundamentals
• Routers
• An actor that routes messages to other actors
• Several routing strategies
There has to be a
better way…
Virtual Actors
• A simplified Actors implementation with a higher abstraction
level
• Introduced by Microsoft Research – Project Orleans
• Goals:
• Make distributed application programming easier
• Prefer developer productivity and transparent scalability
• “A programming model and runtime for building cloud native
services”
Virtual Actors
• A Virtual Actor:
always exists
and
never fails
Virtual Actors
Actor types:
• Worker
• An auto-scaling processing unit – multiple instances created by
framework as needed
Virtual Actors
Actor types:
• Single Activation
• Guaranteed to have a single active instance in the cluster
Virtual Actors
Actor types:
• Single Activation
• Guaranteed to have a single active instance in the cluster
• A Stateful application middle-tier!
Virtual Actor Framework
• A runtime providing virtual “actor space”, analogues to
virtual memory
• Handles Actor placement, activation and GC when needed
• Balances resources across the cluster, provides elastic
scalability
Virtual Actor Framework
Node
Node
Node
Node
Node
Node
Virtual Actor Framework
Virtual Actor Framework
User
#21
User
#73
Game
#254 Game
#33
Virtual Actor Framework
Auto Scaling
Virtual Actor Framework
Auto Scaling
Virtual Actor Framework
Auto Scaling
Virtual Actor Framework
Auto Scaling
Virtual Actor Framework
Failure Recovery
Virtual Actor Framework
Failure Recovery
Virtual Actor Framework
Failure Recovery
Simplified Programming Model
• An Actor is a class, implementing an interface with
asynchronous methods
• The caller of an Actor uses the actor interface via a proxy
• Messaging is transparent and handled by the runtime.
Programmers deal with interfaces and methods
Simplified Programming Model
Simplified Programming Model
Use Cases
• Stateful Services
• Smart Cache
• Modeling objects at scale (games, IoT)
• Protecting resources / Aggregations
Virtual Actor Implementations
• Orleans (.NET)
• Started by Microsoft Research in 2011, in production since 2012
• Service high scale services on Azure (Halo 4 cloud services)
• Open sourced in January 2015, active community
• Orbit (Java)
• Developed by BioWare (division of Electronic Arts)
• Inspired by Orleans (“not a port but a re-write”)
• Powering online game services
• Azure Service Fabric (Reliable Actors)
Virtual Actors (Orleans)
• Focus on simplicity and
productivity
• Implicit lifecycle, handled by
runtime
• Automatic clustering and load
balancing
• No hierarchy, all actors are
directly accessible
• Actor interfaces are regular
interfaces (standard OOP)
Classic Actors (Akka)
• Provide full power (exposing
complexity)
• Explicit lifecycle, handled by
programmer
• Clustering and load balancing
available (but more complex)
• Actors are hierarchical and
accessible by path
• Actors communicates via explicit
message classes
Virtual Actors (Orleans)
Choose if:
• Need a simple model for
distributed applications
• Automatic and straightforward
scaling
• Development team with varied
levels of experience
Classic Actors (Akka)
Choose if:
• Need full power – complex
topologies, fine grain failure
handling, dynamic changing of
behavior, explicit message
handling
• Experienced development team
Thank You!
Rotem Hermon
@margolis20
VP Architecture @ Gigya

Contenu connexe

Tendances

RabbitMQ and EasyNetQ
RabbitMQ and EasyNetQRabbitMQ and EasyNetQ
RabbitMQ and EasyNetQKen Taylor
 
Standard libraries with_xamarin
Standard libraries with_xamarinStandard libraries with_xamarin
Standard libraries with_xamarinKen Tucker
 
Developing distributed applications with Akka and Akka Cluster
Developing distributed applications with Akka and Akka ClusterDeveloping distributed applications with Akka and Akka Cluster
Developing distributed applications with Akka and Akka ClusterKonstantin Tsykulenko
 
Hashicorp Products Overview
Hashicorp Products OverviewHashicorp Products Overview
Hashicorp Products OverviewUchit Vyas ☁
 
Indic threads pune12-typesafe stack software development on the jvm
Indic threads pune12-typesafe stack software development on the jvmIndic threads pune12-typesafe stack software development on the jvm
Indic threads pune12-typesafe stack software development on the jvmIndicThreads
 
Rebooting design in RavenDB
Rebooting design in RavenDBRebooting design in RavenDB
Rebooting design in RavenDBOren Eini
 
Staying friendly with the gc
Staying friendly with the gcStaying friendly with the gc
Staying friendly with the gcOren Eini
 
Deploying microservices on AWS
Deploying microservices on AWSDeploying microservices on AWS
Deploying microservices on AWSMichael Haberman
 
Containerize all the things!
Containerize all the things!Containerize all the things!
Containerize all the things!Mike Melusky
 
Solr security frameworks
Solr security frameworksSolr security frameworks
Solr security frameworksAnshum Gupta
 
Highly Available, Elastic and Self-healing Moodle on OpenStack
Highly Available, Elastic and Self-healing Moodle on OpenStackHighly Available, Elastic and Self-healing Moodle on OpenStack
Highly Available, Elastic and Self-healing Moodle on OpenStackEnovation
 
SaltStack - An open source software story
SaltStack - An open source software storySaltStack - An open source software story
SaltStack - An open source software storySaltStack
 
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless DreamsRainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless DreamsJosh Carlisle
 
AtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
AtlasCamp 2014: Preparing Your Plugin for JIRA Data CenterAtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
AtlasCamp 2014: Preparing Your Plugin for JIRA Data CenterAtlassian
 
Can i Get C# for Free ?
Can i Get C# for Free ?Can i Get C# for Free ?
Can i Get C# for Free ?Welly Tambunan
 
Keynote Yonik Seeley & Steve Rowe lucene solr roadmap
Keynote   Yonik Seeley & Steve Rowe lucene solr roadmapKeynote   Yonik Seeley & Steve Rowe lucene solr roadmap
Keynote Yonik Seeley & Steve Rowe lucene solr roadmaplucenerevolution
 

Tendances (20)

RabbitMQ and EasyNetQ
RabbitMQ and EasyNetQRabbitMQ and EasyNetQ
RabbitMQ and EasyNetQ
 
Standard libraries with_xamarin
Standard libraries with_xamarinStandard libraries with_xamarin
Standard libraries with_xamarin
 
Developing distributed applications with Akka and Akka Cluster
Developing distributed applications with Akka and Akka ClusterDeveloping distributed applications with Akka and Akka Cluster
Developing distributed applications with Akka and Akka Cluster
 
Hashicorp Products Overview
Hashicorp Products OverviewHashicorp Products Overview
Hashicorp Products Overview
 
Akkurate Akka
Akkurate AkkaAkkurate Akka
Akkurate Akka
 
Indic threads pune12-typesafe stack software development on the jvm
Indic threads pune12-typesafe stack software development on the jvmIndic threads pune12-typesafe stack software development on the jvm
Indic threads pune12-typesafe stack software development on the jvm
 
Rebooting design in RavenDB
Rebooting design in RavenDBRebooting design in RavenDB
Rebooting design in RavenDB
 
Staying friendly with the gc
Staying friendly with the gcStaying friendly with the gc
Staying friendly with the gc
 
Deploying microservices on AWS
Deploying microservices on AWSDeploying microservices on AWS
Deploying microservices on AWS
 
Containerize all the things!
Containerize all the things!Containerize all the things!
Containerize all the things!
 
Solr security frameworks
Solr security frameworksSolr security frameworks
Solr security frameworks
 
Highly Available, Elastic and Self-healing Moodle on OpenStack
Highly Available, Elastic and Self-healing Moodle on OpenStackHighly Available, Elastic and Self-healing Moodle on OpenStack
Highly Available, Elastic and Self-healing Moodle on OpenStack
 
SaltStack - An open source software story
SaltStack - An open source software storySaltStack - An open source software story
SaltStack - An open source software story
 
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless DreamsRainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
 
Akka Fundamentals
Akka FundamentalsAkka Fundamentals
Akka Fundamentals
 
AtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
AtlasCamp 2014: Preparing Your Plugin for JIRA Data CenterAtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
AtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
 
Can i Get C# for Free ?
Can i Get C# for Free ?Can i Get C# for Free ?
Can i Get C# for Free ?
 
RavenDB 4.0
RavenDB 4.0RavenDB 4.0
RavenDB 4.0
 
Stackato v2
Stackato v2Stackato v2
Stackato v2
 
Keynote Yonik Seeley & Steve Rowe lucene solr roadmap
Keynote   Yonik Seeley & Steve Rowe lucene solr roadmapKeynote   Yonik Seeley & Steve Rowe lucene solr roadmap
Keynote Yonik Seeley & Steve Rowe lucene solr roadmap
 

Similaire à Actors evolved- Rotem Hermon

Actors and Microservices - Can two walk together? - Rotem Hermon, Gigya
Actors and Microservices - Can two walk together? - Rotem Hermon, GigyaActors and Microservices - Can two walk together? - Rotem Hermon, Gigya
Actors and Microservices - Can two walk together? - Rotem Hermon, GigyaCodemotion Tel Aviv
 
Typesafe stack - Scala, Akka and Play
Typesafe stack - Scala, Akka and PlayTypesafe stack - Scala, Akka and Play
Typesafe stack - Scala, Akka and PlayLuka Zakrajšek
 
Rethinking the debugger
Rethinking the debuggerRethinking the debugger
Rethinking the debuggerIulian Dragos
 
The Economies of Scaling Software
The Economies of Scaling SoftwareThe Economies of Scaling Software
The Economies of Scaling SoftwareAbdelmonaim Remani
 
The economies of scaling software - Abdel Remani
The economies of scaling software - Abdel RemaniThe economies of scaling software - Abdel Remani
The economies of scaling software - Abdel Remanijaxconf
 
VoltDB and Erlang - Tech planet 2012
VoltDB and Erlang - Tech planet 2012VoltDB and Erlang - Tech planet 2012
VoltDB and Erlang - Tech planet 2012Eonblast
 
Container Orchestration for .NET Developers
Container Orchestration for .NET DevelopersContainer Orchestration for .NET Developers
Container Orchestration for .NET DevelopersMike Melusky
 
JAVA object oriented programming (oop).ppt
JAVA object oriented programming (oop).pptJAVA object oriented programming (oop).ppt
JAVA object oriented programming (oop).pptAliyaJav
 
Intro to elixir and phoenix
Intro to elixir and phoenixIntro to elixir and phoenix
Intro to elixir and phoenixJared Smith
 
Real world Scala hAkking NLJUG JFall 2011
Real world Scala hAkking NLJUG JFall 2011Real world Scala hAkking NLJUG JFall 2011
Real world Scala hAkking NLJUG JFall 2011Raymond Roestenburg
 
.Net programming with C#
.Net programming with C#.Net programming with C#
.Net programming with C#NguynSang29
 
CSP: Huh? And Components
CSP: Huh? And ComponentsCSP: Huh? And Components
CSP: Huh? And ComponentsDaniel Fagnan
 
PresentationPatterns_v2
PresentationPatterns_v2PresentationPatterns_v2
PresentationPatterns_v2Maksym Tolstik
 
8. Software Development Security
8. Software Development Security8. Software Development Security
8. Software Development SecuritySam Bowne
 

Similaire à Actors evolved- Rotem Hermon (20)

Actors and Microservices - Can two walk together? - Rotem Hermon, Gigya
Actors and Microservices - Can two walk together? - Rotem Hermon, GigyaActors and Microservices - Can two walk together? - Rotem Hermon, Gigya
Actors and Microservices - Can two walk together? - Rotem Hermon, Gigya
 
Akka.Net Overview
Akka.Net OverviewAkka.Net Overview
Akka.Net Overview
 
Typesafe stack - Scala, Akka and Play
Typesafe stack - Scala, Akka and PlayTypesafe stack - Scala, Akka and Play
Typesafe stack - Scala, Akka and Play
 
xaml overview
xaml overviewxaml overview
xaml overview
 
Rethinking the debugger
Rethinking the debuggerRethinking the debugger
Rethinking the debugger
 
The Economies of Scaling Software
The Economies of Scaling SoftwareThe Economies of Scaling Software
The Economies of Scaling Software
 
The economies of scaling software - Abdel Remani
The economies of scaling software - Abdel RemaniThe economies of scaling software - Abdel Remani
The economies of scaling software - Abdel Remani
 
Scalable game-servers-tgc
Scalable game-servers-tgcScalable game-servers-tgc
Scalable game-servers-tgc
 
Akka Actors
Akka ActorsAkka Actors
Akka Actors
 
Road Trip To Component
Road Trip To ComponentRoad Trip To Component
Road Trip To Component
 
VoltDB and Erlang - Tech planet 2012
VoltDB and Erlang - Tech planet 2012VoltDB and Erlang - Tech planet 2012
VoltDB and Erlang - Tech planet 2012
 
Container Orchestration for .NET Developers
Container Orchestration for .NET DevelopersContainer Orchestration for .NET Developers
Container Orchestration for .NET Developers
 
JAVA object oriented programming (oop).ppt
JAVA object oriented programming (oop).pptJAVA object oriented programming (oop).ppt
JAVA object oriented programming (oop).ppt
 
Intro to elixir and phoenix
Intro to elixir and phoenixIntro to elixir and phoenix
Intro to elixir and phoenix
 
Real world Scala hAkking NLJUG JFall 2011
Real world Scala hAkking NLJUG JFall 2011Real world Scala hAkking NLJUG JFall 2011
Real world Scala hAkking NLJUG JFall 2011
 
.Net programming with C#
.Net programming with C#.Net programming with C#
.Net programming with C#
 
CSP: Huh? And Components
CSP: Huh? And ComponentsCSP: Huh? And Components
CSP: Huh? And Components
 
PresentationPatterns_v2
PresentationPatterns_v2PresentationPatterns_v2
PresentationPatterns_v2
 
8. Software Development Security
8. Software Development Security8. Software Development Security
8. Software Development Security
 
Rvrsit
RvrsitRvrsit
Rvrsit
 

Plus de distributed matters

Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik RüttimannCloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimanndistributed matters
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Gralldistributed matters
 
NoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre BittnerNoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre Bittnerdistributed matters
 
Functional Operations - Susan Potter
Functional Operations - Susan PotterFunctional Operations - Susan Potter
Functional Operations - Susan Potterdistributed matters
 
Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup distributed matters
 
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike SteenbergenMeet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergendistributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices -  Michael HacksteinNoSQL meets Microservices -  Michael Hackstein
NoSQL meets Microservices - Michael Hacksteindistributed matters
 
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015distributed matters
 
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...distributed matters
 
Conflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark NadalConflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark Nadaldistributed matters
 
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp KrennA tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenndistributed matters
 
NoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin EsmannNoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin Esmanndistributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael HacksteinNoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael Hacksteindistributed matters
 
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil CalcadoNo Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcadodistributed matters
 
Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...distributed matters
 
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...distributed matters
 
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
 Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnesdistributed matters
 

Plus de distributed matters (17)

Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik RüttimannCloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Grall
 
NoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre BittnerNoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre Bittner
 
Functional Operations - Susan Potter
Functional Operations - Susan PotterFunctional Operations - Susan Potter
Functional Operations - Susan Potter
 
Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup
 
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike SteenbergenMeet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices -  Michael HacksteinNoSQL meets Microservices -  Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
 
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
 
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
 
Conflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark NadalConflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark Nadal
 
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp KrennA tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
 
NoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin EsmannNoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin Esmann
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael HacksteinNoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
 
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil CalcadoNo Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
 
Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...
 
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
 
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
 Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
 

Dernier

Decoding Movie Sentiments: Analyzing Reviews with Data Analysis model
Decoding Movie Sentiments: Analyzing Reviews with Data Analysis modelDecoding Movie Sentiments: Analyzing Reviews with Data Analysis model
Decoding Movie Sentiments: Analyzing Reviews with Data Analysis modelBoston Institute of Analytics
 
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Boston Institute of Analytics
 
IBEF report on the Insurance market in India
IBEF report on the Insurance market in IndiaIBEF report on the Insurance market in India
IBEF report on the Insurance market in IndiaManalVerma4
 
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxaleedritatuxx
 
Cyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataCyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataTecnoIncentive
 
What To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxWhat To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxSimranPal17
 
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...Jack Cole
 
Semantic Shed - Squashing and Squeezing.pptx
Semantic Shed - Squashing and Squeezing.pptxSemantic Shed - Squashing and Squeezing.pptx
Semantic Shed - Squashing and Squeezing.pptxMike Bennett
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfblazblazml
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Boston Institute of Analytics
 
Principles and Practices of Data Visualization
Principles and Practices of Data VisualizationPrinciples and Practices of Data Visualization
Principles and Practices of Data VisualizationKianJazayeri1
 
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptxThe Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptxTasha Penwell
 
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdfWorld Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdfsimulationsindia
 
Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Seán Kennedy
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024Susanna-Assunta Sansone
 
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...Dr Arash Najmaei ( Phd., MBA, BSc)
 
Networking Case Study prepared by teacher.pptx
Networking Case Study prepared by teacher.pptxNetworking Case Study prepared by teacher.pptx
Networking Case Study prepared by teacher.pptxHimangsuNath
 
Digital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksDigital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksdeepakthakur548787
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...Amil Baba Dawood bangali
 

Dernier (20)

Decoding Movie Sentiments: Analyzing Reviews with Data Analysis model
Decoding Movie Sentiments: Analyzing Reviews with Data Analysis modelDecoding Movie Sentiments: Analyzing Reviews with Data Analysis model
Decoding Movie Sentiments: Analyzing Reviews with Data Analysis model
 
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
Data Analysis Project Presentation: Unveiling Your Ideal Customer, Bank Custo...
 
IBEF report on the Insurance market in India
IBEF report on the Insurance market in IndiaIBEF report on the Insurance market in India
IBEF report on the Insurance market in India
 
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptxmodul pembelajaran robotic Workshop _ by Slidesgo.pptx
modul pembelajaran robotic Workshop _ by Slidesgo.pptx
 
Insurance Churn Prediction Data Analysis Project
Insurance Churn Prediction Data Analysis ProjectInsurance Churn Prediction Data Analysis Project
Insurance Churn Prediction Data Analysis Project
 
Cyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded dataCyber awareness ppt on the recorded data
Cyber awareness ppt on the recorded data
 
What To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptxWhat To Do For World Nature Conservation Day by Slidesgo.pptx
What To Do For World Nature Conservation Day by Slidesgo.pptx
 
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
why-transparency-and-traceability-are-essential-for-sustainable-supply-chains...
 
Semantic Shed - Squashing and Squeezing.pptx
Semantic Shed - Squashing and Squeezing.pptxSemantic Shed - Squashing and Squeezing.pptx
Semantic Shed - Squashing and Squeezing.pptx
 
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdfEnglish-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
English-8-Q4-W3-Synthesizing-Essential-Information-From-Various-Sources-1.pdf
 
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
Decoding the Heart: Student Presentation on Heart Attack Prediction with Data...
 
Principles and Practices of Data Visualization
Principles and Practices of Data VisualizationPrinciples and Practices of Data Visualization
Principles and Practices of Data Visualization
 
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptxThe Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
The Power of Data-Driven Storytelling_ Unveiling the Layers of Insight.pptx
 
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdfWorld Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
World Economic Forum Metaverse Ecosystem By Utpal Chakraborty.pdf
 
Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...Student Profile Sample report on improving academic performance by uniting gr...
Student Profile Sample report on improving academic performance by uniting gr...
 
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
FAIR, FAIRsharing, FAIR Cookbook and ELIXIR - Sansone SA - Boston 2024
 
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
6 Tips for Interpretable Topic Models _ by Nicha Ruchirawat _ Towards Data Sc...
 
Networking Case Study prepared by teacher.pptx
Networking Case Study prepared by teacher.pptxNetworking Case Study prepared by teacher.pptx
Networking Case Study prepared by teacher.pptx
 
Digital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing worksDigital Marketing Plan, how digital marketing works
Digital Marketing Plan, how digital marketing works
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
 

Actors evolved- Rotem Hermon