From 8612151955444d431747e94ed151689d420441db Mon Sep 17 00:00:00 2001
From: Serguei Mokhov <mokhov@cse.concordia.ca>
Date: Mon, 13 Nov 2023 15:31:22 -0500
Subject: [PATCH] [manual][html] publish 7.0

---
 doc/web/images/pycharm.png         |  Bin 0 -> 67121 bytes
 doc/web/images/rosetta-mapping.png |  Bin 0 -> 882455 bytes
 doc/web/images/slurm-arch.png      |  Bin 0 -> 108222 bytes
 doc/web/images/speed-pics.png      |  Bin 0 -> 461657 bytes
 doc/web/index.html                 | 2183 ++++++++++++++++------------
 doc/web/speed-manual.css           |   13 +-
 6 files changed, 1296 insertions(+), 900 deletions(-)
 create mode 100644 doc/web/images/pycharm.png
 create mode 100644 doc/web/images/rosetta-mapping.png
 create mode 100644 doc/web/images/slurm-arch.png
 create mode 100644 doc/web/images/speed-pics.png

diff --git a/doc/web/images/pycharm.png b/doc/web/images/pycharm.png
new file mode 100644
index 0000000000000000000000000000000000000000..d5951051d340e6b21b58c1c2939eb7b8d03ecfa9
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diff --git a/doc/web/index.html b/doc/web/index.html
index b05bcba..ea57c35 100644
--- a/doc/web/index.html
+++ b/doc/web/index.html
@@ -19,98 +19,119 @@
                                                                                
 
 <h2 class='titleHead'>Speed: The GCS ENCS Cluster</h2>
-<div class='author'> Serguei A. Mokhov <br class='and' />Gillian A. Roper <br class='and' />Network, Security and HPC Group<span class='thank-mark'><a href='#tk-1'><span class='tcrm-1000'>∗</span></a></span>
-<br />         <span class='cmr-9'>Gina Cody School of Engineering and Computer Science</span>
-<br />                       <span class='cmr-9'>Concordia University</span>
-<br />                     <span class='cmr-9'>Montreal, Quebec, Canada</span>
-<br />                 <a class='url' href='rt-ex-hpc~AT~encs.concordia.ca'><span class='cmtt-9'>rt-ex-hpc~AT~encs.concordia.ca</span></a><br /></div><br />
-<div class='date'><span class='cmbx-10'>Version 6.6 </span>(final GE version)</div>
+<div class='author'> Serguei A. Mokhov <br class='and' />Gillian A. Roper <br class='and' />Carlos Alarcón Meza <br class='and' />Network, Security and HPC Group<span class='thank-mark'><a href='#tk-1'><span class='tcrm-1000'>∗</span></a></span>
+<br />                  <span class='cmr-9'>Gina Cody School of Engineering and Computer Science</span>
+<br />                                <span class='cmr-9'>Concordia University</span>
+<br />                              <span class='cmr-9'>Montreal, Quebec, Canada</span>
+<br />                          <a class='url' href='rt-ex-hpc~AT~encs.concordia.ca'><span class='cmtt-9'>rt-ex-hpc~AT~encs.concordia.ca</span></a><br /></div><br />
+<div class='date'><span class='cmbx-10'>Version 7.0</span></div>
    <div class='thanks'><br /><a id='tk-1'></a><span class='thank-mark'><span class='tcrm-1000'>∗</span></span>The group acknowledges the initial manual version VI produced by Dr. Scott Bunnell while with
-us.</div></div>
+us as well as Dr. Tariq Daradkeh for his instructional support of the users and contribution of
+examples.</div></div>
    <section class='abstract' role='doc-abstract'> 
 <h3 class='abstracttitle'>
 <span class='cmbx-9'>Abstract</span>
 </h3>
-     <!-- l. 70 --><p class='noindent'><span class='cmr-9'>This document primarily presents a quick start guide to the usage of the Gina Cody
-     School of Engineering and Computer Science compute server farm called “Speed” – the
-     GCS ENCS Speed cluster, managed by HPC/NAG of GCS ENCS, Concordia University,
-     Montreal, Canada.</span>
+     <!-- l. 76 --><p class='noindent'><span class='cmr-9'>This document presents a quick start guide to the usage of the Gina Cody School of
+     Engineering and Computer Science compute server farm called “Speed” – the GCS Speed
+     cluster,  managed  by  the  HPC/NAG  group  of  the  Academic  Information  Technology
+     Services (AITS) at GCS, Concordia University, Montreal, Canada.</span>
 </p>
 </section>
    <h3 class='likesectionHead' id='contents'><a id='x1-1000'></a>Contents</h3>
    <div class='tableofcontents'>
-    <span class='sectionToc'>1 <a href='#introduction' id='QQ2-1-2'>Introduction</a></span>
-<br />     <span class='subsectionToc'>1.1 <a href='#resources' id='QQ2-1-3'>Resources</a></span>
-<br />     <span class='subsectionToc'>1.2 <a href='#team' id='QQ2-1-4'>Team</a></span>
-<br />     <span class='subsectionToc'>1.3 <a href='#what-speed-comprises' id='QQ2-1-5'>What Speed Comprises</a></span>
-<br />     <span class='subsectionToc'>1.4 <a href='#what-speed-is-ideal-for' id='QQ2-1-6'>What Speed Is Ideal For</a></span>
-<br />     <span class='subsectionToc'>1.5 <a href='#what-speed-is-not' id='QQ2-1-7'>What Speed Is Not</a></span>
-<br />     <span class='subsectionToc'>1.6 <a href='#available-software' id='QQ2-1-8'>Available Software</a></span>
-<br />     <span class='subsectionToc'>1.7 <a href='#requesting-access' id='QQ2-1-9'>Requesting Access</a></span>
-<br />    <span class='sectionToc'>2 <a href='#job-management' id='QQ2-1-10'>Job Management</a></span>
-<br />     <span class='subsectionToc'>2.1 <a href='#getting-started' id='QQ2-1-11'>Getting Started</a></span>
-<br />      <span class='subsubsectionToc'>2.1.1 <a href='#ssh-connections' id='QQ2-1-12'>SSH Connections</a></span>
-<br />      <span class='subsubsectionToc'>2.1.2 <a href='#environment-set-up' id='QQ2-1-13'>Environment Set Up</a></span>
-<br />     <span class='subsectionToc'>2.2 <a href='#job-submission-basics' id='QQ2-1-14'>Job Submission Basics</a></span>
-<br />      <span class='subsubsectionToc'>2.2.1 <a href='#directives' id='QQ2-1-15'>Directives</a></span>
-<br />      <span class='subsubsectionToc'>2.2.2 <a href='#module-loads' id='QQ2-1-16'>Module Loads</a></span>
-<br />      <span class='subsubsectionToc'>2.2.3 <a href='#user-scripting' id='QQ2-1-17'>User Scripting</a></span>
-<br />     <span class='subsectionToc'>2.3 <a href='#sample-job-script' id='QQ2-1-18'>Sample Job Script</a></span>
-<br />     <span class='subsectionToc'>2.4 <a href='#common-job-management-commands-summary' id='QQ2-1-21'>Common Job Management Commands Summary</a></span>
-<br />     <span class='subsectionToc'>2.5 <a href='#advanced-qsub-options' id='QQ2-1-22'>Advanced <span class='cmtt-10'>qsub </span>Options</a></span>
-<br />     <span class='subsectionToc'>2.6 <a href='#array-jobs' id='QQ2-1-23'>Array Jobs</a></span>
-                                                                               
-
-                                                                               
-<br />     <span class='subsectionToc'>2.7 <a href='#requesting-multiple-cores-ie-multithreading-jobs' id='QQ2-1-24'>Requesting Multiple Cores (i.e., Multithreading Jobs)</a></span>
-<br />     <span class='subsectionToc'>2.8 <a href='#interactive-jobs' id='QQ2-1-25'>Interactive Jobs</a></span>
-<br />     <span class='subsectionToc'>2.9 <a href='#scheduler-environment-variables' id='QQ2-1-26'>Scheduler Environment Variables</a></span>
-<br />     <span class='subsectionToc'>2.10 <a href='#ssh-keys-for-mpi' id='QQ2-1-29'>SSH Keys For MPI</a></span>
-<br />     <span class='subsectionToc'>2.11 <a href='#creating-virtual-environments' id='QQ2-1-30'>Creating Virtual Environments</a></span>
-<br />      <span class='subsubsectionToc'>2.11.1 <a href='#anaconda' id='QQ2-1-31'>Anaconda</a></span>
-<br />     <span class='subsectionToc'>2.12 <a href='#example-job-script-fluent' id='QQ2-1-34'>Example Job Script: Fluent</a></span>
-<br />     <span class='subsectionToc'>2.13 <a href='#example-job-efficientdet' id='QQ2-1-37'>Example Job: efficientdet</a></span>
-<br />     <span class='subsectionToc'>2.14 <a href='#java-jobs' id='QQ2-1-38'>Java Jobs</a></span>
-<br />     <span class='subsectionToc'>2.15 <a href='#scheduling-on-the-gpu-nodes' id='QQ2-1-39'>Scheduling On The GPU Nodes</a></span>
-<br />      <span class='subsubsectionToc'>2.15.1 <a href='#cuda' id='QQ2-1-40'>CUDA</a></span>
-<br />      <span class='subsubsectionToc'>2.15.2 <a href='#special-notes-for-sending-cuda-jobs-to-the-gpu-queue' id='QQ2-1-41'>Special Notes for sending CUDA jobs to the GPU Queue</a></span>
-<br />      <span class='subsubsectionToc'>2.15.3 <a href='#openiss-examples' id='QQ2-1-42'>OpenISS Examples</a></span>
-<br />     <span class='subsectionToc'>2.16 <a href='#singularity-containers' id='QQ2-1-45'>Singularity Containers</a></span>
-<br />    <span class='sectionToc'>3 <a href='#conclusion' id='QQ2-1-46'>Conclusion</a></span>
-<br />     <span class='subsectionToc'>3.1 <a href='#important-limitations' id='QQ2-1-47'>Important Limitations</a></span>
-<br />     <span class='subsectionToc'>3.2 <a href='#tipstricks' id='QQ2-1-48'>Tips/Tricks</a></span>
-<br />     <span class='subsectionToc'>3.3 <a href='#use-cases' id='QQ2-1-49'>Use Cases</a></span>
-<br />    <span class='sectionToc'>A <a href='#history' id='QQ2-1-50'>History</a></span>
-<br />     <span class='subsectionToc'>A.1 <a href='#acknowledgments' id='QQ2-1-51'>Acknowledgments</a></span>
-<br />     <span class='subsectionToc'>A.2 <a href='#phase-' id='QQ2-1-52'>Phase 3</a></span>
-<br />     <span class='subsectionToc'>A.3 <a href='#phase-1' id='QQ2-1-53'>Phase 2</a></span>
-<br />     <span class='subsectionToc'>A.4 <a href='#phase-2' id='QQ2-1-54'>Phase 1</a></span>
-<br />    <span class='sectionToc'>B <a href='#frequently-asked-questions' id='QQ2-1-55'>Frequently Asked Questions</a></span>
-<br />     <span class='subsectionToc'>B.1 <a href='#where-do-i-learn-about-linux' id='QQ2-1-56'>Where do I learn about Linux?</a></span>
-<br />     <span class='subsectionToc'>B.2 <a href='#how-to-use-the-bash-shell-on-speed' id='QQ2-1-59'>How to use the “bash shell” on Speed?</a></span>
-<br />      <span class='subsubsectionToc'>B.2.1 <a href='#how-do-i-set-bash-as-my-login-shell' id='QQ2-1-60'>How do I set bash as my login shell?</a></span>
-<br />      <span class='subsubsectionToc'>B.2.2 <a href='#how-do-i-move-into-a-bash-shell-on-speed' id='QQ2-1-61'>How do I move into a bash shell on Speed?</a></span>
-<br />      <span class='subsubsectionToc'>B.2.3 <a href='#how-do-i-run-scripts-written-in-bash-on-speed' id='QQ2-1-62'>How do I run scripts written in bash on Speed?</a></span>
-<br />     <span class='subsectionToc'>B.3 <a href='#how-to-resolve-disk-quota-exceeded-errors' id='QQ2-1-63'>How to resolve “Disk quota exceeded” errors?</a></span>
-<br />      <span class='subsubsectionToc'>B.3.1 <a href='#probable-cause' id='QQ2-1-64'>Probable Cause</a></span>
-<br />      <span class='subsubsectionToc'>B.3.2 <a href='#possible-solutions' id='QQ2-1-65'>Possible Solutions</a></span>
-<br />      <span class='subsubsectionToc'>B.3.3 <a href='#example-of-setting-working-directories-for-comsol' id='QQ2-1-66'>Example of setting working directories for <span class='cmtt-10'>COMSOL</span></a></span>
-<br />      <span class='subsubsectionToc'>B.3.4 <a href='#example-of-setting-working-directories-for-python-modules' id='QQ2-1-67'>Example of setting working directories for <span class='cmtt-10'>Python Modules</span></a></span>
-<br />     <span class='subsectionToc'>B.4 <a href='#how-do-i-check-my-jobs-status' id='QQ2-1-68'>How do I check my job’s status?</a></span>
-<br />     <span class='subsectionToc'>B.5 <a href='#why-is-my-job-pending-when-nodes-are-empty' id='QQ2-1-69'>Why is my job pending when nodes are empty?</a></span>
-<br />      <span class='subsubsectionToc'>B.5.1 <a href='#disabled-nodes' id='QQ2-1-70'>Disabled nodes</a></span>
-<br />      <span class='subsubsectionToc'>B.5.2 <a href='#error-in-job-submit-request' id='QQ2-1-71'>Error in job submit request.</a></span>
-<br />    <span class='sectionToc'>C <a href='#sister-facilities' id='QQ2-1-72'>Sister Facilities</a></span>
-<br />    <span class='sectionToc'><a href='#annotated-bibliography'>Annotated Bibliography</a></span>
+   <span class='sectionToc'>1 <a href='#introduction' id='QQ2-1-2'>Introduction</a></span>
+<br />    <span class='subsectionToc'>1.1 <a href='#resources' id='QQ2-1-3'>Resources</a></span>
+<br />    <span class='subsectionToc'>1.2 <a href='#team' id='QQ2-1-4'>Team</a></span>
+<br />    <span class='subsectionToc'>1.3 <a href='#what-speed-consists-of' id='QQ2-1-5'>What Speed Consists of</a></span>
+<br />    <span class='subsectionToc'>1.4 <a href='#what-speed-is-ideal-for' id='QQ2-1-8'>What Speed Is Ideal For</a></span>
+<br />    <span class='subsectionToc'>1.5 <a href='#what-speed-is-not' id='QQ2-1-9'>What Speed Is Not</a></span>
+<br />    <span class='subsectionToc'>1.6 <a href='#available-software' id='QQ2-1-10'>Available Software</a></span>
+<br />    <span class='subsectionToc'>1.7 <a href='#requesting-access' id='QQ2-1-11'>Requesting Access</a></span>
+<br />   <span class='sectionToc'>2 <a href='#job-management' id='QQ2-1-12'>Job Management</a></span>
+<br />    <span class='subsectionToc'>2.1 <a href='#getting-started' id='QQ2-1-13'>Getting Started</a></span>
+<br />     <span class='subsubsectionToc'>2.1.1 <a href='#ssh-connections' id='QQ2-1-14'>SSH Connections</a></span>
+<br />     <span class='subsubsectionToc'>2.1.2 <a href='#environment-set-up' id='QQ2-1-15'>Environment Set Up</a></span>
+<br />    <span class='subsectionToc'>2.2 <a href='#job-submission-basics' id='QQ2-1-16'>Job Submission Basics</a></span>
+<br />     <span class='subsubsectionToc'>2.2.1 <a href='#directives' id='QQ2-1-17'>Directives</a></span>
+<br />     <span class='subsubsectionToc'>2.2.2 <a href='#module-loads' id='QQ2-1-18'>Module Loads</a></span>
+<br />     <span class='subsubsectionToc'>2.2.3 <a href='#user-scripting' id='QQ2-1-19'>User Scripting</a></span>
+<br />    <span class='subsectionToc'>2.3 <a href='#sample-job-script' id='QQ2-1-20'>Sample Job Script</a></span>
+<br />    <span class='subsectionToc'>2.4 <a href='#common-job-management-commands-summary' id='QQ2-1-23'>Common Job Management Commands Summary</a></span>
+<br />    <span class='subsectionToc'>2.5 <a href='#advanced-sbatch-options' id='QQ2-1-24'>Advanced <span class='cmtt-10'>sbatch </span>Options</a></span>
+                                                                               
+
+                                                                               
+<br />    <span class='subsectionToc'>2.6 <a href='#array-jobs' id='QQ2-1-25'>Array Jobs</a></span>
+<br />    <span class='subsectionToc'>2.7 <a href='#requesting-multiple-cores-ie-multithreading-jobs' id='QQ2-1-26'>Requesting Multiple Cores (i.e., Multithreading Jobs)</a></span>
+<br />    <span class='subsectionToc'>2.8 <a href='#interactive-jobs' id='QQ2-1-27'>Interactive Jobs</a></span>
+<br />     <span class='subsubsectionToc'>2.8.1 <a href='#command-line' id='QQ2-1-28'>Command Line</a></span>
+<br />     <span class='subsubsectionToc'>2.8.2 <a href='#graphical-applications' id='QQ2-1-29'>Graphical Applications</a></span>
+<br />    <span class='subsectionToc'>2.9 <a href='#scheduler-environment-variables' id='QQ2-1-31'>Scheduler Environment Variables</a></span>
+<br />    <span class='subsectionToc'>2.10 <a href='#ssh-keys-for-mpi' id='QQ2-1-34'>SSH Keys For MPI</a></span>
+<br />    <span class='subsectionToc'>2.11 <a href='#creating-virtual-environments' id='QQ2-1-35'>Creating Virtual Environments</a></span>
+<br />     <span class='subsubsectionToc'>2.11.1 <a href='#anaconda' id='QQ2-1-36'>Anaconda</a></span>
+<br />     <span class='subsubsectionToc'>2.11.2 <a href='#python' id='QQ2-1-39'>Python</a></span>
+<br />    <span class='subsectionToc'>2.12 <a href='#example-job-script-fluent' id='QQ2-1-40'>Example Job Script: Fluent</a></span>
+<br />    <span class='subsectionToc'>2.13 <a href='#example-job-efficientdet' id='QQ2-1-43'>Example Job: efficientdet</a></span>
+<br />    <span class='subsectionToc'>2.14 <a href='#java-jobs' id='QQ2-1-44'>Java Jobs</a></span>
+<br />    <span class='subsectionToc'>2.15 <a href='#scheduling-on-the-gpu-nodes' id='QQ2-1-45'>Scheduling On The GPU Nodes</a></span>
+<br />     <span class='subsubsectionToc'>2.15.1 <a href='#cuda' id='QQ2-1-46'>CUDA</a></span>
+<br />     <span class='subsubsectionToc'>2.15.2 <a href='#special-notes-for-sending-cuda-jobs-to-the-gpu-queue' id='QQ2-1-47'>Special Notes for sending CUDA jobs to the GPU Queue</a></span>
+<br />     <span class='subsubsectionToc'>2.15.3 <a href='#openiss-examples' id='QQ2-1-48'>OpenISS Examples</a></span>
+<br />    <span class='subsectionToc'>2.16 <a href='#singularity-containers' id='QQ2-1-51'>Singularity Containers</a></span>
+<br />   <span class='sectionToc'>3 <a href='#conclusion' id='QQ2-1-52'>Conclusion</a></span>
+<br />    <span class='subsectionToc'>3.1 <a href='#important-limitations' id='QQ2-1-53'>Important Limitations</a></span>
+<br />    <span class='subsectionToc'>3.2 <a href='#tipstricks' id='QQ2-1-54'>Tips/Tricks</a></span>
+<br />    <span class='subsectionToc'>3.3 <a href='#use-cases' id='QQ2-1-55'>Use Cases</a></span>
+<br />   <span class='sectionToc'>A <a href='#history' id='QQ2-1-56'>History</a></span>
+<br />    <span class='subsectionToc'>A.1 <a href='#acknowledgments' id='QQ2-1-57'>Acknowledgments</a></span>
+<br />    <span class='subsectionToc'>A.2 <a href='#migration-from-uge-to-slurm' id='QQ2-1-58'>Migration from UGE to SLURM</a></span>
+<br />    <span class='subsectionToc'>A.3 <a href='#phases' id='QQ2-1-60'>Phases</a></span>
+<br />     <span class='subsubsectionToc'>A.3.1 <a href='#phase-' id='QQ2-1-61'>Phase 4</a></span>
+<br />     <span class='subsubsectionToc'>A.3.2 <a href='#phase-1' id='QQ2-1-62'>Phase 3</a></span>
+<br />     <span class='subsubsectionToc'>A.3.3 <a href='#phase-2' id='QQ2-1-63'>Phase 2</a></span>
+<br />     <span class='subsubsectionToc'>A.3.4 <a href='#phase-3' id='QQ2-1-64'>Phase 1</a></span>
+<br />   <span class='sectionToc'>B <a href='#frequently-asked-questions' id='QQ2-1-65'>Frequently Asked Questions</a></span>
+<br />    <span class='subsectionToc'>B.1 <a href='#where-do-i-learn-about-linux' id='QQ2-1-66'>Where do I learn about Linux?</a></span>
+<br />    <span class='subsectionToc'>B.2 <a href='#how-to-use-the-bash-shell-on-speed' id='QQ2-1-69'>How to use the “bash shell” on Speed?</a></span>
+<br />     <span class='subsubsectionToc'>B.2.1 <a href='#how-do-i-set-bash-as-my-login-shell' id='QQ2-1-70'>How do I set bash as my login shell?</a></span>
+<br />     <span class='subsubsectionToc'>B.2.2 <a href='#how-do-i-move-into-a-bash-shell-on-speed' id='QQ2-1-71'>How do I move into a bash shell on Speed?</a></span>
+<br />     <span class='subsubsectionToc'>B.2.3 <a href='#how-do-i-use-the-bash-shell-in-an-interactive-session-on-speed' id='QQ2-1-72'>How do I use the bash shell in an interactive session on Speed?</a></span>
+<br />     <span class='subsubsectionToc'>B.2.4 <a href='#how-do-i-run-scripts-written-in-bash-on-speed' id='QQ2-1-73'>How do I run scripts written in bash on Speed?</a></span>
+<br />    <span class='subsectionToc'>B.3 <a href='#how-to-resolve-disk-quota-exceeded-errors' id='QQ2-1-74'>How to resolve “Disk quota exceeded” errors?</a></span>
+<br />     <span class='subsubsectionToc'>B.3.1 <a href='#probable-cause' id='QQ2-1-75'>Probable Cause</a></span>
+<br />     <span class='subsubsectionToc'>B.3.2 <a href='#possible-solutions' id='QQ2-1-76'>Possible Solutions</a></span>
+<br />     <span class='subsubsectionToc'>B.3.3 <a href='#example-of-setting-working-directories-for-comsol' id='QQ2-1-77'>Example of setting working directories for <span class='cmtt-10'>COMSOL</span></a></span>
+<br />     <span class='subsubsectionToc'>B.3.4 <a href='#example-of-setting-working-directories-for-python-modules' id='QQ2-1-78'>Example of setting working directories for <span class='cmtt-10'>Python Modules</span></a></span>
+<br />    <span class='subsectionToc'>B.4 <a href='#how-do-i-check-my-jobs-status' id='QQ2-1-79'>How do I check my job’s status?</a></span>
+<br />    <span class='subsectionToc'>B.5 <a href='#why-is-my-job-pending-when-nodes-are-empty' id='QQ2-1-80'>Why is my job pending when nodes are empty?</a></span>
+<br />     <span class='subsubsectionToc'>B.5.1 <a href='#disabled-nodes' id='QQ2-1-81'>Disabled nodes</a></span>
+<br />     <span class='subsubsectionToc'>B.5.2 <a href='#error-in-job-submit-request' id='QQ2-1-82'>Error in job submit request.</a></span>
+<br />   <span class='sectionToc'>C <a href='#sister-facilities' id='QQ2-1-83'>Sister Facilities</a></span>
+<br />   <span class='sectionToc'><a href='#annotated-bibliography'>Annotated Bibliography</a></span>
+                                                                               
+
+                                                                               
    </div>
                                                                                
 
                                                                                
    <h3 class='sectionHead' id='introduction'><span class='titlemark'>1   </span> <a id='x1-20001'></a>Introduction</h3>
-<!-- l. 85 --><p class='noindent'>This document contains basic information required to use “Speed” as well as tips and tricks,
-examples, and references to projects and papers that have used Speed. User contributions of sample
-jobs and/or references are welcome. Details are sent to the <span class='cmtt-10'>hpc-ml </span>mailing list.
-</p><!-- l. 91 --><p class='noindent'>
+<!-- l. 89 --><p class='noindent'>This document contains basic information required to use “Speed” as well as tips and tricks,
+examples, and references to projects and papers that have used Speed. User contributions
+of sample jobs and/ or references are welcome. Details are sent to the <span class='cmtt-10'>hpc-ml </span>mailing
+list.
+</p><!-- l. 94 --><p class='indent'>   <span class='cmbx-10'>Note: </span>On October 20, 2023 with workshops prior, we have completed migration to SLURM (see
+Figure <a href='#-speed-slurm-architecture'>2<!-- tex4ht:ref: fig:slurm-arch  --></a>) from Grid Engine (UGE/AGE) as our job scheduler, so this manual has been ported to use
+SLURM’s syntax and commands. If you are a long-time GE user, see Appendix <a href='#migration-from-uge-to-slurm'>A.2<!-- tex4ht:ref: appdx:uge-to-slurm  --></a> key highlights of
+the move needed to translate your GE jobs to SLURM as well as environment changes. These are also
+elaborated throughout this document and our examples as well in case you desire to re-read
+it.
+</p><!-- l. 101 --><p class='indent'>   If you wish to cite this work in your acknowledgements, you can use our general DOI found on our
+GitHub page <a class='url' href='https://dx.doi.org/10.5281/zenodo.5683642'><span class='cmtt-10'>https://dx.doi.org/10.5281/zenodo.5683642</span></a> or a specific version of the manual and
+scripts from that link individually.
+</p><!-- l. 107 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='resources'><span class='titlemark'>1.1   </span> <a id='x1-30001.1'></a>Resources</h4>
      <ul class='itemize1'>
@@ -122,120 +143,155 @@ <h4 class='subsectionHead' id='resources'><span class='titlemark'>1.1   </span>
      <li class='itemize'>Our official Concordia page for the “Speed” cluster:<br class='newline' /><a class='url' href='https://www.concordia.ca/ginacody/aits/speed.html'><span class='cmtt-10'>https://www.concordia.ca/ginacody/aits/speed.html</span></a><br class='newline' />which includes access request instructions.
      </li>
      <li class='itemize'>All Speed users are subscribed to the <span class='cmtt-10'>hpc-ml </span>mailing list.
-     </li>
-     <li class='itemize'><a href='https://docs.google.com/presentation/d/1zu4OQBU7mbj0e34Wr3ILXLPWomkhBgqGZ8j8xYrLf44'>Speed Server Farm Presentation 2022</a> <span class='cite'>[<a href='#Xspeed-intro-preso'>16</a>]</span>.
 </li></ul>
-<!-- l. 123 --><p class='noindent'>
-</p>
-   <h4 class='subsectionHead' id='team'><span class='titlemark'>1.2   </span> <a id='x1-40001.2'></a>Team</h4>
                                                                                
 
                                                                                
+<!-- l. 142 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='team'><span class='titlemark'>1.2   </span> <a id='x1-40001.2'></a>Team</h4>
+<!-- l. 145 --><p class='noindent'>Speed is supported by:
+</p>
      <ul class='itemize1'>
-     <li class='itemize'>Serguei Mokhov, PhD, Manager, Networks, Security and HPC
+     <li class='itemize'>Serguei Mokhov, PhD, Manager, Networks, Security and HPC, AITS
      </li>
-     <li class='itemize'>Gillian Roper, Senior Administrator, System, Information Technology
+     <li class='itemize'>Gillian Roper, Senior Systems Administrator, HPC, AITS
      </li>
-     <li class='itemize'>Carlos  Alarcón  Meza,  Administrator,  System,  High  Performance  Computing  and
-     Networking, Information Technology
-     </li>
-     <li class='itemize'>Tariq Daradkeh, PhD, IT Instructional Specialist, Information Technology</li></ul>
-<!-- l. 136 --><p class='noindent'>We receive support from the rest of AITS teams, such as NAG, SAG, FIS, and DOG.
-</p><!-- l. 140 --><p class='noindent'>
+     <li class='itemize'>Carlos Alarcón Meza, Systems Administrator, HPC and Networking, AITS</li></ul>
+<!-- l. 158 --><p class='noindent'>We receive support from the rest of AITS teams, such as NAG, SAG, FIS, and DOG.<br class='newline' /><a class='url' href='https://www.concordia.ca/ginacody/aits.html'><span class='cmtt-10'>https://www.concordia.ca/ginacody/aits.html</span></a>
+</p><!-- l. 164 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='what-speed-comprises'><span class='titlemark'>1.3   </span> <a id='x1-50001.3'></a>What Speed Comprises</h4>
+   <h4 class='subsectionHead' id='what-speed-consists-of'><span class='titlemark'>1.3   </span> <a id='x1-50001.3'></a>What Speed Consists of</h4>
      <ul class='itemize1'>
      <li class='itemize'>Twenty four (24) 32-core compute nodes, each with 512 GB of memory and approximately
-     1 TB of volatile-scratch disk space.
+     1 TB of local volatile-scratch disk space (pictured in Figure <a href='#-speed'>1<!-- tex4ht:ref: fig:speed-pics  --></a>).
      </li>
      <li class='itemize'>Twelve  (12)  NVIDIA  Tesla  P6  GPUs,  with  16 GB  of  memory  (compatible  with  the
      CUDA, OpenGL, OpenCL, and Vulkan APIs).
      </li>
-     <li class='itemize'>One AMD FirePro S7150 GPUs, with 8 GB of memory (compatible with the Direct X,
-     OpenGL, OpenCL, and Vulkan APIs).
-</li></ul>
+     <li class='itemize'>4 VIDPRO nodes, with 6 P6 cards, and 6 V100 cards (32GB), and 256GB of RAM.
+     </li>
+     <li class='itemize'>7 new SPEED2 servers with 64 CPU cores each 4x A100 80 GB GPUs, partitioned into
+     4x 20GB each; larger local storage for TMPDIR.
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'>One AMD FirePro S7150 GPU, with 8 GB of memory (compatible with the Direct X,
+     OpenGL, OpenCL, and Vulkan APIs).</li></ul>
+   <figure class='figure' id='-speed'> 
+
+                                                                               
+
+                                                                               
+<a id='x1-50011'></a>
+                                                                               
+
+                                                                               
+<!-- l. 190 --><p class='noindent'><img alt='PIC' height='412' src='images/speed-pics.png' width='412' />
+</p>
+<figcaption class='caption'><span class='id'>Figure 1: </span><span class='content'>Speed</span></figcaption><!-- tex4ht:label?: x1-50011  -->
+                                                                               
+
+                                                                               
+   </figure>
+   <figure class='figure' id='-speed-slurm-architecture'> 
+
                                                                                
 
                                                                                
-<!-- l. 157 --><p class='noindent'>
+<a id='x1-50022'></a>
+                                                                               
+
+                                                                               
+<!-- l. 196 --><p class='noindent'><img alt='PIC' height='412' src='images/slurm-arch.png' width='412' />
 </p>
+<figcaption class='caption'><span class='id'>Figure 2: </span><span class='content'>Speed SLURM Architecture</span></figcaption><!-- tex4ht:label?: x1-50022  -->
+                                                                               
+
+                                                                               
+   </figure>
    <h4 class='subsectionHead' id='what-speed-is-ideal-for'><span class='titlemark'>1.4   </span> <a id='x1-60001.4'></a>What Speed Is Ideal For</h4>
      <ul class='itemize1'>
      <li class='itemize'>To design and develop, test and run parallel, batch, and other algorithms, scripts with
-     partial data sets.
+     partial data sets. “Speed” has been optimised for compute jobs that are multi-core aware,
+     require a large memory space, or are iteration intensive.
      </li>
      <li class='itemize'>
-     <!-- l. 164 --><p class='noindent'>Prepare them for big clusters: </p>
+     <!-- l. 213 --><p class='noindent'>Prepare them for big clusters: </p>
          <ul class='itemize2'>
-         <li class='itemize'>Digital Alliance (Calcul Quebec and Compute Canada)
+         <li class='itemize'>Digital Research Alliance of Canada (Calcul Quebec and Compute Canada)
          </li>
          <li class='itemize'>Cloud platforms</li></ul>
      </li>
      <li class='itemize'>Jobs that are too demanding for a desktop.
      </li>
-     <li class='itemize'>Single-core batch jobs; multithreaded jobs up to 32 cores (i.e., a single machine).
+     <li class='itemize'>Single-core batch jobs; multithreaded jobs typically up to 32 cores (i.e., a single
+     machine).
      </li>
-     <li class='itemize'>Anything that can fit into a 500-GB memory space and a scratch space of approximately
-     1 TB.
+     <li class='itemize'>Multi-node multi-core jobs (MPI).
      </li>
-     <li class='itemize'>CPU-based jobs.
+     <li class='itemize'>Anything that can fit into a 500-GB memory space and a <span class='cmbx-10'>scratch </span>space of approximately
+     10 TB.
      </li>
-     <li class='itemize'>CUDA GPU jobs (<span class='cmtt-10'>speed-05</span>, <span class='cmtt-10'>speed-17</span>).
+     <li class='itemize'>CPU-based jobs.
      </li>
-     <li class='itemize'>Non-CUDA GPU jobs using OpenCL (<span class='cmtt-10'>speed-19 </span>and <span class='cmtt-10'>speed-05|17</span>).</li></ul>
+     <li class='itemize'>CUDA GPU jobs (<span class='cmtt-10'>speed-01|-03|-05</span>, <span class='cmtt-10'>speed-17</span>, <span class='cmtt-10'>speed-37</span>–<span class='cmtt-10'>speed-43</span>).
                                                                                
 
                                                                                
-<!-- l. 186 --><p class='noindent'>
+     </li>
+     <li class='itemize'>Non-CUDA GPU jobs using OpenCL (<span class='cmtt-10'>speed-19 </span>and <span class='cmtt-10'>-01|03|05|17|25|27|37-43</span>).</li></ul>
+<!-- l. 237 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='what-speed-is-not'><span class='titlemark'>1.5   </span> <a id='x1-70001.5'></a>What Speed Is Not</h4>
      <ul class='itemize1'>
      <li class='itemize'>Speed is not a web host and does not host websites.
      </li>
-     <li class='itemize'>Speed is not meant for CI automation deployments for Ansible or similar tools.
+     <li class='itemize'>Speed is not meant for Continuous Integration (CI) automation deployments for Ansible
+     or similar tools.
      </li>
      <li class='itemize'>Does not run Kubernetes or other container orchestration software.
      </li>
-     <li class='itemize'>Does not run Docker. (Note: Speed does run Singularity and many Docker containers can
-     be converted to Singularity containers with a single command.)
+     <li class='itemize'>Does not run Docker. (<span class='cmbx-10'>Note: </span>Speed does run Singularity and many Docker containers
+     can be converted to Singularity containers with a single command. See Section <a href='#singularity-containers'>2.16<!-- tex4ht:ref: sect:singularity-containers  --></a>.)
      </li>
      <li class='itemize'>Speed is not for jobs executed outside of the scheduler. (Jobs running outside of the
      scheduler will be killed and all data lost.)</li></ul>
-<!-- l. 198 --><p class='noindent'>
+<!-- l. 249 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='available-software'><span class='titlemark'>1.6   </span> <a id='x1-80001.6'></a>Available Software</h4>
-<!-- l. 200 --><p class='noindent'>We have a great number of open-source software available and installed on Speed – various Python,
-CUDA versions, C++/Java compilers, OpenGL, OpenFOAM, OpenCV, TensorFlow, OpenMPI,
-OpenISS, MARF <span class='cite'>[<a href='#Xmarf'>21</a>]</span>, etc. There are also a number of commercial packages, subject to
-licensing contributions, available, such as MATLAB <span class='cite'>[<a href='#Xmatlab'>10</a>, <a href='#Xscholarpedia-matlab'>20</a>]</span>, Abaqus <span class='cite'>[<a href='#Xabaqus'>1</a>]</span>, Ansys, Fluent <span class='cite'>[<a href='#Xfluent'>2</a>]</span>,
+<!-- l. 251 --><p class='noindent'>We have a great number of open-source software available and installed on “Speed” – various
+Python, CUDA versions, C++/Java compilers, OpenGL, OpenFOAM, OpenCV, TensorFlow,
+OpenMPI, OpenISS, MARF <span class='cite'>[<a href='#Xmarf'>24</a>]</span>, etc. There are also a number of commercial packages, subject to
+licensing contributions, available, such as MATLAB <span class='cite'>[<a href='#Xmatlab'>13</a>, <a href='#Xscholarpedia-matlab'>23</a>]</span>, Abaqus <span class='cite'>[<a href='#Xabaqus'>1</a>]</span>, Ansys, Fluent <span class='cite'>[<a href='#Xfluent'>2</a>]</span>,
 etc.
-</p><!-- l. 207 --><p class='indent'>   To see the packages available, run <span class='cmtt-10'>ls -al /encs/pkg/ </span>on <span class='cmtt-10'>speed.encs</span>.
-</p><!-- l. 209 --><p class='indent'>   In particular, there are over 2200 programs available in <span class='cmtt-10'>/encs/bin </span>and <span class='cmtt-10'>/encs/pkg </span>under Scientific
-Linux 7 (EL7).
+</p><!-- l. 258 --><p class='indent'>   To see the packages available, run <span class='cmtt-10'>ls -al /encs/pkg/ </span>on <span class='cmtt-10'>speed.encs</span>. In particular, there are
+over 2200 programs available in <span class='cmtt-10'>/encs/bin </span>and <span class='cmtt-10'>/encs/pkg </span>under Scientific Linux 7 (EL7). We are
+building an equivalent array of programs for the EL9 SPEED2 nodes.
 </p>
-     <ul class='itemize1'>
-     <li class='itemize'>
-     <!-- l. 214 --><p class='noindent'>Popular concrete examples: </p>
-         <ul class='itemize2'>
-         <li class='itemize'>MATLAB (R2016b, R2018a, R2018b)
                                                                                
 
                                                                                
+     <ul class='itemize1'>
+     <li class='itemize'>
+     <!-- l. 266 --><p class='noindent'>Popular concrete examples: </p>
+         <ul class='itemize2'>
+         <li class='itemize'>MATLAB (R2016b, R2018a, R2018b, ...)
          </li>
-         <li class='itemize'>Fluent (19.2)
+         <li class='itemize'>Fluent (19.2, ...)
          </li>
-         <li class='itemize'>Singularity (Docker-like container), can run other OS’s apps, like Ubuntu’s, converted
-         Docker containers.</li></ul>
-     </li>
-     <li class='itemize'>We do our best to accommodate custom software requests. Python environments can be used to
-     have user-custom installs in the scratch directory.
+         <li class='itemize'>Singularity containers (see Section <a href='#singularity-containers'>2.16<!-- tex4ht:ref: sect:singularity-containers  --></a>) can run other operating systems and Linux
+         distributions, like Ubuntu’s, as well as converted Docker containers.</li></ul>
      </li>
-     <li class='itemize'>A number of specific environments are available, too.
+     <li class='itemize'>We do our best to accommodate custom software requests. Python environments can use
+     user-custom installs from within the scratch directory.
      </li>
      <li class='itemize'>
-     <!-- l. 230 --><p class='noindent'>Popular examples mentioned (loaded with, <span class='cmtt-10'>module</span>): </p>
+     <!-- l. 282 --><p class='noindent'>A number of specific environments are available and can be loaded using the <span class='cmtt-10'>module </span>command:
+     </p>
          <ul class='itemize2'>
-         <li class='itemize'>Python (2.3.0 - 3.5.1)
+         <li class='itemize'>Python (2.3.x - 3.11.x)
          </li>
          <li class='itemize'>Gurobi (7.0.1, 7.5.0, 8.0.0, 8.1.0)
          </li>
@@ -250,12 +306,12 @@ <h4 class='subsectionHead' id='available-software'><span class='titlemark'>1.6
                                                                                
 
                                                                                
-<!-- l. 248 --><p class='noindent'>
+<!-- l. 301 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='requesting-access'><span class='titlemark'>1.7   </span> <a id='x1-90001.7'></a>Requesting Access</h4>
-<!-- l. 250 --><p class='noindent'>After reviewing the “What Speed is” (Section <a href='#what-speed-is-ideal-for'>1.4<!-- tex4ht:ref: sect:speed-is-for  --></a>) and “What Speed is Not” (Section <a href='#what-speed-is-not'>1.5<!-- tex4ht:ref: sect:speed-is-not  --></a>), request
-access to the “Speed” cluster by emailing: <span class='cmtt-10'>rt-ex-hpc AT encs.concordia.ca</span>. Faculty
-and staff may request the access directly. Students must include the following in their
+<!-- l. 304 --><p class='noindent'>After reviewing the “What Speed is” (Section <a href='#what-speed-is-ideal-for'>1.4<!-- tex4ht:ref: sect:speed-is-for  --></a>) and “What Speed is Not” (Section <a href='#what-speed-is-not'>1.5<!-- tex4ht:ref: sect:speed-is-not  --></a>), request
+access to the “Speed” cluster by emailing: <span class='cmtt-10'>rt-ex-hpc AT encs.concordia.ca</span>. CGS ENCS
+faculty and staff may request access directly. Students must include the following in their
 message:
 </p>
      <ul class='itemize1'>
@@ -265,302 +321,309 @@ <h4 class='subsectionHead' id='requesting-access'><span class='titlemark'>1.7
      </li>
      <li class='itemize'>Written request from the supervisor or instructor for the ENCS username to be granted
      access to “Speed”</li></ul>
-<!-- l. 264 --><p class='noindent'>
+<!-- l. 317 --><p class='indent'>   Non-GCS faculty / students need to get a “sponsor” within GCS, such that your guest GCS ENCS
+account is created first. A sponsor can be any GCS Faculty member you collaborate with. Failing
+that, request the approval from our Dean’s Office; via our Associate Deans Drs. Eddie Hoi Ng or
+Emad Shihab. External entities to Concordia who collaborate with CGS Concordia researchers, should
+also go through the Dean’s office for approvals. Non-GCS students taking a GCS course do have their
+GCS ENCS account created automatically, but still need the course instructor’s approval to use the
+service.
+</p><!-- l. 329 --><p class='noindent'>
 </p>
    <h3 class='sectionHead' id='job-management'><span class='titlemark'>2   </span> <a id='x1-100002'></a>Job Management</h3>
-<!-- l. 267 --><p class='noindent'>In these instructions, anything bracketed like so, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;&gt;</span></span></span>, indicates a label/value to be replaced (the entire
-bracketed term needs replacement).
-</p><!-- l. 271 --><p class='noindent'>
+<!-- l. 332 --><p class='noindent'>In these instructions, anything bracketed like so, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;&gt;</span></span></span>, indicates a label/value to be replaced (the entire
+bracketed term needs replacement). We use SLURM as the Workload Manager. It supports
+primarily two types of jobs: batch and interactive. Batch jobs are used to run unattended
+tasks.
+</p><!-- l. 339 --><p class='indent'>   TL;DR: Job instructions in a script start with <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#SBATCH</span></span></span> prefix, for example:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-1'>
+#SBATCH --account=speed1 --mem=100M -t 600 -J job-name
+#SBATCH --gpus=2 --mail-type=ALL -t 600 --mail-user=$USER
+</pre>
+<!-- l. 344 --><p class='nopar'> We use <span class='cmtt-10'>srun </span>for every complex compute step inside the script. Use interactive jobs to set up virtual
+environments, compilation, and debugging. <span class='cmtt-10'>salloc </span>is preferred; allows multiple steps. <span class='cmtt-10'>srun </span>can start
+interactive jobs as well (see Section <a href='#interactive-jobs'>2.8<!-- tex4ht:ref: sect:interactive-jobs  --></a>). Required and common job parameters: job-name (J),
+mail-type, mem, ntasks (n), cpus-per-task, account, -p (partition).
+</p><!-- l. 355 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='getting-started'><span class='titlemark'>2.1   </span> <a id='x1-110002.1'></a>Getting Started</h4>
-<!-- l. 273 --><p class='noindent'>Before getting started, please review the “What Speed is” (Section <a href='#what-speed-is-ideal-for'>1.4<!-- tex4ht:ref: sect:speed-is-for  --></a>) and “What Speed is Not”
+<!-- l. 357 --><p class='noindent'>Before getting started, please review the “What Speed is” (Section <a href='#what-speed-is-ideal-for'>1.4<!-- tex4ht:ref: sect:speed-is-for  --></a>) and “What Speed is Not”
 (Section <a href='#what-speed-is-not'>1.5<!-- tex4ht:ref: sect:speed-is-not  --></a>). Once your GCS ENCS account has been granted access to “Speed”, use
 your GCS ENCS account credentials to create an SSH connection to <span class='cmtt-10'>speed </span>(an alias for
-<span class='cmtt-10'>speed-submit.encs.concordia.ca</span>).
-</p><!-- l. 280 --><p class='noindent'>
+<span class='cmtt-10'>speed-submit.encs.concordia.ca</span>). All users are expected to have a basic understanding of Linux
+and its commonly used commands (see Appendix <a href='#where-do-i-learn-about-linux'>B.1<!-- tex4ht:ref: sect:faqs-linux  --></a> for resources).
+</p><!-- l. 367 --><p class='noindent'>
 </p>
    <h5 class='subsubsectionHead' id='ssh-connections'><span class='titlemark'>2.1.1   </span> <a id='x1-120002.1.1'></a>SSH Connections</h5>
-<!-- l. 282 --><p class='noindent'>Requirements to create connections to Speed:
-                                                                               
-
-                                                                               
+<!-- l. 370 --><p class='noindent'>Requirements to create connections to Speed:
      </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-12002x1'>An active <span class='cmbx-10'>ENCS user account </span>which has permission to connect to Speed.
+<li class='enumerate' id='x1-12002x1'>An active <span class='cmbx-10'>GCS ENCS user account</span>, which has permission to connect to Speed (see
+     Section <a href='#requesting-access'>1.7<!-- tex4ht:ref: sect:access  --></a>).
      </li>
 <li class='enumerate' id='x1-12004x2'>If you are off campus, an active connection to Concordia’s VPN. Accessing Concordia’s
      VPN requires a Concordia <span class='cmbx-10'>netname</span>.
      </li>
-<li class='enumerate' id='x1-12006x3'>Windows systems require a terminal emulator such as PuTTY (or MobaXterm).</li></ol>
-<!-- l. 293 --><p class='indent'>   Open up a terminal window and type in the following SSH command being sure to replace
+<li class='enumerate' id='x1-12006x3'>Windows systems require a terminal emulator such as PuTTY, Cygwin, or MobaXterm.
+     </li>
+<li class='enumerate' id='x1-12008x4'>macOS systems do have a Terminal app for this or <span class='cmtt-10'>xterm </span>that comes with XQuarz.</li></ol>
+                                                                               
+
+                                                                               
+<!-- l. 384 --><p class='indent'>   Open up a terminal window and type in the following SSH command being sure to replace
 <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;ENCSusername&gt;</span></span></span> with your ENCS account’s username.
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-1'>
+   <pre class='verbatim' id='verbatim-2'>
 ssh &lt;ENCSusername&gt;@speed.encs.concordia.ca
 </pre>
-<!-- l. 298 --><p class='nopar'>
-</p><!-- l. 300 --><p class='indent'>   All users are expected to have a basic understanding of Linux and its commonly used
-commands.
+<!-- l. 389 --><p class='nopar'>
+</p><!-- l. 391 --><p class='noindent'>Read the AITS FAQ: <a href='https://www.concordia.ca/ginacody/aits/support/faq/ssh-to-gcs.html'>How do I securely connect to a GCS server?</a>
 </p><!-- l. 2 --><p class='noindent'>
 </p>
    <h5 class='subsubsectionHead' id='environment-set-up'><span class='titlemark'>2.1.2   </span> <a id='x1-130002.1.2'></a>Environment Set Up</h5>
-<!-- l. 5 --><p class='noindent'>After creating an SSH connection to “Speed”, you will need to source the “Altair Grid Engine
-(AGE)” scheduler’s settings file. Sourcing the settings file will set the environment variables required
-to execute scheduler commands.
-</p><!-- l. 10 --><p class='indent'>   Based on the UNIX shell type, choose one of the following commands to source the settings
-file.
-</p><!-- l. 13 --><p class='indent'>   csh/<span class='cmtt-10'>tcsh</span>:
-                                                                               
-
-                                                                               
-</p>
-   <pre class='verbatim' id='verbatim-2'>
-source /local/pkg/uge-8.6.3/root/default/common/settings.csh
-</pre>
-<!-- l. 16 --><p class='nopar'>
-</p><!-- l. 18 --><p class='indent'>   Bourne shell/<span class='cmtt-10'>bash</span>:
+<!-- l. 5 --><p class='noindent'>After creating an SSH connection to Speed, you will need to make sure the <span class='cmtt-10'>srun</span>, <span class='cmtt-10'>sbatch</span>, and <span class='cmtt-10'>salloc</span>
+commands are available to you. Type the command name at the command prompt and press enter.
+If the command is not available, e.g., (“command not found”) is returned, you need to
+make sure your <span class='tctt-1000'>$</span><span class='cmtt-10'>PATH </span>has <span class='cmtt-10'>/local/bin </span>in it. To view your <span class='tctt-1000'>$</span><span class='cmtt-10'>PATH </span>type <span class='cmtt-10'>echo </span><span class='tctt-1000'>$</span><span class='cmtt-10'>PATH </span>at the
+prompt.
+</p><!-- l. 41 --><p class='indent'>   The next step is to copy a job template to your home directory and to set up your cluster-specific
+storage. Execute the following command from within your home directory. (To move to your home
+directory, type <span class='cmtt-10'>cd </span>at the Linux prompt and press <span class='cmtt-10'>Enter</span>.)
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-3'>
-. /local/pkg/uge-8.6.3/root/default/common/settings.sh
+cp /home/n/nul-uge/template.sh . &amp;&amp; mkdir /speed-scratch/$USER
 </pre>
-<!-- l. 21 --><p class='nopar'>
-</p><!-- l. 23 --><p class='indent'>   In order to set up the default ENCS bash shell, executing the following command is also
-required:
+<!-- l. 48 --><p class='nopar'>
+</p><!-- l. 52 --><p class='indent'>   <span class='cmbx-10'>Tip: </span>the default shell for GCS ENCS users is <span class='cmtt-10'>tcsh</span>. If you would like to use <span class='cmtt-10'>bash</span>, please contact
+<span class='cmtt-10'>rt-ex-hpc AT encs.concordia.ca</span>.
+</p><!-- l. 94 --><p class='indent'>   Note, if you are getting “command not found” error(s) when logging in, you probably have old
+Grid Engine environment commands. Remove them as per Appendix <a href='#migration-from-uge-to-slurm'>A.2<!-- tex4ht:ref: appdx:uge-to-slurm  --></a>.
+</p><!-- l. 403 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='job-submission-basics'><span class='titlemark'>2.2   </span> <a id='x1-140002.2'></a>Job Submission Basics</h4>
+<!-- l. 405 --><p class='noindent'>Preparing your job for submission is fairly straightforward. Start by basing your job script on one of the
+examples available in the <span class='cmtt-10'>src/ </span>directory of our GitHub’s (<a class='url' href='https://github.com/NAG-DevOps/speed-hpc'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc</span></a>).
+Job scripts are broken into four main sections:
+</p>
+     <ul class='itemize1'>
+     <li class='itemize'>Directives
+     </li>
+     <li class='itemize'>Module Loads
+     </li>
+     <li class='itemize'>User Scripting</li></ul>
+<!-- l. 417 --><p class='indent'>   You can clone the tip of our repository to get the examples to start with or download them
+individually via a browser or command line:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-4'>
-printenv ORGANIZATION | grep -qw ENCS || . /encs/Share/bash/profile
+git clone --depth=1 https://github.com/NAG-DevOps/speed-hpc.git
+cd speed-hpc/src
 </pre>
-<!-- l. 27 --><p class='nopar'>
-</p><!-- l. 29 --><p class='indent'>   To verify that you have access to the scheduler commands execute <span class='cmtt-10'>qstat -f -u "*"</span>. If an error is
-returned, attempt sourcing the settings file again.
-</p><!-- l. 33 --><p class='indent'>   The next step is to copy a job template to your home directory and to set up your cluster-specific
-storage. Execute the following command from within your home directory. (To move to your home
-directory, type <span class='cmtt-10'>cd </span>at the Linux prompt and press <span class='cmtt-10'>Enter</span>.)
+<!-- l. 424 --><p class='nopar'>
+</p><!-- l. 427 --><p class='noindent'>Then to quickly run some sample jobs, you can:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-5'>
-cp /home/n/nul-uge/template.sh . &amp;&amp; mkdir /speed-scratch/$USER
+sbatch -p ps -t 10 bash.sh
+sbatch -p ps -t 10 env.sh
+sbatch -p ps -t 10 manual.sh
+sbatch -p pg -t 10 lambdal-singularity.sh
 </pre>
-<!-- l. 40 --><p class='nopar'>
-</p><!-- l. 42 --><p class='indent'>   <span class='cmbx-10'>Tip: </span>Add the source command to your shell-startup script.
-</p><!-- l. 44 --><p class='indent'>   <span class='cmbx-10'>Tip: </span>the default shell for GCS ENCS users is <span class='cmtt-10'>tcsh</span>. If you would like to use <span class='cmtt-10'>bash</span>, please contact
-<span class='cmtt-10'>rt-ex-hpc AT encs.concordia.ca</span>.
-</p><!-- l. 48 --><p class='indent'>   For <span class='cmbx-10'>new ENCS Users</span>, and/or those who don’t have a shell-startup script, based on your shell
-type use one of the following commands to copy a start up script from <span class='cmtt-10'>nul-uge</span>’s. home directory to
-your home directory. (To move to your home directory, type <span class='cmtt-10'>cd </span>at the Linux prompt and press
-<span class='cmtt-10'>Enter</span>.)
-</p><!-- l. 53 --><p class='indent'>   csh/<span class='cmtt-10'>tcsh</span>:
+<!-- l. 435 --><p class='nopar'>
+</p><!-- l. 2 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='directives'><span class='titlemark'>2.2.1   </span> <a id='x1-150002.2.1'></a>Directives</h5>
+<!-- l. 5 --><p class='noindent'>Directives are comments included at the beginning of a job script that set the shell and the options for
+the job scheduler. The shebang directive is always the first line of a script. In your job script, this
+directive sets which shell your script’s commands will run in. On “Speed”, we recommend that your
+script use a shell from the <span class='cmtt-10'>/encs/bin </span>directory.
+</p><!-- l. 12 --><p class='indent'>   To use the <span class='cmtt-10'>tcsh </span>shell, start your script with <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#!/encs/bin/tcsh</span></span></span>. For <span class='cmtt-10'>bash</span>, start with
+<span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#!/encs/bin/bash</span></span></span>. Directives that start with <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#SBATCH</span></span></span>, set the options for the cluster’s SLURM
+scheduler. The script template, <span class='cmtt-10'>template.sh</span>, provides the essentials:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-6'>
-cp /home/n/nul-uge/.tcshrc .
+#SBATCH --job-name=tmpdir           ## Give the job a name
+#SBATCH --mail-type=ALL             ## Receive all email type notifications
+#SBATCH --mail-user=$USER@encs.concordia.ca
+#SBATCH --chdir=./                  ## Use current directory as working directory
+#SBATCH --nodes=1
+#SBATCH --ntasks=1
+#SBATCH --cpus-per-task=&lt;corecount&gt; ## Request, e.g. 8 cores
+#SBATCH --mem=&lt;memory&gt;              ## Assign, e.g., 32G memory per node
 </pre>
-<!-- l. 56 --><p class='nopar'>
-</p><!-- l. 58 --><p class='indent'>   Bourne shell/<span class='cmtt-10'>bash</span>:
+<!-- l. 36 --><p class='nopar'>
+</p><!-- l. 38 --><p class='indent'>   and its short option equivalents:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-7'>
-cp /home/n/nul-uge/.bashrc .
+#SBATCH -J tmpdir                   ## Give the job a name
+#SBATCH --mail-type=ALL             ## Receive all email type notifications
+#SBATCH --mail-user=$USER@encs.concordia.ca
+#SBATCH --chdir=./                  ## Use current directory as working directory
+#SBATCH -N 1
+#SBATCH -n 8                        ## Request 8 cores
+#SBATCH --mem=32G                   ## Assign 32G memory per node
 </pre>
-<!-- l. 61 --><p class='nopar'>
-</p><!-- l. 63 --><p class='indent'>   Users who already have a shell-startup script, use a text editor, such as <span class='cmtt-10'>vim </span>or <span class='cmtt-10'>emacs</span>, to add the
-source request to your existing shell-startup environment (i.e., to the <a class='url' href='.tcshrc'><span class='cmtt-10'>.tcshrc</span></a> file in your home
-directory).
-</p><!-- l. 67 --><p class='indent'>   csh/<span class='cmtt-10'>tcsh</span>: Sample <a class='url' href='.tcshrc'><span class='cmtt-10'>.tcshrc</span></a> file:
+<!-- l. 48 --><p class='nopar'>
+</p><!-- l. 50 --><p class='indent'>   Replace, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;jobname&gt;</span></span></span>, with the name that you want your cluster job to have; <span class='cmtt-10'>--chdir</span>, makes the
+current working directory the “job working directory”, and your standard output file will appear here;
+<span class='cmtt-10'>--mail-type</span>, provides e-mail notifications (success, error, etc. or all); replace, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;corecount&gt;</span></span></span>, with the
+degree of (multithreaded) parallelism (i.e., cores) you attach to your job (up to 32 by
+default).
+</p><!-- l. 58 --><p class='indent'>   Replace, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;memory&gt;</span></span></span>, with the value (in GB), that you want your job’s memory space to be (up
+to 500 depending on the node), and all jobs MUST have a memory-space assignment. If
+you are unsure about memory footprints, err on assigning a generous memory space to
+your job, so that it does not get prematurely terminated. You can refine <span class='cmtt-10'>--mem </span>values
+for future jobs by monitoring the size of a job’s active memory space on <span class='cmtt-10'>speed-submit</span>
+with:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-8'>
-# Speed environment set up
-if ($HOSTNAME == speed-submit.encs.concordia.ca) then
-   source /local/pkg/uge-8.6.3/root/default/common/settings.csh
-endif
+sacct -j &lt;jobID&gt;
+sstat -j &lt;jobID&gt;
 </pre>
-<!-- l. 74 --><p class='nopar'>
-</p><!-- l. 76 --><p class='indent'>   Bourne shell/<span class='cmtt-10'>bash</span>: Sample <a class='url' href='.bashrc'><span class='cmtt-10'>.bashrc</span></a> file:
+<!-- l. 78 --><p class='nopar'>
+</p><!-- l. 80 --><p class='noindent'>This can be customized to show specific columns:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-9'>
-# Speed environment set up
-if [ $HOSTNAME = "speed-submit.encs.concordia.ca" ]; then
-    . /local/pkg/uge-8.6.3/root/default/common/settings.sh
-    printenv ORGANIZATION | grep -qw ENCS || . /encs/Share/bash/profile
-fi
+sacct -o jobid,maxvmsize,ntasks%7,tresusageouttot%25 -j &lt;jobID&gt;
+sstat -o jobid,maxvmsize,ntasks%7,tresusageouttot%25 -j &lt;jobID&gt;
 </pre>
-<!-- l. 84 --><p class='nopar'>
-</p><!-- l. 86 --><p class='indent'>   Note that you will need to either log out and back in, or execute a new shell, for the environment
-changes in the updated <a class='url' href='.tcshrc'><span class='cmtt-10'>.tcshrc</span></a> or <a class='url' href='.bashrc'><span class='cmtt-10'>.bashrc</span></a> file to be applied (<span class='cmbx-10'>important</span>).
-</p><!-- l. 308 --><p class='noindent'>
-</p>
-   <h4 class='subsectionHead' id='job-submission-basics'><span class='titlemark'>2.2   </span> <a id='x1-140002.2'></a>Job Submission Basics</h4>
-<!-- l. 310 --><p class='noindent'>Preparing your job for submission is fairly straightforward. Editing a copy of the <a class='url' href='template.sh'><span class='cmtt-10'>template.sh</span></a> you
-moved into your home directory during Section <a href='#environment-set-up'>2.1.2<!-- tex4ht:ref: sect:envsetup  --></a> is a good place to start. You can also use a job
-script example from our GitHub’s (<a class='url' href='https://github.com/NAG-DevOps/speed-hpc'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc</span></a>) “src” directory
-and base your job on it.
-</p><!-- l. 316 --><p class='indent'>   Job scripts are broken into four main sections: </p>
+<!-- l. 86 --><p class='nopar'>
+</p><!-- l. 88 --><p class='indent'>   Memory-footprint values are also provided for completed jobs in the final e-mail notification (as,
+“maxvmsize”). <span class='cmti-10'>Jobs that request a low-memory footprint are more likely to load on a busy
+cluster.</span>
+</p><!-- l. 94 --><p class='indent'>   Other essential options are <span class='cmtt-10'>-t </span>and <span class='cmtt-10'>-A</span>. </p>
      <ul class='itemize1'>
-     <li class='itemize'>Directives
-     </li>
-     <li class='itemize'>Module Loads
-     </li>
-     <li class='itemize'>User Scripting</li></ul>
-<!-- l. 2 --><p class='noindent'>
-</p>
-   <h5 class='subsubsectionHead' id='directives'><span class='titlemark'>2.2.1   </span> <a id='x1-150002.2.1'></a>Directives</h5>
-<!-- l. 4 --><p class='noindent'>Directives are comments included at the beginning of a job script that set the shell and the options for
-the job scheduler.
-</p><!-- l. 7 --><p class='indent'>   The shebang directive is always the first line of a script. In your job script, this directive sets
-which shell your script’s commands will run in. On “Speed”, we recommend that your script use a
-shell from the <span class='cmtt-10'>/encs/bin </span>directory.
-</p><!-- l. 11 --><p class='indent'>   To use the <span class='cmtt-10'>tcsh </span>shell, start your script with: <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#!/encs/bin/tcsh</span></span></span>
-</p><!-- l. 13 --><p class='indent'>   For <span class='cmtt-10'>bash</span>, start with: <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#!/encs/bin/bash</span></span></span>
-</p><!-- l. 15 --><p class='indent'>   Directives that start with <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>"#$"</span></span></span>, set the options for the cluster’s “Altair Grid Engine (AGE)”
-scheduler. The script template, <a class='url' href='template.sh'><span class='cmtt-10'>template.sh</span></a>, provides the essentials:
-                                                                               
-
-                                                                               
-</p>
-   <pre class='verbatim' id='verbatim-10'>
-#$ -N &lt;jobname&gt;
-#$ -cwd
-#$ -m bea
-#$ -pe smp &lt;corecount&gt;
-#$ -l h_vmem=&lt;memory&gt;G
-</pre>
-<!-- l. 25 --><p class='nopar'>
-</p><!-- l. 27 --><p class='indent'>   Replace, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;jobname&gt;</span></span></span>, with the name that you want your cluster job to have; <span class='cmtt-10'>-cwd</span>, makes the
-current working directory the “job working directory”, and your standard output file will appear here;
-<span class='cmtt-10'>-m bea</span>, provides e-mail notifications (begin/end/abort); replace, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;corecount&gt;</span></span></span>, with the degree of
-(multithreaded) parallelism (i.e., cores) you attach to your job (up to 32), be sure to delete or
-comment out the <span class='obeylines-h'><span class='verb'><span class='cmtt-10'> #$ -pe smp </span></span></span> parameter if it is not relevant; replace, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;memory&gt;</span></span></span>, with the value (in
-GB), that you want your job’s memory space to be (up to 500), and all jobs MUST have a
-memory-space assignment.
-</p><!-- l. 37 --><p class='indent'>   If you are unsure about memory footprints, err on assigning a generous memory space to your job
-so that it does not get prematurely terminated (the value given to <span class='cmtt-10'>h_vmem </span>is a hard memory ceiling).
-You can refine <span class='cmtt-10'>h_vmem </span>values for future jobs by monitoring the size of a job’s active memory space on
-<span class='cmtt-10'>speed-submit </span>with:
-                                                                               
-
-                                                                               
-</p>
-   <pre class='verbatim' id='verbatim-11'>
-qstat -j &lt;jobID&gt; | grep maxvmem
-</pre>
-<!-- l. 45 --><p class='nopar'>
-</p><!-- l. 47 --><p class='indent'>   Memory-footprint values are also provided for completed jobs in the final e-mail notification (as,
-“Max vmem”).
-</p><!-- l. 51 --><p class='indent'>   <span class='cmti-10'>Jobs that request a low-memory footprint are more likely to load on a busy cluster.</span>
-</p><!-- l. 328 --><p class='noindent'>
+     <li class='itemize'><span class='cmtt-10'>-t </span>– is the time estimate how long your job may run. This is used in scheduling priority of
+     your job. The maximum already mentioned is 7 days for batch and 24 hours for interactive.
+     Specifying lesser time may have your job scheduled sooner. The “best” value for this does
+     not exist and is often determined empirically from the past runs.
+     </li>
+     <li class='itemize'><span class='cmtt-10'>-A </span>–  to  what  projects/associations  attribute  the  accounting  to.  This  is  usually  your
+     research or supervisor group or a project or some kind of association. When moving from
+     GE to SLURM we ported most users to two default accounts <span class='cmtt-10'>speed1 </span>and <span class='cmtt-10'>speed2</span>. These
+     are generic catch-all accounts if you are unsure what to use. Normally we tell in our intro
+     email which one to use, which may be your default account. For example, <span class='cmtt-10'>aits</span>, <span class='cmtt-10'>vidpro</span>,
+     <span class='cmtt-10'>gipsy</span>, <span class='cmtt-10'>ai2</span>, <span class='cmtt-10'>mpackir</span>, <span class='cmtt-10'>cmos</span>, among others.
+</li></ul>
+<!-- l. 444 --><p class='noindent'>
 </p>
    <h5 class='subsubsectionHead' id='module-loads'><span class='titlemark'>2.2.2   </span> <a id='x1-160002.2.2'></a>Module Loads</h5>
-<!-- l. 330 --><p class='noindent'>As your job will run on a compute or GPU “Speed” node, and not the submit node, any software that
+<!-- l. 447 --><p class='noindent'>As your job will run on a compute or GPU “Speed” node, and not the submit node, any software that
 is needed must be loaded by the job script. Software is loaded within the script just as it would be
 from the command line.
-</p><!-- l. 334 --><p class='indent'>   To see a list of which modules are available, execute the following from the command line on
+</p><!-- l. 451 --><p class='indent'>   To see a list of which modules are available, execute the following from the command line on
 <span class='cmtt-10'>speed-submit</span>.
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-12'>
+   <pre class='verbatim' id='verbatim-10'>
 module avail
 </pre>
-<!-- l. 339 --><p class='nopar'>
-</p><!-- l. 341 --><p class='indent'>   To list for a particular program (<span class='cmtt-10'>matlab</span>, for example):
+<!-- l. 456 --><p class='nopar'>
+</p><!-- l. 458 --><p class='indent'>   To list for a particular program (<span class='cmtt-10'>matlab</span>, for example):
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-13'>
+   <pre class='verbatim' id='verbatim-11'>
 module -t avail matlab
 </pre>
-<!-- l. 345 --><p class='nopar'>
-</p><!-- l. 347 --><p class='indent'>   Which, of course, can be shortened to match all that start with a particular letter:
+<!-- l. 462 --><p class='nopar'>
+</p><!-- l. 464 --><p class='indent'>   Which, of course, can be shortened to match all that start with a particular letter:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-14'>
+   <pre class='verbatim' id='verbatim-12'>
 module -t avail m
 </pre>
-<!-- l. 352 --><p class='nopar'>
-</p><!-- l. 354 --><p class='indent'>   Insert the following in your script to load the <span class='cmtt-10'>matlab/R2020a</span>) module:
+<!-- l. 469 --><p class='nopar'>
+</p><!-- l. 471 --><p class='indent'>   Insert the following in your script to load the <span class='cmtt-10'>matlab/R2020a</span>) module:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-15'>
+   <pre class='verbatim' id='verbatim-13'>
 module load matlab/R2020a/default
 </pre>
-<!-- l. 358 --><p class='nopar'>
-</p><!-- l. 360 --><p class='indent'>   Use, <span class='cmtt-10'>unload</span>, in place of, <span class='cmtt-10'>load</span>, to remove a module from active use.
-</p><!-- l. 362 --><p class='indent'>   To list loaded modules:
+<!-- l. 475 --><p class='nopar'>
+</p><!-- l. 477 --><p class='indent'>   Use, <span class='cmtt-10'>unload</span>, in place of, <span class='cmtt-10'>load</span>, to remove a module from active use.
+</p><!-- l. 479 --><p class='indent'>   To list loaded modules:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-16'>
+   <pre class='verbatim' id='verbatim-14'>
 module list
 </pre>
-<!-- l. 366 --><p class='nopar'>
-</p><!-- l. 368 --><p class='indent'>   To purge all software in your working environment:
+<!-- l. 483 --><p class='nopar'>
+</p><!-- l. 485 --><p class='indent'>   To purge all software in your working environment:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-17'>
+   <pre class='verbatim' id='verbatim-15'>
 module purge
 </pre>
-<!-- l. 372 --><p class='nopar'>
-</p><!-- l. 374 --><p class='indent'>   Typically, only the <span class='cmtt-10'>module load </span>command will be used in your script.
+<!-- l. 489 --><p class='nopar'>
+</p><!-- l. 491 --><p class='indent'>   Typically, only the <span class='cmtt-10'>module load </span>command will be used in your script.
 </p><!-- l. 2 --><p class='noindent'>
 </p>
    <h5 class='subsubsectionHead' id='user-scripting'><span class='titlemark'>2.2.3   </span> <a id='x1-170002.2.3'></a>User Scripting</h5>
-<!-- l. 4 --><p class='noindent'>The last part the job script is the scripting that will be executed by the job. This part of
+<!-- l. 5 --><p class='noindent'>The last part the job script is the scripting that will be executed by the job. This part of
 the job script includes all commands required to set up and execute the task your script
 has been written to do. Any Linux command can be used at this step. This section can
 be a simple call to an executable or a complex loop which iterates through a series of
 commands.
-</p><!-- l. 10 --><p class='indent'>   Every software program has a unique execution framework. It is the responsibility of the script’s
+</p><!-- l. 11 --><p class='indent'>   Any compute heavy step is preferably should be prefixed by <span class='cmtt-10'>srun </span>as the best practice.
+</p><!-- l. 14 --><p class='indent'>   Every software program has a unique execution framework. It is the responsibility of the script’s
 author (e.g., you) to know what is required for the software used in your script by reviewing the
 software’s documentation. Regardless of which software your script calls, your script should be written
 so that the software knows the location of the input and output files as well as the degree of
-parallelism. Note that the cluster-specific environment variable, <span class='cmtt-10'>NSLOTS</span>, resolves to the value provided
-to the scheduler in the <span class='cmtt-10'>-pe smp </span>option.
-</p><!-- l. 18 --><p class='indent'>   Jobs which touch data-input and data-output files more than once, should make use of <span class='cmtt-10'>TMPDIR</span>, a
+parallelism.
+</p><!-- l. 24 --><p class='indent'>   Jobs which touch data-input and data-output files more than once, should make use of <span class='cmtt-10'>TMPDIR</span>, a
 scheduler-provided working space almost 1 TB in size. <span class='cmtt-10'>TMPDIR </span>is created when a job starts, and
 exists on the local disk of the compute node executing your job. Using <span class='cmtt-10'>TMPDIR </span>results
 in faster I/O operations than those to and from shared storage (which is provided over
 NFS).
-</p><!-- l. 24 --><p class='indent'>   An sample job script using <span class='cmtt-10'>TMPDIR </span>is available at <span class='cmtt-10'>/home/n/nul-uge/templateTMPDIR.sh</span>: the job
+</p><!-- l. 30 --><p class='indent'>   An sample job script using <span class='cmtt-10'>TMPDIR </span>is available at <span class='cmtt-10'>/home/n/nul-uge/templateTMPDIR.sh</span>: the job
 is instructed to change to <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR</span>, to make the new directory <span class='cmtt-10'>input</span>, to copy data from
-<span class='tctt-1000'>$</span><span class='cmtt-10'>SGE_O_WORKDIR/references/ </span>to <span class='cmtt-10'>input/ </span>(<span class='tctt-1000'>$</span><span class='cmtt-10'>SGE_O_WORKDIR </span>represents the current working
+<span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_SUBMIT_DIR/references/ </span>to <span class='cmtt-10'>input/ </span>(<span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_SUBMIT_DIR </span>represents the current working
 directory), to make the new directory <span class='cmtt-10'>results</span>, to execute the program (which takes input from
 <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR/input/ </span>and writes output to <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR/results/</span>), and finally to copy the total end results
 to an existing directory, <span class='cmtt-10'>processed</span>, that is located in the current working directory. TMPDIR only
 exists for the duration of the job, though, so it is very important to copy relevant results from it at
 job’s end.
-</p><!-- l. 35 --><p class='noindent'>
+</p><!-- l. 44 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='sample-job-script'><span class='titlemark'>2.3   </span> <a id='x1-180002.3'></a>Sample Job Script</h4>
-<!-- l. 37 --><p class='noindent'>Now, let’s look at a basic job script, <a class='url' href='tcsh.sh'><span class='cmtt-10'>tcsh.sh</span></a> in Figure <a href='#-source-code-for-tcshsh'>1<!-- tex4ht:ref: fig:tcsh.sh  --></a> (you can copy it from our GitHub page or
+<!-- l. 46 --><p class='noindent'>Now, let’s look at a basic job script, <a class='url' href='tcsh.sh'><span class='cmtt-10'>tcsh.sh</span></a> in Figure <a href='#-source-code-for-tcshsh'>3<!-- tex4ht:ref: fig:tcsh.sh  --></a> (you can copy it from our GitHub page or
 from <span class='cmtt-10'>/home/n/nul-uge</span>).
 </p>
    <figure class='figure' id='-source-code-for-tcshsh'> 
@@ -568,36 +631,35 @@ <h4 class='subsectionHead' id='sample-job-script'><span class='titlemark'>2.3
                                                                                
 
                                                                                
-<a id='x1-180111'></a>
+<a id='x1-180103'></a>
                                                                                
 
                                                                                
-<!-- l. 41 --><pre class='lstinputlisting' id='listing-1'><span class='label'><a id='x1-18002r1'></a></span><span style='color:#000000'><span class='cmitt-10'>#</span></span><span style='color:#000000'><span class='cmitt-10'>!/</span></span><span style='color:#000000'><span class='cmitt-10'>encs</span></span><span style='color:#000000'><span class='cmitt-10'>/</span></span><span style='color:#000000'><span class='cmitt-10'>bin</span></span><span style='color:#000000'><span class='cmitt-10'>/</span></span><span style='color:#000000'><span class='cmitt-10'>tcsh</span></span> 
+<!-- l. 50 --><pre class='lstinputlisting' id='listing-1'><span class='label'><a id='x1-18002r1'></a></span><span style='color:#000000'><span class='cmitt-10'>#</span></span><span style='color:#000000'><span class='cmitt-10'>!/</span></span><span style='color:#000000'><span class='cmitt-10'>encs</span></span><span style='color:#000000'><span class='cmitt-10'>/</span></span><span style='color:#000000'><span class='cmitt-10'>bin</span></span><span style='color:#000000'><span class='cmitt-10'>/</span></span><span style='color:#000000'><span class='cmitt-10'>tcsh</span></span> 
 <span class='label'><a id='x1-18003r2'></a></span> 
-<span class='label'><a id='x1-18004r3'></a></span><span style='color:#000000'><span class='cmitt-10'>#</span></span><span style='color:#000000'><span class='tcit-1000'>$</span></span><span style='color:#000000'> <span class='cmitt-10'>-N qsub-test</span> 
-</span><span class='label'><a id='x1-18005r4'></a></span><span style='color:#000000'><span class='cmitt-10'>#</span></span><span style='color:#000000'><span class='tcit-1000'>$</span></span><span style='color:#000000'> <span class='cmitt-10'>-cwd</span> 
-</span><span class='label'><a id='x1-18006r5'></a></span><span style='color:#000000'><span class='cmitt-10'>#</span></span><span style='color:#000000'><span class='tcit-1000'>$</span></span><span style='color:#000000'> <span class='cmitt-10'>-l h_vmem=1G</span> 
-</span><span class='label'><a id='x1-18007r6'></a></span> 
-<span class='label'><a id='x1-18008r7'></a></span><span style='color:#000000'><span class='cmtt-10'>sleep</span></span><span style='color:#000000'> <span class='cmtt-10'>30</span> 
-</span><span class='label'><a id='x1-18009r8'></a></span><span style='color:#000000'><span class='cmtt-10'>module</span></span><span style='color:#000000'> <span class='cmtt-10'>load gurobi/8.1.0</span> 
-</span><span class='label'><a id='x1-18010r9'></a></span><span style='color:#000000'><span class='cmtt-10'>module</span></span><span style='color:#000000'> <span class='cmtt-10'>list</span></span>
+<span class='label'><a id='x1-18004r3'></a></span><span style='color:#000000'><span class='cmitt-10'>#</span></span><span style='color:#000000'><span class='cmitt-10'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10'>--job-name=tcsh-test</span> 
+</span><span class='label'><a id='x1-18005r4'></a></span><span style='color:#000000'><span class='cmitt-10'>#</span></span><span style='color:#000000'><span class='cmitt-10'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10'>--mem=1G</span> 
+</span><span class='label'><a id='x1-18006r5'></a></span> 
+<span class='label'><a id='x1-18007r6'></a></span><span style='color:#000000'><span class='cmtt-10'>sleep</span></span><span style='color:#000000'> <span class='cmtt-10'>30</span> 
+</span><span class='label'><a id='x1-18008r7'></a></span><span style='color:#000000'><span class='cmtt-10'>module</span></span><span style='color:#000000'> <span class='cmtt-10'>load gurobi/8.1.0</span> 
+</span><span class='label'><a id='x1-18009r8'></a></span><span style='color:#000000'><span class='cmtt-10'>module</span></span><span style='color:#000000'> <span class='cmtt-10'>list</span></span>
 </pre>
-<figcaption class='caption'><span class='id'>Figure 1: </span><span class='content'>Source code for <a class='url' href='tcsh.sh'><span class='cmtt-10'>tcsh.sh</span></a></span></figcaption><!-- tex4ht:label?: x1-180111  -->
+<figcaption class='caption'><span class='id'>Figure 3: </span><span class='content'>Source code for <a class='url' href='tcsh.sh'><span class='cmtt-10'>tcsh.sh</span></a></span></figcaption><!-- tex4ht:label?: x1-180103  -->
                                                                                
 
                                                                                
    </figure>
-<!-- l. 46 --><p class='indent'>   The first line is the shell declaration (also know as a shebang) and sets the shell to <span class='cmti-10'>tcsh</span>. The lines
-that begin with <span class='cmtt-10'>#</span><span class='tctt-1000'>$ </span>are directives for the scheduler.
+<!-- l. 55 --><p class='indent'>   The first line is the shell declaration (also know as a shebang) and sets the shell to <span class='cmti-10'>tcsh</span>. The lines
+that begin with <span class='cmtt-10'>#SBATCH </span>are directives for the scheduler.
 </p>
      <ul class='itemize1'>
-     <li class='itemize'><span class='cmtt-10'>-N </span>sets <span class='cmti-10'>qsub-test </span>as the jobname
+     <li class='itemize'><span class='cmtt-10'>-J </span>(or <span class='cmtt-10'>--job-name</span>) sets <span class='cmti-10'>tcsh-test </span>as the job name
      </li>
-     <li class='itemize'><span class='cmtt-10'>-cwd </span>tells the scheduler to execute the job from the current working directory
+     <li class='itemize'><span class='cmtt-10'>--chdir </span>tells the scheduler to execute the job from the current working directory
      </li>
-     <li class='itemize'><span class='cmtt-10'>-l h_vmem=1GB </span>requests and assigns 1GB of memory to the job. CPU jobs <span class='cmti-10'>require </span>the <span class='cmtt-10'>-l
-     h_vmem </span>option to be set.</li></ul>
-<!-- l. 55 --><p class='indent'>   The script then:
+     <li class='itemize'><span class='cmtt-10'>--mem=1GB </span>requests and assigns 1GB of memory to the job. Generally jobs <span class='cmti-10'>require </span>the
+     <span class='cmtt-10'>--mem </span>option to be set.</li></ul>
+<!-- l. 69 --><p class='indent'>   The script then:
 </p>
      <ul class='itemize1'>
      <li class='itemize'>Sleeps on a node for 30 seconds
@@ -605,247 +667,412 @@ <h4 class='subsectionHead' id='sample-job-script'><span class='titlemark'>2.3
      <li class='itemize'>Uses the <span class='cmtt-10'>module </span>command to load the <span class='cmtt-10'>gurobi/8.1.0 </span>environment
      </li>
      <li class='itemize'>Prints the list of loaded modules into a file</li></ul>
-<!-- l. 63 --><p class='indent'>   The scheduler command, <span class='cmtt-10'>qsub</span>, is used to submit (non-interactive) jobs. From an ssh session on
-speed-submit, submit this job with <span class='cmtt-10'>qsub ./tcsh.sh</span>. You will see, <span class='cmtt-10'>"Your job X ("qsub-test") has
-been submitted"</span>. The command, <span class='cmtt-10'>qstat</span>, can be used to look at the status of the cluster: <span class='cmtt-10'>qstat -f
--u "*"</span>. You will see something like this:
+<!-- l. 78 --><p class='indent'>   The scheduler command, <span class='cmtt-10'>sbatch</span>, is used to submit (non-interactive) jobs. From an ssh session on
+speed-submit, submit this job with <span class='cmtt-10'>sbatch ./tcsh.sh</span>. You will see, <span class='cmtt-10'>"Submitted batch job 2653"</span>
+where \(2653\) is a job ID assigned. The commands, <span class='cmtt-10'>squeue </span>and <span class='cmtt-10'>sinfo </span>can be used to look at the status of
+the cluster: <span class='cmtt-10'>squeue -l</span>. You will see something like this:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-18'>
-queuename                      qtype resv/used/tot. load_avg arch          states
----------------------------------------------------------------------------------
-a.q@speed-01.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64
----------------------------------------------------------------------------------
-a.q@speed-03.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64
----------------------------------------------------------------------------------
-a.q@speed-25.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64
----------------------------------------------------------------------------------
-a.q@speed-27.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64
----------------------------------------------------------------------------------
-g.q@speed-05.encs.concordia.ca BIP   0/0/32         0.02     lx-amd64
-     144   100.00000 qsub-test nul-uge     r     12/03/2018 16:39:30    1
-     62624 0.09843 case_talle x_yzabc      r     11/09/2021 16:50:09    32
----------------------------------------------------------------------------------
-g.q@speed-17.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64
----------------------------------------------------------------------------------
-s.q@speed-07.encs.concordia.ca BIP   0/0/32         0.04     lx-amd64
----------------------------------------------------------------------------------
-s.q@speed-08.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64
----------------------------------------------------------------------------------
-s.q@speed-09.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64
----------------------------------------------------------------------------------
-s.q@speed-10.encs.concordia.ca BIP   0/32/32        32.72    lx-amd64
-     62624 0.09843 case_talle x_yzabc      r     11/09/2021 16:50:09    32
----------------------------------------------------------------------------------
-s.q@speed-11.encs.concordia.ca BIP   0/32/32        32.08    lx-amd64
-     62679 0.14212 CWLR_DF    a_bcdef      r     11/10/2021 17:25:19    32
----------------------------------------------------------------------------------
-s.q@speed-12.encs.concordia.ca BIP   0/32/32        32.10    lx-amd64
-     62749 0.09000 CLOUDY     z_abc        r     11/11/2021 21:58:12    32
----------------------------------------------------------------------------------
-s.q@speed-15.encs.concordia.ca BIP   0/4/32         0.03     lx-amd64
-     62753 82.47478 matlabLDPa b_bpxez      r     11/12/2021 08:49:52     4
----------------------------------------------------------------------------------
-s.q@speed-16.encs.concordia.ca BIP   0/32/32        32.31    lx-amd64
-     62751 0.09000 CLOUDY     z_abc        r     11/12/2021 06:03:54    32
----------------------------------------------------------------------------------
-s.q@speed-19.encs.concordia.ca BIP   0/32/32        32.22    lx-amd64
----------------------------------------------------------------------------------
-...
----------------------------------------------------------------------------------
-s.q@speed-35.encs.concordia.ca BIP   0/32/32        2.78     lx-amd64
-     62754 7.22952 qlogin-tes a_tiyuu      r     11/12/2021 10:31:06    32
----------------------------------------------------------------------------------
-s.q@speed-36.encs.concordia.ca BIP   0/0/32         0.03     lx-amd64
-etc.
+   <pre class='verbatim' id='verbatim-16'>
+[serguei@speed-submit src] % squeue -l
+Thu Oct 19 11:38:54 2023
+JOBID PARTITION     NAME     USER    STATE       TIME TIME_LIMI  NODES NODELIST(REASON)
+ 2641        ps interact   b_user  RUNNING   19:16:09 1-00:00:00      1 speed-07
+ 2652        ps interact   a_user  RUNNING      41:40 1-00:00:00      1 speed-07
+ 2654        ps tcsh-tes  serguei  RUNNING       0:01 7-00:00:00      1 speed-07
+[serguei@speed-submit src] % sinfo
+PARTITION AVAIL  TIMELIMIT  NODES  STATE NODELIST
+ps*          up 7-00:00:00     14  drain speed-[08-10,12,15-16,20-22,30-32,35-36]
+ps*          up 7-00:00:00      1    mix speed-07
+ps*          up 7-00:00:00      7   idle speed-[11,19,23-24,29,33-34]
+pg           up 1-00:00:00      1  drain speed-17
+pg           up 1-00:00:00      3   idle speed-[05,25,27]
+pt           up 7-00:00:00      7   idle speed-[37-43]
+pa           up 7-00:00:00      4   idle speed-[01,03,25,27]
 </pre>
-<!-- l. 117 --><p class='nopar'>
-                                                                               
-
-                                                                               
-</p><!-- l. 120 --><p class='indent'>   Remember that you only have 30 seconds before the job is essentially over, so if you do not see a
-similar output, either adjust the sleep time in the script, or execute the <span class='cmtt-10'>qstat </span>statement more quickly.
-The <span class='cmtt-10'>qstat </span>output listed above shows you that your job is running on node <span class='cmtt-10'>speed-05</span>, that it has a
-job number of 144, that it was started at 16:39:30 on 12/03/2018, and that it is a single-core job (the
-default).
-</p><!-- l. 128 --><p class='indent'>   Once the job finishes, there will be a new file in the directory that the job was started from, with
-the syntax of, <span class='cmtt-10'>"job name".o"job number"</span>, so in this example the file is, qsub <a class='url' href='test.o144'><span class='cmtt-10'>test.o144</span></a>.
+<!-- l. 154 --><p class='nopar'>
+</p><!-- l. 157 --><p class='indent'>   Remember that you only have 30 seconds before the job is essentially over, so if you do not see a
+similar output, either adjust the sleep time in the script, or execute the <span class='cmtt-10'>sbatch </span>statement more
+quickly. The <span class='cmtt-10'>squeue </span>output listed above shows you that your job is running on node <span class='cmtt-10'>speed-07</span>, that it
+has a job number of 2654, its time limit of 7 days, etc.
+</p><!-- l. 169 --><p class='indent'>   Once the job finishes, there will be a new file in the directory that the job was started from,
+with the syntax of, <span class='cmtt-10'>slurm-"job id".out</span>, so in this example the file is, <a class='url' href='slurm-2654.out'><span class='cmtt-10'>slurm-2654.out</span></a>.
 This file represents the standard output (and error, if there is any) of the job in question.
 If you look at the contents of your newly created file, you will see that it contains the
 output of the, <span class='cmtt-10'>module list </span>command. Important information is often written to this
 file.
-</p><!-- l. 136 --><p class='indent'>   Congratulations on your first job!
 </p>
    <h4 class='subsectionHead' id='common-job-management-commands-summary'><span class='titlemark'>2.4   </span> <a id='x1-190002.4'></a>Common Job Management Commands Summary</h4>
-<!-- l. 142 --><p class='noindent'>Here are useful job-management commands:
+<!-- l. 185 --><p class='noindent'>Here are useful job-management commands:
 </p>
      <ul class='itemize1'>
-     <li class='itemize'><span class='cmtt-10'>qsub ./&lt;myscript&gt;.sh</span>: once that your job script is ready, on <span class='cmtt-10'>speed-submit </span>you can
-     submit it using this
+     <li class='itemize'><span class='cmtt-10'>sbatch -A &lt;ACCOUNT&gt; --t
+     &lt;MINUTES&gt; --mem=20G -p &lt;PARTITION&gt; ./&lt;myscript&gt;.sh</span>: once that your job script is
+     ready, on <span class='cmtt-10'>speed-submit </span>you can submit it using this
      </li>
-     <li class='itemize'><span class='cmtt-10'>qstat -f -u &lt;ENCSusername&gt;</span>: you can check the status of your job(s)
+     <li class='itemize'><span class='cmtt-10'>squeue -u &lt;ENCSusername&gt;</span>: you can check the status of your job(s)
+                                                                               
+
+                                                                               
      </li>
-     <li class='itemize'><span class='cmtt-10'>qstat -f -u "*"</span>: display cluster status for all users.
+     <li class='itemize'><span class='cmtt-10'>squeue</span>: display cluster status for all users. <span class='cmtt-10'>-A </span>shows per account (e.g., <span class='cmtt-10'>vidpro</span>, <span class='cmtt-10'>gipsy</span>,
+     <span class='cmtt-10'>speed1</span>, <span class='cmtt-10'>ai2</span>, <span class='cmtt-10'>aits</span>, etc.), <span class='cmtt-10'>-p </span>per partition (<span class='cmtt-10'>ps</span>, <span class='cmtt-10'>pg</span>, <span class='cmtt-10'>pt</span>, <span class='cmtt-10'>pa</span>), and others. <span class='cmtt-10'>man squeue </span>for
+     details.
      </li>
-     <li class='itemize'><span class='cmtt-10'>qstat -j [job-ID]</span>:  display  job  information  for  [job-ID]  (said  job  may  be  actually
+     <li class='itemize'><span class='cmtt-10'>squeue --job [job-ID]</span>: display job information for [job-ID] (said job may be actually
      running, or waiting in the queue).
      </li>
-     <li class='itemize'><span class='cmtt-10'>qdel [job-ID]</span>: delete job [job-ID].
+     <li class='itemize'><span class='cmtt-10'>squeue -las</span>: displays individual job steps (for debugging easier to see which step failed
+     if you used <span class='cmtt-10'>srun</span>).
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>watch -n 1 "sinfo -Nel -pps,pt,pg,pa &amp;&amp; squeue -la"</span></span></span>:  view  <span class='cmtt-10'>sinfo </span>information
+     and watch the queue for your job(s).
      </li>
-     <li class='itemize'><span class='cmtt-10'>qhold [job-ID]</span>: hold queued job, [job-ID], from running.
+     <li class='itemize'><span class='cmtt-10'>scancel [job-ID]</span>: cancel job [job-ID].
      </li>
-     <li class='itemize'><span class='cmtt-10'>qrls [job-ID]</span>: release held job [job-ID].
+     <li class='itemize'><span class='cmtt-10'>scontrol hold [job-ID]</span>: hold queued job, [job-ID], from running.
+     </li>
+     <li class='itemize'><span class='cmtt-10'>scontrol release [job-ID]</span>: release held job [job-ID].
+     </li>
+     <li class='itemize'>
+     <!-- l. 235 --><p class='noindent'><span class='cmtt-10'>sacct -j [job-ID]</span>: get job stats. <span class='cmtt-10'>maxvmem </span>is one of the more useful stats that you can
+     elect to display as a format option.
                                                                                
 
                                                                                
-     </li>
-     <li class='itemize'><span class='cmtt-10'>qacct -j [job-ID]</span>: get job stats. for completed job [job-ID]. <span class='cmtt-10'>maxvmem </span>is one of the more
-     useful stats.</li></ul>
-<!-- l. 173 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='advanced-qsub-options'><span class='titlemark'>2.5   </span> <a id='x1-200002.5'></a>Advanced <span class='cmtt-10'>qsub </span>Options</h4>
-<!-- l. 176 --><p class='noindent'>In addition to the basic <span class='cmtt-10'>qsub </span>options presented earlier, there are a few additional options that are
+     <pre class='verbatim' id='verbatim-17'>
+     % sacct -j 2654
+     JobID           JobName  Partition    Account  AllocCPUS      State ExitCode
+     ------------ ---------- ---------- ---------- ---------- ---------- --------
+     2654          tcsh-test         ps     speed1          1  COMPLETED      0:0
+     2654.batch        batch                speed1          1  COMPLETED      0:0
+     2654.extern      extern                speed1          1  COMPLETED      0:0
+     % sacct -j 2654 -o jobid,user,account,MaxVMSize,Reason%10,TRESUsageOutMax%30
+     JobID             User    Account  MaxVMSize     Reason        TRESUsageOutMax
+     ------------ --------- ---------- ---------- ---------- ----------------------
+     2654           serguei     speed1                  None
+     2654.batch                 speed1    296840K             energy=0,fs/disk=1975
+     2654.extern                speed1    296312K              energy=0,fs/disk=343
+</pre>
+     <!-- l. 254 --><p class='nopar'>
+     </p><!-- l. 257 --><p class='noindent'>See <span class='cmtt-10'>man sacct </span>or <span class='cmtt-10'>sacct -e </span>for details of the available formatting options. You can define your
+     preferred default format in the <span class='cmtt-10'>SACCT_FORMAT </span>environment variable in your <span class='cmtt-10'>.cshrc </span>or <span class='cmtt-10'>.bashrc</span>
+     files.
+</p>
+     </li></ul>
+<!-- l. 267 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='advanced-sbatch-options'><span class='titlemark'>2.5   </span> <a id='x1-200002.5'></a>Advanced <span class='cmtt-10'>sbatch </span>Options</h4>
+<!-- l. 271 --><p class='noindent'>In addition to the basic <span class='cmtt-10'>sbatch </span>options presented earlier, there are a few additional options that are
 generally useful:
 </p>
      <ul class='itemize1'>
-     <li class='itemize'><span class='cmtt-10'>-m bea</span>: requests that the scheduler e-mail you when a job (b)egins; (e)nds; (a)borts.
-     Mail is sent to the default address of, <span class='cmtt-10'>"username@encs.concordia.ca"</span>, unless a different
-     address is supplied (see, <span class='cmtt-10'>-M</span>). The report sent when a job ends includes job runtime, as
-     well as the maximum memory value hit (<span class='cmtt-10'>maxvmem</span>).
+     <li class='itemize'><span class='cmtt-10'>--mail-type=TYPE</span>: requests that the scheduler e-mail you when a job changes state.
+     Where <span class='cmtt-10'>TYPE </span>is <span class='cmtt-10'>ALL</span>, <span class='cmtt-10'>BEGIN</span>, <span class='cmtt-10'>END</span>, or <span class='cmtt-10'>FAIL</span>. Mail is sent to the default address of, <br class='newline' /><span class='cmtt-10'>"&lt;ENCSusername&gt;@encs.concordia.ca"</span>, which you can consult via <span class='cmtt-10'>webmail.encs </span>via
+     the VPN, on login.encs via <span class='cmtt-10'>alpine </span>or setup forwarding to @concordia.ca address or offsite,
+     unless a different address is supplied (see, <span class='cmtt-10'>--mail-user</span>). The report sent when a job ends
+     includes job runtime, as well as the maximum memory value hit (<span class='cmtt-10'>maxvmem</span>).
      </li>
-     <li class='itemize'><span class='cmtt-10'>-M email@domain.com</span>: requests that the scheduler use this e-mail notification address,
-     rather than the default (see, <span class='cmtt-10'>-m</span>).
+     <li class='itemize'><span class='cmtt-10'>--mail-user email@domain.com</span>: requests that the scheduler use this e-mail notification
+     address, rather than the default (see, <span class='cmtt-10'>--mail-type</span>).
+                                                                               
+
+                                                                               
      </li>
-     <li class='itemize'><span class='cmtt-10'>-v variable[=value]</span>: exports an environment variable that can be used by the script.
+     <li class='itemize'><span class='cmtt-10'>--export=[ALL | NONE | variables]</span>: exports environment variable(s) that can be used
+     by the script.
      </li>
-     <li class='itemize'><span class='cmtt-10'>-l h_rt=[hour]:[min]:[sec]</span>: sets a job runtime of HH:MM:SS. Note that if you give
-     a single number, that represents <span class='cmti-10'>seconds</span>, not hours.
+     <li class='itemize'><span class='cmtt-10'>-t [min] </span>or <span class='cmtt-10'>DAYS-HH:MM:SS</span>: sets a job runtime of min or HH:MM:SS. Note that if you
+     give a single number, that represents <span class='cmti-10'>minutes</span>, not hours.
      </li>
-     <li class='itemize'><span class='cmtt-10'>-hold_jid [job-ID]</span>: run this job only when job [job-ID] finishes. Held jobs appear in
-     the queue. The many <span class='cmtt-10'>qsub </span>options available are read with, <span class='cmtt-10'>man qsub</span>. Also note that <span class='cmtt-10'>qsub</span>
-     options can be specified during the job-submission command, and these <span class='cmti-10'>override </span>existing
-     script options (if present). The syntax is, <span class='cmtt-10'>qsub [options] PATHTOSCRIPT</span>, but unlike in
-     the script, the options are specified without the leading <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#$</span></span></span> (e.g., <span class='cmtt-10'>qsub -N qsub-test
-     -cwd -l h_vmem=1G ./tcsh.sh</span>).
+     <li class='itemize'><span class='cmtt-10'>--depend=[state:job-ID]</span>: run this job only when job [job-ID] finishes. Held jobs appear
+     in the queue.
 </li></ul>
-                                                                               
-
-                                                                               
-<!-- l. 210 --><p class='noindent'>
+<!-- l. 315 --><p class='indent'>   The many <span class='cmtt-10'>sbatch </span>options available are read with, <span class='cmtt-10'>man sbatch</span>. Also note that <span class='cmtt-10'>sbatch </span>options can
+be specified during the job-submission command, and these <span class='cmti-10'>override </span>existing script options (if
+present). The syntax is, <span class='cmtt-10'>sbatch [options] PATHTOSCRIPT</span>, but unlike in the script, the options are
+specified without the leading <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#SBATCH</span></span></span> (e.g., <span class='cmtt-10'>sbatch -J sub-test --chdir=./ --mem=1G
+./tcsh.sh</span>).
+</p><!-- l. 324 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='array-jobs'><span class='titlemark'>2.6   </span> <a id='x1-210002.6'></a>Array Jobs</h4>
-<!-- l. 212 --><p class='noindent'>Array jobs are those that start a batch job or a parallel job multiple times. Each iteration of the job
-array is called a task and receives a unique job ID.
-</p><!-- l. 215 --><p class='indent'>   To submit an array job, use the <span class='cmtt-10'>t </span>option of the <span class='cmtt-10'>qsub </span>command as follows:
+<!-- l. 327 --><p class='noindent'>Array jobs are those that start a batch job or a parallel job multiple times. Each iteration of the job
+array is called a task and receives a unique job ID. Only supported for batch jobs; submit time \(&lt; 1\)
+second, compared to repeatedly submitting the same regular job over and over even from a
+script.
+</p><!-- l. 334 --><p class='indent'>   To submit an array job, use the <span class='cmtt-10'>--array </span>option of the <span class='cmtt-10'>sbatch </span>command as follows:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-19'>
-qsub -t n[-m[:s]] &lt;batch_script&gt;
+   <pre class='verbatim' id='verbatim-18'>
+sbatch --array n-m[:s]] &lt;batch_script&gt;
 </pre>
-<!-- l. 220 --><p class='nopar'>
-</p><!-- l. 222 --><p class='indent'>   <span class='cmbx-10'>-t Option Syntax:</span> </p>
+<!-- l. 342 --><p class='nopar'>
+</p><!-- l. 344 --><p class='indent'>   <span class='cmbx-10'>-t Option Syntax:</span> </p>
      <ul class='itemize1'>
      <li class='itemize'><span class='cmtt-10'>n</span>: indicates the start-id.
      </li>
      <li class='itemize'><span class='cmtt-10'>m</span>: indicates the max-id.
      </li>
      <li class='itemize'><span class='cmtt-10'>s</span>: indicates the step size.</li></ul>
-<!-- l. 232 --><p class='indent'>   <span class='cmbx-10'>Examples:</span> </p>
+<!-- l. 354 --><p class='indent'>   <span class='cmbx-10'>Examples:</span> </p>
      <ul class='itemize1'>
-     <li class='itemize'><span class='cmtt-10'>qsub -t 10 array.sh</span>: submits a job with 1 task where the task-id is 10.
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>sbatch --array=1-50000 -N1 -i my_in_%a -o my_out_%a array.sh</span></span></span>:  submits  a  job
+     with 50000 elements, %a maps to the task-id between 1 and 50K.
+     </li>
+     <li class='itemize'><span class='cmtt-10'>sbatch --array=10 array.sh</span>: submits a job with 1 task where the task-id is 10.
      </li>
-     <li class='itemize'><span class='cmtt-10'>qsub -t 1-10 array.sh</span>: submits a job with 10 tasks numbered consecutively from 1 to
-     10.
+     <li class='itemize'><span class='cmtt-10'>sbatch --array=1-10 array.sh</span>: submits a job with 10 tasks numbered consecutively
+     from 1 to 10.
      </li>
-     <li class='itemize'><span class='cmtt-10'>qsub -t 3-15:3 array.sh</span>: submits a jobs with 5 tasks numbered consecutively with
-     step size 3 (task-ids 3,6,9,12,15).</li></ul>
-<!-- l. 243 --><p class='indent'>   <span class='cmbx-10'>Output files for Array Jobs:</span>
-</p><!-- l. 245 --><p class='indent'>   The default and output and error-files are <span class='cmtt-10'>job_name.[o|e]job_id </span>and<br class='newline' /><span class='cmtt-10'>job_name.[o|e]job_id.task_id</span>. This means that Speed creates an output and an error-file for each
-task generated by the array-job as well as one for the super-ordinate array-job. To alter this behavior
-use the <span class='cmtt-10'>-o </span>and <span class='cmtt-10'>-e </span>option of <span class='cmtt-10'>qsub</span>.
-</p><!-- l. 253 --><p class='indent'>   For more details about Array Job options, please review the manual pages for <span class='cmtt-10'>qsub </span>by executing
-the following at the command line on speed-submit <span class='cmtt-10'>man qsub</span>.
-</p><!-- l. 258 --><p class='noindent'>
+     <li class='itemize'><span class='cmtt-10'>sbatch --array=3-15:3 array.sh</span>: submits a jobs with 5 tasks numbered consecutively
+     with step size 3 (task-ids 3,6,9,12,15).</li></ul>
+<!-- l. 371 --><p class='indent'>   <span class='cmbx-10'>Output files for Array Jobs:</span>
+</p><!-- l. 373 --><p class='indent'>   The default and output and error-files are <span class='cmtt-10'>slurm-job_id_task_id.out</span>. This means that Speed
+creates an output and an error-file for each task generated by the array-job as well as
+one for the super-ordinate array-job. To alter this behavior use the <span class='cmtt-10'>-o </span>and <span class='cmtt-10'>-e </span>option of
+<span class='cmtt-10'>sbatch</span>.
+</p><!-- l. 384 --><p class='indent'>   For more details about Array Job options, please review the manual pages for <span class='cmtt-10'>sbatch </span>by executing
+the following at the command line on speed-submit <span class='cmtt-10'>man sbatch</span>.
+                                                                               
+
+                                                                               
+</p><!-- l. 391 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='requesting-multiple-cores-ie-multithreading-jobs'><span class='titlemark'>2.7   </span> <a id='x1-220002.7'></a>Requesting Multiple Cores (i.e., Multithreading Jobs)</h4>
-<!-- l. 260 --><p class='noindent'>For jobs that can take advantage of multiple machine cores, up to 32 cores (per job) can be requested
+<!-- l. 393 --><p class='noindent'>For jobs that can take advantage of multiple machine cores, up to 32 cores (per job) can be requested
 in your script with:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-20'>
-#$ -pe smp [#cores]
+   <pre class='verbatim' id='verbatim-19'>
+#SBATCH -n [#cores]
 </pre>
-<!-- l. 265 --><p class='nopar'>
-</p><!-- l. 267 --><p class='indent'>   <span class='cmbx-10'>Do not request more cores than you think will be useful</span>, as larger-core jobs
-are more difficult to schedule. On the flip side, though, if you are going to be running
-a program that scales out to the maximum single-machine core count available, please
-(please) request 32 cores, to avoid node oversubscription (i.e., to avoid overloading the
+<!-- l. 401 --><p class='nopar'>
+</p><!-- l. 403 --><p class='indent'>   Both <span class='cmtt-10'>sbatch </span>and <span class='cmtt-10'>salloc </span>support <span class='cmtt-10'>-n </span>on the command line, and it should always be used either in
+the script or on the command line as the default \(n=1\). <span class='cmbx-10'>Do not request more cores than you think
+will be useful</span>, as larger-core jobs are more difficult to schedule. On the flip side, though, if you are
+going to be running a program that scales out to the maximum single-machine core count available,
+please (please) request 32 cores, to avoid node oversubscription (i.e., to avoid overloading the
 CPUs).
-</p><!-- l. 273 --><p class='indent'>   Core count associated with a job appears under, “states”, in the, <span class='cmtt-10'>qstat -f -u "*"</span>,
-output.
-</p><!-- l. 277 --><p class='noindent'>
+</p><!-- l. 412 --><p class='indent'>   <span class='cmbx-10'>Important </span>note about <span class='cmtt-10'>--ntasks </span>or <span class='cmtt-10'>--ntasks-per-node </span>(<span class='cmtt-10'>-n</span>) talks about processes (usually the
+ones ran with <span class='cmtt-10'>srun</span>). <span class='cmtt-10'>--cpus-per-task </span>(<span class='cmtt-10'>-c</span>) corresponds to threads per process. Some programs
+consider them equivalent, some don’t. Fluent for example uses <span class='cmtt-10'>--ntasks-per-node=8 </span>and
+<span class='cmtt-10'>--cpus-per-task=1</span>, some just set <span class='cmtt-10'>--cpus-per-task=8 </span>and <span class='cmtt-10'>--ntasks-per-node=1</span>. If one of them is
+not \(1\) then some applications need to be told to use \(n*c\) total cores.
+</p><!-- l. 422 --><p class='indent'>   Core count associated with a job appears under, “AllocCPUS”, in the, <span class='cmtt-10'>qacct -j</span>, output.
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-20'>
+[serguei@speed-submit src] % squeue -l
+Thu Oct 19 20:32:32 2023
+JOBID PARTITION     NAME     USER    STATE       TIME TIME_LIMI  NODES NODELIST(REASON)
+ 2652        ps interact   a_user  RUNNING   9:35:18 1-00:00:00      1 speed-07
+[serguei@speed-submit src] % sacct -j 2652
+JobID           JobName  Partition    Account  AllocCPUS      State ExitCode
+------------ ---------- ---------- ---------- ---------- ---------- --------
+2652         interacti+         ps     speed1         20    RUNNING      0:0
+2652.intera+ interacti+                speed1         20    RUNNING      0:0
+2652.extern      extern                speed1         20    RUNNING      0:0
+2652.0       gydra_pmi+                speed1         20  COMPLETED      0:0
+2652.1       gydra_pmi+                speed1         20  COMPLETED      0:0
+2652.2       gydra_pmi+                speed1         20     FAILED      7:0
+2652.3       gydra_pmi+                speed1         20     FAILED      7:0
+2652.4       gydra_pmi+                speed1         20  COMPLETED      0:0
+2652.5       gydra_pmi+                speed1         20  COMPLETED      0:0
+2652.6       gydra_pmi+                speed1         20  COMPLETED      0:0
+2652.7       gydra_pmi+                speed1         20  COMPLETED      0:0
+</pre>
+<!-- l. 446 --><p class='nopar'>
+</p><!-- l. 450 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='interactive-jobs'><span class='titlemark'>2.8   </span> <a id='x1-230002.8'></a>Interactive Jobs</h4>
-<!-- l. 279 --><p class='noindent'>Job sessions can be interactive, instead of batch (script) based. Such sessions can be useful for testing
-and optimising code and resource requirements prior to batch submission. To request an interactive
-job session, use, <span class='cmtt-10'>qlogin [options]</span>, similarly to a <span class='cmtt-10'>qsub </span>command-line job (e.g., <span class='cmtt-10'>qlogin -N
-qlogin-test -l h_vmem=1G</span>). Note that the options that are available for <span class='cmtt-10'>qsub </span>are not necessarily
-available for <span class='cmtt-10'>qlogin</span>, notably, <span class='cmtt-10'>-cwd</span>, and, <span class='cmtt-10'>-v</span>.
-</p><!-- l. 288 --><p class='noindent'>
+<!-- l. 453 --><p class='noindent'>Job sessions can be interactive, instead of batch (script) based. Such sessions can be useful for testing,
+debugging, and optimising code and resource requirements, conda or python virtual environments
+setup, or any likewise preparatory work prior to batch submission.
+</p><!-- l. 459 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='command-line'><span class='titlemark'>2.8.1   </span> <a id='x1-240002.8.1'></a>Command Line</h5>
+<!-- l. 461 --><p class='noindent'>To request an interactive job session, use, <span class='cmtt-10'>salloc [options]</span>, similarly to a <span class='cmtt-10'>sbatch </span>command-line
+job, e.g.,
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-21'>
+salloc -J interactive-test --mem=1G -p ps -n 8
+</pre>
+<!-- l. 469 --><p class='nopar'> Inside the allocated <span class='cmtt-10'>salloc </span>session you can run shell commands as usual; it is recommended to use
+<span class='cmtt-10'>srun </span>for the heavy compute steps inside <span class='cmtt-10'>salloc</span>. If it is a quick a short job just to compile something,
+e.g., on a GPU node you can use an interactive <span class='cmtt-10'>srun </span>directly (note no <span class='cmtt-10'>srun </span>can run within <span class='cmtt-10'>srun</span>),
+e.g., a 1 hour allocation:
+</p><!-- l. 483 --><p class='indent'>   For <span class='cmtt-10'>tcsh</span>:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-22'>
+srun --pty -n 8 -p pg --gpus=1 -t 60 /encs/bin/tcsh
+</pre>
+<!-- l. 486 --><p class='nopar'>
+</p><!-- l. 488 --><p class='indent'>   For <span class='cmtt-10'>bash</span>:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-23'>
+srun --pty -n 8 -p pg --gpus=1 -t 60 /encs/bin/bash
+</pre>
+<!-- l. 491 --><p class='nopar'>
+</p><!-- l. 494 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='graphical-applications'><span class='titlemark'>2.8.2   </span> <a id='x1-250002.8.2'></a>Graphical Applications</h5>
+<!-- l. 496 --><p class='noindent'>If you need to run an on-Speed graphical-based UI application (e.g., MALTLAB, Abaqus CME, etc.),
+or an IDE (PyCharm, VSCode, Eclipse) to develop and test your job’s code interactively you need to
+enable X11-forwarding from your client machine to speed then to the compute node. To do
+so:
+</p><!-- l. 502 --><p class='indent'>
+     </p><ol class='enumerate1'>
+<li class='enumerate' id='x1-25002x1'>
+     <!-- l. 504 --><p class='noindent'>you need to run an X server on your client machine, such as, </p>
+         <ul class='itemize1'>
+         <li class='itemize'>on  Windows:  MobaXterm  with  X  turned  on,  or  Xming  +  PuTTY  with  X11
+         forwarding, or XOrg under Cygwin
+         </li>
+         <li class='itemize'>on macOS: XQuarz – use its <span class='cmtt-10'>xterm </span>and <span class='cmtt-10'>ssh -X</span>
+         </li>
+         <li class='itemize'>on Linux just use <span class='cmtt-10'>ssh -X speed.encs.concordia.ca</span></li></ul>
+     <!-- l. 511 --><p class='noindent'>See <a class='url' href='https://www.concordia.ca/ginacody/aits/support/faq/xserver.html'><span class='cmtt-10'>https://www.concordia.ca/ginacody/aits/support/faq/xserver.html</span></a> for
+     details.
+     </p></li>
+<li class='enumerate' id='x1-25004x2'>
+     <!-- l. 515 --><p class='noindent'>verify your X connection was properly forwarded by printing the <span class='cmtt-10'>DISPLAY </span>variable:
+     </p><!-- l. 517 --><p class='noindent'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>echo $DISPLAY</span></span></span> If it has no output, then your X forwarding is not on and you may need to
+     re-login to Speed.
+     </p></li>
+<li class='enumerate' id='x1-25006x3'>
+     <!-- l. 521 --><p class='noindent'>Use the <span class='cmtt-10'>--x11 </span>with <span class='cmtt-10'>salloc </span>or <span class='cmtt-10'>srun</span>:
+     </p><!-- l. 523 --><p class='noindent'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>salloc ... --x11=first ...</span></span></span>
+                                                                               
+
+                                                                               
+     </p></li>
+<li class='enumerate' id='x1-25008x4'>Once landed on a compute node, verify <span class='cmtt-10'>DISPLAY </span>again.
+     </li>
+<li class='enumerate' id='x1-25010x5'>While running under scheduler, unset <span class='cmtt-10'>XDG_RUNTIME_DIR</span>.
+     </li>
+<li class='enumerate' id='x1-25012x6'>
+     <!-- l. 532 --><p class='noindent'>Launch your graphical application:
+     </p><!-- l. 534 --><p class='noindent'><span class='cmtt-10'>module load </span>the required version, then <span class='cmtt-10'>matlab</span>, or <span class='cmtt-10'>abaqus cme</span>, etc.</p></li></ol>
+<!-- l. 538 --><p class='indent'>   Here’s an example of starting PyCharm, of which we made a sample local installation. You can
+make a similar install under your own directory. If using VSCode, it’s currently only supported with
+the <span class='cmtt-10'>--no-sandbox </span>option.
+                                                                               
+
+                                                                               
 </p>
-   <h4 class='subsectionHead' id='scheduler-environment-variables'><span class='titlemark'>2.9   </span> <a id='x1-240002.9'></a>Scheduler Environment Variables</h4>
-<!-- l. 290 --><p class='noindent'>The scheduler presents a number of environment variables that can be used in your jobs. Three of the
-more useful are <span class='cmtt-10'>TMPDIR</span>, <span class='cmtt-10'>SGE_O_WORKDIR</span>, and <span class='cmtt-10'>NSLOTS</span>:
+   <pre class='verbatim' id='verbatim-24'>
+bash-3.2$ ssh -X speed (XQuartz xterm, PuTTY or MobaXterm have X11 forwarding too)
+serguei@speed’s password:
+[serguei@speed-submit ~] % echo $DISPLAY
+localhost:14.0
+[serguei@speed-submit ~] % srun -p ps --pty --x11=first --mem 4000 -t 0-06:00 /encs/bin/bash
+bash-4.4$ echo $DISPLAY
+localhost:77.0
+bash-4.4$ hostname
+speed-01.encs.concordia.ca
+bash-4.4$ unset XDG_RUNTIME_DIR
+bash-4.4$ /speed-scratch/nag-public/bin/pycharm.sh
+</pre>
+<!-- l. 555 --><p class='nopar'>
+</p>
+   <figure class='figure' id='-pycharm-starting-up-on-a-speed-node'> 
+
+                                                                               
+
+                                                                               
+<a id='x1-250134'></a>
+                                                                               
+
+                                                                               
+<!-- l. 559 --><p class='noindent'><img alt='PIC' height='412' src='images/pycharm.png' width='412' />
+</p>
+<figcaption class='caption'><span class='id'>Figure 4: </span><span class='content'>PyCharm Starting up on a Speed Node</span></figcaption><!-- tex4ht:label?: x1-250134  -->
+                                                                               
+
+                                                                               
+   </figure>
+   <h4 class='subsectionHead' id='scheduler-environment-variables'><span class='titlemark'>2.9   </span> <a id='x1-260002.9'></a>Scheduler Environment Variables</h4>
+<!-- l. 569 --><p class='noindent'>The scheduler presents a number of environment variables that can be used in your jobs. You can
+invoke <span class='cmtt-10'>env </span>or <span class='cmtt-10'>printenv </span>in your job to know what hose are (most begin with the prefix <span class='cmtt-10'>SLURM</span>). Some
+of the more useful ones are:
 </p>
      <ul class='itemize1'>
-     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR</span>=the path to the job’s temporary space on the node. It <span class='cmti-10'>only </span>exists for the duration
-     of the job, so if data in the temporary space are important, they absolutely need to be
-     accessed before the job terminates.
+     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>– the path to the job’s temporary space on the node. It <span class='cmti-10'>only  </span>exists for the
+     duration of the job, so if data in the temporary space are important, they absolutely need
+     to be accessed before the job terminates.
      </li>
-     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SGE_O_WORKDIR</span>=the path to the job’s working directory (likely an NFS-mounted path).
-     If, <span class='cmtt-10'>-cwd</span>, was stipulated, that path is taken; if not, the path defaults to your home directory.
+     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_SUBMIT_DIR </span>– the path to the job’s working directory (likely an NFS-mounted
+     path). If, <span class='cmtt-10'>--chdir</span>, was stipulated, that path is taken; if not, the path defaults to your
+     home directory.
      </li>
-     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>NSLOTS</span>=the number of cores requested for the job. This variable can be used in place of
-     hardcoded thread-request declarations.
-</li></ul>
-<!-- l. 311 --><p class='noindent'>In Figure <a href='#-source-code-for-tmpdirsh'>2<!-- tex4ht:ref: fig:tmpdir.sh  --></a> is a sample script, using all three.
+     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_JOBID </span>– your current jobs ID, useful for some manipulation and reporting.
+     </li>
+     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_JOB_NODELIST</span>=nodes participating in your job.
+     </li>
+     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_ARRAY_TASK_ID</span>=for array jobs (see Section <a href='#array-jobs'>2.6<!-- tex4ht:ref: sect:array-jobs  --></a>).
+     </li>
+     <li class='itemize'>
+     <!-- l. 610 --><p class='noindent'>See a more complete list here:
+</p>
+         <ul class='itemize2'>
+         <li class='itemize'><a class='url' href='https://slurm.schedmd.com/srun.html#SECTION_INPUT-ENVIRONMENT-VARIABLES'><span class='cmtt-9'>https://slurm.schedmd.com/srun.html#SECTION_INPUT-ENVIRONMENT-VARIABLES</span></a>
+         </li>
+         <li class='itemize'><a class='url' href='https://slurm.schedmd.com/srun.html#SECTION_OUTPUT-ENVIRONMENT-VARIABLES'><span class='cmtt-9'>https://slurm.schedmd.com/srun.html#SECTION_OUTPUT-ENVIRONMENT-VARIABLES</span></a></li></ul>
+     </li></ul>
+<!-- l. 623 --><p class='noindent'>In Figure <a href='#-source-code-for-tmpdirsh'>5<!-- tex4ht:ref: fig:tmpdir.sh  --></a> is a sample script, using some of these.
 </p>
    <figure class='figure' id='-source-code-for-tmpdirsh'> 
 
                                                                                
 
                                                                                
-<a id='x1-240152'></a>
+<a id='x1-260195'></a>
                                                                                
 
                                                                                
-<!-- l. 315 --><pre class='lstinputlisting' id='listing-2'><span class='label'><a id='x1-24002r1'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>!/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>encs</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>bin</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>tcsh</span></span> 
-<span class='label'><a id='x1-24003r2'></a></span> 
-<span class='label'><a id='x1-24004r3'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-N envs</span> 
-</span><span class='label'><a id='x1-24005r4'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-cwd</span> 
-</span><span class='label'><a id='x1-24006r5'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-pe smp 8</span> 
-</span><span class='label'><a id='x1-24007r6'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-l h_vmem=32G</span> 
-</span><span class='label'><a id='x1-24008r7'></a></span> 
-<span class='label'><a id='x1-24009r8'></a></span><span style='color:#000000'><span class='cmtt-8'>cd</span></span><span style='color:#000000'> <span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR</span> 
-</span><span class='label'><a id='x1-24010r9'></a></span><span style='color:#000000'><span class='cmtt-8'>mkdir</span></span><span style='color:#000000'> <span class='cmtt-8'>input</span> 
-</span><span class='label'><a id='x1-24011r10'></a></span><span style='color:#000000'><span class='cmtt-8'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8'>-av </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SGE_O_WORKDIR/references/ input/</span> 
-</span><span class='label'><a id='x1-24012r11'></a></span><span style='color:#000000'><span class='cmtt-8'>mkdir</span></span><span style='color:#000000'> <span class='cmtt-8'>results</span> 
-</span><span class='label'><a id='x1-24013r12'></a></span><span style='color:#000000'><span class='cmtt-8'>STAR</span></span><span style='color:#000000'> <span class='cmtt-8'>--inFiles </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/input --parallel </span><span class='tctt-0800'>$</span><span class='cmtt-8'>NSLOTS --outFiles </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/results</span> 
-</span><span class='label'><a id='x1-24014r13'></a></span><span style='color:#000000'><span class='cmtt-8'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8'>-av </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/results/ </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SGE_O_WORKDIR/processed/</span></span>
+<!-- l. 627 --><pre class='lstinputlisting' id='listing-2'><span class='label'><a id='x1-26002r1'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>!/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>encs</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>bin</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>tcsh</span></span> 
+<span class='label'><a id='x1-26003r2'></a></span> 
+<span class='label'><a id='x1-26004r3'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--job-name=tmpdir</span> </span><span class='cmitt-10x-x-80'>     </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Give the job a name</span> 
+</span><span class='label'><a id='x1-26005r4'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--mail-type=ALL</span> </span><span class='cmitt-10x-x-80'>       </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Receive all email type notifications</span> 
+</span><span class='label'><a id='x1-26006r5'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--mail-user=</span><span class='tcit-0800'>$</span><span class='cmitt-10x-x-80'>USER</span> 
+</span><span class='label'><a id='x1-26007r6'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--chdir=./</span> </span><span class='cmitt-10x-x-80'>            </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Use currect directory as working directory</span> 
+</span><span class='label'><a id='x1-26008r7'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--nodes=1</span> 
+</span><span class='label'><a id='x1-26009r8'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--ntasks=1</span> 
+</span><span class='label'><a id='x1-26010r9'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--cpus-per-task=8</span> </span><span class='cmitt-10x-x-80'>     </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Request 8 cores</span> 
+</span><span class='label'><a id='x1-26011r10'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--mem=32G</span> </span><span class='cmitt-10x-x-80'>             </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Assign 32G memory per node</span> 
+</span><span class='label'><a id='x1-26012r11'></a></span> 
+<span class='label'><a id='x1-26013r12'></a></span><span style='color:#000000'><span class='cmtt-8'>cd</span></span><span style='color:#000000'> <span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR</span> 
+</span><span class='label'><a id='x1-26014r13'></a></span><span style='color:#000000'><span class='cmtt-8'>mkdir</span></span><span style='color:#000000'> <span class='cmtt-8'>input</span> 
+</span><span class='label'><a id='x1-26015r14'></a></span><span style='color:#000000'><span class='cmtt-8'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8'>-av </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SLURM_SUBMIT_DIR/references/ input/</span> 
+</span><span class='label'><a id='x1-26016r15'></a></span><span style='color:#000000'><span class='cmtt-8'>mkdir</span></span><span style='color:#000000'> <span class='cmtt-8'>results</span> 
+</span><span class='label'><a id='x1-26017r16'></a></span><span style='color:#000000'><span class='cmtt-8'>srun</span></span><span style='color:#000000'> <span class='cmtt-8'>STAR --inFiles </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/input --parallel </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SRUN_CPUS_PER_TASK --outFiles </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/results</span> 
+</span><span class='label'><a id='x1-26018r17'></a></span><span style='color:#000000'><span class='cmtt-8'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8'>-av </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/results/ </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SLURM_SUBMIT_DIR/processed/</span></span>
 </pre>
-<figcaption class='caption'><span class='id'>Figure 2: </span><span class='content'>Source code for <a class='url' href='tmpdir.sh'><span class='cmtt-10'>tmpdir.sh</span></a></span></figcaption><!-- tex4ht:label?: x1-240152  -->
+<figcaption class='caption'><span class='id'>Figure 5: </span><span class='content'>Source code for <a class='url' href='tmpdir.sh'><span class='cmtt-10'>tmpdir.sh</span></a></span></figcaption><!-- tex4ht:label?: x1-260195  -->
                                                                                
 
                                                                                
    </figure>
-   <h4 class='subsectionHead' id='ssh-keys-for-mpi'><span class='titlemark'>2.10   </span> <a id='x1-250002.10'></a>SSH Keys For MPI</h4>
-<!-- l. 383 --><p class='noindent'>Some programs effect their parallel processing via MPI (which is a communication protocol). An
+   <h4 class='subsectionHead' id='ssh-keys-for-mpi'><span class='titlemark'>2.10   </span> <a id='x1-270002.10'></a>SSH Keys For MPI</h4>
+<!-- l. 501 --><p class='noindent'>Some programs effect their parallel processing via MPI (which is a communication protocol). An
 example of such software is Fluent. MPI needs to have ‘passwordless login’ set up, which means SSH
 keys. In your NFS-mounted home directory:
 </p>
@@ -860,118 +1087,154 @@ <h4 class='subsectionHead' id='ssh-keys-for-mpi'><span class='titlemark'>2.10
      <li class='itemize'>Set  file  permissions  of  <span class='cmtt-10'>authorized_keys </span>to  600;  of  your  NFS-mounted  home  to  700
      (note that you likely will not have to do anything here, as most people will have those
      permissions by default).</li></ul>
-<!-- l. 403 --><p class='noindent'>
+<!-- l. 521 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='creating-virtual-environments'><span class='titlemark'>2.11   </span> <a id='x1-260002.11'></a>Creating Virtual Environments</h4>
-<!-- l. 406 --><p class='noindent'>The following documentation is specific to the <span class='cmbx-10'>Speed </span>HPC Facility at the Gina Cody School of
-Engineering and Computer Science.
-</p><!-- l. 410 --><p class='noindent'>
+   <h4 class='subsectionHead' id='creating-virtual-environments'><span class='titlemark'>2.11   </span> <a id='x1-280002.11'></a>Creating Virtual Environments</h4>
+<!-- l. 524 --><p class='noindent'>The following documentation is specific to the <span class='cmbx-10'>Speed </span>HPC Facility at the Gina Cody School of
+Engineering and Computer Science. Virtual environments typically instantiated via Conda or Python.
+Another option is Singularity detailed in Section <a href='#singularity-containers'>2.16<!-- tex4ht:ref: sect:singularity-containers  --></a>.
+</p><!-- l. 531 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='anaconda'><span class='titlemark'>2.11.1   </span> <a id='x1-270002.11.1'></a>Anaconda</h5>
-<!-- l. 412 --><p class='noindent'>To create an anaconda environment in your speed-scratch directory, use the <span class='cmtt-10'>prefix </span>option when
-executing <span class='cmtt-10'>conda create</span>. For example, to create an anaconda environment for <span class='cmtt-10'>ai_user</span>, execute the
+   <h5 class='subsubsectionHead' id='anaconda'><span class='titlemark'>2.11.1   </span> <a id='x1-290002.11.1'></a>Anaconda</h5>
+<!-- l. 534 --><p class='noindent'>To create an anaconda environment in your speed-scratch directory, use the <span class='cmtt-10'>prefix </span>option when
+executing <span class='cmtt-10'>conda create</span>. For example, to create an anaconda environment for <span class='cmtt-10'>a_user</span>, execute the
 following at the command line:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-21'>
+   <pre class='verbatim' id='verbatim-25'>
 conda create --prefix /speed-scratch/a_user/myconda
 </pre>
-<!-- l. 418 --><p class='nopar'>
-</p><!-- l. 421 --><p class='noindent'><span class='cmbx-10'>Note: </span>Without the <span class='cmtt-10'>prefix </span>option, the <span class='cmtt-10'>conda create </span>command creates the environment in
-texttta_user’s home directory by default.
+<!-- l. 540 --><p class='nopar'>
+</p><!-- l. 543 --><p class='noindent'><span class='cmbx-10'>Note: </span>Without the <span class='cmtt-10'>prefix </span>option, the <span class='cmtt-10'>conda create </span>command creates the environment in <span class='cmtt-10'>a_user</span>’s
+home directory by default.
 </p>
-<!-- l. 427 --><p class='noindent'><span class='paragraphHead' id='list-environments'><a id='x1-28000'></a><span class='cmbx-10'>List Environments.</span></span>
+<!-- l. 549 --><p class='noindent'><span class='paragraphHead' id='list-environments'><a id='x1-30000'></a><span class='cmbx-10'>List Environments.</span></span>
    To view your conda environments, type: <span class='cmtt-10'>conda info --envs</span>
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-22'>
+   <pre class='verbatim' id='verbatim-26'>
 # conda environments:
 #
 base                  *  /encs/pkg/anaconda3-2019.07/root
                          /speed-scratch/a_user/myconda
 </pre>
-<!-- l. 436 --><p class='nopar'>
+<!-- l. 558 --><p class='nopar'>
 </p>
-<!-- l. 439 --><p class='noindent'><span class='paragraphHead' id='activate-an-environment'><a id='x1-29000'></a><span class='cmbx-10'>Activate an Environment.</span></span>
+<!-- l. 561 --><p class='noindent'><span class='paragraphHead' id='activate-an-environment'><a id='x1-31000'></a><span class='cmbx-10'>Activate an Environment.</span></span>
    Activate the environment <span class='cmtt-10'>speedscratcha_usermyconda </span>as follows
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-23'>
+   <pre class='verbatim' id='verbatim-27'>
 conda activate /speed-scratch/a_user/myconda
 </pre>
-<!-- l. 444 --><p class='nopar'> After activating your environment, add <span class='cmtt-10'>pip </span>to your environment by using
+<!-- l. 566 --><p class='nopar'> After activating your environment, add <span class='cmtt-10'>pip </span>to your environment by using
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-24'>
+   <pre class='verbatim' id='verbatim-28'>
 conda install pip
 </pre>
-<!-- l. 448 --><p class='nopar'> This will install <span class='cmtt-10'>pip </span>and <span class='cmtt-10'>pip</span>’s dependencies, including python, into the environment.
-</p><!-- l. 453 --><p class='noindent'><span class='cmbx-10'>Important Note: </span><span class='cmtt-10'>pip </span>(and <span class='cmtt-10'>pip3</span>) are used to install modules from the python distribution while
+<!-- l. 570 --><p class='nopar'> This will install <span class='cmtt-10'>pip </span>and <span class='cmtt-10'>pip</span>’s dependencies, including python, into the environment.
+</p><!-- l. 575 --><p class='noindent'><span class='cmbx-10'>Important Note: </span><span class='cmtt-10'>pip </span>(and <span class='cmtt-10'>pip3</span>) are used to install modules from the python distribution while
 <span class='cmtt-10'>conda install </span>installs modules from anaconda’s repository.
-</p><!-- l. 2 --><p class='noindent'>
+</p><!-- l. 582 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='python'><span class='titlemark'>2.11.2   </span> <a id='x1-320002.11.2'></a>Python</h5>
+<!-- l. 585 --><p class='noindent'>Setting up a Python virtual environment is fairly straightforward. We have a simple example that use
+a Python virtual environment:
+</p>
+     <ul class='itemize1'>
+     <li class='itemize'><a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/gurobi-with-python.sh'><span class='cmtt-10'>gurobi-with-python.sh</span></a></li></ul>
+<!-- l. 2 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='example-job-script-fluent'><span class='titlemark'>2.12   </span> <a id='x1-300002.12'></a>Example Job Script: Fluent</h4>
+   <h4 class='subsectionHead' id='example-job-script-fluent'><span class='titlemark'>2.12   </span> <a id='x1-330002.12'></a>Example Job Script: Fluent</h4>
    <figure class='figure' id='-source-code-for-fluentsh'> 
 
                                                                                
 
                                                                                
-<a id='x1-300163'></a>
-                                                                               
-
-                                                                               
-<!-- l. 5 --><pre class='lstinputlisting' id='listing-3'><span class='label'><a id='x1-30002r1'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>!/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>encs</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>bin</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>tcsh</span></span> 
-<span class='label'><a id='x1-30003r2'></a></span> 
-<span class='label'><a id='x1-30004r3'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-N flu10000</span> 
-</span><span class='label'><a id='x1-30005r4'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-cwd</span> 
-</span><span class='label'><a id='x1-30006r5'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-m bea</span> 
-</span><span class='label'><a id='x1-30007r6'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-pe smp 8</span> 
-</span><span class='label'><a id='x1-30008r7'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='tcit-0800'>$</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>-l h_vmem=160G</span> 
-</span><span class='label'><a id='x1-30009r8'></a></span> 
-<span class='label'><a id='x1-30010r9'></a></span><span style='color:#000000'><span class='cmtt-8'>module</span></span><span style='color:#000000'> <span class='cmtt-8'>load ansys/19.0/default</span> 
-</span><span class='label'><a id='x1-30011r10'></a></span><span style='color:#000000'><span class='cmtt-8'>cd</span></span><span style='color:#000000'> <span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR</span> 
-</span><span class='label'><a id='x1-30012r11'></a></span> 
-<span class='label'><a id='x1-30013r12'></a></span><span style='color:#000000'><span class='cmtt-8'>fluent</span></span><span style='color:#000000'> <span class='cmtt-8'>3ddp -g -i </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SGE_O_WORKDIR/fluentdata/info.jou -sgepe smp &gt; call.txt</span> 
-</span><span class='label'><a id='x1-30014r13'></a></span> 
-<span class='label'><a id='x1-30015r14'></a></span><span style='color:#000000'><span class='cmtt-8'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8'>-av </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/ </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SGE_O_WORKDIR/fluentparallel/</span></span>
+<a id='x1-330356'></a>
+                                                                               
+
+                                                                               
+<!-- l. 5 --><pre class='lstinputlisting' id='listing-3'><span class='label'><a id='x1-33002r1'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>!/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>encs</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>bin</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>tcsh</span></span> 
+<span class='label'><a id='x1-33003r2'></a></span> 
+<span class='label'><a id='x1-33004r3'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--job-name=flu10000</span> </span><span class='cmitt-10x-x-80'>   </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Give the job a name</span> 
+</span><span class='label'><a id='x1-33005r4'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--mail-type=ALL</span> </span><span class='cmitt-10x-x-80'>       </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Receive all email type notifications</span> 
+</span><span class='label'><a id='x1-33006r5'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--mail-user=</span><span class='tcit-0800'>$</span><span class='cmitt-10x-x-80'>USER@encs.concordia.ca</span> 
+</span><span class='label'><a id='x1-33007r6'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--chdir=./</span> </span><span class='cmitt-10x-x-80'>            </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Use currect directory as working directory</span> 
+</span><span class='label'><a id='x1-33008r7'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--nodes=1</span> </span><span class='cmitt-10x-x-80'>             </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Number of nodes to run on</span> 
+</span><span class='label'><a id='x1-33009r8'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--ntasks-per-node=32</span> </span><span class='cmitt-10x-x-80'>  </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Number of cores</span> 
+</span><span class='label'><a id='x1-33010r9'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--cpus-per-task=1</span> </span><span class='cmitt-10x-x-80'>     </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Number of MPI threads</span> 
+</span><span class='label'><a id='x1-33011r10'></a></span><span style='color:#000000'><span class='cmitt-10x-x-80'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-80'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>--mem=160G</span> </span><span class='cmitt-10x-x-80'>            </span><span style='color:#000000'><span class='cmitt-10x-x-80'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-80'>Assign 160G memory per node</span> 
+</span><span class='label'><a id='x1-33012r11'></a></span> 
+<span class='label'><a id='x1-33013r12'></a></span><span style='color:#000000'><span class='cmtt-8'>date</span></span> 
+<span class='label'><a id='x1-33014r13'></a></span> 
+<span class='label'><a id='x1-33015r14'></a></span><span style='color:#000000'><span class='cmtt-8'>module</span></span><span style='color:#000000'> <span class='cmtt-8'>avail ansys</span> 
+</span><span class='label'><a id='x1-33016r15'></a></span> 
+<span class='label'><a id='x1-33017r16'></a></span><span style='color:#000000'><span class='cmtt-8'>module</span></span><span style='color:#000000'> <span class='cmtt-8'>load ansys/19.2/default</span> 
+</span><span class='label'><a id='x1-33018r17'></a></span><span style='color:#000000'><span class='cmtt-8'>cd</span></span><span style='color:#000000'> <span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR</span> 
+</span><span class='label'><a id='x1-33019r18'></a></span> 
+<span class='label'><a id='x1-33020r19'></a></span><span style='color:#000000'><span class='cmtt-8'>set</span></span><span style='color:#000000'> <span class='cmtt-8'>FLUENTNODES = "‘scontrol␣show␣hostnames‘"</span> 
+</span><span class='label'><a id='x1-33021r20'></a></span><span style='color:#000000'><span class='cmtt-8'>set</span></span><span style='color:#000000'> <span class='cmtt-8'>FLUENTNODES = ‘echo </span><span class='tctt-0800'>$</span><span class='cmtt-8'>FLUENTNODES | tr ’ ’ ’,’‘</span> 
+</span><span class='label'><a id='x1-33022r21'></a></span> 
+<span class='label'><a id='x1-33023r22'></a></span><span style='color:#000000'><span class='cmtt-8'>date</span></span> 
+<span class='label'><a id='x1-33024r23'></a></span> 
+<span class='label'><a id='x1-33025r24'></a></span><span style='color:#000000'><span class='cmtt-8'>srun</span></span><span style='color:#000000'> <span class='cmtt-8'>fluent 3ddp \</span> 
+</span><span class='label'><a id='x1-33026r25'></a></span><span class='cmtt-8'>        </span><span style='color:#000000'><span class='cmtt-8'>-</span></span><span style='color:#000000'><span class='cmtt-8'>g</span></span><span style='color:#000000'> <span class='cmtt-8'>-t</span><span class='tctt-0800'>$</span><span class='cmtt-8'>SLURM_NTASKS \</span> 
+</span><span class='label'><a id='x1-33027r26'></a></span><span class='cmtt-8'>        </span><span style='color:#000000'><span class='cmtt-8'>-</span></span><span style='color:#000000'><span class='cmtt-8'>g</span></span><span style='color:#000000'><span class='cmtt-8'>-</span></span><span style='color:#000000'><span class='cmtt-8'>cnf</span></span><span style='color:#000000'><span class='cmtt-8'>=</span></span><span style='color:#000000'><span class='tctt-0800'>$</span><span class='cmtt-8'>FLUENTNODES</span></span><span style='color:#000000'> <span class='cmtt-8'>\</span> 
+</span><span class='label'><a id='x1-33028r27'></a></span><span class='cmtt-8'>        </span><span style='color:#000000'><span class='cmtt-8'>-</span></span><span style='color:#000000'><span class='cmtt-8'>i</span></span><span style='color:#000000'> <span class='tctt-0800'>$</span><span class='cmtt-8'>SLURM_SUBMIT_DIR/fluentdata/info.jou &gt; call.txt</span> 
+</span><span class='label'><a id='x1-33029r28'></a></span> 
+<span class='label'><a id='x1-33030r29'></a></span><span style='color:#000000'><span class='cmtt-8'>date</span></span> 
+<span class='label'><a id='x1-33031r30'></a></span> 
+<span class='label'><a id='x1-33032r31'></a></span><span style='color:#000000'><span class='cmtt-8'>srun</span></span><span style='color:#000000'> <span class='cmtt-8'>rsync -av </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/ </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SLURM_SUBMIT_DIR/fluentparallel/</span> 
+</span><span class='label'><a id='x1-33033r32'></a></span> 
+<span class='label'><a id='x1-33034r33'></a></span><span style='color:#000000'><span class='cmtt-8'>date</span></span>
 </pre>
-<figcaption class='caption'><span class='id'>Figure 3: </span><span class='content'>Source code for <a class='url' href='fluent.sh'><span class='cmtt-10'>fluent.sh</span></a></span></figcaption><!-- tex4ht:label?: x1-300163  -->
+<figcaption class='caption'><span class='id'>Figure 6: </span><span class='content'>Source code for <a class='url' href='fluent.sh'><span class='cmtt-10'>fluent.sh</span></a></span></figcaption><!-- tex4ht:label?: x1-330356  -->
                                                                                
 
                                                                                
    </figure>
-<!-- l. 10 --><p class='indent'>   The job script in Figure <a href='#-source-code-for-fluentsh'>3<!-- tex4ht:ref: fig:fluent.sh  --></a> runs Fluent in parallel over 32 cores. Of note, we have requested e-mail
-notifications (<span class='cmtt-10'>-m</span>), are defining the parallel environment for, <span class='cmtt-10'>fluent</span>, with, <span class='cmtt-10'>-sgepe smp </span>(<span class='cmbx-10'>very
-important</span>), and are setting <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>as the in-job location for the “moment” <a class='url' href='rfile.out'><span class='cmtt-10'>rfile.out</span></a> file (in-job,
-because the last line of the script copies everything from <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>to a directory in the user’s
-NFS-mounted home). Job progress can be monitored by examining the standard-out file (e.g.,
-<a class='url' href='flu10000.o249'><span class='cmtt-10'>flu10000.o249</span></a>), and/or by examining the “moment” file in <span class='cmtt-10'>/disk/nobackup/&lt;yourjob&gt; </span>(hint: it
-starts with your job-ID) on the node running the job. <span class='cmbx-10'>Caveat: </span>take care with journal-file file
+<!-- l. 10 --><p class='indent'>   The job script in Figure <a href='#-source-code-for-fluentsh'>6<!-- tex4ht:ref: fig:fluent.sh  --></a> runs Fluent in parallel over 32 cores. Of note, we have requested
+e-mail notifications (<span class='cmtt-10'>--mail-type</span>), are defining the parallel environment for, <span class='cmtt-10'>fluent</span>, with,
+<span class='cmtt-10'>-t</span><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_NTASKS </span>and <span class='cmtt-10'>-g-cnf=</span><span class='tctt-1000'>$</span><span class='cmtt-10'>FLUENTNODES </span>(<span class='cmbx-10'>very important</span>), and are setting <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>as
+the in-job location for the “moment” <a class='url' href='rfile.out'><span class='cmtt-10'>rfile.out</span></a> file (in-job, because the last line of the
+script copies everything from <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>to a directory in the user’s NFS-mounted home).
+Job progress can be monitored by examining the standard-out file (e.g., <span class='cmtt-10'>slurm-249.out</span>),
+and/or by examining the “moment” file in <span class='cmtt-10'>/disk/nobackup/&lt;yourjob&gt; </span>(hint: it starts
+with your job-ID) on the node running the job. <span class='cmbx-10'>Caveat: </span>take care with journal-file file
 paths.
 </p>
-   <h4 class='subsectionHead' id='example-job-efficientdet'><span class='titlemark'>2.13   </span> <a id='x1-310002.13'></a>Example Job: efficientdet</h4>
-<!-- l. 24 --><p class='noindent'>The following steps describing how to create an efficientdet environment on <span class='cmti-10'>Speed</span>, were submitted by
+   <h4 class='subsectionHead' id='example-job-efficientdet'><span class='titlemark'>2.13   </span> <a id='x1-340002.13'></a>Example Job: efficientdet</h4>
+<!-- l. 27 --><p class='noindent'>The following steps describing how to create an efficientdet environment on <span class='cmti-10'>Speed</span>, were submitted by
 a member of Dr. Amer’s research group.
 </p>
      <ul class='itemize1'>
-     <li class='itemize'>Enter        your        ENCS        user        account’s        speed-scratch        directory
-     <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>cd /speed-scratch/&lt;encs_username&gt;</span></span></span>
+     <li class='itemize'>Enter your ENCS user account’s speed-scratch directory<br class='newline' /><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>cd /speed-scratch/&lt;encs_username&gt;</span></span></span>
      </li>
-     <li class='itemize'>load                                python                                <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>module load python/3.8.3</span></span></span>
-     create virtual environment <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>python3 -m venv &lt;env_name&gt;</span></span></span> activate virtual environment
-     <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>source &lt;env_name&gt;/bin/activate.csh</span></span></span> install DL packages for Efficientdet</li></ul>
+     <li class='itemize'>
+     <!-- l. 35 --><p class='noindent'>Next </p>
+         <ul class='itemize2'>
+         <li class='itemize'>load python <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>module load python/3.8.3</span></span></span>
+         </li>
+         <li class='itemize'>create virtual environment <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>python3 -m venv &lt;env_name&gt;</span></span></span>
+         </li>
+         <li class='itemize'>activate virtual environment <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>source &lt;env_name&gt;/bin/activate.csh</span></span></span>
+         </li>
+         <li class='itemize'>install DL packages for Efficientdet</li></ul>
+     </li></ul>
                                                                                
 
                                                                                
-<pre class='verbatim' id='verbatim-25'>
+<pre class='verbatim' id='verbatim-29'>
 pip install tensorflow==2.7.0
 pip install lxml&gt;=4.6.1
 pip install absl-py&gt;=0.10.0
@@ -987,197 +1250,178 @@ <h4 class='subsectionHead' id='example-job-efficientdet'><span class='titlemark'
 pip install Cython&gt;=0.29.13
 pip install git+https://github.com/cocodataset/cocoapi.git#subdirectory=PythonAPI
 </pre>
-<!-- l. 52 --><p class='nopar'>
-</p><!-- l. 55 --><p class='noindent'>
+<!-- l. 63 --><p class='nopar'>
+</p><!-- l. 67 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='java-jobs'><span class='titlemark'>2.14   </span> <a id='x1-320002.14'></a>Java Jobs</h4>
-<!-- l. 57 --><p class='noindent'>Jobs that call <span class='cmtt-10'>java </span>have a memory overhead, which needs to be taken into account when assigning a
-value to <span class='cmtt-10'>h_vmem</span>. Even the most basic <span class='cmtt-10'>java </span>call, <span class='cmtt-10'>java -Xmx1G -version</span>, will need to have, <span class='cmtt-10'>-l
-h_vmem=5G</span>, with the 4-GB difference representing the memory overhead. Note that this memory
+   <h4 class='subsectionHead' id='java-jobs'><span class='titlemark'>2.14   </span> <a id='x1-350002.14'></a>Java Jobs</h4>
+<!-- l. 70 --><p class='noindent'>Jobs that call <span class='cmtt-10'>java </span>have a memory overhead, which needs to be taken into account when assigning a
+value to <span class='cmtt-10'>--mem</span>. Even the most basic <span class='cmtt-10'>java </span>call, <span class='cmtt-10'>java -Xmx1G -version</span>, will need to have,
+<span class='cmtt-10'>--mem=5G</span>, with the 4-GB difference representing the memory overhead. Note that this memory
 overhead grows proportionally with the value of <span class='cmtt-10'>-Xmx</span>. To give you an idea, when <span class='cmtt-10'>-Xmx </span>has a
-value of 100G, <span class='cmtt-10'>h_vmem </span>has to be at least 106G; for 200G, at least 211G; for 300G, at least
+value of 100G, <span class='cmtt-10'>--mem </span>has to be at least 106G; for 200G, at least 211G; for 300G, at least
 314G.
-</p><!-- l. 68 --><p class='noindent'>
+</p><!-- l. 84 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='scheduling-on-the-gpu-nodes'><span class='titlemark'>2.15   </span> <a id='x1-330002.15'></a>Scheduling On The GPU Nodes</h4>
-<!-- l. 70 --><p class='noindent'>The primary cluster has two GPU nodes, each with six Tesla (CUDA-compatible) P6 cards: each card
+   <h4 class='subsectionHead' id='scheduling-on-the-gpu-nodes'><span class='titlemark'>2.15   </span> <a id='x1-360002.15'></a>Scheduling On The GPU Nodes</h4>
+<!-- l. 86 --><p class='noindent'>The primary cluster has two GPU nodes, each with six Tesla (CUDA-compatible) P6 cards: each card
 has 2048 cores and 16GB of RAM. Though note that the P6 is mainly a single-precision card, so
 unless you need the GPU double precision, double-precision calculations will be faster on a CPU
 node.
-</p><!-- l. 75 --><p class='indent'>   Job scripts for the GPU queue differ in that they do not need these statements:
-                                                                               
-
-                                                                               
-</p>
-   <pre class='verbatim' id='verbatim-26'>
-#$ -pe smp &lt;threadcount&gt;
-#$ -l h_vmem=&lt;memory&gt;G
-</pre>
-<!-- l. 81 --><p class='nopar'>
-</p><!-- l. 83 --><p class='indent'>   But do need this statement, which attaches either a single GPU, or, two GPUs, to the
-job:
+</p><!-- l. 91 --><p class='indent'>   Job scripts for the GPU queue differ in that they need this statement, which attaches either a
+single GPU, or, two GPUs, to the job:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-27'>
-#$ -l gpu=[1|2]
+   <pre class='verbatim' id='verbatim-30'>
+#SBATCH --gpus=[1|2]
 </pre>
-<!-- l. 88 --><p class='nopar'>
-</p><!-- l. 90 --><p class='indent'>   Single-GPU jobs are granted 5 CPU cores and 80GB of system memory, and dual-GPU jobs are
-granted 10 CPU cores and 160GB of system memory. A total of <span class='cmti-10'>four </span>GPUs can be actively attached
-to any one user at any given time.
-</p><!-- l. 95 --><p class='indent'>   Once that your job script is ready, you can submit it to the GPU queue with:
+<!-- l. 109 --><p class='nopar'>
+</p><!-- l. 117 --><p class='indent'>   Once that your job script is ready, you can submit it to the GPU partition (queue)
+with:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-28'>
-qsub -q g.q ./&lt;myscript&gt;.sh
+   <pre class='verbatim' id='verbatim-31'>
+sbatch -p pg ./&lt;myscript&gt;.sh
 </pre>
-<!-- l. 100 --><p class='nopar'>
-</p><!-- l. 102 --><p class='indent'>   And you can query <span class='cmtt-10'>nvidia-smi </span>on the node that is running your job with:
+<!-- l. 125 --><p class='nopar'>
+</p><!-- l. 127 --><p class='indent'>   And you can query <span class='cmtt-10'>nvidia-smi </span>on the node that is running your job with:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-29'>
-ssh &lt;username&gt;@speed[-05|-17] nvidia-smi
+   <pre class='verbatim' id='verbatim-32'>
+ssh &lt;username&gt;@speed[-05|-17|37-43] nvidia-smi
 </pre>
-<!-- l. 106 --><p class='nopar'>
-</p><!-- l. 108 --><p class='indent'>   Status of the GPU queue can be queried with:
+<!-- l. 131 --><p class='nopar'>
+</p><!-- l. 133 --><p class='indent'>   Status of the GPU queue can be queried with:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-30'>
-qstat -f -u "*" -q g.q
+   <pre class='verbatim' id='verbatim-33'>
+sinfo -p pg --long --Node
 </pre>
-<!-- l. 112 --><p class='nopar'>
-</p><!-- l. 114 --><p class='indent'>   <span class='cmbx-10'>Very important note </span>regarding TensorFlow and PyTorch: if you are planning to run TensorFlow
-and/or PyTorch multi-GPU jobs, do not use the <span class='cmtt-10'>tf.distribute </span>and/or<br class='newline' /><span class='cmtt-10'>torch.nn.DataParallel </span>functions, as they will crash the compute node (100% certainty). This
-appears to be the current hardware’s architecture’s defect. The workaround is to either manually
-effect GPU parallelisation (TensorFlow has an example on how to do this), or to run on a single
-GPU.
-</p><!-- l. 127 --><p class='noindent'><span class='cmbx-10'>Important</span>
-</p><!-- l. 131 --><p class='indent'>   Users without permission to use the GPU nodes can submit jobs to the <span class='cmtt-10'>g.q </span>queue but those jobs
-will hang and never run.
-</p><!-- l. 134 --><p class='indent'>   There are two GPUs in both <span class='cmtt-10'>speed-05 </span>and <span class='cmtt-10'>speed-17</span>, and one in <span class='cmtt-10'>speed-19</span>. Their availability is
-seen with, <span class='cmtt-10'>qstat -F g </span>(note the capital):
+<!-- l. 140 --><p class='nopar'>
+</p><!-- l. 142 --><p class='noindent'><span class='cmbx-10'>Very important note </span>regarding TensorFlow and PyTorch: if you are planning to run TensorFlow
+and/or PyTorch multi-GPU jobs, <span class='cmbx-10'>do not </span>use the <span class='cmtt-10'>tf.distribute </span>and/or<br class='newline' /><span class='cmtt-10'>torch.nn.DataParallel </span>functions on <span class='cmbx-10'>speed-01,05,17</span>, as they will crash the compute node (100%
+certainty). This appears to be the current hardware’s architecture’s defect. The workaround is to
+either manually effect GPU parallelisation (TensorFlow has an example on how to do this), or to run
+on a single GPU.
+</p><!-- l. 156 --><p class='noindent'><span class='cmbx-10'>Important</span>
+</p><!-- l. 161 --><p class='indent'>   Users without permission to use the GPU nodes can submit jobs to the <span class='cmtt-10'>pg </span>partition, but those
+jobs will hang and never run. Their availability is seen with:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-31'>
-queuename                      qtype resv/used/tot. load_avg arch          states
----------------------------------------------------------------------------------
-...
----------------------------------------------------------------------------------
-g.q@speed-05.encs.concordia.ca BIP   0/0/32         0.04     lx-amd64
-        hc:gpu=6
----------------------------------------------------------------------------------
-g.q@speed-17.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64
-        hc:gpu=6
----------------------------------------------------------------------------------
-...
----------------------------------------------------------------------------------
-s.q@speed-19.encs.concordia.ca BIP   0/32/32        32.37    lx-amd64
-        hc:gpu=1
----------------------------------------------------------------------------------
-etc.
+   <pre class='verbatim' id='verbatim-34'>
+[serguei@speed-submit src] % sinfo -p pg --long --Node
+Thu Oct 19 22:31:04 2023
+NODELIST   NODES PARTITION       STATE CPUS    S:C:T MEMORY TMP_DISK WEIGHT AVAIL_FE REASON
+speed-05       1        pg        idle 32     2:16:1 515490        0      1    gpu16 none
+speed-17       1        pg     drained 32     2:16:1 515490        0      1    gpu16 UGE
+speed-25       1        pg        idle 32     2:16:1 257458        0      1    gpu32 none
+speed-27       1        pg        idle 32     2:16:1 257458        0      1    gpu32 none
+[serguei@speed-submit src] % sinfo -p pt --long --Node
+Thu Oct 19 22:32:39 2023
+NODELIST   NODES PARTITION       STATE CPUS    S:C:T MEMORY TMP_DISK WEIGHT AVAIL_FE REASON
+speed-37       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-38       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-39       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-40       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-41       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-42       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-43       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
 </pre>
-<!-- l. 156 --><p class='nopar'>
-</p><!-- l. 159 --><p class='indent'>   This status demonstrates that all five are available (i.e., have not been requested as resources). To
-specifically request a GPU node, add, <span class='cmtt-10'>-l g=[#GPUs]</span>, to your <span class='cmtt-10'>qsub </span>(statement/script) or <span class='cmtt-10'>qlogin</span>
-(statement) request. For example, <span class='cmtt-10'>qsub -l h_vmem=1G -l g=1 ./count.sh</span>. You will see that this
-job has been assigned to one of the GPU nodes:
+<!-- l. 209 --><p class='nopar'>
+</p><!-- l. 211 --><p class='indent'>   <span class='cmr-7'>This status demonstrates that most are available (i.e., have not been requested as resources). To specifically request a
+GPU node, add, </span><span class='cmtt-8x-x-87'>--gpus=[#GPUs]</span><span class='cmr-7'>, to your </span><span class='cmtt-8x-x-87'>sbatch </span><span class='cmr-7'>(statement/script) or </span><span class='cmtt-8x-x-87'>salloc </span><span class='cmr-7'>(statement) request. For example,
+</span><span class='cmtt-8x-x-87'>sbatch -t 10 --mem=1G --gpus=1 -p pg ./tcsh.sh</span><span class='cmr-7'>. You will see that this job has been assigned to one of the GPU
+nodes.</span>
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-32'>
-queuename                      qtype resv/used/tot. load_avg arch          states
----------------------------------------------------------------------------------
-g.q@speed-05.encs.concordia.ca BIP 0/0/32 0.01 lx-amd64  hc:gpu=6
----------------------------------------------------------------------------------
-g.q@speed-17.encs.concordia.ca BIP 0/0/32 0.01 lx-amd64  hc:gpu=6
----------------------------------------------------------------------------------
-s.q@speed-19.encs.concordia.ca BIP 0/1/32 0.04 lx-amd64  hc:gpu=0 (haff=1.000000)
-       538 100.00000 count.sh   sbunnell     r     03/07/2019 02:39:39     1
----------------------------------------------------------------------------------
-etc.
+   <pre class='verbatim' id='verbatim-35'>
+[serguei@speed-submit src] % squeue -p pg -o "%15N %.6D %7P %.11T %.4c %.8z %.6m %.8d %.6w %.8f %20G %20E"
+NODELIST         NODES PARTITI       STATE MIN_    S:C:T MIN_ME MIN_TMP_  WCKEY FEATURES GROUP DEPENDENCY
+speed-05             1 pg          RUNNING    1    *:*:*     1G        0 (null)   (null) 11929     (null)
+[serguei@speed-submit src] % sinfo -p pg -o "%15N %.6D %7P %.11T %.4c %.8z %.6m %.8d %.6w %.8f %20G %20E"
+NODELIST         NODES PARTITI       STATE CPUS    S:C:T MEMORY TMP_DISK WEIGHT AVAIL_FE GRES      REASON
+speed-17             1 pg          drained   32   2:16:1 515490        0      1    gpu16 gpu:6        UGE
+speed-05             1 pg            mixed   32   2:16:1 515490        0      1    gpu16 gpu:6       none
+speed-[25,27]        2 pg             idle   32   2:16:1 257458        0      1    gpu32 gpu:2       none
 </pre>
-<!-- l. 178 --><p class='nopar'>
-</p><!-- l. 181 --><p class='indent'>   And that there are no more GPUs available on that node (<span class='cmtt-10'>hc:gpu=0</span>). Note that no more than two
-GPUs can be requested for any one job.
-</p><!-- l. 185 --><p class='noindent'>
+<!-- l. 261 --><p class='nopar'>
+</p><!-- l. 268 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='cuda'><span class='titlemark'>2.15.1   </span> <a id='x1-340002.15.1'></a>CUDA</h5>
-<!-- l. 187 --><p class='noindent'>When calling <span class='cmtt-10'>CUDA </span>within job scripts, it is important to create a link to the desired <span class='cmtt-10'>CUDA </span>libraries and
+   <h5 class='subsubsectionHead' id='cuda'><span class='titlemark'>2.15.1   </span> <a id='x1-370002.15.1'></a>CUDA</h5>
+<!-- l. 270 --><p class='noindent'>When calling <span class='cmtt-10'>CUDA </span>within job scripts, it is important to create a link to the desired <span class='cmtt-10'>CUDA </span>libraries and
 set the runtime link path to the same libraries. For example, to use the <span class='cmtt-10'>cuda-11.5 </span>libraries, specify
-the following in your Makefile.
+the following in your <span class='cmtt-10'>Makefile</span>.
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-33'>
+   <pre class='verbatim' id='verbatim-36'>
 -L/encs/pkg/cuda-11.5/root/lib64 -Wl,-rpath,/encs/pkg/cuda-11.5/root/lib64
 </pre>
-<!-- l. 194 --><p class='nopar'>
-</p><!-- l. 196 --><p class='indent'>   In your job script, specify the version of <span class='cmtt-10'>gcc </span>to use prior to calling cuda. For example: <span class='cmtt-10'>module
+<!-- l. 277 --><p class='nopar'>
+</p><!-- l. 279 --><p class='indent'>   In your job script, specify the version of <span class='cmtt-10'>gcc </span>to use prior to calling cuda. For example: <span class='cmtt-10'>module
 load gcc/8.4 </span>or <span class='cmtt-10'>module load gcc/9.3</span>
-</p><!-- l. 203 --><p class='noindent'>
+</p><!-- l. 286 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='special-notes-for-sending-cuda-jobs-to-the-gpu-queue'><span class='titlemark'>2.15.2   </span> <a id='x1-350002.15.2'></a>Special Notes for sending CUDA jobs to the GPU Queue</h5>
-<!-- l. 205 --><p class='noindent'>It is not possible to create a <span class='cmtt-10'>qlogin </span>session on to a node in the <span class='cmbx-10'>GPU Queue </span>(<span class='cmtt-10'>g.q</span>). As direct logins
-to these nodes is not available, jobs must be submitted to the <span class='cmbx-10'>GPU Queue </span>in order to compile and
-link.
-</p><!-- l. 210 --><p class='indent'>   We have several versions of CUDA installed in:
+   <h5 class='subsubsectionHead' id='special-notes-for-sending-cuda-jobs-to-the-gpu-queue'><span class='titlemark'>2.15.2   </span> <a id='x1-380002.15.2'></a>Special Notes for sending CUDA jobs to the GPU Queue</h5>
+<!-- l. 291 --><p class='noindent'>Interactive jobs (Section <a href='#interactive-jobs'>2.8<!-- tex4ht:ref: sect:interactive-jobs  --></a>) must be submitted to the <span class='cmbx-10'>GPU partition </span>in order to compile and link.
+We have several versions of CUDA installed in:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-34'>
+   <pre class='verbatim' id='verbatim-37'>
 /encs/pkg/cuda-11.5/root/
 /encs/pkg/cuda-10.2/root/
 /encs/pkg/cuda-9.2/root
 </pre>
-<!-- l. 215 --><p class='nopar'>
-</p><!-- l. 217 --><p class='indent'>   For CUDA to compile properly for the GPU queue, edit your <span class='cmtt-10'>Makefile </span>replacing <span class='cmtt-10'>usrlocalcuda</span>
-with one of the above.
-</p><!-- l. 221 --><p class='noindent'>
+<!-- l. 300 --><p class='nopar'>
+</p><!-- l. 302 --><p class='indent'>   For CUDA to compile properly for the GPU partition, edit your <span class='cmtt-10'>Makefile </span>replacing
+<span class='cmtt-10'>usrlocalcuda </span>with one of the above.
+</p><!-- l. 306 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='openiss-examples'><span class='titlemark'>2.15.3   </span> <a id='x1-360002.15.3'></a>OpenISS Examples</h5>
-<!-- l. 224 --><p class='noindent'>These represent more comprehensive research-like examples of jobs for computer vision and other
+   <h5 class='subsubsectionHead' id='openiss-examples'><span class='titlemark'>2.15.3   </span> <a id='x1-390002.15.3'></a>OpenISS Examples</h5>
+<!-- l. 309 --><p class='noindent'>These represent more comprehensive research-like examples of jobs for computer vision and other
 tasks with a lot longer runtime (a subject to the number of epochs and other parameters) derive from
 the actual research works of students and their theses. These jobs require the use of CUDA
 and GPUs. These examples are available as “native” jobs on Speed and as Singularity
 containers.
 </p>
-<!-- l. 235 --><p class='noindent'><span class='paragraphHead' id='openiss-and-reid'><a id='x1-37000'></a><span class='cmbx-10'>OpenISS and REID</span></span>
-<a id='x1-37000doc'></a>
+<!-- l. 320 --><p class='noindent'><span class='paragraphHead' id='openiss-and-reid'><a id='x1-40000'></a><span class='cmbx-10'>OpenISS and REID</span></span>
+<a id='x1-40000doc'></a>
    The example <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/openiss-reid-speed.sh'>openiss-reid-speed.sh</a> illustrates a job for a computer-vision based person
 re-identification (e.g., motion capture-based tracking for stage performance) part of the OpenISS
-project by Haotao Lai <span class='cite'>[<a href='#Xlai-haotao-mcthesis19'>7</a>]</span> using TensorFlow and Keras. The fork of the original repo <span class='cite'>[<a href='#Xopeniss-reid-tfk'>9</a>]</span> adjusted to
+project by Haotao Lai <span class='cite'>[<a href='#Xlai-haotao-mcthesis19'>10</a>]</span> using TensorFlow and Keras. The fork of the original repo <span class='cite'>[<a href='#Xopeniss-reid-tfk'>12</a>]</span> adjusted to
 to run on Speed is here:
 </p>
      <ul class='itemize1'>
      <li class='itemize'><a class='url' href='https://github.com/NAG-DevOps/openiss-reid-tfk'><span class='cmtt-10'>https://github.com/NAG-DevOps/openiss-reid-tfk</span></a></li></ul>
-<!-- l. 250 --><p class='indent'>   and its detailed description on how to run it on Speed is in the README:
+<!-- l. 335 --><p class='indent'>   and its detailed description on how to run it on Speed is in the README:
 </p>
      <ul class='itemize1'>
      <li class='itemize'><a class='url' href='https://github.com/NAG-DevOps/speed-hpc/tree/master/src#openiss-reid-tfk'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc/tree/master/src#openiss-reid-tfk</span></a></li></ul>
                                                                                
 
                                                                                
-<!-- l. 258 --><p class='noindent'><span class='paragraphHead' id='openiss-and-yolov'><a id='x1-38000'></a><span class='cmbx-10'>OpenISS and YOLOv3</span></span>
-<a id='x1-38000doc'></a>
-   The related code using YOLOv3 framework is in the the fork of the original repo <span class='cite'>[<a href='#Xopeniss-yolov3'>8</a>]</span> adjusted to
+<!-- l. 343 --><p class='noindent'><span class='paragraphHead' id='openiss-and-yolov'><a id='x1-41000'></a><span class='cmbx-10'>OpenISS and YOLOv3</span></span>
+<a id='x1-41000doc'></a>
+   The related code using YOLOv3 framework is in the the fork of the original repo <span class='cite'>[<a href='#Xopeniss-yolov3'>11</a>]</span> adjusted to
 to run on Speed is here:
 </p>
      <ul class='itemize1'>
      <li class='itemize'><a class='url' href='https://github.com/NAG-DevOps/openiss-yolov3'><span class='cmtt-10'>https://github.com/NAG-DevOps/openiss-yolov3</span></a></li></ul>
-<!-- l. 269 --><p class='indent'>   Its example job scripts can run on both CPUs and GPUs, as well as interactively using
+<!-- l. 354 --><p class='indent'>   Its example job scripts can run on both CPUs and GPUs, as well as interactively using
 TensorFlow:
 </p>
      <ul class='itemize1'>
@@ -1186,18 +1430,18 @@ <h5 class='subsubsectionHead' id='openiss-examples'><span class='titlemark'>2.15
      <li class='itemize'>CPU-based job: <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/openiss-yolo-cpu.sh'>openiss-yolo-cpu.sh</a>
      </li>
      <li class='itemize'>GPU-based jon: <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/openiss-yolo-gpu.sh'>openiss-yolo-gpu.sh</a></li></ul>
-<!-- l. 284 --><p class='indent'>   The detailed description on how to run these on Speed is in the README at:
+<!-- l. 369 --><p class='indent'>   The detailed description on how to run these on Speed is in the README at:
 </p>
      <ul class='itemize1'>
      <li class='itemize'><a class='url' href='https://github.com/NAG-DevOps/speed-hpc/tree/master/src#openiss-yolov3'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc/tree/master/src#openiss-yolov3</span></a></li></ul>
-<!-- l. 292 --><p class='noindent'>
+<!-- l. 377 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='singularity-containers'><span class='titlemark'>2.16   </span> <a id='x1-390002.16'></a>Singularity Containers</h4>
-<!-- l. 295 --><p class='noindent'>If the <span class='cmtt-10'>/encs </span>software tree does not have a required software instantaneously available, another option
+   <h4 class='subsectionHead' id='singularity-containers'><span class='titlemark'>2.16   </span> <a id='x1-420002.16'></a>Singularity Containers</h4>
+<!-- l. 380 --><p class='noindent'>If the <span class='cmtt-10'>/encs </span>software tree does not have a required software instantaneously available, another option
 is to run Singularity containers. We run EL7 flavor of Linux, and if some projects require Ubuntu or
 other distributions, there is a possibility to run that software as a container, including the ones
 translated from Docker.
-</p><!-- l. 302 --><p class='indent'>   The example <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/lambdal-singularity.sh'>lambdal-singularity.sh</a> showcases an immediate use of a container built for the
+</p><!-- l. 387 --><p class='indent'>   The example <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/lambdal-singularity.sh'>lambdal-singularity.sh</a> showcases an immediate use of a container built for the
 Ubuntu-based LambdaLabs software stack, originally built as a Docker image then pulled
 in as a Singularity container that is immediately available for use as that job example
 illustrates. The source material used for the docker image was our fork of their official repo:
@@ -1205,26 +1449,26 @@ <h4 class='subsectionHead' id='singularity-containers'><span class='titlemark'>2
                                                                                
 
                                                                                
-</p><!-- l. 312 --><p class='indent'>   NOTE: It is important if you make your own containers or pull from DockerHub, use your
+</p><!-- l. 397 --><p class='indent'>   NOTE: It is important if you make your own containers or pull from DockerHub, use your
 <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>/speed-scratch/$USER</span></span></span> directory as these images may easily consume gigs of space in your home
 directory and you’d run out of quota there very fast.
-</p><!-- l. 318 --><p class='indent'>   TIP: To check for your quota, and the corresponding commands to find big files, see:
+</p><!-- l. 403 --><p class='indent'>   TIP: To check for your quota, and the corresponding commands to find big files, see:
 <a class='url' href='https://www.concordia.ca/ginacody/aits/encs-data-storage.html'><span class='cmtt-10'>https://www.concordia.ca/ginacody/aits/encs-data-storage.html</span></a>
-</p><!-- l. 321 --><p class='indent'>   We likewise built equivalent OpenISS (Section <a href='#openiss-examples'>2.15.3<!-- tex4ht:ref: sect:openiss-examples  --></a>) containers from their Docker
-counter parts as they were used for teaching and research <span class='cite'>[<a href='#Xoi-containers-poster-siggraph2023'>11</a>]</span>. The images from
+</p><!-- l. 406 --><p class='indent'>   We likewise built equivalent OpenISS (Section <a href='#openiss-examples'>2.15.3<!-- tex4ht:ref: sect:openiss-examples  --></a>) containers from their Docker
+counter parts as they were used for teaching and research <span class='cite'>[<a href='#Xoi-containers-poster-siggraph2023'>14</a>]</span>. The images from
 <a class='url' href='https://github.com/NAG-DevOps/openiss-dockerfiles'><span class='cmtt-10'>https://github.com/NAG-DevOps/openiss-dockerfiles</span></a> and their DockerHub equivalents
 <a class='url' href='https://hub.docker.com/u/openiss'><span class='cmtt-10'>https://hub.docker.com/u/openiss</span></a> are found in the same public directory on
 <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>/speed-scratch/nag-public</span></span></span> as the LambdaLabs Singularity image. They all have <span class='cmtt-10'>.sif </span>extension.
 Some of them can be ran in both batch or interactive mode, some make more sense to
 run interactively. They cover some basics with CUDA, OpenGL rendering, and computer
 vision tasks as examples from the OpenISS library and other libraries, including the base
-images that use diffrent distros. We also include Jupyter notebook example with Conda
+images that use different distros. We also include Jupyter notebook example with Conda
 support.
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-35'>
+   <pre class='verbatim' id='verbatim-38'>
 /speed-scratch/nag-public:
 
 openiss-cuda-conda-jupyter.sif
@@ -1235,14 +1479,14 @@ <h4 class='subsectionHead' id='singularity-containers'><span class='titlemark'>2
 openiss-reid.sif
 openiss-xeyes.sif
 </pre>
-<!-- l. 344 --><p class='nopar'>
-</p><!-- l. 346 --><p class='indent'>   The currently recommended version of Singularity is <span class='cmtt-10'>singularity/3.10.4/default</span>.
-</p><!-- l. 349 --><p class='indent'>   This section comprises an introduction to working with Singularity, its containers, and what can
+<!-- l. 429 --><p class='nopar'>
+</p><!-- l. 431 --><p class='indent'>   The currently recommended version of Singularity is <span class='cmtt-10'>singularity/3.10.4/default</span>.
+</p><!-- l. 434 --><p class='indent'>   This section comprises an introduction to working with Singularity, its containers, and what can
 and cannot be done with Singularity on the ENCS infrastructure. It is not intended to be an
 exhaustive presentation of Singularity: the program’s authors do a good job of that here:
 <a class='url' href='https://www.sylabs.io/docs/'><span class='cmtt-10'>https://www.sylabs.io/docs/</span></a>. It also assumes that you have successfully installed Singularity on a
 user-managed/personal system (see next paragraph as to why).
-</p><!-- l. 356 --><p class='indent'>   Singularity containers are essentially either built from an existing container, or are built from
+</p><!-- l. 441 --><p class='indent'>   Singularity containers are essentially either built from an existing container, or are built from
 scratch. Building from scratch requires a recipe file (think of like a Dockerfile), and the operation <span class='cmti-10'>must</span>
 be effected as root. You will not have root on the ENCS infrastructure, so any built-from-scratch
 containers must be created on a user-managed/personal system. Root-level permissions are also
@@ -1253,127 +1497,122 @@ <h4 class='subsectionHead' id='singularity-containers'><span class='titlemark'>2
 containers are essentially a directory in an existing read-write space, and squashfs containers are
 a read-only compressed “file”. Note that file-system containers <span class='cmti-10'>cannot </span>be resized once
 built.
-</p><!-- l. 374 --><p class='indent'>   Note that the default build is a squashfs one. Also note what Singularity’s authors have to say
+</p><!-- l. 459 --><p class='indent'>   Note that the default build is a squashfs one. Also note what Singularity’s authors have to say
 about the builds, “A common workflow is to use the “sandbox” mode for development of
 the container, and then build it as a default (squashfs) Singularity image when done.”
 File-system containers are considered to be, “legacy”, at this point in time. When built, a
 <span class='cmti-10'>very small </span>overhead is allotted to a file-system container (think, MB), and that <span class='cmti-10'>cannot </span>be
 changed.
-</p><!-- l. 382 --><p class='indent'>   Probably for the most of your workflows you might find there is a Docker container exists for your
+</p><!-- l. 467 --><p class='indent'>   Probably for the most of your workflows you might find there is a Docker container exists for your
 tasks, in this case you can use the docker pull function of Singularity as a part of you virtual
 environment setup as an interactive job allocation:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-36'>
-qlogin
+   <pre class='verbatim' id='verbatim-39'>
+salloc --gpus=1 -n8 -t60
 cd /speed-scratch/$USER/
 singularity pull openiss-cuda-devicequery.sif docker://openiss/openiss-cuda-devicequery
 INFO:    Converting OCI blobs to SIF format
 INFO:    Starting build...
 </pre>
-<!-- l. 395 --><p class='nopar'>
-</p><!-- l. 398 --><p class='noindent'>This method can be used for converting Docker containers directly on Speed. On GPU nodes make
+<!-- l. 480 --><p class='nopar'>
+</p><!-- l. 483 --><p class='noindent'>This method can be used for converting Docker containers directly on Speed. On GPU nodes make
 sure to pass on the <span class='cmtt-10'>--nv </span>flag to Singularity, so its containers could access the GPUs. See the linked
 example.
-</p><!-- l. 464 --><p class='noindent'>
+</p><!-- l. 604 --><p class='noindent'>
 </p>
-   <h3 class='sectionHead' id='conclusion'><span class='titlemark'>3   </span> <a id='x1-400003'></a>Conclusion</h3>
-<!-- l. 467 --><p class='noindent'>The cluster is, “first come, first served”, until it fills, and then job position in the queue is
+   <h3 class='sectionHead' id='conclusion'><span class='titlemark'>3   </span> <a id='x1-430003'></a>Conclusion</h3>
+<!-- l. 607 --><p class='noindent'>The cluster is, “first come, first served”, until it fills, and then job position in the queue is
 based upon past usage. The scheduler does attempt to fill gaps, though, so sometimes a
 single-core job of lower priority will schedule before a multi-core job of higher priority, for
 example.
-</p><!-- l. 473 --><p class='noindent'>
+</p><!-- l. 613 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='important-limitations'><span class='titlemark'>3.1   </span> <a id='x1-410003.1'></a>Important Limitations</h4>
+   <h4 class='subsectionHead' id='important-limitations'><span class='titlemark'>3.1   </span> <a id='x1-440003.1'></a>Important Limitations</h4>
      <ul class='itemize1'>
      <li class='itemize'>New users are restricted to a total of 32 cores: write to <a class='url' href='rt-ex-hpc@encs.concordia.ca'><span class='cmtt-10'>rt-ex-hpc@encs.concordia.ca</span></a>
-     if you need more temporarily (256 is the maximum possible, or, 8 jobs of 32 cores each).
+     if you need more temporarily (192 is the maximum, or, 6 jobs of 32 cores each).
      </li>
-     <li class='itemize'>Job sessions are a maximum of one week in length (only 24 hours, though, for interactive
-     jobs).
+     <li class='itemize'>Batch job sessions are a maximum of one week in length (only 24 hours, though, for
+     interactive jobs, see Section <a href='#interactive-jobs'>2.8<!-- tex4ht:ref: sect:interactive-jobs  --></a>).
      </li>
      <li class='itemize'>
-     <!-- l. 486 --><p class='noindent'>Scripts can live in your NFS-provided home, but any substantial data need to be in your
+     <!-- l. 626 --><p class='noindent'>Scripts can live in your NFS-provided home, but any substantial data need to be in your
      cluster-specific directory (located at <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>/speed-scratch/&lt;ENCSusername&gt;/</span></span></span>).
-     </p><!-- l. 490 --><p class='noindent'>NFS is great for acute activity, but is not ideal for chronic activity. Any data that a
-     job will read more than once should be copied at the start to the scratch disk of a
-     compute node using <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>(and, perhaps, <span class='tctt-1000'>$</span><span class='cmtt-10'>SGE_O_WORKDIR</span>), any intermediary job data
-     should be produced in <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR</span>, and once a job is near to finishing, those data should
+     </p><!-- l. 630 --><p class='noindent'>NFS is great for acute activity, but is not ideal for chronic activity. Any data that a job will
+     read more than once should be copied at the start to the scratch disk of a compute node
+     using <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>(and, perhaps, <span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_SUBMIT_DIR</span>), any intermediary job data should be
+     produced in <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR</span>, and once a job is near to finishing, those data should be copied
                                                                                
 
                                                                                
-     be copied to your NFS-mounted home (or other NFS-mounted space) from <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>(to,
-     perhaps, <span class='tctt-1000'>$</span><span class='cmtt-10'>SGE_O_WORKDIR</span>). In other words, IO-intensive operations should be effected
-     locally whenever possible, saving network activity for the start and end of jobs.
+     to your NFS-mounted home (or other NFS-mounted space) from <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>(to, perhaps,
+     <span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_SUBMIT_DIR</span>). In other words, IO-intensive operations should be effected locally
+     whenever possible, saving network activity for the start and end of jobs.
      </p></li>
      <li class='itemize'>Your current resource allocation is based upon past usage, which is an amalgamation of
      approximately one week’s worth of past wallclock (i.e., time spent on the node(s)) and
-     CPU activity (on the node(s)).
+     compute activity (on the node(s)).
      </li>
      <li class='itemize'>Jobs should NEVER be run outside of the province of the scheduler. Repeat offenders
      risk loss of cluster access.
 </li></ul>
 <!-- l. 2 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='tipstricks'><span class='titlemark'>3.2   </span> <a id='x1-420003.2'></a>Tips/Tricks</h4>
+   <h4 class='subsectionHead' id='tipstricks'><span class='titlemark'>3.2   </span> <a id='x1-450003.2'></a>Tips/Tricks</h4>
      <ul class='itemize1'>
-     <li class='itemize'>Files/scripts must have Linux line breaks in them (not Windows ones).
+     <li class='itemize'>Files/scripts must have Linux line breaks in them (not Windows ones). Use <span class='cmtt-10'>file </span>command
+     to verify; and <span class='cmtt-10'>dos2unix </span>command to convert.
      </li>
-     <li class='itemize'>Use <span class='cmtt-10'>rsync</span>, not <span class='cmtt-10'>scp</span>, when moving data around.
+     <li class='itemize'>Use <span class='cmtt-10'>rsync</span>, not <span class='cmtt-10'>scp</span>, when moving a lot of data around.
      </li>
      <li class='itemize'>If you are going to move many many files between NFS-mounted storage and the cluster,
      <span class='cmtt-10'>tar </span>everything up first.
      </li>
-     <li class='itemize'>If you intend to use a different shell (e.g., <span class='cmtt-10'>bash</span> <span class='cite'>[<a href='#Xaosa-book-vol1-bash'>19</a>]</span>), you will need to source a different
-     scheduler file, and will need to change the shell declaration in your script(s).
+     <li class='itemize'>If you intend to use a different shell (e.g., <span class='cmtt-10'>bash</span> <span class='cite'>[<a href='#Xaosa-book-vol1-bash'>22</a>]</span>), you will need to change the shell
+     declaration in your script(s).
      </li>
-     <li class='itemize'>The load displayed in <span class='cmtt-10'>qstat </span>by default is <span class='cmtt-10'>np_load</span>, which is load/#cores. That means
-     that a load of, “1”, which represents a fully active core, is displayed as \(0.03\) on the node in
-     question, as there are 32 cores on a node. To display load “as is” (such that a node with
-     a fully active core displays a load of approximately \(1.00\)), add the following to your <a class='url' href='.tcshrc'><span class='cmtt-10'>.tcshrc</span></a>
-     file: <span class='cmtt-10'>setenv SGE_LOAD_AVG load_avg</span>
+     <li class='itemize'><span class='cmbx-10'>Try to request resources that closely match what your job will use: requesting
+     many more cores or much more memory than will be needed makes a job
+     more difficult to schedule when resources are scarce.</span>
                                                                                
 
                                                                                
-     </li>
-     <li class='itemize'>Try to request resources that closely match what your job will use: requesting many more
-     cores or much more memory than will be needed makes a job more difficult to schedule
-     when resources are scarce.
      </li>
      <li class='itemize'>E-mail, <span class='cmtt-10'>rt-ex-hpc AT encs.concordia.ca</span>, with any concerns/questions.</li></ul>
-<!-- l. 517 --><p class='noindent'>
+<!-- l. 657 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='use-cases'><span class='titlemark'>3.3   </span> <a id='x1-430003.3'></a>Use Cases</h4>
+   <h4 class='subsectionHead' id='use-cases'><span class='titlemark'>3.3   </span> <a id='x1-460003.3'></a>Use Cases</h4>
      <ul class='itemize1'>
      <li class='itemize'>
-     <!-- l. 522 --><p class='noindent'>HPC Committee’s initial batch about 6 students (end of 2019): </p>
+     <!-- l. 662 --><p class='noindent'>HPC Committee’s initial batch about 6 students (end of 2019): </p>
          <ul class='itemize2'>
          <li class='itemize'>10000 iterations job in Fluent finished in \(&lt;26\) hours vs. 46 hours in Calcul Quebec</li></ul>
      </li>
      <li class='itemize'>
-     <!-- l. 528 --><p class='noindent'>NAG’s MAC spoofer analyzer <span class='cite'>[<a href='#Xmac-spoofer-analyzer-intro-c3s2e2014'>15</a>, <a href='#Xmac-spoofer-analyzer-detail-fps2014'>14</a>]</span>, such as <a class='url' href='https://github.com/smokhov/atsm/tree/master/examples/flucid'><span class='cmtt-10'>https://github.com/smokhov/atsm/tree/master/examples/flucid</span></a>
+     <!-- l. 668 --><p class='noindent'>NAG’s MAC spoofer analyzer <span class='cite'>[<a href='#Xmac-spoofer-analyzer-intro-c3s2e2014'>18</a>, <a href='#Xmac-spoofer-analyzer-detail-fps2014'>17</a>]</span>, such as <a class='url' href='https://github.com/smokhov/atsm/tree/master/examples/flucid'><span class='cmtt-10'>https://github.com/smokhov/atsm/tree/master/examples/flucid</span></a>
      </p>
          <ul class='itemize2'>
          <li class='itemize'>compilation of forensic computing reasoning cases about false or true positives of
          hardware address spoofing in the labs</li></ul>
      </li>
      <li class='itemize'>
-     <!-- l. 535 --><p class='noindent'>S4 LAB/GIPSY R&amp;D Group’s: </p>
+     <!-- l. 675 --><p class='noindent'>S4 LAB/GIPSY R&amp;D Group’s: </p>
          <ul class='itemize2'>
          <li class='itemize'>MARFCAT and MARFPCAT (OSS signal processing and machine learning tools for
-         vulnerable and weak code analysis and network packet capture analysis) <span class='cite'>[<a href='#Xmarfcat-nlp-ai2014'>17</a>, <a href='#Xmarfcat-sate2010-nist'>12</a>, <a href='#Xfingerprinting-mal-traffic'>3</a>]</span>
+         vulnerable and weak code analysis and network packet capture analysis) <span class='cite'>[<a href='#Xmarfcat-nlp-ai2014'>20</a>, <a href='#Xmarfcat-sate2010-nist'>15</a>, <a href='#Xfingerprinting-mal-traffic'>6</a>]</span>
          </li>
          <li class='itemize'>Web service data conversion and analysis
-                                                                               
-
-                                                                               
          </li>
-         <li class='itemize'>Forensic Lucid encoders (translation of large log data into Forensic Lucid <span class='cite'>[<a href='#Xmokhov-phd-thesis-2013'>13</a>]</span> for
+         <li class='itemize'>Forensic Lucid encoders (translation of large log data into Forensic Lucid <span class='cite'>[<a href='#Xmokhov-phd-thesis-2013'>16</a>]</span> for
          forensic analysis)
          </li>
          <li class='itemize'>Genomic alignment exercises</li></ul>
+                                                                               
+
+                                                                               
      </li>
      <li class='itemize'>Serguei Mokhov, Jonathan Llewellyn, Carlos Alarcon Meza, Tariq Daradkeh, and Gillian Roper.
      The use of containers in OpenGL, ML and HPC for teaching and research support. In
@@ -1389,57 +1628,150 @@ <h4 class='subsectionHead' id='use-cases'><span class='titlemark'>3.3   </span>
      tracking. In <span class='cmti-10'>34th British Machine Vision Conference (BMVC)</span>, Aberdeen, UK, November 2023.
      <a class='url' href='https://arxiv.org/abs/2309.05829'><span class='cmtt-10'>https://arxiv.org/abs/2309.05829</span></a> and <a class='url' href='https://github.com/goutamyg/MVT'><span class='cmtt-10'>https://github.com/goutamyg/MVT</span></a>
      </li>
+     <li class='itemize'>Belkacem Belabes and Marius Paraschivoiu. CFD modeling of vertical-axis wind turbine wake
+     interaction. <span class='cmti-10'>Transactions of the Canadian Society for Mechanical Engineering</span>, pages 1–10, 2023.
+     <a class='url' href='https://doi.org/10.1139/tcsme-2022-0149'><span class='cmtt-10'>https://doi.org/10.1139/tcsme-2022-0149</span></a>
+     </li>
+     <li class='itemize'>Belkacem Belabes and Marius Paraschivoiu. CFD study of the aerodynamic performance of a
+     vertical axis wind turbine in the wake of another turbine. In <span class='cmti-10'>Proceedings of the CSME
+     International Congress</span>, 2022. <a class='url' href='https://doi.org/10.7939/r3-rker-1746'><span class='cmtt-10'>https://doi.org/10.7939/r3-rker-1746</span></a>
+     </li>
+     <li class='itemize'>Belkacem Belabes and Marius Paraschivoiu. Numerical study of the effect of turbulence intensity on
+     VAWT performance. <span class='cmti-10'>Energy</span>, 233:121139, 2021. <a class='url' href='https://doi.org/10.1016/j.energy.2021.121139'><span class='cmtt-10'>https://doi.org/10.1016/j.energy.2021.121139</span></a>
+     </li>
      <li class='itemize'>Parna Niksirat, Adriana Daca, and Krzysztof Skonieczny. The effects of reduced-gravity on
      planetary rover mobility. <span class='cmti-10'>International Journal of Robotics Research</span>, 39(7):797–811, 2020.
      <a class='url' href='https://doi.org/10.1177/0278364920913945'><span class='cmtt-10'>https://doi.org/10.1177/0278364920913945</span></a>
      </li>
      <li class='itemize'>
-     <!-- l. 558 --><p class='noindent'>The work “Haotao Lai. An OpenISS framework specialization for deep learning-based
+     <!-- l. 704 --><p class='noindent'>The work “Haotao Lai. An OpenISS framework specialization for deep learning-based
      person re-identification.  Master’s thesis, Department of Computer Science and
      Software Engineering, Concordia University, Montreal, Canada, August 2019.
      <a class='url' href='https://spectrum.library.concordia.ca/id/eprint/985788/'><span class='cmtt-10'>https://spectrum.library.concordia.ca/id/eprint/985788/</span></a>” using TensorFlow and Keras
      on OpenISS adjusted to run on Speed based on the repositories: </p>
-         <ul class='itemize2'>
-         <li class='itemize'>Haotao  Lai  et al.    Openiss  person  re-identification  baseline  v0.1.1,  June  2021.
-         <a class='url' href='https://github.com/OpenISS/openiss-reid-tfk'><span class='cmtt-10'>https://github.com/OpenISS/openiss-reid-tfk</span></a> and
                                                                                
 
                                                                                
+         <ul class='itemize2'>
+         <li class='itemize'>Haotao  Lai  et al.    Openiss  person  re-identification  baseline  v0.1.1,  June  2021.
+         <a class='url' href='https://github.com/OpenISS/openiss-reid-tfk'><span class='cmtt-10'>https://github.com/OpenISS/openiss-reid-tfk</span></a> and
          </li>
          <li class='itemize'>Haotao     Lai     et al.             OpenISS     keras-yolo3     v0.1.0,     June     2021.
          <a class='url' href='https://github.com/OpenISS/openiss-yolov3'><span class='cmtt-10'>https://github.com/OpenISS/openiss-yolov3</span></a></li></ul>
-     <!-- l. 566 --><p class='noindent'>and theirs forks by the team.
+     <!-- l. 712 --><p class='noindent'>and theirs forks by the team.
 </p>
      </li></ul>
-<!-- l. 574 --><p class='noindent'>
+<!-- l. 720 --><p class='noindent'>
 </p>
-   <h3 class='sectionHead' id='history'><span class='titlemark'>A   </span> <a id='x1-44000A'></a>History</h3>
-<!-- l. 577 --><p class='noindent'>
+   <h3 class='sectionHead' id='history'><span class='titlemark'>A   </span> <a id='x1-47000A'></a>History</h3>
+<!-- l. 723 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='acknowledgments'><span class='titlemark'>A.1   </span> <a id='x1-45000A.1'></a>Acknowledgments</h4>
+   <h4 class='subsectionHead' id='acknowledgments'><span class='titlemark'>A.1   </span> <a id='x1-48000A.1'></a>Acknowledgments</h4>
      <ul class='itemize1'>
      <li class='itemize'>The first 6 (to 6.5) versions of this manual and early UGE job script samples, Singularity
      testing and user support were produced/done by Dr. Scott Bunnell during his time at
      Concordia as a part of the NAG/HPC group. We thank him for his contributions.
      </li>
-     <li class='itemize'>The HTML version with devcontainer support was contributed by Anh H Nguyen.</li></ul>
-<!-- l. 591 --><p class='noindent'>
+     <li class='itemize'>The HTML version with devcontainer support was contributed by Anh H Nguyen.
+     </li>
+     <li class='itemize'>Dr. Tariq  Daradkeh,  was  our  IT  Instructional  Specialist  August  2022  to  September
+     2023; working on the scheduler, scheduling research, end user support, and integration
+     of  examples,  such  as  YOLOv3  in  Section <a href='#x1-41000doc'>2.15.3.0<!-- tex4ht:ref: sect:openiss-yolov3  --></a>  other  tasks.  We  have  a  continued
+     collaboration on HPC/scheduling research.</li></ul>
+                                                                               
+
+                                                                               
+<!-- l. 742 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='migration-from-uge-to-slurm'><span class='titlemark'>A.2   </span> <a id='x1-49000A.2'></a>Migration from UGE to SLURM</h4>
+<!-- l. 745 --><p class='noindent'>For long term users who started off with Grid Engine here are some resources to make a transition
+and mapping to the job submission process.
+</p>
+     <ul class='itemize1'>
+     <li class='itemize'>
+     <!-- l. 750 --><p class='noindent'>Queues are called “partitions” in SLURM. Our mapping from the GE queues to SLURM
+     partitions is as follows:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-40'>
+     GE  =&gt; SLURM
+     s.q    ps
+     g.q    pg
+     a.q    pa
+</pre>
+     <!-- l. 757 --><p class='nopar'> We also have a new partition <span class='cmtt-10'>pt </span>that covers SPEED2 nodes, which previously did not
+     exist.
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 762 --><p class='noindent'>Commands and command options mappings are found in Figure <a href='#-rosetta-mappings-of-scheduler-commands-from-schedmd'>7<!-- tex4ht:ref: fig:rosetta-mappings  --></a> from<br class='newline' /><a class='url' href='https://slurm.schedmd.com/rosetta.pdf'><span class='cmtt-10'>https://slurm.schedmd.com/rosetta.pdf</span></a><br class='newline' /><a class='url' href='https://slurm.schedmd.com/pdfs/summary.pdf'><span class='cmtt-10'>https://slurm.schedmd.com/pdfs/summary.pdf</span></a><br class='newline' />Other related helpful resources from similar organizations who either used SLURM for awhile or
+     also transitioned to it:<br class='newline' /><a class='url' href='https://docs.alliancecan.ca/wiki/Running_jobs'><span class='cmtt-9'>https://docs.alliancecan.ca/wiki/Running_jobs</span></a><br class='newline' /><a class='url' href='https://www.depts.ttu.edu/hpcc/userguides/general_guides/Conversion_Table_1.pdf'><span class='cmtt-9'>https://www.depts.ttu.edu/hpcc/userguides/general_guides/Conversion_Table_1.pdf</span></a><br class='newline' /><a class='url' href='https://docs.mpcdf.mpg.de/doc/computing/clusters/aux/migration-from-sge-to-slurm'><span class='cmtt-9'>https://docs.mpcdf.mpg.de/doc/computing/clusters/aux/migration-from-sge-to-slurm</span></a>
+</p>
+     <figure class='figure' id='-rosetta-mappings-of-scheduler-commands-from-schedmd'> 
+<a id='x1-490017'></a> <img alt='PIC' height='412' src='images/rosetta-mapping.png' width='412' />
+<figcaption class='caption'><span class='id'>Figure 7: </span><span class='content'>Rosetta Mappings of Scheduler Commands from SchedMD</span></figcaption><!-- tex4ht:label?: x1-490017  -->
+     </figure>
+     </li>
+     <li class='itemize'>
+     <!-- l. 780 --><p class='noindent'><span class='cmbx-10'>NOTE: </span>If you have used UGE commands in the past you probably still have these lines there;
+     <span class='cmbx-10'>they should now be removed</span>, as they have no use in SLURM and will start giving
+     “command not found” errors on login when the software is removed:
+     </p><!-- l. 785 --><p class='noindent'>csh/<span class='cmtt-10'>tcsh</span>: Sample <a class='url' href='.tcshrc'><span class='cmtt-10'>.tcshrc</span></a> file:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-41'>
+     # Speed environment set up
+     if ($HOSTNAME == speed-submit.encs.concordia.ca) then
+        source /local/pkg/uge-8.6.3/root/default/common/settings.csh
+     endif
+</pre>
+     <!-- l. 792 --><p class='nopar'>
+     </p><!-- l. 794 --><p class='noindent'>Bourne shell/<span class='cmtt-10'>bash</span>: Sample <a class='url' href='.bashrc'><span class='cmtt-10'>.bashrc</span></a> file:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-42'>
+     # Speed environment set up
+     if [ $HOSTNAME = "speed-submit.encs.concordia.ca" ]; then
+         . /local/pkg/uge-8.6.3/root/default/common/settings.sh
+         printenv ORGANIZATION | grep -qw ENCS || . /encs/Share/bash/profile
+     fi
+</pre>
+     <!-- l. 802 --><p class='nopar'>
+     </p><!-- l. 804 --><p class='noindent'>Note that you will need to either log out and back in, or execute a new shell, for the
+     environment changes in the updated <a class='url' href='.tcshrc'><span class='cmtt-10'>.tcshrc</span></a> or <a class='url' href='.bashrc'><span class='cmtt-10'>.bashrc</span></a> file to be applied (<span class='cmbx-10'>important</span>).
+</p>
+     </li></ul>
+<!-- l. 812 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='phase-'><span class='titlemark'>A.2   </span> <a id='x1-46000A.2'></a>Phase 3</h4>
-<!-- l. 593 --><p class='noindent'>Phase 3 had 4 vidpro nodes added from Dr. Amer totalling 6x P6 and 6x V100 GPUs
+   <h4 class='subsectionHead' id='phases'><span class='titlemark'>A.3   </span> <a id='x1-50000A.3'></a>Phases</h4>
+<!-- l. 815 --><p class='noindent'>Brief summary of Speed evolution phases.
+</p><!-- l. 818 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='phase-'><span class='titlemark'>A.3.1   </span> <a id='x1-51000A.3.1'></a>Phase 4</h5>
+<!-- l. 820 --><p class='noindent'>Phase 4 had 7 SuperMicro servers with 4x A100 80GB GPUs each added, dubbed as “SPEED2”. We
+also moved from Grid Engine to SLURM.
+</p><!-- l. 824 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='phase-1'><span class='titlemark'>A.3.2   </span> <a id='x1-52000A.3.2'></a>Phase 3</h5>
+<!-- l. 826 --><p class='noindent'>Phase 3 had 4 vidpro nodes added from Dr. Amer totalling 6x P6 and 6x V100 GPUs
 added.
-</p><!-- l. 597 --><p class='noindent'>
+</p><!-- l. 830 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='phase-1'><span class='titlemark'>A.3   </span> <a id='x1-47000A.3'></a>Phase 2</h4>
-<!-- l. 599 --><p class='noindent'>Phase 2 saw 6x NVIDIA Tesla P6 added and 8x more compute nodes. The P6s replaced 4x of FirePro
+   <h5 class='subsubsectionHead' id='phase-2'><span class='titlemark'>A.3.3   </span> <a id='x1-53000A.3.3'></a>Phase 2</h5>
+<!-- l. 832 --><p class='noindent'>Phase 2 saw 6x NVIDIA Tesla P6 added and 8x more compute nodes. The P6s replaced 4x of FirePro
 S7150.
                                                                                
 
                                                                                
-</p><!-- l. 603 --><p class='noindent'>
+</p><!-- l. 836 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='phase-2'><span class='titlemark'>A.4   </span> <a id='x1-48000A.4'></a>Phase 1</h4>
-<!-- l. 605 --><p class='noindent'>Phase 1 of Speed was of the following configuration:
+   <h5 class='subsubsectionHead' id='phase-3'><span class='titlemark'>A.3.4   </span> <a id='x1-54000A.3.4'></a>Phase 1</h5>
+<!-- l. 838 --><p class='noindent'>Phase 1 of Speed was of the following configuration:
 </p>
      <ul class='itemize1'>
      <li class='itemize'>Sixteen,  32-core  nodes,  each  with  512 GB  of  memory  and  approximately  1 TB  of
@@ -1449,21 +1781,21 @@ <h4 class='subsectionHead' id='phase-2'><span class='titlemark'>A.4   </span> <a
      OpenGL, OpenCL, and Vulkan APIs).</li></ul>
 <!-- l. 2 --><p class='noindent'>
 </p>
-   <h3 class='sectionHead' id='frequently-asked-questions'><span class='titlemark'>B   </span> <a id='x1-49000B'></a>Frequently Asked Questions</h3>
+   <h3 class='sectionHead' id='frequently-asked-questions'><span class='titlemark'>B   </span> <a id='x1-55000B'></a>Frequently Asked Questions</h3>
 <!-- l. 6 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='where-do-i-learn-about-linux'><span class='titlemark'>B.1   </span> <a id='x1-50000B.1'></a>Where do I learn about Linux?</h4>
-<!-- l. 8 --><p class='noindent'>All Speed users are expected to have a basic understanding of Linux and its commonly used
+   <h4 class='subsectionHead' id='where-do-i-learn-about-linux'><span class='titlemark'>B.1   </span> <a id='x1-56000B.1'></a>Where do I learn about Linux?</h4>
+<!-- l. 9 --><p class='noindent'>All Speed users are expected to have a basic understanding of Linux and its commonly used
 commands.
-</p><!-- l. 11 --><p class='noindent'>
+</p><!-- l. 12 --><p class='noindent'>
 </p>
-   <h5 class='likesubsubsectionHead' id='software-carpentry'><a id='x1-51000'></a>Software Carpentry</h5>
-<!-- l. 13 --><p class='noindent'>Software Carpentry provides free resources to learn software, including a workshop on the Unix shell.
+   <h5 class='likesubsubsectionHead' id='software-carpentry'><a id='x1-57000'></a>Software Carpentry</h5>
+<!-- l. 14 --><p class='noindent'>Software Carpentry provides free resources to learn software, including a workshop on the Unix shell.
 <a class='url' href='https://software-carpentry.org/lessons/'><span class='cmtt-10'>https://software-carpentry.org/lessons/</span></a>
-</p><!-- l. 17 --><p class='noindent'>
+</p><!-- l. 18 --><p class='noindent'>
 </p>
-   <h5 class='likesubsubsectionHead' id='udemy'><a id='x1-52000'></a>Udemy</h5>
-<!-- l. 19 --><p class='noindent'>There are a number of Udemy courses, including free ones, that will assist you in learning Linux.
+   <h5 class='likesubsubsectionHead' id='udemy'><a id='x1-58000'></a>Udemy</h5>
+<!-- l. 20 --><p class='noindent'>There are a number of Udemy courses, including free ones, that will assist you in learning Linux.
 Active Concordia faculty, staff and students have access to Udemy courses such as <span class='cmbx-10'>Linux Mastery:
 Master the Linux Command Line in 11.5 Hours </span>is a good starting point for beginners. Visit
 <a class='url' href='https://www.concordia.ca/it/services/udemy.html'><span class='cmtt-10'>https://www.concordia.ca/it/services/udemy.html</span></a> to learn how Concordians may access
@@ -1471,229 +1803,270 @@ <h5 class='likesubsubsectionHead' id='udemy'><a id='x1-52000'></a>Udemy</h5>
                                                                                
 
                                                                                
-</p><!-- l. 27 --><p class='noindent'>
+</p><!-- l. 28 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='how-to-use-the-bash-shell-on-speed'><span class='titlemark'>B.2   </span> <a id='x1-53000B.2'></a>How to use the “bash shell” on Speed?</h4>
-<!-- l. 29 --><p class='noindent'>This section describes how to use the “bash shell” on Speed. Review Section <a href='#environment-set-up'>2.1.2<!-- tex4ht:ref: sect:envsetup  --></a> to ensure that your
+   <h4 class='subsectionHead' id='how-to-use-the-bash-shell-on-speed'><span class='titlemark'>B.2   </span> <a id='x1-59000B.2'></a>How to use the “bash shell” on Speed?</h4>
+<!-- l. 30 --><p class='noindent'>This section describes how to use the “bash shell” on Speed. Review Section <a href='#environment-set-up'>2.1.2<!-- tex4ht:ref: sect:envsetup  --></a> to ensure that your
 bash environment is set up.
-</p><!-- l. 33 --><p class='noindent'>
+</p><!-- l. 34 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='how-do-i-set-bash-as-my-login-shell'><span class='titlemark'>B.2.1   </span> <a id='x1-54000B.2.1'></a>How do I set bash as my login shell?</h5>
-<!-- l. 35 --><p class='noindent'>In order to set your login shell to bash on Speed, your login shell on all GCS servers must be changed
-to bash. To make this change, create a ticket with the Service Desk (or email help at concordia.ca) to
-request that bash become your default login shell for your ENCS user account on all GCS
+   <h5 class='subsubsectionHead' id='how-do-i-set-bash-as-my-login-shell'><span class='titlemark'>B.2.1   </span> <a id='x1-60000B.2.1'></a>How do I set bash as my login shell?</h5>
+<!-- l. 36 --><p class='noindent'>In order to set your login shell to bash on Speed, your login shell on all GCS servers must be changed
+to bash. To make this change, create a ticket with the Service Desk (or email <span class='cmtt-10'>help at concordia.ca</span>)
+to request that bash become your default login shell for your ENCS user account on all GCS
 servers.
-</p><!-- l. 39 --><p class='noindent'>
+</p><!-- l. 41 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='how-do-i-move-into-a-bash-shell-on-speed'><span class='titlemark'>B.2.2   </span> <a id='x1-55000B.2.2'></a>How do I move into a bash shell on Speed?</h5>
-<!-- l. 41 --><p class='noindent'>To move to the bash shell, type <span class='cmbx-10'>bash </span>at the command prompt. For example:
+   <h5 class='subsubsectionHead' id='how-do-i-move-into-a-bash-shell-on-speed'><span class='titlemark'>B.2.2   </span> <a id='x1-61000B.2.2'></a>How do I move into a bash shell on Speed?</h5>
+<!-- l. 43 --><p class='noindent'>To move to the bash shell, type <span class='cmbx-10'>bash </span>at the command prompt. For example:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-37'>
+   <pre class='verbatim' id='verbatim-43'>
 [speed-submit] [/home/a/a_user] &gt; bash
 bash-4.4$ echo $0
 bash
 </pre>
-<!-- l. 47 --><p class='nopar'>
-</p><!-- l. 49 --><p class='indent'>   Note how the command prompt changed from <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>[speed-submit] [/home/a/a_user] &gt;</span></span></span> to
+<!-- l. 49 --><p class='nopar'>
+</p><!-- l. 51 --><p class='indent'>   Note how the command prompt changed from <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>[speed-submit] [/home/a/a_user] &gt;</span></span></span> to
 <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>bash-4.4$</span></span></span> after entering the bash shell.
-</p><!-- l. 52 --><p class='noindent'>
+</p><!-- l. 54 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='how-do-i-run-scripts-written-in-bash-on-speed'><span class='titlemark'>B.2.3   </span> <a id='x1-56000B.2.3'></a>How do I run scripts written in bash on Speed?</h5>
-<!-- l. 54 --><p class='noindent'>To execute bash scripts on Speed:
-     </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-56002x1'>Ensure that the shebang of your bash job script is <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#</span></span></span>/encs/bin/bash!
-     </li>
-<li class='enumerate' id='x1-56004x2'>Use the qsub command to submit your job script to the scheduler.</li></ol>
-<!-- l. 62 --><p class='indent'>   The Speed GitHub contains a sample <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/bash.sh'>bash job script</a>.
-</p><!-- l. 65 --><p class='noindent'>
+   <h5 class='subsubsectionHead' id='how-do-i-use-the-bash-shell-in-an-interactive-session-on-speed'><span class='titlemark'>B.2.3   </span> <a id='x1-62000B.2.3'></a>How do I use the bash shell in an interactive session on Speed?</h5>
+<!-- l. 56 --><p class='noindent'>If you use one of the below commands (make sure job request settings such as memory, cores, etc are
+set), they will allocate your interactive job sessions with <span class='cmtt-10'>bash </span>as a shell on the compute
+nodes:
 </p>
-   <h4 class='subsectionHead' id='how-to-resolve-disk-quota-exceeded-errors'><span class='titlemark'>B.3   </span> <a id='x1-57000B.3'></a>How to resolve “Disk quota exceeded” errors?</h4>
-<!-- l. 68 --><p class='noindent'>
+     <ul class='itemize1'>
+     <li class='itemize'><span class='cmtt-10'>salloc ... /encs/bin/bash</span>
+     </li>
+     <li class='itemize'><span class='cmtt-10'>srun ... --pty /encs/bin/bash</span></li></ul>
+<!-- l. 66 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='probable-cause'><span class='titlemark'>B.3.1   </span> <a id='x1-58000B.3.1'></a>Probable Cause</h5>
-<!-- l. 70 --><p class='noindent'>The <span class='cmtt-10'>‘‘Disk quota exceeded’’ </span>Error occurs when your application has run out of disk space to write
-to. On Speed this error can be returned when:
+   <h5 class='subsubsectionHead' id='how-do-i-run-scripts-written-in-bash-on-speed'><span class='titlemark'>B.2.4   </span> <a id='x1-63000B.2.4'></a>How do I run scripts written in bash on Speed?</h5>
+<!-- l. 68 --><p class='noindent'>To execute bash scripts on Speed:
      </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-58002x1'>The <span class='cmtt-10'>/tmp </span>directory on the speed node your application is running on is full and cannot
-     be written to.
+<li class='enumerate' id='x1-63002x1'>Ensure that the shebang of your bash job script is <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#!/encs/bin/bash</span></span></span>
+     </li>
+<li class='enumerate' id='x1-63004x2'>Use the <span class='cmtt-10'>sbatch </span>command to submit your job script to the scheduler.</li></ol>
+<!-- l. 76 --><p class='indent'>   The Speed GitHub contains a sample <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/bash.sh'>bash job script</a>.
                                                                                
 
                                                                                
+</p><!-- l. 82 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='how-to-resolve-disk-quota-exceeded-errors'><span class='titlemark'>B.3   </span> <a id='x1-64000B.3'></a>How to resolve “Disk quota exceeded” errors?</h4>
+<!-- l. 85 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='probable-cause'><span class='titlemark'>B.3.1   </span> <a id='x1-65000B.3.1'></a>Probable Cause</h5>
+<!-- l. 87 --><p class='noindent'>The “<span class='cmtt-10'>Disk quota exceeded</span>” Error occurs when your application has run out of disk space to write
+to. On Speed this error can be returned when:
+</p><!-- l. 90 --><p class='indent'>
+     </p><ol class='enumerate1'>
+<li class='enumerate' id='x1-65002x1'>Your NFS-provided home is full and cannot be written to. You can verify this using <span class='cmtt-10'>quota</span>
+     and <span class='cmtt-10'>bigfiles </span>commands.
      </li>
-<li class='enumerate' id='x1-58004x2'>Your NFS-provided home is full and cannot be written to.</li></ol>
-<!-- l. 79 --><p class='noindent'>
+<li class='enumerate' id='x1-65004x2'>The <span class='cmtt-10'>/tmp </span>directory on the speed node your application is running on is full and cannot
+     be written to.</li></ol>
+<!-- l. 99 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='possible-solutions'><span class='titlemark'>B.3.2   </span> <a id='x1-59000B.3.2'></a>Possible Solutions</h5>
-<!-- l. 81 --><p class='noindent'>
+   <h5 class='subsubsectionHead' id='possible-solutions'><span class='titlemark'>B.3.2   </span> <a id='x1-66000B.3.2'></a>Possible Solutions</h5>
+<!-- l. 101 --><p class='noindent'>
      </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-59002x1'>Use the <span class='cmbx-10'>-cwd </span>job script option to set the directory that the job script is submitted from
-     the <span class='cmtt-10'>job working directory</span>. The <span class='cmtt-10'>job working directory </span>is the directory that the job
-     will write output files in.
+<li class='enumerate' id='x1-66002x1'>Use the <span class='cmtt-10'>--chdir </span>job script option to set the directory that the job script is submitted
+     from the <span class='cmtt-10'>job working directory</span>. The <span class='cmtt-10'>job working directory </span>is the directory that
+     the job will write output files in.
      </li>
-<li class='enumerate' id='x1-59004x2'>
-     <!-- l. 87 --><p class='noindent'>The use local disk space is generally recommended for IO intensive operations. However, as the
-     size of <span class='cmtt-10'>/tmp </span>on speed nodes is <span class='cmtt-10'>1GB </span>it can be necessary for scripts to store temporary data
+<li class='enumerate' id='x1-66004x2'>
+     <!-- l. 107 --><p class='noindent'>The use local disk space is generally recommended for IO intensive operations. However, as the
+     size of <span class='cmtt-10'>/tmp </span>on speed nodes is <span class='cmtt-10'>1TB </span>it can be necessary for scripts to store temporary data
      elsewhere. Review the documentation for each module called within your script to determine
      how to set working directories for that application. The basic steps for this solution are:
      </p>
+                                                                               
+
+                                                                               
          <ul class='itemize1'>
          <li class='itemize'>Review the documentation on how to set working directories for each module called
          by the job script.
          </li>
          <li class='itemize'>
-         <!-- l. 98 --><p class='noindent'>Create a working directory in speed-scratch for output files. For example, this
+         <!-- l. 119 --><p class='noindent'>Create a working directory in speed-scratch for output files. For example, this
          command will create a subdirectory called <span class='cmbx-10'>output </span>in your <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>speed-scratch</span></span></span>
          directory:
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-38'>
+         <pre class='verbatim' id='verbatim-44'>
          mkdir -m 750 /speed-scratch/$USER/output
           
 </pre>
-         <!-- l. 103 --><p class='nopar'>
+         <!-- l. 124 --><p class='nopar'>
          </p></li>
          <li class='itemize'>
-         <!-- l. 105 --><p class='noindent'>To create a subdirectory for recovery files:
+         <!-- l. 126 --><p class='noindent'>To create a subdirectory for recovery files:
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-39'>
+         <pre class='verbatim' id='verbatim-45'>
          mkdir -m 750 /speed-scratch/$USER/recovery
 </pre>
-         <!-- l. 108 --><p class='nopar'>
+         <!-- l. 129 --><p class='nopar'>
          </p></li>
          <li class='itemize'>Update the job script to write output to the subdirectories you created in your
          <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>speed-scratch</span></span></span> directory, e.g., <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>/speed-scratch/$USER/output</span></span></span>.</li></ul>
      </li></ol>
-<!-- l. 113 --><p class='noindent'>In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
-</p><!-- l. 116 --><p class='noindent'>
+<!-- l. 135 --><p class='noindent'>In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
+</p><!-- l. 138 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='example-of-setting-working-directories-for-comsol'><span class='titlemark'>B.3.3   </span> <a id='x1-60000B.3.3'></a>Example of setting working directories for <span class='cmtt-10'>COMSOL</span></h5>
+   <h5 class='subsubsectionHead' id='example-of-setting-working-directories-for-comsol'><span class='titlemark'>B.3.3   </span> <a id='x1-67000B.3.3'></a>Example of setting working directories for <span class='cmtt-10'>COMSOL</span></h5>
      <ul class='itemize1'>
      <li class='itemize'>
-     <!-- l. 120 --><p class='noindent'>Create directories for recovery, temporary, and configuration files. For example, to create these
+     <!-- l. 142 --><p class='noindent'>Create directories for recovery, temporary, and configuration files. For example, to create these
      directories for your GCS ENCS user account:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-40'>
+     <pre class='verbatim' id='verbatim-46'>
      mkdir -m 750 -p /speed-scratch/$USER/comsol/{recovery,tmp,config}
 </pre>
-     <!-- l. 124 --><p class='nopar'>
+     <!-- l. 146 --><p class='nopar'>
      </p></li>
      <li class='itemize'>
-     <!-- l. 126 --><p class='noindent'>Add the following command switches to the COMSOL command to use the directories created
+     <!-- l. 148 --><p class='noindent'>Add the following command switches to the COMSOL command to use the directories created
      above:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-41'>
+     <pre class='verbatim' id='verbatim-47'>
      -recoverydir /speed-scratch/$USER/comsol/recovery
      -tmpdir /speed-scratch/$USER/comsol/tmp
      -configuration/speed-scratch/$USER/comsol/config
 </pre>
-     <!-- l. 132 --><p class='nopar'></p></li></ul>
-<!-- l. 134 --><p class='noindent'>In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
-</p><!-- l. 137 --><p class='noindent'>
+     <!-- l. 154 --><p class='nopar'></p></li></ul>
+<!-- l. 157 --><p class='noindent'>In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
+</p><!-- l. 160 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='example-of-setting-working-directories-for-python-modules'><span class='titlemark'>B.3.4   </span> <a id='x1-61000B.3.4'></a>Example of setting working directories for <span class='cmtt-10'>Python Modules</span></h5>
-<!-- l. 139 --><p class='noindent'>By default when adding a python module the <span class='cmtt-10'>/tmp </span>directory is set as the temporary repository for
+   <h5 class='subsubsectionHead' id='example-of-setting-working-directories-for-python-modules'><span class='titlemark'>B.3.4   </span> <a id='x1-68000B.3.4'></a>Example of setting working directories for <span class='cmtt-10'>Python Modules</span></h5>
+<!-- l. 162 --><p class='noindent'>By default when adding a python module the <span class='cmtt-10'>/tmp </span>directory is set as the temporary repository for
 files downloads. The size of the <span class='cmtt-10'>/tmp </span>directory on <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>speed-submit</span></span></span> is too small for pytorch. To add a
 python module </p>
      <ul class='itemize1'>
      <li class='itemize'>
-     <!-- l. 144 --><p class='noindent'>Create your own tmp directory in your <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>speed-scratch</span></span></span> directory
+     <!-- l. 167 --><p class='noindent'>Create your own tmp directory in your <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>speed-scratch</span></span></span> directory
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-42'>
+     <pre class='verbatim' id='verbatim-48'>
        mkdir /speed-scratch/$USER/tmp
 </pre>
-     <!-- l. 147 --><p class='nopar'>
+     <!-- l. 170 --><p class='nopar'>
      </p></li>
      <li class='itemize'>
-     <!-- l. 149 --><p class='noindent'>Use the tmp directory you created
+     <!-- l. 172 --><p class='noindent'>Use the tmp directory you created
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-43'>
+     <pre class='verbatim' id='verbatim-49'>
        setenv TMPDIR /speed-scratch/$USER/tmp
 </pre>
-     <!-- l. 152 --><p class='nopar'>
+     <!-- l. 175 --><p class='nopar'>
      </p></li>
      <li class='itemize'>Attempt the installation of pytorch</li></ul>
-<!-- l. 157 --><p class='indent'>   In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
-</p><!-- l. 160 --><p class='noindent'>
+<!-- l. 180 --><p class='indent'>   In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
+</p><!-- l. 183 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='how-do-i-check-my-jobs-status'><span class='titlemark'>B.4   </span> <a id='x1-69000B.4'></a>How do I check my job’s status?</h4>
+<!-- l. 188 --><p class='noindent'>When a job with a job id of 1234 is running or terminated, the status of that job can be tracked using
+‘<span class='obeylines-h'><span class='verb'><span class='cmtt-10'>sacct -j 1234</span></span></span>’. <span class='cmtt-10'>squeue -j 1234 </span>can show while the job is sitting in the queue as well. Long term
+statistics on the job after its terminated can be found using <span class='cmtt-10'>sstat -j 1234 </span>after <span class='cmtt-10'>slurmctld </span>purges it
+its tracking state into the database.
+</p><!-- l. 195 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='why-is-my-job-pending-when-nodes-are-empty'><span class='titlemark'>B.5   </span> <a id='x1-70000B.5'></a>Why is my job pending when nodes are empty?</h4>
+<!-- l. 198 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='how-do-i-check-my-jobs-status'><span class='titlemark'>B.4   </span> <a id='x1-62000B.4'></a>How do I check my job’s status?</h4>
-<!-- l. 162 --><p class='noindent'>When a job with a job id of 1234 is running, the status of that job can be tracked using
-<span class='obeylines-h'><span class='verb'><span class='cmtt-10'>‘qstat -j 1234‘</span></span></span>. Likewise, if the job is pending, the <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>‘qstat -j 1234‘</span></span></span> command will report as to
-why the job is not scheduled or running. Once the job has finished, or has been killed, the <span class='cmbx-10'>qacct</span>
-command must be used to query the job’s status, e.g., <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>‘qaact -j [jobid]‘</span></span></span>.
-</p><!-- l. 167 --><p class='noindent'>
-</p>
-   <h4 class='subsectionHead' id='why-is-my-job-pending-when-nodes-are-empty'><span class='titlemark'>B.5   </span> <a id='x1-63000B.5'></a>Why is my job pending when nodes are empty?</h4>
-<!-- l. 170 --><p class='noindent'>
-</p>
-   <h5 class='subsubsectionHead' id='disabled-nodes'><span class='titlemark'>B.5.1   </span> <a id='x1-64000B.5.1'></a>Disabled nodes</h5>
-<!-- l. 172 --><p class='noindent'>It is possible that a (or a number of) the Speed nodes are disabled. Nodes are disabled if they require
-maintenance. To verify if Speed nodes are disabled, request the current list of disabled nodes from
-qstat.
-                                                                               
-
-                                                                               
-</p>
-   <pre class='verbatim' id='verbatim-44'>
-qstat -f -qs d
-queuename                      qtype resv/used/tot. load_avg arch          states
----------------------------------------------------------------------------------
-g.q@speed-05.encs.concordia.ca BIP   0/0/32         0.27     lx-amd64      d
----------------------------------------------------------------------------------
-s.q@speed-07.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64      d
----------------------------------------------------------------------------------
-s.q@speed-10.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64      d
----------------------------------------------------------------------------------
-s.q@speed-16.encs.concordia.ca BIP   0/0/32         0.02     lx-amd64      d
----------------------------------------------------------------------------------
-s.q@speed-19.encs.concordia.ca BIP   0/0/32         0.03     lx-amd64      d
----------------------------------------------------------------------------------
-s.q@speed-24.encs.concordia.ca BIP   0/0/32         0.01     lx-amd64      d
----------------------------------------------------------------------------------
-s.q@speed-36.encs.concordia.ca BIP   0/0/32         0.03     lx-amd64      d
+   <h5 class='subsubsectionHead' id='disabled-nodes'><span class='titlemark'>B.5.1   </span> <a id='x1-71000B.5.1'></a>Disabled nodes</h5>
+<!-- l. 200 --><p class='noindent'>It is possible that one or a number of the Speed nodes are disabled. Nodes are disabled if they require
+maintenance. To verify if Speed nodes are disabled, see if they are in a draining or drained
+state:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-50'>
+[serguei@speed-submit src] % sinfo --long --Node
+Thu Oct 19 21:25:12 2023
+NODELIST   NODES PARTITION       STATE CPUS    S:C:T MEMORY TMP_DISK WEIGHT AVAIL_FE REASON
+speed-01       1        pa        idle 32     2:16:1 257458        0      1    gpu16 none
+speed-03       1        pa        idle 32     2:16:1 257458        0      1    gpu32 none
+speed-05       1        pg        idle 32     2:16:1 515490        0      1    gpu16 none
+speed-07       1       ps*       mixed 32     2:16:1 515490        0      1    cpu32 none
+speed-08       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-09       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-10       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-11       1       ps*        idle 32     2:16:1 515490        0      1    cpu32 none
+speed-12       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-15       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-16       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-17       1        pg     drained 32     2:16:1 515490        0      1    gpu16 UGE
+speed-19       1       ps*        idle 32     2:16:1 515490        0      1    cpu32 none
+speed-20       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-21       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-22       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-23       1       ps*        idle 32     2:16:1 515490        0      1    cpu32 none
+speed-24       1       ps*        idle 32     2:16:1 515490        0      1    cpu32 none
+speed-25       1        pg        idle 32     2:16:1 257458        0      1    gpu32 none
+speed-25       1        pa        idle 32     2:16:1 257458        0      1    gpu32 none
+speed-27       1        pg        idle 32     2:16:1 257458        0      1    gpu32 none
+speed-27       1        pa        idle 32     2:16:1 257458        0      1    gpu32 none
+speed-29       1       ps*        idle 32     2:16:1 515490        0      1    cpu32 none
+speed-30       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-31       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-32       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-33       1       ps*        idle 32     2:16:1 515490        0      1    cpu32 none
+speed-34       1       ps*        idle 32     2:16:1 515490        0      1    cpu32 none
+speed-35       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-36       1       ps*     drained 32     2:16:1 515490        0      1    cpu32 UGE
+speed-37       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-38       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-39       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-40       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-41       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-42       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
+speed-43       1        pt        idle 256    2:64:2 980275        0      1 gpu20,mi none
 </pre>
-<!-- l. 192 --><p class='nopar'>
-</p><!-- l. 194 --><p class='indent'>   Note how the all of the Speed nodes in the above list have a state of <span class='cmbx-10'>d</span>, or disabled.
-</p><!-- l. 196 --><p class='indent'>   Your job will run once the maintenance has been completed and the disabled nodes have been
-enabled.
-</p><!-- l. 199 --><p class='noindent'>
-</p>
-   <h5 class='subsubsectionHead' id='error-in-job-submit-request'><span class='titlemark'>B.5.2   </span> <a id='x1-65000B.5.2'></a>Error in job submit request.</h5>
-<!-- l. 201 --><p class='noindent'>It is possible that your job is pending, because the job requested resources that are not available
-within Speed. To verify why pending job with job id 1234 is not running, execute <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>‘qstat -j 1234‘</span></span></span>
-and review the messages in the <span class='cmbx-10'>scheduling info: </span>section.
-</p><!-- l. 619 --><p class='noindent'>
-</p>
-   <h3 class='sectionHead' id='sister-facilities'><span class='titlemark'>C   </span> <a id='x1-66000C'></a>Sister Facilities</h3>
-<!-- l. 621 --><p class='noindent'>Below is a list of resources and facilities similar to Speed at various capacities. Depending on your
+<!-- l. 264 --><p class='nopar'>
+</p><!-- l. 267 --><p class='indent'>   Note which nodes are in the state of <span class='cmbx-10'>drained</span>. Why the state is drained can be found in the reason
+column.
+</p><!-- l. 269 --><p class='indent'>   Your job will run once an occupied node becomes availble or the maintenance has been completed
+and the disabled nodes have a state of <span class='cmbx-10'>idle</span>.
+</p><!-- l. 272 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='error-in-job-submit-request'><span class='titlemark'>B.5.2   </span> <a id='x1-72000B.5.2'></a>Error in job submit request.</h5>
+<!-- l. 274 --><p class='noindent'>It is possible that your job is pending, because the job requested resources that are not available
+within Speed. To verify why job id 1234 is not running, execute ‘<span class='obeylines-h'><span class='verb'><span class='cmtt-10'>sacct -j 1234</span></span></span>’. A summary of the
+reasons is available via the <span class='cmtt-10'>squeue </span>command.
+</p><!-- l. 852 --><p class='noindent'>
+</p>
+                                                                               
+
+                                                                               
+   <h3 class='sectionHead' id='sister-facilities'><span class='titlemark'>C   </span> <a id='x1-73000C'></a>Sister Facilities</h3>
+<!-- l. 854 --><p class='noindent'>Below is a list of resources and facilities similar to Speed at various capacities. Depending on your
 research group and needs, they might be available to you. They are not managed by HPC/NAG of
 AITS, so contact their respective representatives.
 </p>
      <ul class='itemize1'>
      <li class='itemize'><span class='cmtt-10'>computation.encs </span>CPU only 3-machine cluster running longer jobs without a scheduler
      at the moment
-                                                                               
-
-                                                                               
      </li>
      <li class='itemize'><span class='cmtt-10'>apini.encs </span>cluster for teaching and MPI programming (see the corresponding course in
      CSSE)
@@ -1706,7 +2079,7 @@ <h3 class='sectionHead' id='sister-facilities'><span class='titlemark'>C   </spa
      and P6 GPUs.
      </li>
      <li class='itemize'>
-     <!-- l. 639 --><p class='noindent'>There are various Lambda Labs other GPU servers and like computers acquired by individual
+     <!-- l. 872 --><p class='noindent'>There are various Lambda Labs other GPU servers and like computers acquired by individual
      researchers; if you are member of their research group, contact them directly. These resources
      are not managed by us. </p>
          <ul class='itemize2'>
@@ -1717,27 +2090,29 @@ <h3 class='sectionHead' id='sister-facilities'><span class='titlemark'>C   </spa
          <li class='itemize'>Dr. Nizar Bouguila’s <span class='cmtt-10'>xailab.encs </span>Lambda Labs station
          </li>
          <li class='itemize'>Dr. Roch Glitho’s <span class='cmtt-10'>femto.encs </span>server
+                                                                               
+
+                                                                               
          </li>
          <li class='itemize'>Dr. Maria Amer’s <span class='cmtt-10'>venom.encs </span>Lambda Labs station
          </li>
          <li class='itemize'>Dr. Leon Wang’s <span class='cmtt-10'>guerrera.encs </span>DGX station</li></ul>
      </li>
      <li class='itemize'>Dr. Ivan Contreras’ servers (managed by AITS)
-                                                                               
-
-                                                                               
      </li>
      <li class='itemize'>If you are a member of School of Health (formerly PERFORM Center), you may have access to
      their local <a href='https://perform-wiki.concordia.ca/mediawiki/index.php/HPC_Cluster'>PERFORM’s High Performance Computing (HPC) Cluster</a>. Contact Thomas
      Beaudry for details and how to obtain access.
      </li>
-     <li class='itemize'>Digital Research Alliance Canada (Compute Canada / Calcul Quebec),<br class='newline' /><a class='url' href='https://alliancecan.ca/'><span class='cmtt-10'>https://alliancecan.ca/</span></a>
+     <li class='itemize'>Digital Research Alliance Canada (Compute Canada / Calcul Quebec),<br class='newline' /><a class='url' href='https://alliancecan.ca/'><span class='cmtt-10'>https://alliancecan.ca/</span></a>. Follow <a href='https://alliancecan.ca/en/services/advanced-research-computing/account-management/apply-account'>this link</a> on the information how to obtain access (students
+     need to be sponsored by their supervising faculty members, who should create accounts first).
+     Their SLURM examples are here: <a class='url' href='https://docs.alliancecan.ca/wiki/Running_jobs'><span class='cmtt-10'>https://docs.alliancecan.ca/wiki/Running_jobs</span></a>
 </li></ul>
                                                                                
 
                                                                                
-<p id='annotated-bibliography'><a id='Q1-1-73'></a>
-   </p><h3 class='likesectionHead' id='references'><a id='x1-67000'></a><span class='cmr-9'>References</span></h3>
+<p id='annotated-bibliography'><a id='Q1-1-84'></a>
+   </p><h3 class='likesectionHead' id='references'><a id='x1-74000'></a><span class='cmr-9'>References</span></h3>
 <!-- l. 1 --><p class='noindent'>
     </p><div class='thebibliography'>
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+  <span class='cmr-9'>[3]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xnumerical-turbulence-vawt-2021'></a><span class='cmr-9'>Belkacem                 Belabes                 and                 Marius                 Paraschivoiu.
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+    2021. </span><a class='url' href='https://doi.org/10.1016/j.energy.2021.121139'><span class='cmtt-9'>https://doi.org/10.1016/j.energy.2021.121139</span></a><span class='cmr-9'>.</span>
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+ <span class='cmr-9'>[14]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xoi-containers-poster-siggraph2023'></a><span class='cmr-9'>Serguei  Mokhov,  Jonathan  Llewellyn,  Carlos  Alarcon Meza,  Tariq  Daradkeh,  and  Gillian
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+ <span class='cmr-9'>[15]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xmarfcat-sate2010-nist'></a><span class='cmr-9'>Serguei A.  Mokhov.     The  use  of  machine  learning  with  signal-  and  NLP  processing
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+ <span class='cmr-9'>[16]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xmokhov-phd-thesis-2013'></a><span class='cmr-9'>Serguei A. Mokhov. </span><span class='cmti-9'>Intensional Cyberforensics</span><span class='cmr-9'>. PhD thesis, Department of Computer Science
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+ <span class='cmr-9'>[17]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xmac-spoofer-analyzer-detail-fps2014'></a><span class='cmr-9'>Serguei A. Mokhov, Michael J. Assels, Joey Paquet, and Mourad Debbabi. Automating MAC
     spoofer evidence gathering and encoding for investigations.  In Frederic Cuppens et al., editors,
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+ <span class='cmr-9'>[18]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xmac-spoofer-analyzer-intro-c3s2e2014'></a><span class='cmr-9'>Serguei A. Mokhov, Michael J. Assels, Joey Paquet, and Mourad Debbabi. Toward automated
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+ <span class='cmr-9'>[19]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xspeed-intro-preso'></a><span class='cmr-9'>Serguei A.      Mokhov      and      Scott      Bunnell.                 Speed      server      farm:
+                                                                               
+
+                                                                               
     Gina      Cody      School      of      ENCS      HPC      facility.               [online],      2018–2019.</span>
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+ <span class='cmr-9'>[20]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xmarfcat-nlp-ai2014'></a><span class='cmr-9'>Serguei A. Mokhov, Joey Paquet, and Mourad Debbabi. The use of NLP techniques in static
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+ <span class='cmr-9'>[21]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xniksirat2020'></a><span class='cmr-9'>Parna  Niksirat,  Adriana  Daca,  and  Krzysztof  Skonieczny.   The  effects  of  reduced-gravity
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+ <span class='cmr-9'>[22]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xaosa-book-vol1-bash'></a><span class='cmr-9'>Chet    Ramey.          The    Bourne-Again    Shell.          In    Brown    and    Wilson    </span><span class='cite'><span class='cmr-9'>[</span><a href='#Xaosa-book-vol1'><span class='cmr-9'>7</span></a><span class='cmr-9'>]</span></span><span class='cmr-9'>.</span>
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 </p>
     </div>
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@@ -1,5 +1,6 @@
  
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 .cmtt-10{font-family: monospace,monospace;}
 .cmtt-10{font-family: monospace,monospace;}
-.cmti-10{ font-style: italic;}
+.cmtt-10{font-family: monospace,monospace;}
 .tctt-1000{font-family: monospace,monospace;}
 .tctt-1000{font-family: monospace,monospace;}
+.cmti-10{ font-style: italic;}
 .cmitt-10{font-family: monospace,monospace; font-style: italic;}
 .cmitt-10{font-family: monospace,monospace; font-style: italic;}
+.cmtt-8x-x-87{font-size:69%;font-family: monospace,monospace;}
+.cmtt-8x-x-87{font-family: monospace,monospace;}
+.cmtt-8x-x-87{font-family: monospace,monospace;}
+.cmtt-8x-x-87{font-family: monospace,monospace;}
+.cmtt-8x-x-87{font-family: monospace,monospace;}
+.cmtt-8x-x-87{font-family: monospace,monospace;}
 .cmtt-8{font-size:80%;font-family: monospace,monospace;}
 .cmtt-8{font-family: monospace,monospace;}
 .cmtt-8{font-family: monospace,monospace;}
 .cmtt-8{font-family: monospace,monospace;}
 .cmtt-8{font-family: monospace,monospace;}
+.cmtt-8{font-family: monospace,monospace;}
 .cmitt-10x-x-80{font-size:80%;font-family: monospace,monospace; font-style: italic;}
 .cmitt-10x-x-80{font-family: monospace,monospace; font-style: italic;}
 .tcit-0800{font-size:80%;}
@@ -140,7 +150,6 @@ table.pmatrix {width:100%;}
 span.bar-css {text-decoration:overline;}
 img.cdots{vertical-align:middle;}
 .partToc a, .partToc, .likepartToc a, .likepartToc {line-height: 200%; font-weight:bold; font-size:110%;}
-.chapterToc a, .chapterToc, .likechapterToc a, .likechapterToc, .appendixToc a, .appendixToc {line-height: 200%; font-weight:bold;}
 .index-item, .index-subitem, .index-subsubitem {display:block}
 div.caption {text-indent:-2em; margin-left:3em; margin-right:1em; text-align:left;}
 div.caption span.id{font-weight: bold; white-space: nowrap; }