Performance Analysis with Vampir

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1 Performance Analysis with Vampir Ronny Brendel Technische Universität Dresden

2 Outline Part I: Welcome to the Vampir Tool Suite Mission Event Trace Visualization Vampir & VampirServer The Vampir Displays Part II: Vampir Hands-On Visualizing and analyzing NPB-MZ-MPI / BT 2

3 Event Trace Visualization with Vampir Alternative and supplement to automatic analysis Show dynamic run-time behavior graphically at any level of detail Provide statistics and performance metrics Timeline charts Show application activities and communication along a time axis Summary charts Provide quantitative results for the currently selected time interval 3

4 Visualization Modes (1) Directly on front end or local machine % vampir Multi- Multi- Program Program Vampir Score-P Score-P Small/Medium sized trace Trace File Thread parallel 4

5 Visualization Modes (2) On local machine with remote VampirServer % vampirserver start % vampir VampirServer Vampir LAN/WAN Many- Many- Program Program Score-P Score-P Trace File Large Trace File (stays on remote machine) Parallel application 5

6 The main displays of Vampir Timeline Charts: Master Timeline Process Timeline Counter Data Timeline Performance Radar Summary Charts: Function Summary Message Summary Process Summary Communication Matrix View 6

7 Hands-on: Visualizing and analyzing NPB-MZ-MPI / BT

8 Vampir Modules and Manual on Salomon List Vampir-related modules % module av Vampir Load Vampir % module load Vampir Load VampirServer % module load VampirServer Find Manual % ls $EBROOTVAMPIR/doc/vampir-manual.pdf 8

9 Where is my trace file? % ls $WORK/NPB3.3-MZ-MPI/bin.scorep/\ > scorep_bt-mz_c_8x6_trace profile.cubex scorep.cfg traces/ traces.def traces.otf2 % ls ~brendel/tutorial/scorep_bt-class-b-8p-6t-filtering-* profile.cubex scorep.cfg traces/ traces.def traces.otf2 If you followed the ScoreP hands-on up to the trace experiment If you did not follow to that point, take a prepared trace 9

10 Starting VampirServer on Salomon % qsub -I -q qprod -l select=1:ncpus=24 -A DD % module load VampirServer Start VampirServer on Salomon % vampirserver start Launching VampirServer... Submitting batch job (this might take a while)... 10

11 Starting VampirServer on Salomon % vampirserver start Launching VampirServer... VampirServer (r9950) Licensed to VI-HPS Tools Workshop 10/2016 Running 4 analysis processes... \ (abort with vampirserver stop 2975) VampirServer <2975> listens on: r32u13n838:30043 Start VampirServer on Salomon Copy host:port 11

12 Start Vampir % ssh -N -L 30000:r32u13n838:30043 salomon.it4i.cz Open a port forwarding from your local computer to Salomon and further to a compute node host:port from VampirServer output 12

13 Start Vampir on local computer 13

14 Use the Open Other option 14

15 Select Remote File 15

16 Server is localhost Port is Connection type Socket 16

17 17

18 Visualization of the NPB-MZ-MPI / BT trace Navigation Toolbar Function Summary Master Timeline Function Legend 18

19 Visualization of the NPB-MZ-MPI / BT trace Master Timeline Detailed information about functions, communication and synchronization events for collection of processes. 19

20 Visualization of the NPB-MZ-MPI / BT trace Process Timeline Detailed information about different levels of function calls in a stacked bar chart for an individual process. 20

21 Visualization of the NPB-MZ-MPI / BT trace Typical program phases Initialisation Phase Computation Phase 21

22 Visualization of the NPB-MZ-MPI / BT trace Counter Data Timeline Detailed counter information over time for an individual process. 22

23 Visualization of the NPB-MZ-MPI / BT trace Performance Radar Detailed counter information over time for a collection of processes. 23

24 Visualization of the NPB-MZ-MPI / BT trace Zoom in: Inititialisation Phase Context View: Detailed information about function initialize_. 24

25 Visualization of the NPB-MZ-MPI / BT trace Find Function Execution of function initialize_ results in higher page fault rates. 25

26 Visualization of the NPB-MZ-MPI / BT trace Computation Phase Computation phase results in higher instruction throughput. 26

27 Visualization of the NPB-MZ-MPI / BT trace Zoom in: Computation Phase MPI communication results in lower floating point operations. 27

28 Visualization of the NPB-MZ-MPI / BT trace Zoom in: Finalisation Phase Early reduce bottleneck. 28

29 Visualization of the NPB-MZ-MPI / BT trace Process Summary Function Summary: Overview of the accumulated information across all functions and for a collection of processes. Process Summary: Overview of the accumulated information across all functions and for every process independently. 29

30 Visualization of the NPB-MZ-MPI / BT trace Process Summary Find groups of similar processes and threads by using summarized function information. 30

31 Summary and Conclusion

32 Summary Vampir & VampirServer Interactive trace visualization and analysis Intuitive browsing and zooming Scalable to large trace data sizes (20 TiByte) Scalable to high parallelism (200,000 processes) Vampir for Linux, Windows, and Mac OS X 32

33

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