C: Assignments Day 5¶
Problem 1: Parallelize normVector.c using OpenMP¶
You are to create a normVector.c application to run in parallel using threads and OpenMP. I have included a normVector.c and hello1.c to help you. normVector.c contains no openmp code. hello1.c does and it was presented in the videos. They are both in assignments/C-Day5/ex1 directory to help you.
Problem 2: Parallelize pi.c using OpenMP¶
You are to modify the pi.c application to run in parallel using threads and OpenMP. I have included a pi.c in assignments/C-Day5//ex2 directory to help you.
Problem 3: Additional Exercise JUST for Frank¶
The purpose of these exercises is to set it up so that you are able to run a parallel application on Frontera or Stampede2 by issuing commands in the terminal of your desktop using your DesignSafe account and resources. Time permitting we will share the applications with fellow classmates. The advantage of being able to do this from a terminal is convenience and speed, e.g. you no longer will be required to login and find a token, cd to appropriate directories, edit submit scripts, and so on. Ultimately, as you progress in your careers you will begin to understand, the ability to share your work is one of the really great advantages provided.
There are 5 steps to the exercise today. The steps follow the videos presented for today’s class (these are enclosed in hints herein). The exercises are outlined below the hint.
However, before you can begin, you need to make sure the tapis command is working from a terminal application on your desktop. The note contains setup instructions for this. The warning is a warning about possible changes that you may need to make if you are running Windows 10.
Note
Before you can proceed, initial setup is required of the Tapis-cli. This is done by invoking the following command in a linux (see warning below) shell. For some systems, i.e. ubuntu you should use pip3 instead of pip:
pip install tapis-cli
Once the cli is installed you need to configure it to use deignsafe. For this purpose you need to provide your username and password:
tapis auth initThe application will prompt for a number of things. For tenant enter designsafe, for username and password your DesignSafe username and password. For other things, ignore by just hitting enter.
Warning
If you fail in the first part there are a number of things that may be up.
tapis application not found. The tapis application, assuming pip install tapis-cli worked, is located in a folder not on the users Path. We have noticed this for some versions of python users have on their system. You need to manually update your enviromnet setting for Path to add the folder the tapis was placed in. Look at the install messages to see where tapis-cli was installed, and do a search for tapis. (You are looking for the application as opposed to some of the other things that will pop up).
tapis application hangs. We have users who have had this happen for versions 3.10.x of python. The only fix is to download another version, in latest workshop version 3.9.13 worked from http://python.org.
Try to update to the latest version of tapis-cli:
$ git clone https://github.com/TACC-Cloud/tapis-cli.git $ cd tapis-cli $ pip install --upgrade .
Run the exercise at TACC using either Frontera or Stampede2. To do this you need to login to your TACC machine and install tapis-cli as a local user.
pip intall tapis-cli --user
Install and use the Ubuntu subsystem on Windows 10
The Ubuntu subsystem is actually a full Ubuntu linux system running within a virtual machine while Windows is running as the primary OS. Microsoft provides step-by-step instructions on how to install it on your Windows system. See https://docs.microsoft.com/en-us/windows/wsl/install-win10 for details.
Warning: If you are running Windows in a virtual environment such as VMware or Parallels, installing the Ubuntu subsystem in Windows will fail. Install Ubuntu in a separate virtual machine instead.
Step 1: Setting Up an Execution System¶
Tapis provides systems which provide access to the file systems and hardware resources, e.g. Frontera and Stampede, at TACC. For our Storage System we will be using the default provided by DesignSafe (designsafe.storage.default). In this exercise we are going to create an execution system by creating/modifying a .json file containing basic information about one of our machine logins (e.g. username, password), and locations within our machine account of directories to place temporary files (the location where files are placed when we run an app).
Before you create a system, you might want to issue some tapis commands to get comfortable with the tapis-cli.
tapis -h tapis systems -h tapis systems search --default eq true tapis systems show designsafe.storage.default tapis systems list tapis systems search --execution-type eq HPC
You first need to edit one of the files provided in the code/agave/ agave directory. In this folder we have provided two template systems to chooose from , fronteraSystem.json and stampede2Syatem.json. Which one to use depends on which TACC system you have been logging into.
The Frontera file is shown below:
1{
2 "maxSystemJobs": 500,
3 "executionType": "HPC",
4 "available": true,
5 "description": "Frontera has two computing subsystems, a primary computing system focused on double precision performance, and a second subsystem focused on single precision streaming-memory computing.",
6 "storage": {
7 "proxy": null,
8 "protocol": "SFTP",
9 "mirror": false,
10 "host": "frontera.tacc.utexas.edu",
11 "port": 22,
12 "auth": {
13 "type": "PASSWORD",
14 "username": "${USERNAME}",
15 "password": "${PASSWORD}"
16 },
17 "homeDir": "/",
18 "rootDir": "${SCRATCH_DIR}"
19 },
20 "type": "EXECUTION",
21 "login": {
22 "proxy": null,
23 "protocol": "SSH",
24 "port": 22,
25 "auth": {
26 "type": "PASSWORD",
27 "username": "${USERNAME}",
28 "password": "${PASSWORD}"
29 },
30 "host": "frontera.tacc.utexas.edu"
31 },
32 "startupScript": "~/.bashrc",
33 "scheduler": "SLURM",
34 "default": false,
35 "public": false,
36 "maxSystemJobsPerUser": 250,
37 "id": "demo.exec.frontera.${USERNAME}",
38 "workDir": "",
39 "site": "tacc.utexas.edu",
40 "environment": "",
41 "queues": [
42 {
43 "name": "small",
44 "maxJobs": -1,
45 "maxMemoryPerNode": "192GB",
46 "default": true,
47 "maxRequestedTime": "48:00:00",
48 "description": null,
49 "maxNodes": 2,
50 "maxProcessorsPerNode": 56,
51 "mappedName": null,
52 "maxUserJobs": 2,
53 "customDirectives": "${ALLOCATION}"
54 },
55 {
56 "name": "normal",
57 "maxJobs": -1,
58 "maxMemoryPerNode": "192GB",
59 "default": false,
60 "maxRequestedTime": "48:00:00",
61 "description": null,
62 "maxNodes": 512,
63 "maxProcessorsPerNode": 28672,
64 "mappedName": null,
65 "maxUserJobs": 50,
66 "customDirectives": "${ALLOCATION}"
67 },
68 {
69 "name": "development",
70 "maxJobs": -1,
71 "maxMemoryPerNode": "192GB",
72 "default": false,
73 "maxRequestedTime": "02:00:00",
74 "description": null,
75 "maxNodes": 40,
76 "maxProcessorsPerNode": 2240,
77 "mappedName": null,
78 "maxUserJobs": 1,
79 "customDirectives": "${ALLOCATION}"
80 },
81 {
82 "name": "large",
83 "maxJobs": -1,
84 "maxMemoryPerNode": "192GB",
85 "default": false,
86 "maxRequestedTime": "48:00:00",
87 "description": null,
88 "maxNodes": 2048,
89 "maxProcessorsPerNode": 114688,
90 "mappedName": null,
91 "maxUserJobs": 5,
92 "customDirectives": "${ALLOCATION}"
93 },
94 {
95 "name": "flex",
96 "maxJobs": -1,
97 "maxMemoryPerNode": "192GB",
98 "default": false,
99 "maxRequestedTime": "48:00:00",
100 "description": null,
101 "maxNodes": 128,
102 "maxProcessorsPerNode": 7168,
103 "mappedName": null,
104 "maxUserJobs": 50,
105 "customDirectives": "${ALLOCATION}"
106 },
107 {
108 "name": "rtx",
109 "maxJobs": -1,
110 "maxMemoryPerNode": "128GB",
111 "default": false,
112 "maxRequestedTime": "48:00:00",
113 "description": null,
114 "maxNodes": 22,
115 "maxProcessorsPerNode": -1,
116 "mappedName": null,
117 "maxUserJobs": 5,
118 "customDirectives": "${ALLOCATION}"
119 },
120 {
121 "name": "rtx-dev",
122 "maxJobs": -1,
123 "maxMemoryPerNode": "128GB",
124 "default": false,
125 "maxRequestedTime": "02:00:00",
126 "description": null,
127 "maxNodes": 2,
128 "maxProcessorsPerNode": -1,
129 "mappedName": null,
130 "maxUserJobs": 2,
131 "customDirectives": "${ALLOCATION}"
132 }
133 ],
134 "globalDefault": false,
135 "name": "${USERNAME} Frontera HPC DEMO Execution System for DesignSafe",
136 "status": "UP",
137 "scratchDir": "${SCRATCH_DIR}"
138}
In this file you need to search for a few words and replace them with appropriate text. These are the four values that need to be replaced:
${USERNAME}, ${PASSWORD}, ${SCRATCH_DIR} and ${ALLOCATION}.
The ${ALLOCATION} text is replaced with -A DesignSafe-SimCenter if using Frontera. The scratch_dir can be found by logging into Frontera, issuing the commands cds (change dir to scratch) and then pwd (print working directory). The results of pwd is your scratch dir.
Once the file has been completed, you can create the system by invoking one of the the following commands:
for Frontera:
tapis systems create -F fronteraSystem.jsonOnce created, search for it. In the file we named it demo something (see line 27 above).
tapis systems search --name like demo -f jsonThe system should appear in what is returned.
That’s it, congratulations!! You have created an execution system.
Warning
Never ever ever check the file into github unless you remove your password. We suggest editing this file elasewhere and then removing it when the task is completed.
Hint
A demonstration is contained at the end of the Video
Step 2: Exploring File System Commands¶
Tapis provides commands for doing file operartions. It provides commands for uploading and downloading files to and from the storage systems as well as typical commands dealing with file system opeartions at thr remove stoarge system.
Some commands we would like you to try.
Begin by listing the files in your home directory
tapis files list agave://designsafe.storage.default/YOUR_NAME
Add a directory tmp to your home folder at DesignSafe
tapis files mkdir agave://designsafe.storage.default/YOUR_NAME tmp
Copy the small file SimCenterBootcamp2022/code/agave/ExerciseDays4/ex1/piMPI.c to your current directory. From there send it to your new folder at DesignSafe.
tapis files upload agave://designsafe.storage.default/YOUR_NAME/tmp piMPI.c
Note
We will be using this file in our app. We will compile it and run it. If yours worked from yesterday, upload your file instead. It makes the exercise somewhat more meaningful. If your file has a different name, you should be able to identify what small change you have to make in the submitClone.json file you will edit later.
Remove your local copy and try and copy the file you just uploaded.
tapis files download agave://designsafe.storage.default/YOUR_NAME/tmp/piMPI.c
List the other tapis file commands and explore what they do.
tapis files -h
Hint
A demonstartion is contained at end of the Video
Step 3: Build a Tapis app¶
A Tapis apps is a containerized application. Each app has a description that describes it’s name, inputs and parameters. This description can be obtained using the tapis apps show command. The description contains information about where the container for the application resides, inputs and outputs, information about the execution system on which the app will run and information about a bash script, typically called wrapper.sh. The bash script is the srcipt that is run when the application is started running at a HPC resource. The bash script will have access to all the files in the app container when it is run as well as all files and directories provided through the inputs.
We are going a develop a tapis container application and we are going to use some tapis apps and files comamnds to do so. To build our app, like all programmers do, we are going to start by cloning an existing one that has similar inputs to the one we want, basically an input directory and a parameter. We will name the app mpiCompileRun and associate it with the exe service we created in exercise 1. (You will need the name). Use the following command to see what is needed.
The app we have in mind is one that will compile a program we have uploaded piMPI.c and run it. The wrapper will utilize two variables programFile, the name of the file to compile and run, and inputDirectory the location of the directory containg the file. A wrapper.sh file for this purpose is shown below. Line 1 through 4 and 13 through 17 are required for Tapis. The other lines are linux commands you have been using, module load to load the intel compiler, we next change the directory to the inputDirectory, and finally compile the program and then run it with ibrun:
1set -x
2WRAPPERDIR=$( cd "$( dirname "$0" )" && pwd )
3
4${AGAVE_JOB_CALLBACK_RUNNING}
5
6module load intel
7
8cd "${inputDirectory}"
9
10mpicc ${programFile}
11ibrun ./a.out
12
13if [ ! $? ]; then
14 echo "program exited with an error status. $?" >&2
15 ${AGAVE_JOB_CALLBACK_FAILURE}
16 exit
17fi
We are first going to search for an app to clone. Let us look at simcenter apps.
tapis apps search --name like simcenter -f json
You should see one with an id simcenter-dakota-1.0.0u6. Have a look at it’s description.
tapis apps show simcenter-dakota-1.0.0u6 -f json
Amidst the results returned, you will see it takes an input directory and some parameters to run:
We are going to use this app as our starting point. We are going to clone the app. Have a look at the inputs for tapis apps clone using the following command:
tapis apps clone -h
After having reviewed the results retrurned by the previous command, you should be able to understand the following. The command to clone is some modifications based on your account, i.e. the -e refers to the execution service and for that you need to enter the id of the execution service you created in step 1 (the id was on line 37). Also replace YOUR_NAME with yor login name:
tapis apps clone -e demo.exec.frontera.YOUR_NAME -n mpiCompileRun.YOUR_NAME -x 0.0.1 simcenter-dakota-1.0.0u1
Note
Your name is not needed, it will be used in part 5 so that we can share applications and as such we will want to be able to distinguish between applications. For normal application development, you may not need or want it.
Having cloned the app, let us look at it’s description to see the inputs and outputs. We can get this description using the following:
tapis apps show -f json mpiCompileRun.YOUR_NAME-0.0.1 > mpiCompileRunYOUR_NAME.json
This command has placed the description of the mpiCompileRun to the json file mpiCompileRun.json. Open it up and have a look. It will be similar to what was shown above, differences will be in the id and executionSystem. You will see the input and parameters section for this app. Also you will see the application directory, which is in your home/applications folder at designsafe. From the application directory download the wrapper.sh script. We will modify it a bit. We will keep the inputDirectory but will only have one input parameter programName. You need to edit the file before continuing, the edits should be obvious.
Note
There is a difference between inputs and parameters arguments. inputs arguments are file or directory resources that will be copied by tapis to the directory where the wrapper script is run. paramaters are arguments used in the script. In our example we could have just spcified programFile as being an input, but we wanted to show use of inputs and parameters (and also this would allow you to compile programs with many files in an input directory).
After editing the app description file, we can update the app.
tapis apps update -F mpiCompileRunYOUR_NAME.json mpiCompileRun.YOUR_NAME-0.0.1
Finally we need to replace the wrapper.sh of the existing app with our one. We do this with one of the tapis files system commands:
tapis files upload agave://designsafe.storage.default/YOUR_NAME/applications/mpiCompileRun.YOUR_NAME-0.0.1 wrapper.sh
We now have an application ready and waiting to compile our code and run it!
Hint
A demonstration is contained at the end of the Video
Step 4: Submitting a Job¶
Now we want to actually submit a job and have it compile and run on a HPC. In the code/agave folder there is a file piMPI.c and a json file cloneSubmit.json. The piMPI.c we have alredy used in files and placed in a demo folder at designsafe off our remote home folder. To submit a job to run at TACC through tapis we need to create the input file telling tapis what to do. The input file is application specific. An input file template for our app is found in cloneSubmit.json which is shown below:
1{
2 "name": "Run 1",
3 "appId": "mpiCompileSimCenter-0.0.1",
4 "inputs": {
5 "inputDirectory": "agave://designsafe.storage.default/tg457427/demo2"
6 },
7 "parameters" : {
8 "programFile":"piMPI.c"
9 },
10 "maxRunTime": "00:01:00",
11 "memoryPerNode": "1GB",
12 "nodeCount": 1,
13 "processorsPerNode": 8,
14 "maxRunTime": "00:01:00",
15 "archive": true,
16 "archiveOnAppError":true,
17 "archiveSystem":"designsafe.storage.default",
18 "notifications": [
19 {
20 "url" : "fmckenna@berkeley.edu",
21 "event": "*"
22 }
23 ]
24}
There are 3 lines in this file needing changing. In Line 3 you need to set the appID to be equal to name of the app you created in step 3. You need to set the inputDirectory equal to the location where you placed the piMPI.c file on line 5 and finally the name of the program to compile and run programName needs to be set on line 8. Other options are set for the piMPI application such as runTime, numNodes and numCores.
After the file has been saved, submits it to a tapis job service by typing the following:
tapis jobs submit -F cloneSubmit.json
Tapis will respond with a message that hopefully says the job was submitted sucessfully and will provide a jobID. That jobID is important, as you will use it to query status of job and download job information when job finished.
To look up for job status, type:
tapis jobs status -f json 5ce7f59d-0c4f-46c1-806a-35965317525f-007
There are a number of states a job might be in, queued, running, finished, and the dreaded failed. Once a job has finished you can download the results with
tapis jobs show –f json 5ce7f59d-0c4f-46c1-806a-35965317525f-007
This results in a long list of output. Buried in it is the archivePath section. This is where the results have been stored.
"accepted": "2021-01-08T10:19:45.773Z",
"appId": "mpiCompileSimCenter.tg457427-0.0.1",
"appUuid": "7984683744829894165-242ac117-0001-005",
"archive": true,
"archivePath": "tg457427/archive/jobs/job-507792d1-35b0-4dc0-abd2-421cfba7ddc3-007",
"archiveSystem": "designsafe.storage.default",
"blockedCount": 0,
"created": "2021-01-08T10:19:45.779Z",
"ended": "7 hours ago",
The results folder can be viewed using the tapis files list command, i.e. for my job I would list the files in the following way:
tapis files list agave://designsafe.storage.default/tg457427/archive/jobs/job-507792d1-35b0-4dc0-abd2-421cfba7ddc3-007
In this folder you will see a long file names ending in .out. You can download these files using the tapis files download command. The results of the file I submitted is as shown below.
1Shell debugging temporarily silenced: export LMOD_SH_DBG_ON=1 for Lmod's output
2Shell debugging restarted
3program file is piMPI.c
4/scratch1/00477/tg457427/scratch1/00477/tg457427/tg457427/job-507792d1-35b0-4dc0-abd2-421cfba7ddc3-007-run-1
5total 33
64 drwx------ 4 tg457427 G-80610 4096 Jan 8 04:21 .
74 drwx------ 3 tg457427 G-80610 4096 Jan 8 04:19 ..
84 -rw------- 1 tg457427 G-80610 345 Jan 8 04:19 .agave.archive
94 -rw------- 1 tg457427 G-80610 28 Jan 8 04:19 .agave.log
104 drwx------ 2 tg457427 G-80610 4096 Jan 8 04:19 demo2
111 -rw------- 1 tg457427 G-80610 653 Jan 8 04:22 run-1-507792d1-35b0-4dc0-abd2-421cfba7ddc3-007.err
121 -rw------- 1 tg457427 G-80610 239 Jan 8 04:22 run-1-507792d1-35b0-4dc0-abd2-421cfba7ddc3-007.out
134 -rwx------ 1 tg457427 G-80610 2132 Jan 8 04:19 run-1.ipcexe
144 drwx------ 3 tg457427 G-80610 4096 Jan 8 04:19 test
154 -rw------- 1 tg457427 G-80610 401 Jan 8 04:19 wrapper.sh
16currentDIR
17/scratch1/00477/tg457427/scratch1/00477/tg457427/tg457427/job-507792d1-35b0-4dc0-abd2-421cfba7ddc3-007-run-1/demo2
18directory listing
19total 12
204 drwx------ 2 tg457427 G-80610 4096 Jan 8 04:19 .
214 drwx------ 4 tg457427 G-80610 4096 Jan 8 04:21 ..
224 -rw------- 1 tg457427 G-80610 1286 Jan 8 04:19 piMPI.c
23TACC: Starting up job 2332652
24TACC: Starting parallel tasks...
25PI = 3.14159265, duration: 0.080000 s
26TACC: Shutdown complete. Exiting.
Hint
A demonstration is contained at end of the Video
Step 5: Allowing Others to Use your App¶
Sharing of resources is something built into Tapis, which allows researchers to share resoures (execution sytems, files, and apps). Check out the following commands:
tapis files pems drop
tapis files pems grant
tapis files pems list
tapis files pems revoke
tapis files pems show
tapis systems roles drop
tapis systems roles grant
tapis systems roles list
tapis systems roles revoke
tapis systems roles show
tapis apps pems grant
tapis apps pems list
tapis apps pems revoke
tapis apps pems show
Note
There are other tapis options that will allow you to publish and unpblish your resources, but these are not available to you to use.
For this exercise you need to select a partner, each of you need to swap usernames. You are then going to allow your partner to use your app and then you are going to run your job with their app.
For this purpose, first look at your existing permissions issue using the following:
tapis apps pems show mpiCompileRunYOUR_NAME-0.0.1
To add someone to your app who can execute the following command:
tapis apps pems show mpiCompileRunYOUR_NAME-0.0.1
You should see something like:
+----------+------+-------+---------+
| username | read | write | execute |
+----------+------+-------+---------+
| tg457427 | True | True | True |
+----------+------+-------+---------+
Now, to allow the user fmk to execute your app, you would issue the command shown below. Change fmk to your partners name and issue the following:
tapis apps pems grant mpiCompileRunYOUR_NAME-0.0.1 fmk EXECUTE
Now you should see something like:
+----------+-------+-------+---------+
| username | read | write | execute |
+----------+-------+-------+---------+
| tg457427 | True | True | True |
| fmk | False | False | True |
+----------+-------+-------+---------+
Now see if you can figure out how to do the following:
Find your partners application using tapis apps search
Edit your job script to point to your partners app.
Launch the job using your partners application.
Check your program still works!