New Features after OpenMP 2.5

Size: px
Start display at page:

Download "New Features after OpenMP 2.5"

Transcription

1

2 New Features after OpenMP 2.5 2

3 Outline OpenMP Specifications Version 3.0 Task Parallelism Improvements to nested and loop parallelism Additional new Features Version New Features Version 4.0 simd Construct and Reduction Clause Additional new Features Accelerator and Error Model Version Plans 3

4 OpenMP Specifications Version 3.0 released in May New task level parallelism - Improvements to loop and nested parallelism - Additional Clauses, runtime functions and environment variables Version 3.1 released in July Additional Clauses - Improvements to task parallelism - Initial support for thread binding 4

5 OpenMP 4.0 RC 1 in November SIMD directives - Extended support for tasking and affinity control - Initial support for Fortran Initial support for user-defined reductions OpenMP 4.0 RC 2 in March Additional support for tasking, simd, Fortran Initial accelerator support - Initial error model support 5

6 Version Task Parallelism New feature in OpenMP Tasks: Work units executed by the encountering thread or deferred for execution by any other thread. Tasks are composed of - Code - Data - ICVs 6

7 Two activities: packaging and execution Task Construct C/C++: #pragma omp task [clauses] { } Fortran:!$omp task [clauses]!$omp end task Clauses: if, untied, data clauses 7

8 Data Clauses: Implicit rules apply Otherwise C: default(shared none), private(list), firstprivate(list), shared(list) Nesting: Can be nested - Inside parallel regions - Inside other tasks - Inside work-sharings Fortran: default(private firstprivate shared none ), private(list), firstprivate(list), shared(list) 8

9 Task Synchronisation: taskwait: #pragma omp taskwait!$omp taskwait Task behaviour Barrier: #pragma omp barrier!$omp barrier Implicit barrier #pragma omp parallel num_threads(n) { #pragma omp task function_a(); #pragma omp barrier #pragma omp single { #pragma omp task Fibonacci Sequence: fib(0)=0 fib(1)=1 fib(n)=fib(n-1)+fib(n-2), n>1 0, 1, 1, 2, 3, 5, 8, 13, 21, 34, } function_b(); } 9

10 int main(){ int n=30; omp_set_dynamic(0); omp_set_num_threads(4); #pragma omp parallel shared(n) { #pragma omp single printf("fib(%d)=%d\n", n, fib(n)); } } int fib(int n) { int i, j; if(n<2) return n; else{ #pragma omp task shared(i) firstprivate(n) i=fib(n-1); #pragma omp task shared(j) firstprivate(n) }} j=fib(n-2); #pragma omp taskwait return i+j; 10

11 Version Nested parallelism Recall: Parallel regions can be nested, but support for this is implementation dependent Better support for nested parallelism in v3.0 New library routines, environment variables, multiple internal control variables 11

12 Control maximum number of active parallel regions: OMP_MAX_ACTIVE_LEVELS omp_set_max_active_levels() omp_get_max_active_levels() Control maximum number of OpenMP threads: OMP_THREAD_LIMIT omp_get_thread_limit() To obtain information about nested parallelism: omp_get_level(): How many nested parallel regions at this point? 12

13 omp_get_active_level(): How many active (with 2 or more threads) regions? omp_get_ancestor_thread_num(level): Which thread-id was my ancestor? omp_get_team_size(level): How many threads there are at a previous regions? Multiple ICVs: Allows omp_set_num_threads() inside a parallel region #pragma omp parallel num_threads(3) omp_set_num_threads(omp_get_thread_num()+2); #pragma omp parallel foo(); 13

14 Version Loop parallelism Recall: The iterations are distributed over team threads. schedule(static): #pragma omp for nowait schedule(static) for(i=0;i<n;i++) a(i)= #pragma omp for schedule(static) for(i=0;i<n;i++) a(i)= 14

15 schedule(runtime): omp_set_schedule() AUTO schedule: #pragma omp parallel for schedule(auto) for(i=0;i<n;i++) omp_get_schedule() COLLAPSE clause: #pragma omp parallel for collapse(2) for(i=0;i<n;i++) for(j=0;j<m;j++) 15

16 Version Other Features Additional Environment Variables: OMP_STACK_SIZE size [B K M G]: control of children therad s stack size OMP_WAIT_POLICY [ACTIVE PASSIVE]: control of thread s idle behaviour Minor fixes and clarifications to Version 2.5 See OpenMP Specifications for Version 3.0 in openmp.org 16

17 Version New Features New atomics support capture and write functionality Modifications to data environment: intent(in), const-qualified Initial support for thread binding: OMP_PROC_BIND Extensions to OpenMP tasking model - taskyield Construct: C/C++: #pragma omp taskyield Fortran:!$omp taskyield 17

18 - final and mergeable Clauses: Undeferred task: a task for which execution is not deferred with respect to its generating task region Included task: an undeferred task that is sequentially included in generating task region Merged task: a task that has the same data environment as that of its generating task region. (mergeable) Final task: a task that makes all its child tasks become final and included tasks. (final(expression)) - omp_in_final() 18

19 Version simd construct Transform the loop into a simd loop C/C++: #pragma omp simd [clauses] for loops Fortran:!$omp simd [clauses] do loops!$omp end simd Clauses: safelen(length), linear(list), aligned(list), private(list), lastprivate(list), reduction(op:list), collapse(n) declare simd construct: - #pragma omp declare simd [clauses] -!$omp declare simd [clauses] - Clauses: simdlen(length), linear(list), aligned(list), uniform(list), reduction(op:list), inbranch, notinbranch 19

20 #pragma omp declare simd float min (float a, float b) { return a<b? a : b; } loop simd construct: - #pragma omp for simd [clauses] -!$omp do simd [clauses]!$omp end do simd [nowait] void minex (float *a, float *b, float *c, float *d) { #pragma omp parallel for simd for (i = 0; i < N; i++) d[i] = min (a[i], b[i]); } 20

21 Version reduction clause Define custom reductions C/C++: #pragma omp declare reduction(reduction-identifier : typename-list : combiner) [initializer-clause] Fortran:!$omp declare reduction(reductionidentifier : type-list : combiner) [initializer-clause] #pragma omp declare reduction (merge : std::vector<int> : omp_out.insert(omp_out.end(), omp_in.begin(), omp_in.end())) void schedule (std::vector<int> &v, std::vector<int> &filtered) { #pragma omp parallel for reduction (merge : filtered) for (std:vector<int>::iterator it = v.begin(); it < v.end(); it++) if ( filter(*it)) filtered.push_back(*it); } 21

22 Version Additional Features Task Synchronisation: taskgroup: #pragma omp taskgroup!$omp taskgroup!$omp end taskgroup Affinity Support: New Clause to the parallel construct: proc_bind(master close spread) Increased choices for OMP_PROC_BIND Added OMP_PLACES environment variable New RTLs: omp_proc_bind_t omp_get_proc_bind(void) 22

23 Version Accelerator Model target construct: C/C++: #pragma omp target [clauses] Fortran:!$omp target [clauses]!$omp end target Clauses: if, device, map device clause: device(expression) map clause: map ([map-type:] list) (Types: alloc, to, from, tofrom) #pragma omp target device(acc0) map(a, B) #pragma omp parallel for reduction(+:sum) for(int i=0; i<n; i++){ sum+=a[i]*b[i]; } 23

24 target data construct: C/C++: #pragma omp target data [clauses] Fortran:!$omp target data [clauses]!$omp end target data #pragma omp target data map(a[0:rows][0:cols]) target update construct: C/C++: #pragma omp target update [clauses] Fortran:!$omp target update [clauses] #pragma omp target update to(recv_e, recv_w) #pragma omp target update from(send_e, send_w) Clauses: to, from, device, if 24

25 declare target construct: C/C++: #pragma omp declare target function or declaration Fortran:!$omp declare target (subroutine or function) #pragma omp target declare Void P(restrict float Q[][cols], const int i, const int k) {return Q[i][k]*Q[i][k];} New runtime functions: omp_set_default_device() omp_get_default_device() omp_get_num_devices() New environment variable: OMP_DEFAULT_DEVICE 25

26 Version Error Model Cancel construct: C/C++: #pragma omp cancel [clauses] Clauses: parallel, sections, for/do, taskgroup, if Cancellationpoint construct: C/C++: #pragma omp cancellation point [clauses] Clauses: parallel, sections, for/do, taskgroup OMP_CANCELLATION Fortran:!$omp cancel [clauses] Fortran:!$omp cancellation point [clauses] 26

27 Version Plans Support for memory affinity Refinements to accelerator support Additional task/thread synchronization mechanisms Completing extension of OpenMP to Fortran

28 References nmp%20bof%20sc12%20v2.pdf 6. AlexDuran-Transparents-12Mar09.pdf 7. ew_sun.pdf

29 Thank you! Created by Buket Benek Gursoy from ICHEC, Ireland 29

Progress on OpenMP Specifications

Progress on OpenMP Specifications Progress on OpenMP Specifications Wednesday, November 13, 2012 Bronis R. de Supinski Chair, OpenMP Language Committee This work has been authored by Lawrence Livermore National Security, LLC under contract

More information

OpenMP Application Program Interface

OpenMP Application Program Interface OpenMP Application Program Interface Version.0 - RC - March 01 Public Review Release Candidate Copyright 1-01 OpenMP Architecture Review Board. Permission to copy without fee all or part of this material

More information

Advanced OpenMP. Lecture 11: OpenMP 4.0

Advanced OpenMP. Lecture 11: OpenMP 4.0 Advanced OpenMP Lecture 11: OpenMP 4.0 OpenMP 4.0 Version 4.0 was released in July 2013 Starting to make an appearance in production compilers What s new in 4.0 User defined reductions Construct cancellation

More information

OpenMP Technical Report 3 on OpenMP 4.0 enhancements

OpenMP Technical Report 3 on OpenMP 4.0 enhancements OPENMP ARB OpenMP Technical Report on OpenMP.0 enhancements This Technical Report specifies OpenMP.0 enhancements that are candidates for a future OpenMP.1: (e.g. for asynchronous execution on and data

More information

OpenMP 4.0. Mark Bull, EPCC

OpenMP 4.0. Mark Bull, EPCC OpenMP 4.0 Mark Bull, EPCC OpenMP 4.0 Version 4.0 was released in July 2013 Now available in most production version compilers support for device offloading not in all compilers, and not for all devices!

More information

OpenMP 4.0/4.5. Mark Bull, EPCC

OpenMP 4.0/4.5. Mark Bull, EPCC OpenMP 4.0/4.5 Mark Bull, EPCC OpenMP 4.0/4.5 Version 4.0 was released in July 2013 Now available in most production version compilers support for device offloading not in all compilers, and not for all

More information

OpenMP Technical Report 5: Memory Management Support for OpenMP 5.0

OpenMP Technical Report 5: Memory Management Support for OpenMP 5.0 OpenMP Technical Report : Memory Management Support for OpenMP.0 This Technical Report augments the OpenMP TR document with language features for managing memory on systems with heterogeneous memories.

More information

HPCSE - II. «OpenMP Programming Model - Tasks» Panos Hadjidoukas

HPCSE - II. «OpenMP Programming Model - Tasks» Panos Hadjidoukas HPCSE - II «OpenMP Programming Model - Tasks» Panos Hadjidoukas 1 Recap of OpenMP nested loop parallelism functional parallelism OpenMP tasking model how to use how it works examples Outline Nested Loop

More information

OpenMP dynamic loops. Paolo Burgio.

OpenMP dynamic loops. Paolo Burgio. OpenMP dynamic loops Paolo Burgio paolo.burgio@unimore.it Outline Expressing parallelism Understanding parallel threads Memory Data management Data clauses Synchronization Barriers, locks, critical sections

More information

Review. Lecture 12 5/22/2012. Compiler Directives. Library Functions Environment Variables. Compiler directives for construct, collapse clause

Review. Lecture 12 5/22/2012. Compiler Directives. Library Functions Environment Variables. Compiler directives for construct, collapse clause Review Lecture 12 Compiler Directives Conditional compilation Parallel construct Work-sharing constructs for, section, single Synchronization Work-tasking Library Functions Environment Variables 1 2 13b.cpp

More information

More Advanced OpenMP. Saturday, January 30, 16

More Advanced OpenMP. Saturday, January 30, 16 More Advanced OpenMP This is an abbreviated form of Tim Mattson s and Larry Meadow s (both at Intel) SC 08 tutorial located at http:// openmp.org/mp-documents/omp-hands-on-sc08.pdf All errors are my responsibility

More information

OpenMP API 4.5 Fortran Page 1

OpenMP API 4.5 Fortran Page 1 OpenMP API 4.5 Fortran Page 1 Fortran Directives and Constructs for Fortran OpenMP 4.5 API Fortran Syntax Reference Guide OpenMP Application Program Interface (API) is a portable, scalable model that gives

More information

Lecture 4: OpenMP Open Multi-Processing

Lecture 4: OpenMP Open Multi-Processing CS 4230: Parallel Programming Lecture 4: OpenMP Open Multi-Processing January 23, 2017 01/23/2017 CS4230 1 Outline OpenMP another approach for thread parallel programming Fork-Join execution model OpenMP

More information

[Potentially] Your first parallel application

[Potentially] Your first parallel application [Potentially] Your first parallel application Compute the smallest element in an array as fast as possible small = array[0]; for( i = 0; i < N; i++) if( array[i] < small ) ) small = array[i] 64-bit Intel

More information

OpenMP 4.5: Threading, vectorization & offloading

OpenMP 4.5: Threading, vectorization & offloading OpenMP 4.5: Threading, vectorization & offloading Michal Merta michal.merta@vsb.cz 2nd of March 2018 Agenda Introduction The Basics OpenMP Tasks Vectorization with OpenMP 4.x Offloading to Accelerators

More information

OpenMP Application Program Interface

OpenMP Application Program Interface OpenMP Application Program Interface DRAFT Version.1.0-00a THIS IS A DRAFT AND NOT FOR PUBLICATION Copyright 1-0 OpenMP Architecture Review Board. Permission to copy without fee all or part of this material

More information

OpenMP 4.0/4.5: New Features and Protocols. Jemmy Hu

OpenMP 4.0/4.5: New Features and Protocols. Jemmy Hu OpenMP 4.0/4.5: New Features and Protocols Jemmy Hu SHARCNET HPC Consultant University of Waterloo May 10, 2017 General Interest Seminar Outline OpenMP overview Task constructs in OpenMP SIMP constructs

More information

Module 10: Open Multi-Processing Lecture 19: What is Parallelization? The Lecture Contains: What is Parallelization? Perfectly Load-Balanced Program

Module 10: Open Multi-Processing Lecture 19: What is Parallelization? The Lecture Contains: What is Parallelization? Perfectly Load-Balanced Program The Lecture Contains: What is Parallelization? Perfectly Load-Balanced Program Amdahl's Law About Data What is Data Race? Overview to OpenMP Components of OpenMP OpenMP Programming Model OpenMP Directives

More information

Parallel algorithm templates. Threads, tasks and parallel patterns Programming with. From parallel algorithms templates to tasks

Parallel algorithm templates. Threads, tasks and parallel patterns Programming with. From parallel algorithms templates to tasks COMP528 Task-based programming in OpenMP www.csc.liv.ac.uk/~alexei/comp528 Alexei Lisitsa Dept of Computer Science University of Liverpool a.lisitsa@.liverpool.ac.uk Parallel algorithm templates We have

More information

Computational Mathematics

Computational Mathematics Computational Mathematics Hamid Sarbazi-Azad Department of Computer Engineering Sharif University of Technology e-mail: azad@sharif.edu OpenMP Work-sharing Instructor PanteA Zardoshti Department of Computer

More information

Programming Shared-memory Platforms with OpenMP. Xu Liu

Programming Shared-memory Platforms with OpenMP. Xu Liu Programming Shared-memory Platforms with OpenMP Xu Liu Introduction to OpenMP OpenMP directives concurrency directives parallel regions loops, sections, tasks Topics for Today synchronization directives

More information

COMP4300/8300: The OpenMP Programming Model. Alistair Rendell. Specifications maintained by OpenMP Architecture Review Board (ARB)

COMP4300/8300: The OpenMP Programming Model. Alistair Rendell. Specifications maintained by OpenMP Architecture Review Board (ARB) COMP4300/8300: The OpenMP Programming Model Alistair Rendell See: www.openmp.org Introduction to High Performance Computing for Scientists and Engineers, Hager and Wellein, Chapter 6 & 7 High Performance

More information

COMP4300/8300: The OpenMP Programming Model. Alistair Rendell

COMP4300/8300: The OpenMP Programming Model. Alistair Rendell COMP4300/8300: The OpenMP Programming Model Alistair Rendell See: www.openmp.org Introduction to High Performance Computing for Scientists and Engineers, Hager and Wellein, Chapter 6 & 7 High Performance

More information

Make the Most of OpenMP Tasking. Sergi Mateo Bellido Compiler engineer

Make the Most of OpenMP Tasking. Sergi Mateo Bellido Compiler engineer Make the Most of OpenMP Tasking Sergi Mateo Bellido Compiler engineer 14/11/2017 Outline Intro Data-sharing clauses Cutoff clauses Scheduling clauses 2 Intro: what s a task? A task is a piece of code &

More information

OpenMP Overview. in 30 Minutes. Christian Terboven / Aachen, Germany Stand: Version 2.

OpenMP Overview. in 30 Minutes. Christian Terboven / Aachen, Germany Stand: Version 2. OpenMP Overview in 30 Minutes Christian Terboven 06.12.2010 / Aachen, Germany Stand: 03.12.2010 Version 2.3 Rechen- und Kommunikationszentrum (RZ) Agenda OpenMP: Parallel Regions,

More information

Leveraging OpenMP Infrastructure for Language Level Parallelism Darryl Gove. 15 April

Leveraging OpenMP Infrastructure for Language Level Parallelism Darryl Gove. 15 April 1 Leveraging OpenMP Infrastructure for Language Level Parallelism Darryl Gove Senior Principal Software Engineer Outline Proposal and Motivation Overview of

More information

Introduction to OpenMP

Introduction to OpenMP Introduction to OpenMP Christian Terboven 10.04.2013 / Darmstadt, Germany Stand: 06.03.2013 Version 2.3 Rechen- und Kommunikationszentrum (RZ) History De-facto standard for

More information

Introduction to Standard OpenMP 3.1

Introduction to Standard OpenMP 3.1 Introduction to Standard OpenMP 3.1 Massimiliano Culpo - m.culpo@cineca.it Gian Franco Marras - g.marras@cineca.it CINECA - SuperComputing Applications and Innovation Department 1 / 59 Outline 1 Introduction

More information

Introduction to OpenMP

Introduction to OpenMP Christian Terboven, Dirk Schmidl IT Center, RWTH Aachen University Member of the HPC Group terboven,schmidl@itc.rwth-aachen.de IT Center der RWTH Aachen University History De-facto standard for Shared-Memory

More information

Review. Tasking. 34a.cpp. Lecture 14. Work Tasking 5/31/2011. Structured block. Parallel construct. Working-Sharing contructs.

Review. Tasking. 34a.cpp. Lecture 14. Work Tasking 5/31/2011. Structured block. Parallel construct. Working-Sharing contructs. Review Lecture 14 Structured block Parallel construct clauses Working-Sharing contructs for, single, section for construct with different scheduling strategies 1 2 Tasking Work Tasking New feature in OpenMP

More information

Shared Memory Programming with OpenMP

Shared Memory Programming with OpenMP Shared Memory Programming with OpenMP (An UHeM Training) Süha Tuna Informatics Institute, Istanbul Technical University February 12th, 2016 2 Outline - I Shared Memory Systems Threaded Programming Model

More information

POSIX Threads and OpenMP tasks

POSIX Threads and OpenMP tasks POSIX Threads and OpenMP tasks Jimmy Aguilar Mena February 16, 2018 Introduction Pthreads Tasks Two simple schemas Independent functions # include # include void f u n c t i

More information

OpenMP loops. Paolo Burgio.

OpenMP loops. Paolo Burgio. OpenMP loops Paolo Burgio paolo.burgio@unimore.it Outline Expressing parallelism Understanding parallel threads Memory Data management Data clauses Synchronization Barriers, locks, critical sections Work

More information

Advanced OpenMP Features

Advanced OpenMP Features Christian Terboven, Dirk Schmidl IT Center, RWTH Aachen University Member of the HPC Group {terboven,schmidl@itc.rwth-aachen.de IT Center der RWTH Aachen University Vectorization 2 Vectorization SIMD =

More information

OpenMP 2. CSCI 4850/5850 High-Performance Computing Spring 2018

OpenMP 2. CSCI 4850/5850 High-Performance Computing Spring 2018 OpenMP 2 CSCI 4850/5850 High-Performance Computing Spring 2018 Tae-Hyuk (Ted) Ahn Department of Computer Science Program of Bioinformatics and Computational Biology Saint Louis University Learning Objectives

More information

Shared Memory Parallelism - OpenMP

Shared Memory Parallelism - OpenMP Shared Memory Parallelism - OpenMP Sathish Vadhiyar Credits/Sources: OpenMP C/C++ standard (openmp.org) OpenMP tutorial (http://www.llnl.gov/computing/tutorials/openmp/#introduction) OpenMP sc99 tutorial

More information

What will be new in OpenMP 4.0?

What will be new in OpenMP 4.0? What will be new in OpenMP 4.0? Dr.-Ing. Michael Klemm Software and Services Group Intel Corporation (michael.klemm@intel.com) 1 Legal Disclaimer & Optimization Notice INFORMATION IN THIS DOCUMENT IS PROVIDED

More information

OpenMP threading: parallel regions. Paolo Burgio

OpenMP threading: parallel regions. Paolo Burgio OpenMP threading: parallel regions Paolo Burgio paolo.burgio@unimore.it Outline Expressing parallelism Understanding parallel threads Memory Data management Data clauses Synchronization Barriers, locks,

More information

Topics. Introduction. Shared Memory Parallelization. Example. Lecture 11. OpenMP Execution Model Fork-Join model 5/15/2012. Introduction OpenMP

Topics. Introduction. Shared Memory Parallelization. Example. Lecture 11. OpenMP Execution Model Fork-Join model 5/15/2012. Introduction OpenMP Topics Lecture 11 Introduction OpenMP Some Examples Library functions Environment variables 1 2 Introduction Shared Memory Parallelization OpenMP is: a standard for parallel programming in C, C++, and

More information

OpenMP C and C++ Application Program Interface Version 1.0 October Document Number

OpenMP C and C++ Application Program Interface Version 1.0 October Document Number OpenMP C and C++ Application Program Interface Version 1.0 October 1998 Document Number 004 2229 001 Contents Page v Introduction [1] 1 Scope............................. 1 Definition of Terms.........................

More information

ME964 High Performance Computing for Engineering Applications

ME964 High Performance Computing for Engineering Applications ME964 High Performance Computing for Engineering Applications Parallel Computing using OpenMP [Part 2 of 2] April 5, 2011 Dan Negrut, 2011 ME964 UW-Madison The inside of a computer is as dumb as hell but

More information

Department of Informatics V. HPC-Lab. Session 2: OpenMP M. Bader, A. Breuer. Alex Breuer

Department of Informatics V. HPC-Lab. Session 2: OpenMP M. Bader, A. Breuer. Alex Breuer HPC-Lab Session 2: OpenMP M. Bader, A. Breuer Meetings Date Schedule 10/13/14 Kickoff 10/20/14 Q&A 10/27/14 Presentation 1 11/03/14 H. Bast, Intel 11/10/14 Presentation 2 12/01/14 Presentation 3 12/08/14

More information

Advanced OpenMP. Tasks

Advanced OpenMP. Tasks Advanced OpenMP Tasks What are tasks? Tasks are independent units of work Tasks are composed of: code to execute data to compute with Threads are assigned to perform the work of each task. Serial Parallel

More information

by system default usually a thread per CPU or core using the environment variable OMP_NUM_THREADS from within the program by using function call

by system default usually a thread per CPU or core using the environment variable OMP_NUM_THREADS from within the program by using function call OpenMP Syntax The OpenMP Programming Model Number of threads are determined by system default usually a thread per CPU or core using the environment variable OMP_NUM_THREADS from within the program by

More information

Programming Shared-memory Platforms with OpenMP

Programming Shared-memory Platforms with OpenMP Programming Shared-memory Platforms with OpenMP John Mellor-Crummey Department of Computer Science Rice University johnmc@rice.edu COMP 422/534 Lecture 7 31 February 2017 Introduction to OpenMP OpenMP

More information

Advanced C Programming Winter Term 2008/09. Guest Lecture by Markus Thiele

Advanced C Programming Winter Term 2008/09. Guest Lecture by Markus Thiele Advanced C Programming Winter Term 2008/09 Guest Lecture by Markus Thiele Lecture 14: Parallel Programming with OpenMP Motivation: Why parallelize? The free lunch is over. Herb

More information

https://www.youtube.com/playlist?list=pllx- Q6B8xqZ8n8bwjGdzBJ25X2utwnoEG

https://www.youtube.com/playlist?list=pllx- Q6B8xqZ8n8bwjGdzBJ25X2utwnoEG https://www.youtube.com/playlist?list=pllx- Q6B8xqZ8n8bwjGdzBJ25X2utwnoEG OpenMP Basic Defs: Solution Stack HW System layer Prog. User layer Layer Directives, Compiler End User Application OpenMP library

More information

OpenMP. Dr. William McDoniel and Prof. Paolo Bientinesi WS17/18. HPAC, RWTH Aachen

OpenMP. Dr. William McDoniel and Prof. Paolo Bientinesi WS17/18. HPAC, RWTH Aachen OpenMP Dr. William McDoniel and Prof. Paolo Bientinesi HPAC, RWTH Aachen mcdoniel@aices.rwth-aachen.de WS17/18 Loop construct - Clauses #pragma omp for [clause [, clause]...] The following clauses apply:

More information

Tasking in OpenMP. Paolo Burgio.

Tasking in OpenMP. Paolo Burgio. asking in OpenMP Paolo Burgio paolo.burgio@unimore.it Outline Expressing parallelism Understanding parallel threads Memory Data management Data clauses Synchronization Barriers, locks, critical sections

More information

Masterpraktikum - High Performance Computing

Masterpraktikum - High Performance Computing Masterpraktikum - High Performance Computing OpenMP Michael Bader Alexander Heinecke Alexander Breuer Technische Universität München, Germany 2 #include ... #pragma omp parallel for for(i = 0; i

More information

Advanced OpenMP. OpenMP Basics

Advanced OpenMP. OpenMP Basics Advanced OpenMP OpenMP Basics Parallel region The parallel region is the basic parallel construct in OpenMP. A parallel region defines a section of a program. Program begins execution on a single thread

More information

HPC Practical Course Part 3.1 Open Multi-Processing (OpenMP)

HPC Practical Course Part 3.1 Open Multi-Processing (OpenMP) HPC Practical Course Part 3.1 Open Multi-Processing (OpenMP) V. Akishina, I. Kisel, G. Kozlov, I. Kulakov, M. Pugach, M. Zyzak Goethe University of Frankfurt am Main 2015 Task Parallelism Parallelization

More information

Concurrent Programming with OpenMP

Concurrent Programming with OpenMP Concurrent Programming with OpenMP Parallel and Distributed Computing Department of Computer Science and Engineering (DEI) Instituto Superior Técnico October 11, 2012 CPD (DEI / IST) Parallel and Distributed

More information

Tasking and OpenMP Success Stories

Tasking and OpenMP Success Stories Tasking and OpenMP Success Stories Christian Terboven 23.03.2011 / Aachen, Germany Stand: 21.03.2011 Version 2.3 Rechen- und Kommunikationszentrum (RZ) Agenda OpenMP: Tasking

More information

Tasking in OpenMP 4. Mirko Cestari - Marco Rorro -

Tasking in OpenMP 4. Mirko Cestari - Marco Rorro - Tasking in OpenMP 4 Mirko Cestari - m.cestari@cineca.it Marco Rorro - m.rorro@cineca.it Outline Introduction to OpenMP General characteristics of Taks Some examples Live Demo Multi-threaded process Each

More information

OpenMP 3.0. OpenMP ARB. Mark Bull SC07, November, 2007, Reno

OpenMP 3.0. OpenMP ARB. Mark Bull SC07, November, 2007, Reno OpenMP ARB, 2007 11 permanent members: AMD, Cray, Fujitsu, HP, IBM, Intel, Microsoft, NEC, PGI, SGI, Sun 5 temporary members: ASC/LLNL, compunity, EPCC, NASA, RWTH Aachen 5 directors: Josh Simons, Sun;

More information

Lab: Scientific Computing Tsunami-Simulation

Lab: Scientific Computing Tsunami-Simulation Lab: Scientific Computing Tsunami-Simulation Session 4: Optimization and OMP Sebastian Rettenberger, Michael Bader 23.11.15 Session 4: Optimization and OMP, 23.11.15 1 Department of Informatics V Linux-Cluster

More information

Shared Memory Programming with OpenMP. Lecture 3: Parallel Regions

Shared Memory Programming with OpenMP. Lecture 3: Parallel Regions Shared Memory Programming with OpenMP Lecture 3: Parallel Regions Parallel region directive Code within a parallel region is executed by all threads. Syntax: Fortran:!$OMP PARALLEL! block!$omp END PARALLEL

More information

Comparing OpenACC 2.5 and OpenMP 4.1 James C Beyer PhD, Sept 29 th 2015

Comparing OpenACC 2.5 and OpenMP 4.1 James C Beyer PhD, Sept 29 th 2015 Comparing OpenACC 2.5 and OpenMP 4.1 James C Beyer PhD, Sept 29 th 2015 Abstract As both an OpenMP and OpenACC insider I will present my opinion of the current status of these two directive sets for programming

More information

OpenMP. Application Program Interface. CINECA, 14 May 2012 OpenMP Marco Comparato

OpenMP. Application Program Interface. CINECA, 14 May 2012 OpenMP Marco Comparato OpenMP Application Program Interface Introduction Shared-memory parallelism in C, C++ and Fortran compiler directives library routines environment variables Directives single program multiple data (SPMD)

More information

OpenMP Tasking Model Unstructured parallelism

OpenMP Tasking Model Unstructured parallelism www.bsc.es OpenMP Tasking Model Unstructured parallelism Xavier Teruel and Xavier Martorell What is a task in OpenMP? Tasks are work units whose execution may be deferred or it can be executed immediately!!!

More information

OpenMP 4.5 target. Presenters: Tom Scogland Oscar Hernandez. Wednesday, June 28 th, Credits for some of the material

OpenMP 4.5 target. Presenters: Tom Scogland Oscar Hernandez. Wednesday, June 28 th, Credits for some of the material OpenMP 4.5 target Wednesday, June 28 th, 2017 Presenters: Tom Scogland Oscar Hernandez Credits for some of the material IWOMP 2016 tutorial James Beyer, Bronis de Supinski OpenMP 4.5 Relevant Accelerator

More information

ME759 High Performance Computing for Engineering Applications

ME759 High Performance Computing for Engineering Applications ME759 High Performance Computing for Engineering Applications Parallel Computing on Multicore CPUs October 25, 2013 Dan Negrut, 2013 ME964 UW-Madison A programming language is low level when its programs

More information

OPENMP TIPS, TRICKS AND GOTCHAS

OPENMP TIPS, TRICKS AND GOTCHAS OPENMP TIPS, TRICKS AND GOTCHAS OpenMPCon 2015 2 Directives Mistyping the sentinel (e.g.!omp or #pragma opm ) typically raises no error message. Be careful! Extra nasty if it is e.g. #pragma opm atomic

More information

Introduction to OpenMP. Martin Čuma Center for High Performance Computing University of Utah

Introduction to OpenMP. Martin Čuma Center for High Performance Computing University of Utah Introduction to OpenMP Martin Čuma Center for High Performance Computing University of Utah m.cuma@utah.edu Overview Quick introduction. Parallel loops. Parallel loop directives. Parallel sections. Some

More information

Overview: The OpenMP Programming Model

Overview: The OpenMP Programming Model Overview: The OpenMP Programming Model motivation and overview the parallel directive: clauses, equivalent pthread code, examples the for directive and scheduling of loop iterations Pi example in OpenMP

More information

CSL 860: Modern Parallel

CSL 860: Modern Parallel CSL 860: Modern Parallel Computation Hello OpenMP #pragma omp parallel { // I am now thread iof n switch(omp_get_thread_num()) { case 0 : blah1.. case 1: blah2.. // Back to normal Parallel Construct Extremely

More information

Distributed Systems + Middleware Concurrent Programming with OpenMP

Distributed Systems + Middleware Concurrent Programming with OpenMP Distributed Systems + Middleware Concurrent Programming with OpenMP Gianpaolo Cugola Dipartimento di Elettronica e Informazione Politecnico, Italy cugola@elet.polimi.it http://home.dei.polimi.it/cugola

More information

A Short Introduction to OpenMP. Mark Bull, EPCC, University of Edinburgh

A Short Introduction to OpenMP. Mark Bull, EPCC, University of Edinburgh A Short Introduction to OpenMP Mark Bull, EPCC, University of Edinburgh Overview Shared memory systems Basic Concepts in Threaded Programming Basics of OpenMP Parallel regions Parallel loops 2 Shared memory

More information

Practical stuff! ü OpenMP. Ways of actually get stuff done in HPC:

Practical stuff! ü OpenMP. Ways of actually get stuff done in HPC: Ways of actually get stuff done in HPC: Practical stuff! Ø Message Passing (send, receive, broadcast,...) Ø Shared memory (load, store, lock, unlock) ü MPI Ø Transparent (compiler works magic) Ø Directive-based

More information

OpenMP 4. CSCI 4850/5850 High-Performance Computing Spring 2018

OpenMP 4. CSCI 4850/5850 High-Performance Computing Spring 2018 OpenMP 4 CSCI 4850/5850 High-Performance Computing Spring 2018 Tae-Hyuk (Ted) Ahn Department of Computer Science Program of Bioinformatics and Computational Biology Saint Louis University Learning Objectives

More information

OpenMP Tutorial. Dirk Schmidl. IT Center, RWTH Aachen University. Member of the HPC Group Christian Terboven

OpenMP Tutorial. Dirk Schmidl. IT Center, RWTH Aachen University. Member of the HPC Group Christian Terboven OpenMP Tutorial Dirk Schmidl IT Center, RWTH Aachen University Member of the HPC Group schmidl@itc.rwth-aachen.de IT Center, RWTH Aachen University Head of the HPC Group terboven@itc.rwth-aachen.de 1 Tasking

More information

EPL372 Lab Exercise 5: Introduction to OpenMP

EPL372 Lab Exercise 5: Introduction to OpenMP EPL372 Lab Exercise 5: Introduction to OpenMP References: https://computing.llnl.gov/tutorials/openmp/ http://openmp.org/wp/openmp-specifications/ http://openmp.org/mp-documents/openmp-4.0-c.pdf http://openmp.org/mp-documents/openmp4.0.0.examples.pdf

More information

Threaded Programming. Lecture 3: Parallel Regions. Parallel region directive. Code within a parallel region is executed by all threads.

Threaded Programming. Lecture 3: Parallel Regions. Parallel region directive. Code within a parallel region is executed by all threads. Threaded Programming Lecture 3: Parallel Regions Parallel region directive Code within a parallel region is executed by all threads. Syntax: Fortran:!$OMP PARALLEL! block!$omp END PARALLEL C/C++: #pragma

More information

OpenMP. Diego Fabregat-Traver and Prof. Paolo Bientinesi WS16/17. HPAC, RWTH Aachen

OpenMP. Diego Fabregat-Traver and Prof. Paolo Bientinesi WS16/17. HPAC, RWTH Aachen OpenMP Diego Fabregat-Traver and Prof. Paolo Bientinesi HPAC, RWTH Aachen fabregat@aices.rwth-aachen.de WS16/17 Worksharing constructs To date: #pragma omp parallel created a team of threads We distributed

More information

Parallel Programming: OpenMP

Parallel Programming: OpenMP Parallel Programming: OpenMP Xianyi Zeng xzeng@utep.edu Department of Mathematical Sciences The University of Texas at El Paso. November 10, 2016. An Overview of OpenMP OpenMP: Open Multi-Processing An

More information

A brief introduction to OpenMP

A brief introduction to OpenMP A brief introduction to OpenMP Alejandro Duran Barcelona Supercomputing Center Outline 1 Introduction 2 Writing OpenMP programs 3 Data-sharing attributes 4 Synchronization 5 Worksharings 6 Task parallelism

More information

Data Environment: Default storage attributes

Data Environment: Default storage attributes COSC 6374 Parallel Computation Introduction to OpenMP(II) Some slides based on material by Barbara Chapman (UH) and Tim Mattson (Intel) Edgar Gabriel Fall 2014 Data Environment: Default storage attributes

More information

Introduction to OpenMP. OpenMP basics OpenMP directives, clauses, and library routines

Introduction to OpenMP. OpenMP basics OpenMP directives, clauses, and library routines Introduction to OpenMP Introduction OpenMP basics OpenMP directives, clauses, and library routines What is OpenMP? What does OpenMP stands for? What does OpenMP stands for? Open specifications for Multi

More information

OPENMP TIPS, TRICKS AND GOTCHAS

OPENMP TIPS, TRICKS AND GOTCHAS OPENMP TIPS, TRICKS AND GOTCHAS Mark Bull EPCC, University of Edinburgh (and OpenMP ARB) markb@epcc.ed.ac.uk OpenMPCon 2015 OpenMPCon 2015 2 A bit of background I ve been teaching OpenMP for over 15 years

More information

OpenMP Algoritmi e Calcolo Parallelo. Daniele Loiacono

OpenMP Algoritmi e Calcolo Parallelo. Daniele Loiacono OpenMP Algoritmi e Calcolo Parallelo References Useful references Using OpenMP: Portable Shared Memory Parallel Programming, Barbara Chapman, Gabriele Jost and Ruud van der Pas OpenMP.org http://openmp.org/

More information

Parallel Programming Principle and Practice. Lecture 6 Shared Memory Programming OpenMP. Jin, Hai

Parallel Programming Principle and Practice. Lecture 6 Shared Memory Programming OpenMP. Jin, Hai Parallel Programming Principle and Practice Lecture 6 Shared Memory Programming OpenMP Jin, Hai School of Computer Science and Technology Huazhong University of Science and Technology Outline OpenMP Overview

More information

Programming with Shared Memory PART II. HPC Fall 2012 Prof. Robert van Engelen

Programming with Shared Memory PART II. HPC Fall 2012 Prof. Robert van Engelen Programming with Shared Memory PART II HPC Fall 2012 Prof. Robert van Engelen Overview Sequential consistency Parallel programming constructs Dependence analysis OpenMP Autoparallelization Further reading

More information

Introduction to OpenMP

Introduction to OpenMP Introduction to OpenMP p. 1/?? Introduction to OpenMP Tasks Nick Maclaren nmm1@cam.ac.uk September 2017 Introduction to OpenMP p. 2/?? OpenMP Tasks In OpenMP 3.0 with a slightly different model A form

More information

Programming with Shared Memory PART II. HPC Fall 2007 Prof. Robert van Engelen

Programming with Shared Memory PART II. HPC Fall 2007 Prof. Robert van Engelen Programming with Shared Memory PART II HPC Fall 2007 Prof. Robert van Engelen Overview Parallel programming constructs Dependence analysis OpenMP Autoparallelization Further reading HPC Fall 2007 2 Parallel

More information

CS 470 Spring Mike Lam, Professor. Advanced OpenMP

CS 470 Spring Mike Lam, Professor. Advanced OpenMP CS 470 Spring 2018 Mike Lam, Professor Advanced OpenMP Atomics OpenMP provides access to highly-efficient hardware synchronization mechanisms Use the atomic pragma to annotate a single statement Statement

More information

Session 4: Parallel Programming with OpenMP

Session 4: Parallel Programming with OpenMP Session 4: Parallel Programming with OpenMP Xavier Martorell Barcelona Supercomputing Center Agenda Agenda 10:00-11:00 OpenMP fundamentals, parallel regions 11:00-11:30 Worksharing constructs 11:30-12:00

More information

ECE 574 Cluster Computing Lecture 10

ECE 574 Cluster Computing Lecture 10 ECE 574 Cluster Computing Lecture 10 Vince Weaver http://www.eece.maine.edu/~vweaver vincent.weaver@maine.edu 1 October 2015 Announcements Homework #4 will be posted eventually 1 HW#4 Notes How granular

More information

EE/CSCI 451 Introduction to Parallel and Distributed Computation. Discussion #4 2/3/2017 University of Southern California

EE/CSCI 451 Introduction to Parallel and Distributed Computation. Discussion #4 2/3/2017 University of Southern California EE/CSCI 451 Introduction to Parallel and Distributed Computation Discussion #4 2/3/2017 University of Southern California 1 USC HPCC Access Compile Submit job OpenMP Today s topic What is OpenMP OpenMP

More information

Introduction to OpenMP

Introduction to OpenMP Introduction to OpenMP Alessandro Grottesi - a.grottesi@cineca.it Mariella Ippolito - m.ippolito@cineca.it Cristiano Padrin - c.padrin@cineca.it SuperComputing Applications and Innovation Department 1

More information

Parallel Programming Slide 2-1. uses threads to execute parts of a process in parallel. standards available at

Parallel Programming Slide 2-1. uses threads to execute parts of a process in parallel. standards available at Parallel Programming Slide 2-1 2 OpenMP suited for shared memory systems uses threads to execute parts of a process in parallel standards available at http://openmp.org/specifications many compilers support

More information

Shared Memory Parallelism using OpenMP

Shared Memory Parallelism using OpenMP Indian Institute of Science Bangalore, India भ रत य व ज ञ न स स थ न ब गल र, भ रत SE 292: High Performance Computing [3:0][Aug:2014] Shared Memory Parallelism using OpenMP Yogesh Simmhan Adapted from: o

More information

High Performance Computing: Tools and Applications

High Performance Computing: Tools and Applications High Performance Computing: Tools and Applications Edmond Chow School of Computational Science and Engineering Georgia Institute of Technology Lecture 9 SIMD vectorization using #pragma omp simd force

More information

Massimo Bernaschi Istituto Applicazioni del Calcolo Consiglio Nazionale delle Ricerche.

Massimo Bernaschi Istituto Applicazioni del Calcolo Consiglio Nazionale delle Ricerche. Massimo Bernaschi Istituto Applicazioni del Calcolo Consiglio Nazionale delle Ricerche massimo.bernaschi@cnr.it OpenMP by example } Dijkstra algorithm for finding the shortest paths from vertex 0 to the

More information

Introduction to OpenMP

Introduction to OpenMP Introduction to OpenMP Le Yan Scientific computing consultant User services group High Performance Computing @ LSU Goals Acquaint users with the concept of shared memory parallelism Acquaint users with

More information

Introduction [1] 1. Directives [2] 7

Introduction [1] 1. Directives [2] 7 OpenMP Fortran Application Program Interface Version 2.0, November 2000 Contents Introduction [1] 1 Scope............................. 1 Glossary............................ 1 Execution Model.........................

More information

COSC 6374 Parallel Computation. Introduction to OpenMP. Some slides based on material by Barbara Chapman (UH) and Tim Mattson (Intel)

COSC 6374 Parallel Computation. Introduction to OpenMP. Some slides based on material by Barbara Chapman (UH) and Tim Mattson (Intel) COSC 6374 Parallel Computation Introduction to OpenMP Some slides based on material by Barbara Chapman (UH) and Tim Mattson (Intel) Edgar Gabriel Fall 2015 OpenMP Provides thread programming model at a

More information

Department of Informatics V. Tsunami-Lab. Session 4: Optimization and OMP Michael Bader, Alex Breuer. Alex Breuer

Department of Informatics V. Tsunami-Lab. Session 4: Optimization and OMP Michael Bader, Alex Breuer. Alex Breuer Tsunami-Lab Session 4: Optimization and OMP Michael Bader, MAC-Cluster: Overview Intel Sandy Bridge (snb) AMD Bulldozer (bdz) Product Name (base frequency) Xeon E5-2670 (2.6 GHz) AMD Opteron 6274 (2.2

More information

PC to HPC. Xiaoge Wang ICER Jan 27, 2016

PC to HPC. Xiaoge Wang ICER Jan 27, 2016 PC to HPC Xiaoge Wang ICER Jan 27, 2016 About This Series Format: talk + discussion Focus: fundamentals of parallel compucng (i) parcconing: data parccon and task parccon; (ii) communicacon: data sharing

More information

Introduction to. Slides prepared by : Farzana Rahman 1

Introduction to. Slides prepared by : Farzana Rahman 1 Introduction to OpenMP Slides prepared by : Farzana Rahman 1 Definition of OpenMP Application Program Interface (API) for Shared Memory Parallel Programming Directive based approach with library support

More information