Debugging and Profiling Lab. Carlos Rosales, Kent Milfeld and Yaakoub Y. El Kharma
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1 Debugging and Profiling Lab Carlos Rosales, Kent Milfeld and Yaakoub Y. El Kharma
2 Setup Login to Ranger: - ssh -X [email protected] Make sure you can export graphics to your laptop screen: xclock If you do not see a clock, contact an instructor Untar the lab files: cd tar xvf ~train00/dbg_prof_2010.tar Change directories and ls to see the files: cd dbg_prof_2010 ls
3 Overview labs you should REALLY do optional labs DDT Lab mpip Lab IPM Lab Tau Lab PerfExpert Lab
4 DEBUGGING LAB
5 Finding a deadlock with DDT In this example we will use DDT to debug a code that deadlocks. Compile the deadlock example: % cd debug % mpicc g O0./deadlock.c Load the DDT module: % module load ddt Start up DDT: % ddt./a.out
6 Configure DDT: Welcome When you see the welcome screen below click the button that says Run and Debug a Program.
7 Configure DDT: Job Submision Don t click submit yet! We need to configure: General Options Queue Submission Parameters Processor and thread number Advanced Options Click on Options -> Change
8 Configure DDT: Options Choose the correct version of MPI mvapich 1 mvapich 2 openmpi Leave the default MPI (mvapich 1) Leave Debugger on the Automatic setting
9 Configure DDT: Queue Parameters Choose the development queue HPC Set the Wall Clock Limit to 10 minutes (H:MM:SS) Set your project code - for this training class use HPC Click OK and double check that you have selected 16 CPUs / 1 thread in the main Job Submission window.
10 Configure DDT: Memory Checks Open the Advanced tab. Enable Memory Debugging (bottom left check box) Open the Memory Debug Settings
11 Configure DDT: Memory Options Change the Heap Debugging option from the default Runtime to Low Even the option None provides some memory checking Leave Heap and Advanced unchecked
12 DDT: Job Queuing Add any necessary arguments to the program (none for the example) Click the Submit button. A new window will open: The job is submitted to the specified queue. An automatically refreshing job status window appears. The debug session will begin when the job starts.
13 DDT: The debug session Process controls Process groups window Project navigation window Code window Variable window Stack view and output window Evaluation window
14 DDT: Program Hangs The output we expect does not appear in the Stdout window. No active communication between procs. Stop execution to analyze the program status (top left).
15 DDT: Stacks On the bottom left window select the Stacks view. All processors seem to be stuck on a MPI_Send().
16 DDT: Message Queues Go to View -> Message Queues There are uncompleted Send messages everywhere! You can double-check that all communications are in the Unexpected queue (select on top right) This is characteristic of a deadlock. Find the source of the deadlock in the code.
17 PARALLEL SCALABILITY LAB
18 Parallel Scalability: IPM In this example you will use IPM to evaluate the scalability of a matrix multiplication code. Load the IPM module: module load ipm module list Compile the matmult.c or matmult.f90 source with the -g flag: mpicc -g./matmult.c mpif90 -g./matmult.f90 Open the Sun Grid Engine script ipm_job.sge and make sure the following lines appear before the ibrun command is invoked: export LD_PRELOAD=$TACC_IPM_LIB/libipm.so export IPM_REPORT=full
19 Parallel Scalability: IPM Submit the job through the SGE queue system: qsub./ipm_job.sge When the job is done IPM will generate an xml file with a name like: username Have a look at the basic text report by typing: ipm_parse username You can also read the full text report: ipm_parse -full username
20 Parallel Scalability: IPM Try transforming the output file to HTML: ipm_parse -html username A new directory containing an index.html file will be created. You can copy this directory to your laptop and view the contents with any web browser. In your laptop, open the index.html file and explore the different performance data provided by IPM.
21 Parallel Scalability: mpip In this example you will use mpip to evaluate the scalability of a matrix multiplication code. Load the mpip module: module load mpip module list Compile the matmult.c or matmult.f90 source with the flags required to link in the mpip library: mpicc -g -L$TACC_MPIP_LIB -lmpip -lbfd -liberty./matmult.c mpif90 -g -L$TACC_MPIP_LIB -lmpip -lbfd -liberty./matmult.f90 Set the environmental variables that control mpip data collection behavior: setenv MPIP -t 10 -k 2
22 Parallel Scalability: mpip Submit the job through the SGE queue system: qsub./parallel_job.sge The initial submission using 2 processing cores only (-pe 2way 16). Check execution and MPI times in the.mpip file created. Change the submission script to use 4 cores (-pe 4way 16), 8 and 16, and build a table with the execution times. Does the execution time decrease linearly with the number of cores? Why? SIZE 2 cores 4 cores 8 cores 16 cores 1000 x x 2000
23 PROFILING LAB
24 Profiling with Tau: Compilation Load the papi and tau modules: module load papi module load tau Set the TAU_MAKEFILE environmental variable setenv TAU_MAKEFILE $TACC_TAU_LIB/Makefile.taumultiplecounters-mpi-papi-pdt-pgi If you have changed to the Intel compiler use instead: setenv TAU_MAKEFILE $TACC_TAU_LIB/Makefile.tau-icpcmultiplecounters-mpi-papi-pdt Compile the matrix multiplication example using the Tau compiler wrappers: tau_cc.sh matmult.c tau_f90.sh matmult.f90
25 Profiling with Tau: Job Script Open tau_job.sge and make sure the following lines - which define the hardware counters to measure- appear before the ibrun invocation: export COUNTER1=GET_TIME_OF_DAY export COUNTER2=PAPI_FP_OPS export COUNTER3=PAPI_L1_DCM Submit the job through the batch queue system: qsub tau_job.sge When the job completes execution you should have three new directories: MULTI GET_TIME_OF_DAY MULTI PAPI_FP_OPS MULTI PAPI_L1_DCM
26 Profiling with Tau: Analysis Analize the results: paraprof Get used to the interface Unstack the bars to get a clearer view Open a window with the function names corresponding to each color Generate a derived metric that gives you the floating point operation to L1 data cache miss ratio Remember that you can copy these directories and analyze them in your own laptop as well
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