SlideShare una empresa de Scribd logo

Example optimisation using GPGPUs by ICHEC

•
•
Eoin Brazil
Eoin Brazil

Example optimisation using GPGPUs by ICHEC of a Monte Carlo based simulation for a real client.

TecnologíaEmpresariales
1 de 1
Application.version Number.of.Simulations 100 101 102 103 104 105 106 100 101 102 103 104 105 106 100 101 102 103 104 105 106 Test 1 Test 4 Test 7 Java 1 Thread C++ 1 Thread C++ 12 Threads x1 GPU x2 GPUs Test 2 Test 5 Test 8 Java 1 Thread C++ 1 Thread C++ 12 Threads x1 GPU x2 GPUs Test 3 Test 6 Java 1 Thread C++ 1 Thread C++ 12 Threads x1 GPU x2 GPUs Application.ver Java 1 Thre C++ 1 Thre C++ 12 Thr x1 GPU x2 GPUs Optimisation of Monte Carlo Simulations by ICHEC Performance improvements are based on comparison with original Java code. x1.9 Number of simulations completed in 500ms LOG LOG LOG x2 Code to be optimised Test 3 Test 6 Application.version Java 1 Thread C++ 1 Thread C++ 12 Threads x1 GPU x2 GPUs 1 Thread, Java Reference 1 Thread, C++ 12 Threads, C++ x1 GPU x2 GPUs x1.8 x2.1 x2 x1.9 x2x2 x12 x12 x11 x12 x12 x12 x12x12 x91 x92 x76 x100 x93 x82 x311x91 x182 x184 x149 x193 x176 x160 x599x174

Recomendados

C++ in kernel mode
C++ in kernel modeC++ in kernel mode
C++ in kernel modecorehard_by
 
Intro2 Cuda Moayad
Intro2 Cuda MoayadIntro2 Cuda Moayad
Intro2 Cuda MoayadMoayadhn
 
Debugging TV Frame 0x0D
Debugging TV Frame 0x0DDebugging TV Frame 0x0D
Debugging TV Frame 0x0DDmitry Vostokov
 
How to lock a Python in a cage? Managing Python environment inside an R project
How to lock a Python in a cage? Managing Python environment inside an R projectHow to lock a Python in a cage? Managing Python environment inside an R project
How to lock a Python in a cage? Managing Python environment inside an R projectWLOG Solutions
 
Living With Garbage
Living With GarbageLiving With Garbage
Living With GarbageGregg Donovan
 
The Ring programming language version 1.10 book - Part 75 of 212
The Ring programming language version 1.10 book - Part 75 of 212The Ring programming language version 1.10 book - Part 75 of 212
The Ring programming language version 1.10 book - Part 75 of 212Mahmoud Samir Fayed
 
Mod06 new development tools
Mod06 new development toolsMod06 new development tools
Mod06 new development toolsPeter Haase
 
OpenCV acceleration battle:OpenCL on Firefly-RK3288(MALI-T764) vs. FPGA on Ze...
OpenCV acceleration battle:OpenCL on Firefly-RK3288(MALI-T764) vs. FPGA on Ze...OpenCV acceleration battle:OpenCL on Firefly-RK3288(MALI-T764) vs. FPGA on Ze...
OpenCV acceleration battle:OpenCL on Firefly-RK3288(MALI-T764) vs. FPGA on Ze...Industrial Technology Research Institute (ITRI)(工業技術研究院, 工研院)
 

Recomendados

C++ in kernel mode
C++ in kernel modeC++ in kernel mode
C++ in kernel modecorehard_by
 
Intro2 Cuda Moayad
Intro2 Cuda MoayadIntro2 Cuda Moayad
Intro2 Cuda MoayadMoayadhn
 
Debugging TV Frame 0x0D
Debugging TV Frame 0x0DDebugging TV Frame 0x0D
Debugging TV Frame 0x0DDmitry Vostokov
 
How to lock a Python in a cage? Managing Python environment inside an R project
How to lock a Python in a cage? Managing Python environment inside an R projectHow to lock a Python in a cage? Managing Python environment inside an R project
How to lock a Python in a cage? Managing Python environment inside an R projectWLOG Solutions
 
Living With Garbage
Living With GarbageLiving With Garbage
Living With GarbageGregg Donovan
 
The Ring programming language version 1.10 book - Part 75 of 212
The Ring programming language version 1.10 book - Part 75 of 212The Ring programming language version 1.10 book - Part 75 of 212
The Ring programming language version 1.10 book - Part 75 of 212Mahmoud Samir Fayed
 
Mod06 new development tools
Mod06 new development toolsMod06 new development tools
Mod06 new development toolsPeter Haase
 
OpenCV acceleration battle:OpenCL on Firefly-RK3288(MALI-T764) vs. FPGA on Ze...
OpenCV acceleration battle:OpenCL on Firefly-RK3288(MALI-T764) vs. FPGA on Ze...OpenCV acceleration battle:OpenCL on Firefly-RK3288(MALI-T764) vs. FPGA on Ze...
OpenCV acceleration battle:OpenCL on Firefly-RK3288(MALI-T764) vs. FPGA on Ze...Industrial Technology Research Institute (ITRI)(工業技術研究院, 工研院)
 
The Ring programming language version 1.2 book - Part 44 of 84
The Ring programming language version 1.2 book - Part 44 of 84The Ring programming language version 1.2 book - Part 44 of 84
The Ring programming language version 1.2 book - Part 44 of 84Mahmoud Samir Fayed
 
Large scale machine learning projects with r suite
Large scale machine learning projects with r suiteLarge scale machine learning projects with r suite
Large scale machine learning projects with r suiteWit Jakuczun
 
Troubleshooting .net core on linux
Troubleshooting .net core on linuxTroubleshooting .net core on linux
Troubleshooting .net core on linuxPavel Klimiankou
 
Lec12 debugging
Lec12 debuggingLec12 debugging
Lec12 debuggingTaras Zakharchenko
 
Source Plugins
Source PluginsSource Plugins
Source PluginsMatthew Pickering
 
3 673 (1)
3 673 (1)3 673 (1)
3 673 (1)mistercteam
 
Back from BUILD - WebGL
Back from BUILD - WebGLBack from BUILD - WebGL
Back from BUILD - WebGLdavrous
 
Uwolnić się od "if"
Uwolnić się od "if"Uwolnić się od "if"
Uwolnić się od "if"nurkiewicz
 
Hunting Performance Problems in Node.js and beyond
Hunting Performance Problems in Node.js and beyondHunting Performance Problems in Node.js and beyond
Hunting Performance Problems in Node.js and beyondDaniel Khan
 
C++ amp on linux
C++ amp on linuxC++ amp on linux
C++ amp on linuxMiller Lee
 
TestR: generating unit tests for R internals
TestR: generating unit tests for R internalsTestR: generating unit tests for R internals
TestR: generating unit tests for R internalsRoman Tsegelskyi
 
用 Go 語言打造多台機器 Scale 架構
用 Go 語言打造多台機器 Scale 架構用 Go 語言打造多台機器 Scale 架構
用 Go 語言打造多台機器 Scale 架構Bo-Yi Wu
 
PVS-Studio for Linux (CoreHard presentation)
PVS-Studio for Linux (CoreHard presentation)PVS-Studio for Linux (CoreHard presentation)
PVS-Studio for Linux (CoreHard presentation)Andrey Karpov
 
Managing large scale projects in R with R Suite
Managing large scale projects in R with R SuiteManaging large scale projects in R with R Suite
Managing large scale projects in R with R SuiteWLOG Solutions
 
Q2.12: Debugging with GDB
Q2.12: Debugging with GDBQ2.12: Debugging with GDB
Q2.12: Debugging with GDBLinaro
 
Getting started with open cv in raspberry pi
Getting started with open cv in raspberry piGetting started with open cv in raspberry pi
Getting started with open cv in raspberry piJayaprakash Nagaruru
 
Pynvme introduction
Pynvme introductionPynvme introduction
Pynvme introductionCrane Chu
 
Quantum circuit example in Qiskit
Quantum circuit example in QiskitQuantum circuit example in Qiskit
Quantum circuit example in QiskitVijayananda Mohire
 
Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...
Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...
Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...Eoin Brazil
 
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...Mixing Interaction, Sonification, Rendering and Design - The art of creating ...
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...Eoin Brazil
 
An example of discovering simple patterns using basic data mining
An example of discovering simple patterns using basic data miningAn example of discovering simple patterns using basic data mining
An example of discovering simple patterns using basic data miningEoin Brazil
 
Ichec is vs-andthecloud
Ichec is vs-andthecloudIchec is vs-andthecloud
Ichec is vs-andthecloudEoin Brazil
 

Más contenido relacionado

La actualidad más candente

The Ring programming language version 1.2 book - Part 44 of 84
The Ring programming language version 1.2 book - Part 44 of 84The Ring programming language version 1.2 book - Part 44 of 84
The Ring programming language version 1.2 book - Part 44 of 84Mahmoud Samir Fayed
 
Large scale machine learning projects with r suite
Large scale machine learning projects with r suiteLarge scale machine learning projects with r suite
Large scale machine learning projects with r suiteWit Jakuczun
 
Troubleshooting .net core on linux
Troubleshooting .net core on linuxTroubleshooting .net core on linux
Troubleshooting .net core on linuxPavel Klimiankou
 
Back from BUILD - WebGL
Back from BUILD - WebGLBack from BUILD - WebGL
Back from BUILD - WebGLdavrous
 
Uwolnić się od "if"
Uwolnić się od "if"Uwolnić się od "if"
Uwolnić się od "if"nurkiewicz
 
Hunting Performance Problems in Node.js and beyond
Hunting Performance Problems in Node.js and beyondHunting Performance Problems in Node.js and beyond
Hunting Performance Problems in Node.js and beyondDaniel Khan
 
C++ amp on linux
C++ amp on linuxC++ amp on linux
C++ amp on linuxMiller Lee
 
TestR: generating unit tests for R internals
TestR: generating unit tests for R internalsTestR: generating unit tests for R internals
TestR: generating unit tests for R internalsRoman Tsegelskyi
 
用 Go 語言打造多台機器 Scale 架構
用 Go 語言打造多台機器 Scale 架構用 Go 語言打造多台機器 Scale 架構
用 Go 語言打造多台機器 Scale 架構Bo-Yi Wu
 
PVS-Studio for Linux (CoreHard presentation)
PVS-Studio for Linux (CoreHard presentation)PVS-Studio for Linux (CoreHard presentation)
PVS-Studio for Linux (CoreHard presentation)Andrey Karpov
 
Managing large scale projects in R with R Suite
Managing large scale projects in R with R SuiteManaging large scale projects in R with R Suite
Managing large scale projects in R with R SuiteWLOG Solutions
 
Q2.12: Debugging with GDB
Q2.12: Debugging with GDBQ2.12: Debugging with GDB
Q2.12: Debugging with GDBLinaro
 
Getting started with open cv in raspberry pi
Getting started with open cv in raspberry piGetting started with open cv in raspberry pi
Getting started with open cv in raspberry piJayaprakash Nagaruru
 
Pynvme introduction
Pynvme introductionPynvme introduction
Pynvme introductionCrane Chu
 
Quantum circuit example in Qiskit
Quantum circuit example in QiskitQuantum circuit example in Qiskit
Quantum circuit example in QiskitVijayananda Mohire
 

La actualidad más candente (18)

The Ring programming language version 1.2 book - Part 44 of 84
The Ring programming language version 1.2 book - Part 44 of 84The Ring programming language version 1.2 book - Part 44 of 84
The Ring programming language version 1.2 book - Part 44 of 84
 
Large scale machine learning projects with r suite
Large scale machine learning projects with r suiteLarge scale machine learning projects with r suite
Large scale machine learning projects with r suite
 
Troubleshooting .net core on linux
Troubleshooting .net core on linuxTroubleshooting .net core on linux
Troubleshooting .net core on linux
 
Lec12 debugging
Lec12 debuggingLec12 debugging
Lec12 debugging
 
Source Plugins
Source PluginsSource Plugins
Source Plugins
 
3 673 (1)
3 673 (1)3 673 (1)
3 673 (1)
 
Back from BUILD - WebGL
Back from BUILD - WebGLBack from BUILD - WebGL
Back from BUILD - WebGL
 
Uwolnić się od "if"
Uwolnić się od "if"Uwolnić się od "if"
Uwolnić się od "if"
 
Hunting Performance Problems in Node.js and beyond
Hunting Performance Problems in Node.js and beyondHunting Performance Problems in Node.js and beyond
Hunting Performance Problems in Node.js and beyond
 
C++ amp on linux
C++ amp on linuxC++ amp on linux
C++ amp on linux
 
TestR: generating unit tests for R internals
TestR: generating unit tests for R internalsTestR: generating unit tests for R internals
TestR: generating unit tests for R internals
 
用 Go 語言打造多台機器 Scale 架構
用 Go 語言打造多台機器 Scale 架構用 Go 語言打造多台機器 Scale 架構
用 Go 語言打造多台機器 Scale 架構
 
PVS-Studio for Linux (CoreHard presentation)
PVS-Studio for Linux (CoreHard presentation)PVS-Studio for Linux (CoreHard presentation)
PVS-Studio for Linux (CoreHard presentation)
 
Managing large scale projects in R with R Suite
Managing large scale projects in R with R SuiteManaging large scale projects in R with R Suite
Managing large scale projects in R with R Suite
 
Q2.12: Debugging with GDB
Q2.12: Debugging with GDBQ2.12: Debugging with GDB
Q2.12: Debugging with GDB
 
Getting started with open cv in raspberry pi
Getting started with open cv in raspberry piGetting started with open cv in raspberry pi
Getting started with open cv in raspberry pi
 
Pynvme introduction
Pynvme introductionPynvme introduction
Pynvme introduction
 
Quantum circuit example in Qiskit
Quantum circuit example in QiskitQuantum circuit example in Qiskit
Quantum circuit example in Qiskit
 

Destacado

Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...
Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...
Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...Eoin Brazil
 
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...Mixing Interaction, Sonification, Rendering and Design - The art of creating ...
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...Eoin Brazil
 
An example of discovering simple patterns using basic data mining
An example of discovering simple patterns using basic data miningAn example of discovering simple patterns using basic data mining
An example of discovering simple patterns using basic data miningEoin Brazil
 
Ichec is vs-andthecloud
Ichec is vs-andthecloudIchec is vs-andthecloud
Ichec is vs-andthecloudEoin Brazil
 
Bringing HPC to tackle your business problems
Bringing HPC to tackle your business problemsBringing HPC to tackle your business problems
Bringing HPC to tackle your business problemsEoin Brazil
 
Arduino Lecture 3 - Making Things Move and AVR programming
Arduino Lecture 3 - Making Things Move and AVR programmingArduino Lecture 3 - Making Things Move and AVR programming
Arduino Lecture 3 - Making Things Move and AVR programmingEoin Brazil
 
Introduction to Machine Learning using R - Dublin R User Group - Oct 2013
Introduction to Machine Learning using R - Dublin R User Group - Oct 2013Introduction to Machine Learning using R - Dublin R User Group - Oct 2013
Introduction to Machine Learning using R - Dublin R User Group - Oct 2013Eoin Brazil
 
Arduino Lecture 4 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 4 - Interactive Media CS4062 Semester 2 2009Arduino Lecture 4 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 4 - Interactive Media CS4062 Semester 2 2009Eoin Brazil
 
Cloud Computing Examples at ICHEC
Cloud Computing Examples at ICHECCloud Computing Examples at ICHEC
Cloud Computing Examples at ICHECEoin Brazil
 
IOTC08 The Arduino Platform
IOTC08 The Arduino PlatformIOTC08 The Arduino Platform
IOTC08 The Arduino PlatformEoin Brazil
 
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009Eoin Brazil
 
Arduino Lecture 2 - Electronic, LEDs, Communications and Datasheets
Arduino Lecture 2 - Electronic, LEDs, Communications and DatasheetsArduino Lecture 2 - Electronic, LEDs, Communications and Datasheets
Arduino Lecture 2 - Electronic, LEDs, Communications and DatasheetsEoin Brazil
 
Arduino Lecture 2 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 2 - Interactive Media CS4062 Semester 2 2009Arduino Lecture 2 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 2 - Interactive Media CS4062 Semester 2 2009Eoin Brazil
 
Mobile Services from Concept to Reality - Case Studies at the Mobile Service ...
Mobile Services from Concept to Reality - Case Studies at the Mobile Service ...Mobile Services from Concept to Reality - Case Studies at the Mobile Service ...
Mobile Services from Concept to Reality - Case Studies at the Mobile Service ...Eoin Brazil
 
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009Eoin Brazil
 
Pragmatic Analytics - Case Studies of High Performance Computing for Better B...
Pragmatic Analytics - Case Studies of High Performance Computing for Better B...Pragmatic Analytics - Case Studies of High Performance Computing for Better B...
Pragmatic Analytics - Case Studies of High Performance Computing for Better B...Eoin Brazil
 
Arduino Lecture 1 - Introducing the Arduino
Arduino Lecture 1 - Introducing the ArduinoArduino Lecture 1 - Introducing the Arduino
Arduino Lecture 1 - Introducing the ArduinoEoin Brazil
 

Destacado (17)

Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...
Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...
Fat Nodes & GPGPUs - Red-shifting your infrastructure without breaking the bu...
 
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...Mixing Interaction, Sonification, Rendering and Design - The art of creating ...
Mixing Interaction, Sonification, Rendering and Design - The art of creating ...
 
An example of discovering simple patterns using basic data mining
An example of discovering simple patterns using basic data miningAn example of discovering simple patterns using basic data mining
An example of discovering simple patterns using basic data mining
 
Ichec is vs-andthecloud
Ichec is vs-andthecloudIchec is vs-andthecloud
Ichec is vs-andthecloud
 
Bringing HPC to tackle your business problems
Bringing HPC to tackle your business problemsBringing HPC to tackle your business problems
Bringing HPC to tackle your business problems
 
Arduino Lecture 3 - Making Things Move and AVR programming
Arduino Lecture 3 - Making Things Move and AVR programmingArduino Lecture 3 - Making Things Move and AVR programming
Arduino Lecture 3 - Making Things Move and AVR programming
 
Introduction to Machine Learning using R - Dublin R User Group - Oct 2013
Introduction to Machine Learning using R - Dublin R User Group - Oct 2013Introduction to Machine Learning using R - Dublin R User Group - Oct 2013
Introduction to Machine Learning using R - Dublin R User Group - Oct 2013
 
Arduino Lecture 4 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 4 - Interactive Media CS4062 Semester 2 2009Arduino Lecture 4 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 4 - Interactive Media CS4062 Semester 2 2009
 
Cloud Computing Examples at ICHEC
Cloud Computing Examples at ICHECCloud Computing Examples at ICHEC
Cloud Computing Examples at ICHEC
 
IOTC08 The Arduino Platform
IOTC08 The Arduino PlatformIOTC08 The Arduino Platform
IOTC08 The Arduino Platform
 
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
 
Arduino Lecture 2 - Electronic, LEDs, Communications and Datasheets
Arduino Lecture 2 - Electronic, LEDs, Communications and DatasheetsArduino Lecture 2 - Electronic, LEDs, Communications and Datasheets
Arduino Lecture 2 - Electronic, LEDs, Communications and Datasheets
 
Arduino Lecture 2 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 2 - Interactive Media CS4062 Semester 2 2009Arduino Lecture 2 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 2 - Interactive Media CS4062 Semester 2 2009
 
Mobile Services from Concept to Reality - Case Studies at the Mobile Service ...
Mobile Services from Concept to Reality - Case Studies at the Mobile Service ...Mobile Services from Concept to Reality - Case Studies at the Mobile Service ...
Mobile Services from Concept to Reality - Case Studies at the Mobile Service ...
 
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
Arduino Lecture 3 - Interactive Media CS4062 Semester 2 2009
 
Pragmatic Analytics - Case Studies of High Performance Computing for Better B...
Pragmatic Analytics - Case Studies of High Performance Computing for Better B...Pragmatic Analytics - Case Studies of High Performance Computing for Better B...
Pragmatic Analytics - Case Studies of High Performance Computing for Better B...
 
Arduino Lecture 1 - Introducing the Arduino
Arduino Lecture 1 - Introducing the ArduinoArduino Lecture 1 - Introducing the Arduino
Arduino Lecture 1 - Introducing the Arduino
 

Similar a Example optimisation using GPGPUs by ICHEC

Machine-learning based performance heuristics for Runtime CPU/GPU Selection i...
Machine-learning based performance heuristics for Runtime CPU/GPU Selection i...Machine-learning based performance heuristics for Runtime CPU/GPU Selection i...
Machine-learning based performance heuristics for Runtime CPU/GPU Selection i...Akihiro Hayashi
 
Machine-Learning-based Performance Heuristics for Runtime CPU/GPU Selection
Machine-Learning-based Performance Heuristics for Runtime CPU/GPU SelectionMachine-Learning-based Performance Heuristics for Runtime CPU/GPU Selection
Machine-Learning-based Performance Heuristics for Runtime CPU/GPU SelectionAkihiro Hayashi
 
Java 5 6 Generics, Concurrency, Garbage Collection, Tuning
Java 5 6 Generics, Concurrency, Garbage Collection, TuningJava 5 6 Generics, Concurrency, Garbage Collection, Tuning
Java 5 6 Generics, Concurrency, Garbage Collection, TuningCarol McDonald
 
Application Optimisation using OpenPOWER and Power 9 systems
Application Optimisation using OpenPOWER and Power 9 systemsApplication Optimisation using OpenPOWER and Power 9 systems
Application Optimisation using OpenPOWER and Power 9 systemsGanesan Narayanasamy
 
JavaOne 2016: Code Generation with JavaCompiler for Fun, Speed and Business P...
JavaOne 2016: Code Generation with JavaCompiler for Fun, Speed and Business P...JavaOne 2016: Code Generation with JavaCompiler for Fun, Speed and Business P...
JavaOne 2016: Code Generation with JavaCompiler for Fun, Speed and Business P...Juan Cruz Nores
 
Building a Better JVM
Building a Better JVMBuilding a Better JVM
Building a Better JVMSimon Ritter
 
Accelerate Machine Learning on Google Cloud
Accelerate Machine Learning on Google CloudAccelerate Machine Learning on Google Cloud
Accelerate Machine Learning on Google CloudSamantha Guerriero
 
Planet-HTML5-Game-Engine Javascript Performance Enhancement
Planet-HTML5-Game-Engine Javascript Performance EnhancementPlanet-HTML5-Game-Engine Javascript Performance Enhancement
Planet-HTML5-Game-Engine Javascript Performance Enhancementup2soul
 
Software testing ari force institute of tech.
Software testing ari force institute of tech.Software testing ari force institute of tech.
Software testing ari force institute of tech.Sanjith Ml
 
Pharo Virtual Machine: News from the Front
Pharo Virtual Machine: News from the FrontPharo Virtual Machine: News from the Front
Pharo Virtual Machine: News from the FrontESUG
 
JRuby 9000 - Taipei Ruby User's Group 2015
JRuby 9000 - Taipei Ruby User's Group 2015JRuby 9000 - Taipei Ruby User's Group 2015
JRuby 9000 - Taipei Ruby User's Group 2015Charles Nutter
 
Everything as a Code / Александр Тарасов (Одноклассники)
Everything as a Code / Александр Тарасов (Одноклассники)Everything as a Code / Александр Тарасов (Одноклассники)
Everything as a Code / Александр Тарасов (Одноклассники)Ontico
 
RAPIDS: ускоряем Pandas и scikit-learn на GPU Павел Клеменков, NVidia
RAPIDS: ускоряем Pandas и scikit-learn на GPU Павел Клеменков, NVidiaRAPIDS: ускоряем Pandas и scikit-learn на GPU Павел Клеменков, NVidia
RAPIDS: ускоряем Pandas и scikit-learn на GPU Павел Клеменков, NVidiaMail.ru Group
 
Living with Garbage by Gregg Donovan at LuceneSolr Revolution 2013
Living with Garbage by Gregg Donovan at LuceneSolr Revolution 2013Living with Garbage by Gregg Donovan at LuceneSolr Revolution 2013
Living with Garbage by Gregg Donovan at LuceneSolr Revolution 2013Gregg Donovan
 
JavaScriptCore's DFG JIT (JSConf EU 2012)
JavaScriptCore's DFG JIT (JSConf EU 2012)JavaScriptCore's DFG JIT (JSConf EU 2012)
JavaScriptCore's DFG JIT (JSConf EU 2012)Igalia
 
Performance Optimization of Rails Applications
Performance Optimization of Rails ApplicationsPerformance Optimization of Rails Applications
Performance Optimization of Rails ApplicationsSerge Smetana
 
Descriptive analytics in r programming language
Descriptive analytics in r programming languageDescriptive analytics in r programming language
Descriptive analytics in r programming languageAshwini Mathur
 

Similar a Example optimisation using GPGPUs by ICHEC (20)

Machine-learning based performance heuristics for Runtime CPU/GPU Selection i...
Machine-learning based performance heuristics for Runtime CPU/GPU Selection i...Machine-learning based performance heuristics for Runtime CPU/GPU Selection i...
Machine-learning based performance heuristics for Runtime CPU/GPU Selection i...
 
Machine-Learning-based Performance Heuristics for Runtime CPU/GPU Selection
Machine-Learning-based Performance Heuristics for Runtime CPU/GPU SelectionMachine-Learning-based Performance Heuristics for Runtime CPU/GPU Selection
Machine-Learning-based Performance Heuristics for Runtime CPU/GPU Selection
 
Java 5 6 Generics, Concurrency, Garbage Collection, Tuning
Java 5 6 Generics, Concurrency, Garbage Collection, TuningJava 5 6 Generics, Concurrency, Garbage Collection, Tuning
Java 5 6 Generics, Concurrency, Garbage Collection, Tuning
 
Application Optimisation using OpenPOWER and Power 9 systems
Application Optimisation using OpenPOWER and Power 9 systemsApplication Optimisation using OpenPOWER and Power 9 systems
Application Optimisation using OpenPOWER and Power 9 systems
 
JavaOne 2016: Code Generation with JavaCompiler for Fun, Speed and Business P...
JavaOne 2016: Code Generation with JavaCompiler for Fun, Speed and Business P...JavaOne 2016: Code Generation with JavaCompiler for Fun, Speed and Business P...
JavaOne 2016: Code Generation with JavaCompiler for Fun, Speed and Business P...
 
Building a Better JVM
Building a Better JVMBuilding a Better JVM
Building a Better JVM
 
Living with garbage
Living with garbageLiving with garbage
Living with garbage
 
Accelerate Machine Learning on Google Cloud
Accelerate Machine Learning on Google CloudAccelerate Machine Learning on Google Cloud
Accelerate Machine Learning on Google Cloud
 
Planet-HTML5-Game-Engine Javascript Performance Enhancement
Planet-HTML5-Game-Engine Javascript Performance EnhancementPlanet-HTML5-Game-Engine Javascript Performance Enhancement
Planet-HTML5-Game-Engine Javascript Performance Enhancement
 
Software testing ari force institute of tech.
Software testing ari force institute of tech.Software testing ari force institute of tech.
Software testing ari force institute of tech.
 
Pharo Virtual Machine: News from the Front
Pharo Virtual Machine: News from the FrontPharo Virtual Machine: News from the Front
Pharo Virtual Machine: News from the Front
 
JRuby 9000 - Taipei Ruby User's Group 2015
JRuby 9000 - Taipei Ruby User's Group 2015JRuby 9000 - Taipei Ruby User's Group 2015
JRuby 9000 - Taipei Ruby User's Group 2015
 
Everything as a Code / Александр Тарасов (Одноклассники)
Everything as a Code / Александр Тарасов (Одноклассники)Everything as a Code / Александр Тарасов (Одноклассники)
Everything as a Code / Александр Тарасов (Одноклассники)
 
Everything as a code
Everything as a codeEverything as a code
Everything as a code
 
RAPIDS: ускоряем Pandas и scikit-learn на GPU Павел Клеменков, NVidia
RAPIDS: ускоряем Pandas и scikit-learn на GPU Павел Клеменков, NVidiaRAPIDS: ускоряем Pandas и scikit-learn на GPU Павел Клеменков, NVidia
RAPIDS: ускоряем Pandas и scikit-learn на GPU Павел Клеменков, NVidia
 
Living with Garbage by Gregg Donovan at LuceneSolr Revolution 2013
Living with Garbage by Gregg Donovan at LuceneSolr Revolution 2013Living with Garbage by Gregg Donovan at LuceneSolr Revolution 2013
Living with Garbage by Gregg Donovan at LuceneSolr Revolution 2013
 
De Java 8 ate Java 14
De Java 8 ate Java 14De Java 8 ate Java 14
De Java 8 ate Java 14
 
JavaScriptCore's DFG JIT (JSConf EU 2012)
JavaScriptCore's DFG JIT (JSConf EU 2012)JavaScriptCore's DFG JIT (JSConf EU 2012)
JavaScriptCore's DFG JIT (JSConf EU 2012)
 
Performance Optimization of Rails Applications
Performance Optimization of Rails ApplicationsPerformance Optimization of Rails Applications
Performance Optimization of Rails Applications
 
Descriptive analytics in r programming language
Descriptive analytics in r programming languageDescriptive analytics in r programming language
Descriptive analytics in r programming language
 

Último

Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfRankYa
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfSeasiaInfotech2
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 

Último (20)

Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdf
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdf
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 

Example optimisation using GPGPUs by ICHEC

  • 1. Application.version Number.of.Simulations 100 101 102 103 104 105 106 100 101 102 103 104 105 106 100 101 102 103 104 105 106 Test 1 Test 4 Test 7 Java 1 Thread C++ 1 Thread C++ 12 Threads x1 GPU x2 GPUs Test 2 Test 5 Test 8 Java 1 Thread C++ 1 Thread C++ 12 Threads x1 GPU x2 GPUs Test 3 Test 6 Java 1 Thread C++ 1 Thread C++ 12 Threads x1 GPU x2 GPUs Application.ver Java 1 Thre C++ 1 Thre C++ 12 Thr x1 GPU x2 GPUs Optimisation of Monte Carlo Simulations by ICHEC Performance improvements are based on comparison with original Java code. x1.9 Number of simulations completed in 500ms LOG LOG LOG x2 Code to be optimised Test 3 Test 6 Application.version Java 1 Thread C++ 1 Thread C++ 12 Threads x1 GPU x2 GPUs 1 Thread, Java Reference 1 Thread, C++ 12 Threads, C++ x1 GPU x2 GPUs x1.8 x2.1 x2 x1.9 x2x2 x12 x12 x11 x12 x12 x12 x12x12 x91 x92 x76 x100 x93 x82 x311x91 x182 x184 x149 x193 x176 x160 x599x174