From de2344d36ef2043904d2ab79bed47dc9e2872ebd Mon Sep 17 00:00:00 2001
From: Serguei Mokhov <mokhov@cse.concordia.ca>
Date: Thu, 22 Aug 2024 16:56:53 -0400
Subject: [PATCH] [manual][HTML] release 7.2

---
 doc/web/images/speed-architecture-full.png |  Bin 0 -> 502412 bytes
 doc/web/index.html                         | 6030 +++++++++++++++-----
 doc/web/speed-manual.css                   |   50 +-
 3 files changed, 4575 insertions(+), 1505 deletions(-)
 create mode 100644 doc/web/images/speed-architecture-full.png

diff --git a/doc/web/images/speed-architecture-full.png b/doc/web/images/speed-architecture-full.png
new file mode 100644
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diff --git a/doc/web/index.html b/doc/web/index.html
index 5a2f9b8..5fe69e1 100644
--- a/doc/web/index.html
+++ b/doc/web/index.html
@@ -19,12 +19,12 @@
                                                                                
 
 <h2 class='titleHead'>Speed: The GCS ENCS Cluster</h2>
-<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 7.2-dev-03</span></div>
+<div class='author'> Serguei A. Mokhov <br class='and' />Gillian A. Roper <br class='and' />Carlos Alarcón Meza <br class='and' />Farah Salhany <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 7.2</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 as well as Dr. Tariq Daradkeh for his instructional support of the users and contribution of
 examples.</div></div>
@@ -32,131 +32,149 @@ <h2 class='titleHead'>Speed: The GCS ENCS Cluster</h2>
 <h3 class='abstracttitle'>
 <span class='cmbx-9'>Abstract</span>
 </h3>
-     <!-- l. 79 --><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>
+     <!-- l. 90 --><p class='noindent'><span class='cmr-9'>This document serves as a quick start guide to using the Gina Cody School of Engineering
+     and Computer Science (GCS ENCS) compute server farm, known as “Speed.” 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-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='subsubsectionToc'>2.8.3 <a href='#jupyter-notebooks-in-singularity' id='QQ2-1-31'>Jupyter Notebooks in Singularity</a></span>
-<br />     <span class='subsubsectionToc'>2.8.4 <a href='#jupyter-labs-in-conda-and-pytorch' id='QQ2-1-35'>Jupyter Labs in Conda and Pytorch</a></span>
-<br />     <span class='subsubsectionToc'>2.8.5 <a href='#jupyter-labs-pytorch-in-python-venv' id='QQ2-1-36'>Jupyter Labs + Pytorch in Python venv</a></span>
-<br />     <span class='subsubsectionToc'>2.8.6 <a href='#vscode' id='QQ2-1-37'>VScode</a></span>
-<br />    <span class='subsectionToc'>2.9 <a href='#scheduler-environment-variables' id='QQ2-1-39'>Scheduler Environment Variables</a></span>
-<br />    <span class='subsectionToc'>2.10 <a href='#ssh-keys-for-mpi' id='QQ2-1-42'>SSH Keys For MPI</a></span>
-<br />    <span class='subsectionToc'>2.11 <a href='#creating-virtual-environments' id='QQ2-1-43'>Creating Virtual Environments</a></span>
-<br />     <span class='subsubsectionToc'>2.11.1 <a href='#anaconda' id='QQ2-1-44'>Anaconda</a></span>
-<br />     <span class='subsubsectionToc'>2.11.2 <a href='#python' id='QQ2-1-48'>Python</a></span>
-<br />    <span class='subsectionToc'>2.12 <a href='#example-job-script-fluent' id='QQ2-1-49'>Example Job Script: Fluent</a></span>
-<br />    <span class='subsectionToc'>2.13 <a href='#example-job-efficientdet' id='QQ2-1-52'>Example Job: efficientdet</a></span>
-<br />    <span class='subsectionToc'>2.14 <a href='#java-jobs' id='QQ2-1-53'>Java Jobs</a></span>
-<br />    <span class='subsectionToc'>2.15 <a href='#scheduling-on-the-gpu-nodes' id='QQ2-1-54'>Scheduling On The GPU Nodes</a></span>
-<br />     <span class='subsubsectionToc'>2.15.1 <a href='#p-on-multigpu-multinode' id='QQ2-1-55'>P6 on Multi-GPU, Multi-Node</a></span>
-<br />     <span class='subsubsectionToc'>2.15.2 <a href='#cuda' id='QQ2-1-56'>CUDA</a></span>
-<br />     <span class='subsubsectionToc'>2.15.3 <a href='#special-notes-for-sending-cuda-jobs-to-the-gpu-queue' id='QQ2-1-57'>Special Notes for sending CUDA jobs to the GPU Queue</a></span>
-<br />     <span class='subsubsectionToc'>2.15.4 <a href='#openiss-examples' id='QQ2-1-58'>OpenISS Examples</a></span>
-<br />    <span class='subsectionToc'>2.16 <a href='#singularity-containers' id='QQ2-1-61'>Singularity Containers</a></span>
-<br />   <span class='sectionToc'>3 <a href='#conclusion' id='QQ2-1-62'>Conclusion</a></span>
-<br />    <span class='subsectionToc'>3.1 <a href='#important-limitations' id='QQ2-1-63'>Important Limitations</a></span>
-<br />    <span class='subsectionToc'>3.2 <a href='#tipstricks' id='QQ2-1-64'>Tips/Tricks</a></span>
-<br />    <span class='subsectionToc'>3.3 <a href='#use-cases' id='QQ2-1-65'>Use Cases</a></span>
-<br />   <span class='sectionToc'>A <a href='#history' id='QQ2-1-66'>History</a></span>
-<br />    <span class='subsectionToc'>A.1 <a href='#acknowledgments' id='QQ2-1-67'>Acknowledgments</a></span>
-<br />    <span class='subsectionToc'>A.2 <a href='#migration-from-uge-to-slurm' id='QQ2-1-68'>Migration from UGE to SLURM</a></span>
-<br />    <span class='subsectionToc'>A.3 <a href='#phases' id='QQ2-1-70'>Phases</a></span>
-<br />     <span class='subsubsectionToc'>A.3.1 <a href='#phase-' id='QQ2-1-71'>Phase 4</a></span>
-<br />     <span class='subsubsectionToc'>A.3.2 <a href='#phase-1' id='QQ2-1-72'>Phase 3</a></span>
-<br />     <span class='subsubsectionToc'>A.3.3 <a href='#phase-2' id='QQ2-1-73'>Phase 2</a></span>
-<br />     <span class='subsubsectionToc'>A.3.4 <a href='#phase-3' id='QQ2-1-74'>Phase 1</a></span>
-<br />   <span class='sectionToc'>B <a href='#frequently-asked-questions' id='QQ2-1-75'>Frequently Asked Questions</a></span>
-<br />    <span class='subsectionToc'>B.1 <a href='#where-do-i-learn-about-linux' id='QQ2-1-76'>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='QQ2-1-79'>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='QQ2-1-80'>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='QQ2-1-81'>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='QQ2-1-82'>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='QQ2-1-83'>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='QQ2-1-84'>How to resolve “Disk quota exceeded” errors?</a></span>
-<br />     <span class='subsubsectionToc'>B.3.1 <a href='#probable-cause' id='QQ2-1-85'>Probable Cause</a></span>
-<br />     <span class='subsubsectionToc'>B.3.2 <a href='#possible-solutions' id='QQ2-1-86'>Possible Solutions</a></span>
-<br />     <span class='subsubsectionToc'>B.3.3 <a href='#example-of-setting-working-directories-for-comsol' id='QQ2-1-87'>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='QQ2-1-88'>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='QQ2-1-89'>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='QQ2-1-90'>Why is my job pending when nodes are empty?</a></span>
-<br />     <span class='subsubsectionToc'>B.5.1 <a href='#disabled-nodes' id='QQ2-1-91'>Disabled nodes</a></span>
-<br />     <span class='subsubsectionToc'>B.5.2 <a href='#error-in-job-submit-request' id='QQ2-1-92'>Error in job submit request.</a></span>
-<br />   <span class='sectionToc'>C <a href='#sister-facilities' id='QQ2-1-93'>Sister Facilities</a></span>
+<br />    <span class='subsectionToc'>1.1 <a href='#citing-us' id='QQ2-1-3'>Citing Us</a></span>
+<br />    <span class='subsectionToc'>1.2 <a href='#resources' id='QQ2-1-4'>Resources</a></span>
+<br />    <span class='subsectionToc'>1.3 <a href='#team' id='QQ2-1-5'>Team</a></span>
+<br />    <span class='subsectionToc'>1.4 <a href='#what-speed-consists-of' id='QQ2-1-6'>What Speed Consists of</a></span>
+<br />    <span class='subsectionToc'>1.5 <a href='#what-speed-is-ideal-for' id='QQ2-1-10'>What Speed Is Ideal For</a></span>
+<br />    <span class='subsectionToc'>1.6 <a href='#what-speed-is-not' id='QQ2-1-11'>What Speed Is Not</a></span>
+<br />    <span class='subsectionToc'>1.7 <a href='#available-software' id='QQ2-1-12'>Available Software</a></span>
+<br />    <span class='subsectionToc'>1.8 <a href='#requesting-access' id='QQ2-1-13'>Requesting Access</a></span>
+<br />   <span class='sectionToc'>2 <a href='#job-management' id='QQ2-1-14'>Job Management</a></span>
+<br />    <span class='subsectionToc'>2.1 <a href='#getting-started' id='QQ2-1-15'>Getting Started</a></span>
+<br />     <span class='subsubsectionToc'>2.1.1 <a href='#ssh-connections' id='QQ2-1-16'>SSH Connections</a></span>
+<br />     <span class='subsubsectionToc'>2.1.2 <a href='#environment-set-up' id='QQ2-1-17'>Environment Set Up</a></span>
+<br />    <span class='subsectionToc'>2.2 <a href='#job-submission-basics' id='QQ2-1-18'>Job Submission Basics</a></span>
+<br />     <span class='subsubsectionToc'>2.2.1 <a href='#directives' id='QQ2-1-19'>Directives</a></span>
+<br />     <span class='subsubsectionToc'>2.2.2 <a href='#working-with-modules' id='QQ2-1-20'>Working with Modules</a></span>
+<br />     <span class='subsubsectionToc'>2.2.3 <a href='#user-scripting' id='QQ2-1-21'>User Scripting</a></span>
+<br />    <span class='subsectionToc'>2.3 <a href='#sample-job-script' id='QQ2-1-22'>Sample Job Script</a></span>
+<br />    <span class='subsectionToc'>2.4 <a href='#common-job-management-commands-summary' id='QQ2-1-25'>Common Job Management Commands Summary</a></span>
+                                                                               
+
+                                                                               
+<br />    <span class='subsectionToc'>2.5 <a href='#advanced-sbatch-options' id='QQ2-1-26'>Advanced <span class='cmtt-10'>sbatch </span>Options</a></span>
+<br />    <span class='subsectionToc'>2.6 <a href='#array-jobs' id='QQ2-1-27'>Array Jobs</a></span>
+<br />    <span class='subsectionToc'>2.7 <a href='#requesting-multiple-cores-ie-multithreading-jobs' id='QQ2-1-28'>Requesting Multiple Cores (i.e., Multithreading Jobs)</a></span>
+<br />    <span class='subsectionToc'>2.8 <a href='#interactive-jobs' id='QQ2-1-29'>Interactive Jobs</a></span>
+<br />     <span class='subsubsectionToc'>2.8.1 <a href='#command-line' id='QQ2-1-30'>Command Line</a></span>
+<br />     <span class='subsubsectionToc'>2.8.2 <a href='#graphical-applications' id='QQ2-1-31'>Graphical Applications</a></span>
+<br />     <span class='subsubsectionToc'>2.8.3 <a href='#jupyter-notebooks' id='QQ2-1-33'>Jupyter Notebooks</a></span>
+<br />     <span class='paragraphToc'>2.8.3.1 <a href='#jupyter-notebook-in-singularity' id='QQ2-1-34'>Jupyter Notebook in Singularity</a></span>
+<br />     <span class='paragraphToc'>2.8.3.2 <a href='#jupyterlab-in-conda-and-pytorch' id='QQ2-1-38'>JupyterLab in Conda and Pytorch</a></span>
+<br />     <span class='paragraphToc'>2.8.3.3 <a href='#jupyterlab-pytorch-in-python-venv' id='QQ2-1-43'>JupyterLab + Pytorch in Python venv</a></span>
+<br />     <span class='subsubsectionToc'>2.8.4 <a href='#visual-studio-code' id='QQ2-1-44'>Visual Studio Code</a></span>
+<br />    <span class='subsectionToc'>2.9 <a href='#scheduler-environment-variables' id='QQ2-1-46'>Scheduler Environment Variables</a></span>
+<br />    <span class='subsectionToc'>2.10 <a href='#ssh-keys-for-mpi' id='QQ2-1-49'>SSH Keys for MPI</a></span>
+<br />    <span class='subsectionToc'>2.11 <a href='#creating-virtual-environments' id='QQ2-1-50'>Creating Virtual Environments</a></span>
+<br />     <span class='subsubsectionToc'>2.11.1 <a href='#anaconda' id='QQ2-1-51'>Anaconda</a></span>
+<br />     <span class='paragraphToc'>2.11.1.1 <a href='#conda-env-without-prefix' id='QQ2-1-52'>Conda Env without <span class='cmtt-10'>--prefix</span></a></span>
+<br />     <span class='subsubsectionToc'>2.11.2 <a href='#python' id='QQ2-1-53'>Python</a></span>
+<br />    <span class='subsectionToc'>2.12 <a href='#example-job-script-fluent' id='QQ2-1-54'>Example Job Script: Fluent</a></span>
+<br />    <span class='subsectionToc'>2.13 <a href='#example-job-efficientdet' id='QQ2-1-57'>Example Job: EfficientDet</a></span>
+<br />    <span class='subsectionToc'>2.14 <a href='#java-jobs' id='QQ2-1-58'>Java Jobs</a></span>
+<br />    <span class='subsectionToc'>2.15 <a href='#scheduling-on-the-gpu-nodes' id='QQ2-1-59'>Scheduling on the GPU Nodes</a></span>
+<br />     <span class='subsubsectionToc'>2.15.1 <a href='#p-on-multigpu-multinode' id='QQ2-1-60'>P6 on Multi-GPU, Multi-Node</a></span>
+<br />     <span class='subsubsectionToc'>2.15.2 <a href='#cuda' id='QQ2-1-61'>CUDA</a></span>
+<br />     <span class='subsubsectionToc'>2.15.3 <a href='#special-notes-for-sending-cuda-jobs-to-the-gpu-queues' id='QQ2-1-62'>Special Notes for Sending CUDA Jobs to the GPU Queues</a></span>
+<br />     <span class='subsubsectionToc'>2.15.4 <a href='#openiss-examples' id='QQ2-1-63'>OpenISS Examples</a></span>
+<br />     <span class='paragraphToc'>2.15.4.1 <a href='#openiss-and-reid' id='QQ2-1-64'>OpenISS and REID</a></span>
+<br />     <span class='paragraphToc'>2.15.4.2 <a href='#openiss-and-yolov' id='QQ2-1-65'>OpenISS and YOLOv3</a></span>
+<br />    <span class='subsectionToc'>2.16 <a href='#singularity-containers' id='QQ2-1-66'>Singularity Containers</a></span>
+<br />   <span class='sectionToc'>3 <a href='#conclusion' id='QQ2-1-67'>Conclusion</a></span>
+<br />    <span class='subsectionToc'>3.1 <a href='#important-limitations' id='QQ2-1-68'>Important Limitations</a></span>
+<br />    <span class='subsectionToc'>3.2 <a href='#tipstricks' id='QQ2-1-69'>Tips/Tricks</a></span>
+<br />    <span class='subsectionToc'>3.3 <a href='#use-cases' id='QQ2-1-70'>Use Cases</a></span>
+<br />   <span class='sectionToc'>A <a href='#history' id='QQ2-1-71'>History</a></span>
+<br />    <span class='subsectionToc'>A.1 <a href='#acknowledgments' id='QQ2-1-72'>Acknowledgments</a></span>
+<br />    <span class='subsectionToc'>A.2 <a href='#migration-from-uge-to-slurm' id='QQ2-1-73'>Migration from UGE to SLURM</a></span>
+<br />    <span class='subsectionToc'>A.3 <a href='#phases' id='QQ2-1-75'>Phases</a></span>
+<br />     <span class='subsubsectionToc'>A.3.1 <a href='#phase-' id='QQ2-1-76'>Phase 5</a></span>
+<br />     <span class='subsubsectionToc'>A.3.2 <a href='#phase-1' id='QQ2-1-77'>Phase 4</a></span>
+<br />     <span class='subsubsectionToc'>A.3.3 <a href='#phase-2' id='QQ2-1-78'>Phase 3</a></span>
+<br />     <span class='subsubsectionToc'>A.3.4 <a href='#phase-3' id='QQ2-1-79'>Phase 2</a></span>
+<br />     <span class='subsubsectionToc'>A.3.5 <a href='#phase-4' id='QQ2-1-80'>Phase 1</a></span>
+<br />   <span class='sectionToc'>B <a href='#frequently-asked-questions' id='QQ2-1-81'>Frequently Asked Questions</a></span>
+<br />    <span class='subsectionToc'>B.1 <a href='#where-do-i-learn-about-linux' id='QQ2-1-82'>Where do I learn about Linux?</a></span>
+<br />    <span class='subsectionToc'>B.2 <a href='#how-to-use-bash-shell-on-speed' id='QQ2-1-85'>How to use 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='QQ2-1-86'>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='QQ2-1-87'>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='QQ2-1-88'>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='QQ2-1-89'>How do I run scripts written in bash on <span class='cmtt-10'>Speed</span>?</a></span>
+                                                                               
+
+                                                                               
+<br />    <span class='subsectionToc'>B.3 <a href='#how-to-resolve-disk-quota-exceeded-errors' id='QQ2-1-90'>How to resolve “Disk quota exceeded” errors?</a></span>
+<br />     <span class='subsubsectionToc'>B.3.1 <a href='#probable-cause' id='QQ2-1-91'>Probable Cause</a></span>
+<br />     <span class='subsubsectionToc'>B.3.2 <a href='#possible-solutions' id='QQ2-1-92'>Possible Solutions</a></span>
+<br />     <span class='subsubsectionToc'>B.3.3 <a href='#example-of-setting-working-directories-for-comsol' id='QQ2-1-93'>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='QQ2-1-94'>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='QQ2-1-95'>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='QQ2-1-96'>Why is my job pending when nodes are empty?</a></span>
+<br />     <span class='subsubsectionToc'>B.5.1 <a href='#disabled-nodes' id='QQ2-1-97'>Disabled nodes</a></span>
+<br />     <span class='subsubsectionToc'>B.5.2 <a href='#error-in-job-submit-request' id='QQ2-1-98'>Error in job submit request.</a></span>
+<br />   <span class='sectionToc'>C <a href='#sister-facilities' id='QQ2-1-99'>Sister Facilities</a></span>
+<br />   <span class='sectionToc'>D <a href='#software-installed-on-speed' id='QQ2-1-100'>Software Installed On Speed</a></span>
+<br />    <span class='subsectionToc'>D.1 <a href='#el' id='QQ2-1-101'>EL7</a></span>
+<br />    <span class='subsectionToc'>D.2 <a href='#el1' id='QQ2-1-102'>EL9</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. 92 --><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. 97 --><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. 104 --><p class='indent'>   If you wish to cite this work in your acknowledgements, you can use our general DOI found on our
+<!-- l. 105 --><p class='noindent'>This document contains basic information required to use “Speed”, along with tips, tricks, examples,
+and references to projects and papers that have used Speed. User contributions of sample jobs and/or
+references are welcome.<br class='newline' />
+</p><!-- l. 109 --><p class='noindent'><span class='cmbx-10'>Note: </span>On October 20, 2023, we completed the migration to SLURM from Grid Engine (UGE/AGE)
+as our job scheduler. This manual has been updated to use SLURM’s syntax and commands. If you
+are a long-time GE user, refer to Appendix <a href='#migration-from-uge-to-slurm'>A.2<!-- tex4ht:ref: appdx:uge-to-slurm  --></a> for key highlights needed to translate your GE jobs to
+SLURM as well as environment changes. These changes are also elaborated throughout this document
+and our examples.
+</p><!-- l. 118 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='citing-us'><span class='titlemark'>1.1   </span> <a id='x1-30001.1'></a>Citing Us</h4>
+<!-- l. 121 --><p class='noindent'>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. 110 --><p class='noindent'>
+scripts from that link individually. You can also use the “cite this repository” feature of
+GitHub.
+</p><!-- l. 127 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='resources'><span class='titlemark'>1.1   </span> <a id='x1-30001.1'></a>Resources</h4>
+   <h4 class='subsectionHead' id='resources'><span class='titlemark'>1.2   </span> <a id='x1-40001.2'></a>Resources</h4>
      <ul class='itemize1'>
-     <li class='itemize'>Our  public  GitHub  page  where  the  manual  and  sample  job  scripts  are  maintained
-     (pull-requests (PRs), subject to review, are welcome):<br class='newline' /><a class='url' href='https://github.com/NAG-DevOps/speed-hpc'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc</span></a><br class='newline' /><a class='url' href='https://github.com/NAG-DevOps/speed-hpc/pulls'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc/pulls</span></a>
+     <li class='itemize'>
+     <!-- l. 132 --><p class='noindent'>Public GitHub page where the manual and sample job scripts are maintained at<br class='newline' /><a class='url' href='https://github.com/NAG-DevOps/speed-hpc'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc</span></a> </p>
+         <ul class='itemize2'>
+         <li class='itemize'>Pull requests (PRs) are subject to review and are welcome:<br class='newline' /><a class='url' href='https://github.com/NAG-DevOps/speed-hpc/pulls'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc/pulls</span></a></li></ul>
      </li>
-     <li class='itemize'>PDF version of this manual:<br class='newline' /><a class='url' href='https://github.com/NAG-DevOps/speed-hpc/blob/master/doc/speed-manual.pdf'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc/blob/master/doc/speed-manual.pdf</span></a><br class='newline' />HTML version of this manual:<br class='newline' /><a class='url' href='https://nag-devops.github.io/speed-hpc/'><span class='cmtt-10'>https://nag-devops.github.io/speed-hpc/</span></a>
+     <li class='itemize'>
+     <!-- l. 140 --><p class='noindent'>Speed Manual: </p>
+         <ul class='itemize2'>
+         <li class='itemize'>PDF version of the manual:<br class='newline' /><a class='url' href='https://github.com/NAG-DevOps/speed-hpc/blob/master/doc/speed-manual.pdf'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc/blob/master/doc/speed-manual.pdf</span></a>
+         </li>
+         <li class='itemize'>HTML version of the manual:<br class='newline' /><a class='url' href='https://nag-devops.github.io/speed-hpc/'><span class='cmtt-10'>https://nag-devops.github.io/speed-hpc/</span></a></li></ul>
+                                                                               
+
+                                                                               
      </li>
-     <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 class='itemize'>Concordia official page for “Speed” cluster, which includes access request instructions.
+     <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>
      </li>
      <li class='itemize'>All Speed users are subscribed to the <span class='cmtt-10'>hpc-ml </span>mailing list.
 </li></ul>
-                                                                               
-
-                                                                               
-<!-- l. 145 --><p class='noindent'>
-</p>
-   <h4 class='subsectionHead' id='team'><span class='titlemark'>1.2   </span> <a id='x1-40001.2'></a>Team</h4>
-<!-- l. 148 --><p class='noindent'>Speed is supported by:
+<!-- l. 168 --><p class='noindent'>
 </p>
+   <h4 class='subsectionHead' id='team'><span class='titlemark'>1.3   </span> <a id='x1-50001.3'></a>Team</h4>
+<!-- l. 171 --><p class='noindent'>Speed is supported by: </p>
      <ul class='itemize1'>
      <li class='itemize'>Serguei Mokhov, PhD, Manager, Networks, Security and HPC, AITS
      </li>
@@ -165,39 +183,65 @@ <h4 class='subsectionHead' id='team'><span class='titlemark'>1.2   </span> <a id
      <li class='itemize'>Carlos Alarcón Meza, Systems Administrator, HPC and Networking, AITS
      </li>
      <li class='itemize'>Farah Salhany, IT Instructional Specialist, AITS</li></ul>
-<!-- l. 161 --><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. 167 --><p class='noindent'>
+<!-- l. 183 --><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. 189 --><p class='noindent'>
 </p>
-   <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>
+   <h4 class='subsectionHead' id='what-speed-consists-of'><span class='titlemark'>1.4   </span> <a id='x1-60001.4'></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 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
+     <li class='itemize'>Twelve (12) NVIDIA Tesla P6 GPUs, with 16 GB of GPU memory (compatible with the
      CUDA, OpenGL, OpenCL, and Vulkan APIs).
      </li>
-     <li class='itemize'>4 VIDPRO nodes, with 6 P6 cards, and 6 V100 cards (32GB), and 256GB of RAM.
+     <li class='itemize'>4 VIDPRO nodes (ECE. Dr. Amer), 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 class='itemize'>7 new SPEED2 servers with 256 CPU cores each 4x A100 80 GB GPUs, partitioned into
+     4x 20GB MIGs each; larger local storage for TMPDIR (see Figure <a href='#-speed-cluster-hardware-architecture'>2<!-- tex4ht:ref: fig:speed-architecture-full  --></a>).
      </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>
+     OpenGL, OpenCL, and Vulkan APIs).
+     </li>
+     <li class='itemize'>Salus compute node (CSSE CLAC, Drs. Bergler and Kosseim), 56 cores and 728GB of
+     RAM, see Figure <a href='#-speed-cluster-hardware-architecture'>2<!-- tex4ht:ref: fig:speed-architecture-full  --></a>.
+     </li>
+     <li class='itemize'>Magic subcluster partition (ECE, Dr. Khendek, 11 nodes, see Figure <a href='#-speed-cluster-hardware-architecture'>2<!-- tex4ht:ref: fig:speed-architecture-full  --></a>).
+     </li>
+     <li class='itemize'>Nebular  subcluster  partition  (CIISE,  Drs. Yan,  Assi,  Ghafouri,  et  al.,  Nebulae  GPU
+     node with 2x RTX 6000 Ada 48GB cards, Stellar compute node, and Matrix 177TB
+     storage/compute node, see Figure <a href='#-speed-cluster-hardware-architecture'>2<!-- tex4ht:ref: fig:speed-architecture-full  --></a>).</li></ul>
    <figure class='figure' id='-speed'> 
 
                                                                                
 
                                                                                
-<a id='x1-50011'></a>
+<a id='x1-60011'></a>
+                                                                               
+
+                                                                               
+<!-- l. 226 --><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?: x1-60011  -->
+                                                                               
+
+                                                                               
+   </figure>
+   <figure class='figure' id='-speed-cluster-hardware-architecture'> 
+
+                                                                               
+
+                                                                               
+<a id='x1-60022'></a>
                                                                                
 
                                                                                
-<!-- l. 193 --><p class='noindent'><img alt='PIC' height='412' src='images/speed-pics.png' width='412' />
+<!-- l. 233 --><p class='noindent'><img alt='PIC' height='412' src='images/speed-architecture-full.png' width='412' />
 </p>
-<figcaption class='caption'><span class='id'>Figure 1: </span><span class='content'>Speed</span></figcaption><!-- tex4ht:label?: x1-50011  -->
+<figcaption class='caption'><span class='id'>Figure 2: </span><span class='content'>Speed Cluster Hardware Architecture</span></figcaption><!-- tex4ht:label?: x1-60022  -->
                                                                                
 
                                                                                
@@ -207,25 +251,25 @@ <h4 class='subsectionHead' id='what-speed-consists-of'><span class='titlemark'>1
                                                                                
 
                                                                                
-<a id='x1-50022'></a>
+<a id='x1-60033'></a>
                                                                                
 
                                                                                
-<!-- l. 199 --><p class='noindent'><img alt='PIC' height='412' src='images/slurm-arch.png' width='412' />
+<!-- l. 240 --><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  -->
+<figcaption class='caption'><span class='id'>Figure 3: </span><span class='content'>Speed SLURM Architecture</span></figcaption><!-- tex4ht:label?: x1-60033  -->
                                                                                
 
                                                                                
    </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>
+   <h4 class='subsectionHead' id='what-speed-is-ideal-for'><span class='titlemark'>1.5   </span> <a id='x1-70001.5'></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. “Speed” has been optimised for compute jobs that are multi-core aware,
+     <li class='itemize'>Design, develop, test, and run parallel, batch, and other algorithms and scripts with
+     partial data sets. “Speed” has been optimized for compute jobs that are multi-core aware,
      require a large memory space, or are iteration intensive.
      </li>
      <li class='itemize'>
-     <!-- l. 216 --><p class='noindent'>Prepare them for big clusters: </p>
+     <!-- l. 257 --><p class='noindent'>Prepare jobs for large clusters such as: </p>
          <ul class='itemize2'>
          <li class='itemize'>Digital Research Alliance of Canada (Calcul Quebec and Compute Canada)
          </li>
@@ -238,20 +282,20 @@ <h4 class='subsectionHead' id='what-speed-is-ideal-for'><span class='titlemark'>
      </li>
      <li class='itemize'>Multi-node multi-core jobs (MPI).
      </li>
-     <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 class='itemize'>Anything that can fit into a 500-GB memory space and a <span class='cmbx-10'>speed scratch </span>space of
+     approximately 10 TB.
      </li>
      <li class='itemize'>CPU-based jobs.
      </li>
-     <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>).
+     <li class='itemize'>CUDA GPU jobs.
                                                                                
 
                                                                                
      </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. 240 --><p class='noindent'>
+     <li class='itemize'>Non-CUDA GPU jobs using OpenCL.</li></ul>
+<!-- l. 280 --><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>
+   <h4 class='subsectionHead' id='what-speed-is-not'><span class='titlemark'>1.6   </span> <a id='x1-80001.6'></a>What Speed Is Not</h4>
      <ul class='itemize1'>
      <li class='itemize'>Speed is not a web host and does not host websites.
      </li>
@@ -265,249 +309,256 @@ <h4 class='subsectionHead' id='what-speed-is-not'><span class='titlemark'>1.5
      </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. 252 --><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. 254 --><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'>26</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'>25</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. 261 --><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.
+<!-- l. 294 --><p class='noindent'>
 </p>
+   <h4 class='subsectionHead' id='available-software'><span class='titlemark'>1.7   </span> <a id='x1-90001.7'></a>Available Software</h4>
+<!-- l. 297 --><p class='noindent'>There are a wide range of open-source and commercial software available and installed on “Speed.”
+This includes Abaqus <span class='cite'>[<a href='#Xabaqus'>1</a>]</span>, AllenNLP, Anaconda, ANSYS, Bazel, COMSOL, CPLEX, CUDA, Eclipse,
+Fluent <span class='cite'>[<a href='#Xfluent'>2</a>]</span>, Gurobi, MATLAB <span class='cite'>[<a href='#Xmatlab'>15</a>, <a href='#Xscholarpedia-matlab'>30</a>]</span>, OMNeT++, OpenCV, OpenFOAM, OpenMPI, OpenPMIx,
+ParaView, PyTorch, QEMU, R, Rust, and Singularity among others. Programming environments
+include various versions of Python, C++/Java compilers, TensorFlow, OpenGL, OpenISS, and
+MARF <span class='cite'>[<a href='#Xmarf'>31</a>]</span>.<br class='newline' />
                                                                                
 
                                                                                
+</p><!-- l. 303 --><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). We are building an equivalent array of programs for the EL9 SPEED2 nodes. To see
+the packages available, run <span class='cmtt-10'>ls -al /encs/pkg/ </span>on <span class='cmtt-10'>speed.encs</span>. See a complete list in
+Appendix <a href='#software-installed-on-speed'>D<!-- tex4ht:ref: sect:software-details  --></a>.<br class='newline' />
+</p><!-- l. 307 --><p class='noindent'><span class='cmbx-10'>Note: </span>We do our best to accommodate custom software requests. Python environments can use
+user-custom installs from within the scratch directory.
+</p><!-- l. 313 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='requesting-access'><span class='titlemark'>1.8   </span> <a id='x1-100001.8'></a>Requesting Access</h4>
+<!-- l. 316 --><p class='noindent'>After reviewing the “What Speed is” (Section <a href='#what-speed-is-ideal-for'>1.5<!-- tex4ht:ref: sect:speed-is-for  --></a>) and “What Speed is Not” (Section <a href='#what-speed-is-not'>1.6<!-- 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>.
+</p>
      <ul class='itemize1'>
+     <li class='itemize'>GCS ENCS faculty and staff may request access directly.
+     </li>
      <li class='itemize'>
-     <!-- l. 269 --><p class='noindent'>Popular concrete examples: </p>
+     <!-- l. 322 --><p class='noindent'>GCS students must include the following in their request message: </p>
          <ul class='itemize2'>
-         <li class='itemize'>MATLAB (R2016b, R2018a, R2018b, ...)
+         <li class='itemize'>GCS ENCS username
          </li>
-         <li class='itemize'>Fluent (19.2, ...)
+         <li class='itemize'>Name and email (CC) of the approver – either a supervisor, course instructor, or a
+         department representative (e.g., in the case of undergraduate or M.Eng. students it
+         can be the Chair, associate chair, a technical officer, or a department administrator)
+         for approval.
          </li>
-         <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 class='itemize'>Written request from the approver for the GCS ENCS username to be granted access
+         to “Speed.”</li></ul>
      </li>
-     <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 class='itemize'>Non-GCS students taking a GCS course will have their GCS ENCS account created
+     automatically, but still need the course instructor’s approval to use the service.
      </li>
-     <li class='itemize'>
-     <!-- l. 285 --><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.x - 3.11.x)
-         </li>
-         <li class='itemize'>Gurobi (7.0.1, 7.5.0, 8.0.0, 8.1.0)
-         </li>
-         <li class='itemize'>Ansys (16, 17, 18, 19)
-         </li>
-         <li class='itemize'>OpenFOAM (2.3.1, 3.0.1, 5.0, 6.0)
-         </li>
-         <li class='itemize'>Cplex 12.6.x to 12.8.x
-         </li>
-         <li class='itemize'>OpenMPI 1.6.x, 1.8.x, 3.1.3</li></ul>
-     </li></ul>
+     <li class='itemize'>Non-GCS faculty and students need to get a “sponsor” within GCS, so that a 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.
+     </li>
+     <li class='itemize'>External entities collaborating with GCS Concordia researchers should also go through the
+     Dean’s Office for approvals.</li></ul>
+<!-- l. 347 --><p class='noindent'>
+</p>
+   <h3 class='sectionHead' id='job-management'><span class='titlemark'>2   </span> <a id='x1-110002'></a>Job Management</h3>
+<!-- l. 350 --><p class='noindent'>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, whereas, interactive jobs are are ideal for
+setting up virtual environments, compilation, and debugging.<br class='newline' />
+</p><!-- l. 354 --><p class='noindent'><span class='cmbx-10'>Note: </span>In the following instructions, anything bracketed like, <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).<br class='newline' />
+</p><!-- l. 357 --><p class='noindent'>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:
                                                                                
 
                                                                                
-<!-- l. 304 --><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. 307 --><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>. GCS ENCS
-faculty and staff may request access directly. Students must include the following in their
-message:
+   <pre class='verbatim' id='verbatim-1'>
+    #SBATCH --mem=100M -t 600 -J &lt;job-name&gt; -A &lt;slurm account&gt;
+    #SBATCH -p pg --gpus=2 --mail-type=ALL
+</pre>
+<!-- l. 361 --><p class='nopar'> For complex compute steps within a script, use <span class='cmtt-10'>srun</span>. We recommend using <span class='cmtt-10'>salloc </span>for interactive
+jobs as it supports multiple steps. However, <span class='cmtt-10'>srun </span>can also be used to start interactive jobs (see
+Section <a href='#interactive-jobs'>2.8<!-- tex4ht:ref: sect:interactive-jobs  --></a>). Common and required job parameters include:
 </p>
+   <div class='columns-2'>
      <ul class='itemize1'>
-     <li class='itemize'>GCS ENCS username
-     </li>
-     <li class='itemize'>Name and email (CC) of the supervisor or instructor
-     </li>
-     <li class='itemize'>Written request from the supervisor or instructor for the ENCS username to be granted
-     access to “Speed”</li></ul>
-<!-- l. 320 --><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 GCS 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. 332 --><p class='noindent'>
-</p>
-   <h3 class='sectionHead' id='job-management'><span class='titlemark'>2   </span> <a id='x1-100002'></a>Job Management</h3>
-<!-- l. 335 --><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. 342 --><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:
+     <li class='itemize'>memory (<span class='cmtt-10'>--mem</span>),
+     </li>
+     <li class='itemize'>time (<span class='cmtt-10'>-t</span>),
+     </li>
+     <li class='itemize'><span class='cmtt-10'>--job-name </span>(<span class='cmtt-10'>-J</span>),
+     </li>
+     <li class='itemize'>slurm project account (<span class='cmtt-10'>-A</span>),
+     </li>
+     <li class='itemize'>partition (<span class='cmtt-10'>-p</span>),
+     </li>
+     <li class='itemize'>mail type (<span class='cmtt-10'>--mail-type</span>),
+     </li>
+     <li class='itemize'>ntasks (<span class='cmtt-10'>-n</span>),
+     </li>
+     <li class='itemize'>CPUs per task (<span class='cmtt-10'>--cpus-per-task</span>).</li></ul>
+   </div>
                                                                                
 
                                                                                
+<!-- l. 391 --><p class='noindent'>
 </p>
-   <pre class='verbatim' id='verbatim-1'>
-#SBATCH --mem=100M -t 600 -J &lt;job-name&gt; -A &lt;slurm account&gt;
-#SBATCH -p pg --gpus=2 --mail-type=ALL
-</pre>
-<!-- l. 347 --><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: memory (mem),
-time (t), job-name (J), slurm project account (A), partition (p), mail-type, ntasks (n),
-cpus-per-task.
-</p><!-- l. 356 --><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. 358 --><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
+   <h4 class='subsectionHead' id='getting-started'><span class='titlemark'>2.1   </span> <a id='x1-120002.1'></a>Getting Started</h4>
+<!-- l. 394 --><p class='noindent'>Before getting started, please review the “What Speed is” (Section <a href='#what-speed-is-ideal-for'>1.5<!-- tex4ht:ref: sect:speed-is-for  --></a>) and “What Speed is Not”
+(Section <a href='#what-speed-is-not'>1.6<!-- 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>). 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. 368 --><p class='noindent'>
+<span class='cmtt-10'>speed-submit.encs.concordia.ca</span>).<br class='newline' />
+</p><!-- l. 400 --><p class='indent'>   All users are expected to have a basic understanding of Linux and its commonly used commands
+(see Appendix <a href='#frequently-asked-questions'>B<!-- tex4ht:ref: sect:faqs  --></a> for resources).
+</p><!-- l. 405 --><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. 371 --><p class='noindent'>Requirements to create connections to Speed:
+   <h5 class='subsubsectionHead' id='ssh-connections'><span class='titlemark'>2.1.1   </span> <a id='x1-130002.1.1'></a>SSH Connections</h5>
+<!-- l. 408 --><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'>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 class='enumerate' id='x1-13002x1'><span class='cmbx-10'>Active GCS ENCS user account: </span>Ensure you have an active GCS ENCS user account
+     with permission to connect to Speed (see Section <a href='#requesting-access'>1.8<!-- tex4ht:ref: sect:access-requests  --></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 class='enumerate' id='x1-13004x2'><span class='cmbx-10'>VPN  Connection </span>(for  off-campus  access):  If  you  are  off-campus,  you  wil  need  to
+     establish an active connection to Concordia’s VPN, which requires a Concordia netname.
      </li>
-<li class='enumerate' id='x1-12006x3'>Windows systems require a terminal emulator such as PuTTY, Cygwin, or MobaXterm.
+<li class='enumerate' id='x1-13006x3'><span class='cmbx-10'>Terminal Emulator for Windows: </span>Windows systems use 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. 385 --><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.
+<li class='enumerate' id='x1-13008x4'><span class='cmbx-10'>Terminal for macOS: </span>macOS systems have a built-in Terminal app or <span class='cmtt-10'>xterm </span>that comes
+     with XQuartz.</li></ol>
+<!-- l. 418 --><p class='noindent'>To create an SSH connection to Speed, open a terminal window and type the following command,
+replacing <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-2'>
-ssh &lt;ENCSusername&gt;@speed.encs.concordia.ca
+    ssh &lt;ENCSusername&gt;@speed.encs.concordia.ca
 </pre>
-<!-- l. 390 --><p class='nopar'>
-</p><!-- l. 392 --><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'>
+<!-- l. 421 --><p class='nopar'>
+</p><!-- l. 423 --><p class='noindent'>For detailed instructions on securely connecting to a GCS server, refer to 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. 429 --><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>
+   <h5 class='subsubsectionHead' id='environment-set-up'><span class='titlemark'>2.1.2   </span> <a id='x1-140002.1.2'></a>Environment Set Up</h5>
 <!-- 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'>$</span><span class='cmtt-10'>PATH </span>at the
-prompt.
-</p><!-- l. 41 --><p class='indent'>   The next step is to copy a job template to your home directory and to set up your cluster-specific
-storage. Execute the following command from within your home directory. (To move to your home
-directory, type <span class='cmtt-10'>cd </span>at the Linux prompt and press <span class='cmtt-10'>Enter</span>.)
+commands are available to you. To check this, type each command at the prompt and press Enter. If
+“command not found” is returned, you need to make sure your <span class='tctt-1000'>$</span><span class='cmtt-10'>PATH </span>includes <span class='cmtt-10'>/local/bin</span>. You can
+check your <span class='tctt-1000'>$</span><span class='cmtt-10'>PATH </span>by typing:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-3'>
-cp /home/n/nul-uge/template.sh . &amp;&amp; mkdir /speed-scratch/$USER
+    echo $PATH
 </pre>
-<!-- l. 48 --><p class='nopar'>
-</p><!-- l. 52 --><p class='indent'>   <span class='cmbx-10'>Tip: </span>the default shell for GCS ENCS users is <span class='cmtt-10'>tcsh</span>. If you would like to use <span class='cmtt-10'>bash</span>, please contact
-<span class='cmtt-10'>rt-ex-hpc AT encs.concordia.ca</span>.
-</p><!-- l. 94 --><p class='indent'>   <span class='cmbx-10'>Note: </span>If a “command not found” error appears after you log in to speed, your user account many
-have probably have defunct Grid Engine environment commands. See Appendix <a href='#migration-from-uge-to-slurm'>A.2<!-- tex4ht:ref: appdx:uge-to-slurm  --></a> to learn how to
-prevent this error on login.
-</p><!-- l. 404 --><p class='noindent'>
-</p>
-   <h4 class='subsectionHead' id='job-submission-basics'><span class='titlemark'>2.2   </span> <a id='x1-140002.2'></a>Job Submission Basics</h4>
-<!-- l. 406 --><p class='noindent'>Preparing your job for submission is fairly straightforward. Start by basing your job script on one of the
-examples available in the <span class='cmtt-10'>src/ </span>directory of our GitHub’s (<a class='url' href='https://github.com/NAG-DevOps/speed-hpc'><span class='cmtt-10'>https://github.com/NAG-DevOps/speed-hpc</span></a>).
-Job scripts are broken into four main sections:
+<!-- l. 14 --><p class='nopar'>
+</p><!-- l. 45 --><p class='noindent'>The next step is to set up your cluster-specific storage “speed-scratch”, to do so, execute the following
+command from within your home directory.
+                                                                               
+
+                                                                               
 </p>
+   <pre class='verbatim' id='verbatim-4'>
+    mkdir -p /speed-scratch/$USER &amp;&amp; cd /speed-scratch/$USER
+</pre>
+<!-- l. 49 --><p class='nopar'>
+</p><!-- l. 51 --><p class='noindent'>Next, copy a job template to your cluster-specific storage </p>
      <ul class='itemize1'>
-     <li class='itemize'>Directives
+     <li class='itemize'>From Windows drive G: to Speed:<br class='newline' /><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>cp /winhome/&lt;1st letter of $USER&gt;/$USER/example.sh /speed-scratch/$USER/</span></span></span>
      </li>
-     <li class='itemize'>Module Loads
-     </li>
-     <li class='itemize'>User Scripting</li></ul>
-<!-- l. 418 --><p class='indent'>   You can clone the tip of our repository to get the examples to start with or download them
-individually via a browser or command line:
+     <li class='itemize'>From Linux drive U: to Speed:<br class='newline' /><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>cp ~/example.sh /speed-scratch/$USER/</span></span></span></li></ul>
+<!-- l. 59 --><p class='noindent'><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>.<br class='newline' />
+</p><!-- l. 102 --><p class='noindent'><span class='cmbx-10'>Note: </span>If you encounter a “command not found” error after logging in to Speed, your user account
+may have defunct Grid Engine environment commands. See Appendix <a href='#migration-from-uge-to-slurm'>A.2<!-- tex4ht:ref: appdx:uge-to-slurm  --></a> for instructions on how to
+resolve this issue.
+</p><!-- l. 435 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='job-submission-basics'><span class='titlemark'>2.2   </span> <a id='x1-150002.2'></a>Job Submission Basics</h4>
+<!-- l. 438 --><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 <a href='https://github.com/NAG-DevOps/speed-hpc'>GitHub repository</a>. You can clone the repository to
+get the examples to start with via the command line:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-4'>
-git clone --depth=1 https://github.com/NAG-DevOps/speed-hpc.git
-cd speed-hpc/src
+   <pre class='verbatim' id='verbatim-5'>
+    git clone --depth=1 https://github.com/NAG-DevOps/speed-hpc.git
+    cd speed-hpc/src
 </pre>
-<!-- l. 425 --><p class='nopar'>
-</p><!-- l. 428 --><p class='noindent'>Then to quickly run some sample jobs, you can:
+<!-- l. 446 --><p class='nopar'>
+</p><!-- l. 448 --><p class='noindent'>The job script is a shell script that contains directives, module loads, and user scripting. To quickly
+run some sample jobs, use the following commands:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-5'>
-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 class='verbatim' id='verbatim-6'>
+    sbatch -p ps -t 10 env.sh
+    sbatch -p ps -t 10 bash.sh
+    sbatch -p ps -t 10 manual.sh
+    sbatch -p pg -t 10 lambdal-singularity.sh
 </pre>
-<!-- l. 436 --><p class='nopar'>
-</p><!-- l. 2 --><p class='noindent'>
+<!-- l. 455 --><p class='nopar'>
+</p><!-- l. 460 --><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>
+   <h5 class='subsubsectionHead' id='directives'><span class='titlemark'>2.2.1   </span> <a id='x1-160002.2.1'></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.
+script use a shell from the <span class='cmtt-10'>/encs/bin </span>directory.<br class='newline' />
 </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 job
-scheduler. The script template, <span class='cmtt-10'>template.sh</span>, provides the essentials:
+<span class='obeylines-h'><span class='verb'><span class='cmtt-10'>#!/encs/bin/bash</span></span></span>.<br class='newline' />
+</p><!-- l. 15 --><p class='indent'>   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 job scheduler. The
+following provides an example of some essential directives:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-6'>
-#SBATCH --job-name=&lt;jobname&gt;        ## or -J. Give the job a name
-#SBATCH --mail-type=&lt;type&gt;          ## Set type of email notifications
-#SBATCH --chdir=&lt;directory&gt;         ## or -D, Set working directory where output files will go
-#SBATCH --nodes=1                   ## or -N, Node count required for the job
-#SBATCH --ntasks=1                  ## or -n, Number of tasks to be launched
-#SBATCH --cpus-per-task=&lt;corecount&gt; ## or -c, Core count requested, e.g. 8 cores
-#SBATCH --mem=&lt;memory&gt;              ## Assign memory for this job, e.g., 32G memory per node
-</pre>
-<!-- l. 35 --><p class='nopar'>
-</p><!-- l. 37 --><p class='indent'>   Replace the following to adjust the job script for your project(s)
-     </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-15002x1'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;jobname&gt;</span></span></span> with a job name for the job
+   <pre class='verbatim' id='verbatim-7'>
+    #SBATCH --job-name=&lt;jobname&gt;        ## or -J. Give the job a name
+    #SBATCH --mail-type=&lt;type&gt;          ## set type of email notifications
+    #SBATCH --chdir=&lt;directory&gt;         ## or -D, set working directory for the job
+    #SBATCH --nodes=1                   ## or -N, node count required for the job
+    #SBATCH --ntasks=1                  ## or -n, number of tasks to be launched
+    #SBATCH --cpus-per-task=&lt;corecount&gt; ## or -c, core count requested, e.g. 8 cores
+    #SBATCH --mem=&lt;memory&gt;              ## assign memory for this job,
+                                        ## e.g., 32G memory per node
+</pre>
+<!-- l. 28 --><p class='nopar'>
+</p><!-- l. 31 --><p class='noindent'>Replace the following to adjust the job script for your project(s) </p>
+     <ul class='itemize1'>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;jobname&gt;</span></span></span> with a job name for the job. This name will be displayed in the job queue.
      </li>
-<li class='enumerate' id='x1-15004x2'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;directory&gt;</span></span></span> with the fullpath to your job’s working directory, e.g., where your code,
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;directory&gt;</span></span></span> with the fullpath to your job’s working directory, e.g., where your code,
      source files and where the standard output files will be written to. By default, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>--chdir</span></span></span>
-     sets the current directory as the job’s working directory
+     sets the current directory as the job’s working directory.
      </li>
-<li class='enumerate' id='x1-15006x3'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;type&gt;</span></span></span> with the type of e-mail notifications you wish to receive. Valid options are: NONE,
-     BEGIN, END, FAIL, REQUEUE, ALL
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;type&gt;</span></span></span> with the type of e-mail notifications you wish to receive. Valid options are: NONE,
+     BEGIN, END, FAIL, REQUEUE, ALL.
      </li>
-<li class='enumerate' id='x1-15008x4'><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) allocated to your
+     <li class='itemize'><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) allocated to your
      job. Up to 32 by default.
      </li>
-<li class='enumerate' id='x1-15010x5'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;memory&gt;</span></span></span> with the amount of memory, in GB, that you want to be allocated per node. Up
-     to 500 depending on the node. NOTE: All jobs MUST set a value for the <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>--mem</span></span></span> option.</li></ol>
-<!-- l. 49 --><p class='indent'>   Example with short option equivalents:
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;memory&gt;</span></span></span> with the amount of memory, in GB, that you want to be allocated per node.
+     Up to 500 depending on the node.<br class='newline' /><span class='cmbx-10'>Note</span>: All jobs MUST set a value for the <span class='cmtt-10'>--mem </span>option.</li></ul>
+<!-- l. 44 --><p class='noindent'>Example with short option equivalents:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-7'>
-#SBATCH -J tmpdir                   ## Job’s name set to ’tmpdir’
-#SBATCH --mail-type=ALL             ## Receive all email type notifications
-#SBATCH -D ./                       ## Use current directory as working directory
-#SBATCH -N 1                        ## Node count required for the job
-#SBATCH -n 1                        ## Number of tasks to be launched
-#SBATCH -c 1                        ## Request 8 cores
-#SBATCH --mem=32G                   ## Allocate 32G memory per node
-</pre>
-<!-- l. 59 --><p class='nopar'>
-</p><!-- l. 62 --><p class='indent'>   If you are unsure about memory footprints, err on assigning a generous memory space to
+   <pre class='verbatim' id='verbatim-8'>
+    #SBATCH -J myjob              ## Job’s name set to ’myjob’
+    #SBATCH --mail-type=ALL       ## Receive all email type notifications
+    #SBATCH -D ./                 ## Use current directory as working directory
+    #SBATCH -N 1                  ## Node count required for the job
+    #SBATCH -n 1                  ## Number of tasks to be launched
+    #SBATCH -c 8                  ## Request 8 cores
+    #SBATCH --mem=32G             ## Allocate 32G memory per node
+</pre>
+<!-- l. 54 --><p class='nopar'>
+</p><!-- l. 57 --><p class='noindent'><span class='cmbx-10'>Tip: </span>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:
@@ -515,28 +566,28 @@ <h5 class='subsubsectionHead' id='directives'><span class='titlemark'>2.2.1   </
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-8'>
-sacct -j &lt;jobID&gt;
-sstat -j &lt;jobID&gt;
+   <pre class='verbatim' id='verbatim-9'>
+    sacct -j &lt;jobID&gt;
+    sstat -j &lt;jobID&gt;
 </pre>
-<!-- l. 78 --><p class='nopar'>
-</p><!-- l. 80 --><p class='noindent'>This can be customized to show specific columns:
+<!-- l. 65 --><p class='nopar'>
+</p><!-- l. 67 --><p class='noindent'>This can be customized to show specific columns:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-9'>
-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. 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'>--time</span>, or <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>-t</span></span></span>, and <span class='cmtt-10'>--account</span>, or <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>-A</span></span></span>. </p>
+   <pre class='verbatim' id='verbatim-10'>
+    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. 72 --><p class='nopar'>
+</p><!-- l. 74 --><p class='noindent'>Memory-footprint efficiency values (<span class='cmtt-10'>seff</span>) are also provided for completed jobs in the final email
+notification as “maxvmsize”. <span class='cmti-10'>Jobs that request a low-memory footprint are more likely to load on a
+busy cluster.</span><br class='newline' />
+</p><!-- l. 79 --><p class='noindent'>Other essential options are <span class='cmtt-10'>--time</span>, or <span class='cmtt-10'>-t</span>, and <span class='cmtt-10'>--account</span>, or <span class='cmtt-10'>-A</span>. </p>
      <ul class='itemize1'>
      <li class='itemize'><span class='cmtt-10'>--time=&lt;time&gt; </span>– is the estimate of wall clock time required for your job to run. As
-     preiviously mentioned, the maximum is 7 days for batch and 24 hours for interactive jobs.
+     previously mentioned, the maximum is 7 days for batch and 24 hours for interactive jobs.
      Jobs with a smaller <span class='cmtt-10'>time </span>value will have a higher priority and may result in your job
      being scheduled sooner.
      </li>
@@ -544,150 +595,135 @@ <h5 class='subsubsectionHead' id='directives'><span class='titlemark'>2.2.1   </
      resources your job uses should be attributed to. When moving from GE to SLURM users
      most users were assigned to Speed’s two default accounts <span class='cmtt-10'>speed1 </span>and <span class='cmtt-10'>speed2</span>. However,
      users that belong to a particular research group or project are will have a default Account
-     like the following <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. 445 --><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. 448 --><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. 452 --><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>.
-                                                                               
-
-                                                                               
+     like the following <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. 467 --><p class='noindent'>
 </p>
-   <pre class='verbatim' id='verbatim-10'>
-module avail
-</pre>
-<!-- l. 457 --><p class='nopar'>
-</p><!-- l. 459 --><p class='indent'>   To list for a particular program (<span class='cmtt-10'>matlab</span>, for example):
+   <h5 class='subsubsectionHead' id='working-with-modules'><span class='titlemark'>2.2.2   </span> <a id='x1-170002.2.2'></a>Working with Modules</h5>
+<!-- l. 470 --><p class='noindent'>After setting the directives in your job script, the next section typically involves loading the necessary
+software modules. The <span class='cmtt-10'>module </span>command is used to manage the user environment, make sure to load
+all the modules your job depends on. You can check available modules with the module avail
+command. Loading the correct modules ensures that your environment is properly set up for
+execution.<br class='newline' />
+</p><!-- l. 476 --><p class='noindent'>To list for a particular program (<span class='cmtt-10'>matlab</span>, for example):
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-11'>
-module -t avail matlab
+    module avail
+    module -t avail matlab  ## show the list for a particular program (e.g., matlab)
+    module -t avail m       ## show the list for all programs starting with m
 </pre>
-<!-- l. 463 --><p class='nopar'>
-</p><!-- l. 465 --><p class='indent'>   Which, of course, can be shortened to match all that start with a particular letter:
+<!-- l. 483 --><p class='nopar'>
+</p><!-- l. 486 --><p class='noindent'>For example, insert the following in your script to load the <span class='cmtt-10'>matlab/R2023a </span>module:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-12'>
-module -t avail m
+    module load matlab/R2023a/default
 </pre>
-<!-- l. 470 --><p class='nopar'>
-</p><!-- l. 472 --><p class='indent'>   Insert the following in your script to load the <span class='cmtt-10'>matlab/R2020a</span>) module:
+<!-- l. 489 --><p class='nopar'>
+</p><!-- l. 491 --><p class='noindent'><span class='cmbx-10'>Note: </span>you can remove a module from active use by replacing <span class='cmtt-10'>load </span>by <span class='cmtt-10'>unload</span>.<br class='newline' />
+</p><!-- l. 494 --><p class='noindent'>To list loaded modules:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-13'>
-module load matlab/R2020a/default
+    module list
 </pre>
-<!-- l. 476 --><p class='nopar'>
-</p><!-- l. 478 --><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. 480 --><p class='indent'>   To list loaded modules:
+<!-- l. 497 --><p class='nopar'>
+</p><!-- l. 499 --><p class='noindent'>To purge all software in your working environment:
                                                                                
 
                                                                                
 </p>
    <pre class='verbatim' id='verbatim-14'>
-module list
+    module purge
 </pre>
-<!-- l. 484 --><p class='nopar'>
-</p><!-- l. 486 --><p class='indent'>   To purge all software in your working environment:
-                                                                               
-
-                                                                               
-</p>
-   <pre class='verbatim' id='verbatim-15'>
-module purge
-</pre>
-<!-- l. 490 --><p class='nopar'>
-</p><!-- l. 492 --><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. 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. 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.
-</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
+<!-- l. 502 --><p class='nopar'>
+</p><!-- l. 507 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='user-scripting'><span class='titlemark'>2.2.3   </span> <a id='x1-180002.2.3'></a>User Scripting</h5>
+<!-- l. 5 --><p class='noindent'>The final part of the job script involves the commands that will be executed by the job. This section
+should include all necessary commands to set up and run the tasks your script is designed to perform.
+You can use any Linux command in this section, ranging from a simple executable call to a complex
+loop iterating through multiple commands.<br class='newline' />
+</p><!-- l. 10 --><p class='noindent'><span class='cmbx-10'>Best Practice</span>: prefix any compute-heavy step with <span class='cmtt-10'>srun</span>. This ensures you gain proper insights on
+the execution of your job.<br class='newline' />
+</p><!-- l. 13 --><p class='noindent'>Each software program may have its own execution framework, as it’s the script’s author (e.g., you)
+responsibility to review the software’s documentation to understand its requirements. Your script
+should be written to clearly specify the location of input and output files and the degree of parallelism
+needed.<br class='newline' />
+</p><!-- l. 17 --><p class='noindent'>Jobs that involve multiple interactions with data input and output files, should make use of <span class='cmtt-10'>TMPDIR</span>, a
+scheduler-provided workspace nearly 1 TB in size. <span class='cmtt-10'>TMPDIR </span>is created on the local disk of the compute
+node at the start of a job, offering faster I/O operations compared to shared storage (provided over
 NFS).
-</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
+</p><!-- l. 22 --><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'>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
+to an existing directory, <span class='cmtt-10'>processed</span>, that is located in the current working directory. <span class='cmtt-10'>TMPDIR </span>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. 44 --><p class='noindent'>
+</p><!-- l. 36 --><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. 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>).
+   <h4 class='subsectionHead' id='sample-job-script'><span class='titlemark'>2.3   </span> <a id='x1-190002.3'></a>Sample Job Script</h4>
+<!-- l. 39 --><p class='noindent'>Here’s a basic job script, <a class='url' href='tcsh.sh'><span class='cmtt-10'>tcsh.sh</span></a> shown in Figure <a href='#-source-code-for-tcshsh'>4<!-- tex4ht:ref: fig:tcsh.sh  --></a>. You can copy it from our <a href='https://github.com/NAG-DevOps/speed-hpc'>GitHub
+repository</a>.
 </p>
    <figure class='figure' id='-source-code-for-tcshsh'> 
 
                                                                                
 
                                                                                
-<a id='x1-180103'></a>
+<a id='x1-190104'></a>
                                                                                
 
                                                                                
-<!-- 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='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>
+<!-- l. 43 --><pre class='lstinputlisting' id='listing-1'><span class='label'><a id='x1-19002r1'></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='x1-19003r2'></a></span> 
+<span class='label'><a id='x1-19004r3'></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='x1-19005r4'></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='x1-19006r5'></a></span> 
+<span class='label'><a id='x1-19007r6'></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='x1-19008r7'></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='x1-19009r8'></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 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  -->
+<figcaption class='caption'><span class='id'>Figure 4: </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?: x1-190104  -->
                                                                                
 
                                                                                
    </figure>
-<!-- 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>
+<!-- l. 48 --><p class='noindent'>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'>-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'>--chdir </span>tells the scheduler to execute the job from the current working directory
+     <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'>--mem=1GB </span>requests and assigns 1GB of memory to the job. Jobs <span class='cmti-10'>require </span>the <span class='cmtt-10'>--mem </span>option
-     to be set either in the script or on the command line; <span class='cmbx-10'>if it’s missing job submission
+     <li class='itemize'><span class='cmtt-10'>--mem=1GB </span>requests and assigns 1GB of memory to the job. Jobs require the <span class='cmtt-10'>--mem </span>option
+     to be set either in the script or on the command line; <span class='cmbx-10'>if it’s missing, job submission
      will be rejected.</span></li></ul>
-<!-- l. 70 --><p class='indent'>   The script then:
-</p>
-     <ul class='itemize1'>
-     <li class='itemize'>Sleeps on a node for 30 seconds
+<!-- l. 59 --><p class='noindent'>The script then:
+     </p><ol class='enumerate1'>
+<li class='enumerate' id='x1-19012x1'>Sleeps on a node for 30 seconds.
      </li>
-     <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 class='enumerate' id='x1-19014x2'>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. 79 --><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:
+<li class='enumerate' id='x1-19016x3'>Prints the list of loaded modules into a file.</li></ol>
+<!-- l. 66 --><p class='noindent'>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
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-15'>
+    sbatch ./tcsh.sh
+</pre>
+<!-- l. 71 --><p class='nopar'>
+</p><!-- l. 73 --><p class='noindent'>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:
                                                                                
 
                                                                                
@@ -709,58 +745,143 @@ <h4 class='subsectionHead' id='sample-job-script'><span class='titlemark'>2.3
 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. 155 --><p class='nopar'>
-</p><!-- l. 158 --><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. 170 --><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>.
+<!-- l. 96 --><p class='nopar'>
+</p><!-- l. 99 --><p class='noindent'><span class='cmbx-10'>Remember </span>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'>squeue </span>statement more
+quickly. The <span class='cmtt-10'>squeue </span>output listed above shows that your job 2654 is running on node <span class='cmtt-10'>speed-07</span>, and
+its time limit is 7 days, etc.<br class='newline' />
+</p><!-- l. 110 --><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-&lt;job id&gt;.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>
-   <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. 186 --><p class='noindent'>Here are useful job-management commands:
+   <h4 class='subsectionHead' id='common-job-management-commands-summary'><span class='titlemark'>2.4   </span> <a id='x1-200002.4'></a>Common Job Management Commands Summary</h4>
+<!-- l. 125 --><p class='noindent'>Here is a summary of useful job management commands for handling various aspects of job
+submission and monitoring on the Speed cluster:
 </p>
      <ul class='itemize1'>
-     <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'>squeue -u &lt;ENCSusername&gt;</span>: you can check the status of your job(s)
+     <li class='itemize'>
+     <!-- l. 129 --><p class='noindent'>Submitting a job:
                                                                                
 
                                                                                
-     </li>
-     <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'>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'>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'>scancel [job-ID]</span>: cancel job [job-ID].
-     </li>
-     <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].
+</p>
+     <pre class='verbatim' id='verbatim-17'>
+     sbatch -A &lt;ACCOUNT&gt; -t &lt;MINUTES&gt; --mem=&lt;MEMORY&gt; -p &lt;PARTITION&gt; ./&lt;myscript&gt;.sh
+</pre>
+     <!-- l. 133 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 136 --><p class='noindent'>Checking your job(s) status:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-18'>
+     squeue -u &lt;ENCSusername&gt;
+</pre>
+     <!-- l. 140 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 143 --><p class='noindent'>Displaying cluster status:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-19'>
+     squeue
+</pre>
+     <!-- l. 147 --><p class='nopar'> </p>
+         <ul class='itemize2'>
+         <li class='itemize'>Use <span class='cmtt-10'>-A </span>for per account (e.g., <span class='cmtt-10'>-A vidpro</span>, <span class='cmtt-10'>-A aits</span>),
+         </li>
+         <li class='itemize'>Use <span class='cmtt-10'>-p </span>for per partition (e.g., <span class='cmtt-10'>-p ps</span>, <span class='cmtt-10'>-p pg</span>, <span class='cmtt-10'>-p pt</span>), etc.</li></ul>
      </li>
      <li class='itemize'>
-     <!-- l. 236 --><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.
+     <!-- l. 154 --><p class='noindent'>Displaying job information:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-17'>
+     <pre class='verbatim' id='verbatim-20'>
+     squeue --job &lt;job-ID&gt;
+</pre>
+     <!-- l. 158 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 161 --><p class='noindent'>Displaying individual job steps: (to see which step failed if you used <span class='cmtt-10'>srun</span>)
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-21'>
+     squeue -las
+</pre>
+     <!-- l. 165 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 168 --><p class='noindent'>Monitoring job and cluster status: (view <span class='cmtt-10'>sinfo </span>and watch the queue for your job(s))
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-22'>
+     watch -n 1 "sinfo -Nel -pps,pt,pg,pa &amp;&amp; squeue -la"
+</pre>
+     <!-- l. 172 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 175 --><p class='noindent'>Canceling a job:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-23'>
+     scancel &lt;job-ID&gt;
+</pre>
+     <!-- l. 179 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 182 --><p class='noindent'>Holding a job:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-24'>
+     scontrol hold &lt;job-ID&gt;
+</pre>
+     <!-- l. 186 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 189 --><p class='noindent'>Releasing a job:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-25'>
+     scontrol release &lt;job-ID&gt;
+</pre>
+     <!-- l. 193 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 196 --><p class='noindent'>Getting job statistics: (including useful metrics like “maxvmem”)
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-26'>
+     sacct -j &lt;job-ID&gt;
+</pre>
+     <!-- l. 200 --><p class='nopar'>
+     </p><!-- l. 203 --><p class='noindent'><span class='cmtt-10'>maxvmem </span>is one of the more useful stats that you can elect to display as a format
+     option.
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-27'>
      % sacct -j 2654
      JobID           JobName  Partition    Account  AllocCPUS      State ExitCode
      ------------ ---------- ---------- ---------- ---------- ---------- --------
@@ -774,31 +895,39 @@ <h4 class='subsectionHead' id='common-job-management-commands-summary'><span cla
      2654.batch                 speed1    296840K             energy=0,fs/disk=1975
      2654.extern                speed1    296312K              energy=0,fs/disk=343
 </pre>
-     <!-- l. 255 --><p class='nopar'>
-     </p><!-- l. 258 --><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
+     <!-- l. 219 --><p class='nopar'>
+     </p><!-- l. 222 --><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>
      <li class='itemize'>
-     <!-- l. 264 --><p class='noindent'><span class='cmtt-10'>seff [job-ID]</span>: reports on the efficiency of a job’s cpu and memory utilization. Don’t execute it
-     on RUNNING jobs (only on completed/finished jobs), efficiency statistics may be
-     misleading.
-     </p><!-- l. 267 --><p class='noindent'>If you define the following directive in your batch script, your ENCS email address will receive
-     an email with seff output when your job is finished.
+     <!-- l. 226 --><p class='noindent'>Displaying job efficiency: (including CPU and memory utilization)
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-18'>
+     <pre class='verbatim' id='verbatim-28'>
+     seff &lt;job-ID&gt;
+</pre>
+     <!-- l. 230 --><p class='nopar'>
+     </p><!-- l. 233 --><p class='noindent'>Don’t execute it on <span class='cmtt-10'>RUNNING </span>jobs (only on completed/finished jobs), else efficiency statistics
+     may be misleading. If you define the following directive in your batch script, your
+     GCS ENCS email address will receive an email with <span class='cmtt-10'>seff</span>’s output when your job is
+     finished.
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-29'>
      #SBATCH --mail-type=ALL
 </pre>
-     <!-- l. 271 --><p class='nopar'>
-     </p><!-- l. 274 --><p class='noindent'>Output example:
+     <!-- l. 241 --><p class='nopar'>
+     </p><!-- l. 244 --><p class='noindent'>Output example:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-19'>
+     <pre class='verbatim' id='verbatim-30'>
      Job ID: XXXXX
      Cluster: speed
      User/Group: user1/user1
@@ -811,266 +940,355 @@ <h4 class='subsectionHead' id='common-job-management-commands-summary'><span cla
      Memory Utilized: 2.90 GB
      Memory Efficiency: 2.90% of 100.00 GB
 </pre>
-     <!-- l. 288 --><p class='nopar'>
-</p>
-     </li></ul>
-<!-- l. 297 --><p class='noindent'>
+     <!-- l. 258 --><p class='nopar'></p></li></ul>
+<!-- l. 265 --><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. 301 --><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
+   <h4 class='subsectionHead' id='advanced-sbatch-options'><span class='titlemark'>2.5   </span> <a id='x1-210002.5'></a>Advanced <span class='cmtt-10'>sbatch </span>Options</h4>
+<!-- l. 269 --><p class='noindent'>In addition to the basic sbatch options presented earlier, there are several advanced options that are
 generally useful:
 </p>
      <ul class='itemize1'>
-     <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'>--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'>--export=[ALL | NONE | variables]</span>: exports environment variable(s) that can be used
-     by the script.
+     <li class='itemize'>
+     <!-- l. 273 --><p class='noindent'>E-mail notifications:
                                                                                
 
                                                                                
-     </li>
-     <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'>--depend=[state:job-ID]</span>: run this job only when job [job-ID] finishes. Held jobs appear
-     in the queue.
-</li></ul>
-<!-- l. 345 --><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. 354 --><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. 357 --><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. 364 --><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:
+     <pre class='verbatim' id='verbatim-31'>
+     --mail-type=&lt;TYPE&gt;
+</pre>
+     <!-- l. 276 --><p class='nopar'> Requests the scheduler to send an email when the job changes state. <span class='cmtt-10'>&lt;TYPE&gt; </span>can be <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,
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-20'>
-sbatch --array=n-m[:s]] &lt;batch_script&gt;
+     <pre class='verbatim' id='verbatim-32'>
+     &lt;ENCSusername&gt;@encs.concordia.ca
 </pre>
-<!-- l. 372 --><p class='nopar'>
-</p><!-- l. 374 --><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. 384 --><p class='indent'>   <span class='cmbx-10'>Examples:</span> </p>
-     <ul class='itemize1'>
-     <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'>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'>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. 401 --><p class='indent'>   <span class='cmbx-10'>Output files for Array Jobs:</span>
-</p><!-- l. 403 --><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. 414 --><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>.
+     <!-- l. 283 --><p class='nopar'> which you can consult via <a class='url' href='webmail.encs.concordia.ca'><span class='cmtt-10'>webmail.encs.concordia.ca</span></a> (use VPN from off-campus) 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>).
                                                                                
 
                                                                                
-</p><!-- l. 421 --><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. 423 --><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:
+     <pre class='verbatim' id='verbatim-33'>
+     --mail-user email@domain.com
+</pre>
+     <!-- l. 292 --><p class='nopar'> Specifies a different email address for notifications rather than the default.
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 295 --><p class='noindent'>Export environment variables used by the script.:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-21'>
-#SBATCH -n [#cores for processes]
+     <pre class='verbatim' id='verbatim-34'>
+     --export=ALL
+     --export=NONE
+     --export=VARIABLES
 </pre>
-<!-- l. 431 --><p class='nopar'>
-</p><!-- l. 433 --><p class='indent'>   or
+     <!-- l. 300 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 302 --><p class='noindent'>Job runtime:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-22'>
-#SBATCH -n 1
-#SBATCH -c [#cores for threads of a single process]
+     <pre class='verbatim' id='verbatim-35'>
+     -t &lt;MINUTES&gt; or DAYS-HH:MM:SS
 </pre>
-<!-- l. 438 --><p class='nopar'>
-</p><!-- l. 440 --><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. 449 --><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. 459 --><p class='indent'>   Core count associated with a job appears under, “AllocCPUS”, in the, <span class='cmtt-10'>qacct -j</span>, output.
+     <!-- l. 305 --><p class='nopar'> 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. The set runtime should not exceed the default maximums of 24h for
+     interactive jobs and 7 days for batch jobs.
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 310 --><p class='noindent'>Job Dependencies:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-23'>
-[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 class='verbatim' id='verbatim-36'>
+     --depend=&lt;state:job-ID&gt;
 </pre>
-<!-- l. 483 --><p class='nopar'>
-</p><!-- l. 487 --><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. 490 --><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. 496 --><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. 498 --><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.,
+     <!-- l. 313 --><p class='nopar'> Runs the job only when the specified job <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>&lt;job-ID&gt;</span></span></span> finishes. This is useful for creating job
+     chains where subsequent jobs depend on the completion of previous ones.</p></li></ul>
+<!-- l. 318 --><p class='noindent'><span class='cmbx-10'>Note: </span><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
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-24'>
-salloc -J interactive-test --mem=1G -p ps -n 8
+   <pre class='verbatim' id='verbatim-37'>
+sbatch [options] PATHTOSCRIPT
 </pre>
-<!-- l. 506 --><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. 520 --><p class='indent'>   For <span class='cmtt-10'>tcsh</span>:
+<!-- l. 323 --><p class='nopar'> 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.:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-25'>
-srun --pty -n 8 -p pg --gpus=1 --mem=1Gb -t 60 /encs/bin/tcsh
+   <pre class='verbatim' id='verbatim-38'>
+sbatch -J sub-test --chdir=./ --mem=1G ./tcsh.sh
 </pre>
-<!-- l. 523 --><p class='nopar'>
-</p><!-- l. 525 --><p class='indent'>   For <span class='cmtt-10'>bash</span>:
+<!-- l. 328 --><p class='nopar'>
+</p><!-- l. 332 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='array-jobs'><span class='titlemark'>2.6   </span> <a id='x1-220002.6'></a>Array Jobs</h4>
+<!-- l. 335 --><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. Array jobs are particularly useful for running a
+large number of similar tasks with slight variations.<br class='newline' />
+</p><!-- l. 339 --><p class='noindent'>To submit an array job (Only supported for batch jobs), 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-26'>
-srun --pty -n 8 -p pg --gpus=1 --mem=1Gb -t 60 /encs/bin/bash
-</pre>
-<!-- l. 528 --><p class='nopar'>
-</p><!-- l. 531 --><p class='noindent'>
+   <pre class='verbatim' id='verbatim-39'>
+sbatch --array=n-m[:s]] &lt;batch_script&gt;
+</pre>
+<!-- l. 345 --><p class='nopar'>
+</p><!-- l. 347 --><p class='noindent'><span class='cmbx-10'>where</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. 357 --><p class='noindent'><span class='cmbx-10'>Examples:</span> </p>
+     <ul class='itemize1'>
+     <li class='itemize'>
+     <!-- l. 359 --><p class='noindent'>Submit a job with 1 task where the task-id is 10.
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-40'>
+     sbatch --array=10 array.sh
+</pre>
+     <!-- l. 362 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 364 --><p class='noindent'>Submit a job with 10 tasks numbered consecutively from 1 to 10.
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-41'>
+     sbatch --array=1-10 array.sh
+</pre>
+     <!-- l. 367 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 369 --><p class='noindent'>Submit a job with 5 tasks numbered consecutively with a step size of 3 (task-ids
+     3,6,9,12,15)
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-42'>
+     sbatch --array=3-15:3 array.sh
+</pre>
+     <!-- l. 372 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 374 --><p class='noindent'>Submit a job with 50000 elements, where %a maps to the task-id between 1 and
+     50K.
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-43'>
+     sbatch --array=1-50000 -N1 -i my_in_%a -o my_out_%a array.sh
+</pre>
+     <!-- l. 377 --><p class='nopar'></p></li></ul>
+<!-- l. 380 --><p class='noindent'><span class='cmbx-10'>Output files for Array Jobs:</span><br class='newline' />The default 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>options of
+<span class='cmtt-10'>sbatch</span>.<br class='newline' />
+</p><!-- l. 387 --><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 <span class='cmtt-10'>speed-submit man sbatch</span>.
+</p><!-- l. 393 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='requesting-multiple-cores-ie-multithreading-jobs'><span class='titlemark'>2.7   </span> <a id='x1-230002.7'></a>Requesting Multiple Cores (i.e., Multithreading Jobs)</h4>
+<!-- l. 396 --><p class='noindent'>For jobs that can take advantage of multiple machine cores, you can request up to 32 cores (per job)
+in your script using the following options:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-44'>
+#SBATCH -n &lt;#cores for processes&gt;
+#SBATCH -n 1
+#SBATCH -c &lt;#cores for threads of a single process&gt;
+</pre>
+<!-- l. 403 --><p class='nopar'>
+</p><!-- l. 405 --><p class='noindent'>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 \(n=1\).<br class='newline' />
+</p><!-- l. 409 --><p class='noindent'><span class='cmbx-10'>Important Considerations</span>: </p>
+     <ul class='itemize1'>
+     <li class='itemize'>Do not request more cores than you think will be useful, as larger-core jobs are more
+     difficult to schedule.
+     </li>
+     <li class='itemize'>If you are running a program that scales out to the maximum single-machine core count
+     available, please request 32 cores to avoid node oversubscription (i.e., overloading the
+     CPUs).</li></ul>
+<!-- l. 419 --><p class='noindent'><span class='cmbx-10'>Note: </span><span class='cmtt-10'>--ntasks </span>or <span class='cmtt-10'>--ntasks-per-node </span>(<span class='cmtt-10'>-n</span>) refers to processes (usually the ones run 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.<br class='newline' />
+</p><!-- l. 423 --><p class='noindent'>Some programs consider them equivalent, while others do not. For example, Fluent uses
+<span class='cmtt-10'>--ntasks-per-node=8 </span>and <span class='cmtt-10'>--cpus-per-task=1</span>, whereas others may set <span class='cmtt-10'>--cpus-per-task=8 </span>and
+<span class='cmtt-10'>--ntasks-per-node=1</span>. If one of these is not 1, some applications need to be configured to use <span class='cmtt-10'>n * c</span>
+total cores.<br class='newline' />
+</p><!-- l. 428 --><p class='noindent'>Core count associated with a job appears under, “AllocCPUS”, in the, <span class='cmtt-10'>sacct -j &lt;job-id&gt;</span>,
+output.
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-45'>
+[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. 451 --><p class='nopar'>
+</p><!-- l. 456 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='interactive-jobs'><span class='titlemark'>2.8   </span> <a id='x1-240002.8'></a>Interactive Jobs</h4>
+<!-- l. 459 --><p class='noindent'>Interactive job sessions allow you to interact with the system in real-time. These sessions are
+particularly useful for tasks such as testing, debugging, optimizing code, setting up environments, and
+other preparatory work before submitting batch jobs.
+</p><!-- l. 465 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='command-line'><span class='titlemark'>2.8.1   </span> <a id='x1-250002.8.1'></a>Command Line</h5>
+<!-- l. 468 --><p class='noindent'>To request an interactive job session, use the <span class='cmtt-10'>salloc </span>command with appropriate options. This is
+similar to submitting a batch job but allows you to run shell commands interactively within the
+allocated resources. For example:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-46'>
+salloc -J interactive-test --mem=1G -p ps -n 8
+</pre>
+<!-- l. 473 --><p class='nopar'>
+</p><!-- l. 475 --><p class='indent'>   Within 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 compute-intensive steps within <span class='cmtt-10'>salloc</span>. If you need a quick, short job just to compile
+something on a GPU node, you can use an interactive srun directly. For example, a 1-hour
+allocation:<br class='newline' />
+</p><!-- l. 480 --><p class='noindent'><span class='cmbx-10'>For tcsh</span>:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-47'>
+srun --pty -n 8 -p pg --gpus=1 --mem=1G -t 60 /encs/bin/tcsh
+</pre>
+<!-- l. 483 --><p class='nopar'>
+</p><!-- l. 485 --><p class='noindent'><span class='cmbx-10'>For bash</span>:
+                                                                               
+
+                                                                               
 </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. 533 --><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. 539 --><p class='indent'>
+   <pre class='verbatim' id='verbatim-48'>
+srun --pty -n 8 -p pg --gpus=1 --mem=1G -t 60 /encs/bin/bash
+</pre>
+<!-- l. 488 --><p class='nopar'>
+</p><!-- l. 492 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='graphical-applications'><span class='titlemark'>2.8.2   </span> <a id='x1-260002.8.2'></a>Graphical Applications</h5>
+<!-- l. 495 --><p class='noindent'>To run graphical UI applications (e.g., MALTLAB, Abaqus CME, IDEs like PyCharm, VSCode,
+Eclipse, etc.) on Speed, you need to enable X11 forwarding from your client machine Speed then to
+the compute node. To do so, follow these steps:
+</p><!-- l. 499 --><p class='indent'>
      </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-25002x1'>
-     <!-- l. 541 --><p class='noindent'>you need to run an X server on your client machine, such as, </p>
+<li class='enumerate' id='x1-26002x1'>
+     <!-- l. 500 --><p class='noindent'>Run an X server on your client machine: </p>
          <ul class='itemize1'>
-         <li class='itemize'>on  Windows:  MobaXterm  with  X  turned  on,  or  Xming  +  PuTTY  with  X11
+         <li class='itemize'><span class='cmbx-10'>Windows: </span>Use  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 class='itemize'><span class='cmbx-10'>macOS: </span>Use 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. 548 --><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.
+         <li class='itemize'><span class='cmbx-10'>Linux: </span>Use <span class='cmtt-10'>ssh -X speed.encs.concordia.ca</span></li></ul>
+     <!-- l. 506 --><p class='noindent'>For more details, see <a href='https://www.concordia.ca/ginacody/aits/support/faq/xserver.html'>How do I remotely launch X(Graphical) applications?</a>
      </p></li>
-<li class='enumerate' id='x1-25004x2'>
-     <!-- l. 552 --><p class='noindent'>verify your X connection was properly forwarded by printing the <span class='cmtt-10'>DISPLAY </span>variable:
-     </p><!-- l. 554 --><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.
+<li class='enumerate' id='x1-26004x2'>
+     <!-- l. 508 --><p class='noindent'>Verify that X11 forwarding is enabled by printing the <span class='cmtt-10'>DISPLAY </span>variable:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-49'>
+     echo $DISPLAY
+</pre>
+     <!-- l. 511 --><p class='nopar'>
      </p></li>
-<li class='enumerate' id='x1-25006x3'>
-     <!-- l. 558 --><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. 560 --><p class='noindent'><span class='obeylines-h'><span class='verb'><span class='cmtt-10'>salloc ... --x11=first ...</span></span></span>
+<li class='enumerate' id='x1-26006x3'>
+     <!-- l. 513 --><p class='noindent'>Start an interactive session with X11 forwarding enabled (Use the <span class='cmtt-10'>--x11 </span>with <span class='cmtt-10'>salloc </span>or <span class='cmtt-10'>srun</span>),
+     for example:
                                                                                
 
                                                                                
+</p>
+     <pre class='verbatim' id='verbatim-50'>
+     salloc -p ps --x11=first --mem=4G -t 0-06:00
+</pre>
+     <!-- l. 516 --><p class='nopar'>
      </p></li>
-<li class='enumerate' id='x1-25008x4'>Once landed on a compute node, verify <span class='cmtt-10'>DISPLAY </span>again.
+<li class='enumerate' id='x1-26008x4'>Once landed on a compute node, verify <span class='cmtt-10'>DISPLAY </span>again.
      </li>
-<li class='enumerate' id='x1-25010x5'>
-     <!-- l. 566 --><p class='noindent'>While running under scheduler, create a run-user directory and set the variable
-     <span class='cmtt-10'>XDG_RUNTIME_DIR</span>.
+<li class='enumerate' id='x1-26010x5'>
+     <!-- l. 520 --><p class='noindent'>Set the <span class='cmtt-10'>XDG_RUNTIME_DIR </span>variable to a directory in your <span class='cmtt-10'>speed-scratch </span>space:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-27'>
+     <pre class='verbatim' id='verbatim-51'>
      mkdir -p /speed-scratch/$USER/run-dir
      setenv XDG_RUNTIME_DIR /speed-scratch/$USER/run-dir
 </pre>
-     <!-- l. 570 --><p class='nopar'>
+     <!-- l. 524 --><p class='nopar'>
      </p></li>
-<li class='enumerate' id='x1-25012x6'>
-     <!-- l. 573 --><p class='noindent'>Launch your graphical application:
-     </p><!-- l. 575 --><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. 579 --><p class='indent'>   Here’s an example of starting PyCharm (see Figure <a href='#-pycharm-starting-up-on-a-speed-node'>4<!-- tex4ht:ref: fig:pycharm  --></a>), 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. <br class='newline' />
-</p><!-- l. 583 --><p class='indent'>   BASH version:
+<li class='enumerate' id='x1-26012x6'>
+     <!-- l. 526 --><p class='noindent'>Launch your graphical application:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-28'>
-bash-3.2$ ssh -X speed (XQuartz xterm, PuTTY or MobaXterm have X11 forwarding too)
-serguei@speed’s password:
-[serguei@speed-submit ~] % echo $DISPLAY
-localhost:14.0
-[serguei@speed-submit ~] % salloc -p ps --x11=first --mem=4Gb -t 0-06:00
-bash-4.4$ echo $DISPLAY
-localhost:77.0
-bash-4.4$ hostname
-speed-01.encs.concordia.ca
-bash-4.4$ export XDG_RUNTIME_DIR=/speed-scratch/$USER/run-dir
-bash-4.4$ /speed-scratch/nag-public/bin/pycharm.sh
+     <pre class='verbatim' id='verbatim-52'>
+     module load matlab/R2023a/default
+     matlab
 </pre>
-<!-- l. 598 --><p class='nopar'>
-</p><!-- l. 601 --><p class='indent'>   TCSH version:
+     <!-- l. 530 --><p class='nopar'></p></li></ol>
+<!-- l. 533 --><p class='noindent'><span class='cmbx-10'>Note: </span>with X11 forwarding the graphical rendering is happening on your client machine! That is
+you are not using GPUs on Speed to render graphics, instead all graphical information is
+forwarded from Speed to your desktop or laptop over X11, which in turn renders it using its
+own graphics card. Thus, for GPU rendering jobs either keep them non-interactive or use
+VirtualGL.<br class='newline' />
+</p><!-- l. 541 --><p class='noindent'>Here’s an example of starting PyCharm (see Figure <a href='#-launching-pycharm-on-a-speed-node'>5<!-- tex4ht:ref: fig:pycharm  --></a>). <span class='cmbx-10'>Note: </span>If using VSCode, it’s currently only
+supported with the <span class='cmtt-10'>--no-sandbox </span>option.<br class='newline' />
+</p><!-- l. 545 --><p class='noindent'><span class='cmbx-10'>TCSH version:</span>
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-29'>
+   <pre class='verbatim' id='verbatim-53'>
 ssh -X speed (XQuartz xterm, PuTTY or MobaXterm have X11 forwarding too)
 [speed-submit] [/home/c/carlos] &gt; echo $DISPLAY
 localhost:14.0
@@ -1085,87 +1303,104 @@ <h5 class='subsubsectionHead' id='graphical-applications'><span class='titlemark
 [speed-07] [/speed-scratch/carlos] &gt; setenv XDG_RUNTIME_DIR /speed-scratch/$USER/run-dir
 [speed-07] [/speed-scratch/carlos] &gt; /speed-scratch/nag-public/bin/pycharm.sh
 </pre>
-<!-- l. 617 --><p class='nopar'>
+<!-- l. 561 --><p class='nopar'> <span class='cmbx-10'>BASH version:</span>
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-54'>
+bash-3.2$ ssh -X speed (XQuartz xterm, PuTTY or MobaXterm have X11 forwarding too)
+serguei@speed’s password:
+[serguei@speed-submit ~] % echo $DISPLAY
+localhost:14.0
+[serguei@speed-submit ~] % salloc -p ps --x11=first --mem=4Gb -t 0-06:00
+bash-4.4$ echo $DISPLAY
+localhost:77.0
+bash-4.4$ hostname
+speed-01.encs.concordia.ca
+bash-4.4$ export XDG_RUNTIME_DIR=/speed-scratch/$USER/run-dir
+bash-4.4$ /speed-scratch/nag-public/bin/pycharm.sh
+</pre>
+<!-- l. 577 --><p class='nopar'>
 </p>
-   <figure class='figure' id='-pycharm-starting-up-on-a-speed-node'> 
+   <figure class='figure' id='-launching-pycharm-on-a-speed-node'> 
 
                                                                                
 
                                                                                
-<a id='x1-250134'></a>
+<a id='x1-260135'></a>
                                                                                
 
                                                                                
-<!-- l. 622 --><p class='noindent'><img alt='PIC' height='412' src='images/pycharm.png' width='412' />
+<!-- l. 581 --><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  -->
+<figcaption class='caption'><span class='id'>Figure 5: </span><span class='content'>Launching PyCharm on a Speed Node</span></figcaption><!-- tex4ht:label?: x1-260135  -->
                                                                                
 
                                                                                
    </figure>
-   <h5 class='subsubsectionHead' id='jupyter-notebooks-in-singularity'><span class='titlemark'>2.8.3   </span> <a id='x1-260002.8.3'></a>Jupyter Notebooks in Singularity</h5>
-<!-- l. 631 --><p class='noindent'>This is an example of running Jupyter notebooks together with Singularity (more on Singularity see
-Section <a href='#singularity-containers'>2.16<!-- tex4ht:ref: sect:singularity-containers  --></a>). Here we are using one of the OpenISS-derived containers (see Section <a href='#openiss-examples'>2.15.4<!-- tex4ht:ref: sect:openiss-examples  --></a> as
-well).
-</p><!-- l. 635 --><p class='indent'>
+   <h5 class='subsubsectionHead' id='jupyter-notebooks'><span class='titlemark'>2.8.3   </span> <a id='x1-270002.8.3'></a>Jupyter Notebooks</h5>
+<!-- l. 593 --><p class='noindent'><span class='paragraphHead' id='jupyter-notebook-in-singularity'><span class='titlemark'><span class='cmbx-10'>2.8.3.1   </span></span> <a id='x1-280002.8.3.1'></a><span class='cmbx-10'>Jupyter Notebook in Singularity</span></span>
+   To run Jupyter Notebooks using Singularity (more on Singularity see Section <a href='#singularity-containers'>2.16<!-- tex4ht:ref: sect:singularity-containers  --></a>), follow these
+steps:
+</p><!-- l. 598 --><p class='indent'>
      </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-26002x1'>Use the <span class='cmtt-10'>--x11 </span>with <span class='cmtt-10'>salloc </span>or <span class='cmtt-10'>srun </span>as described in the above example
+<li class='enumerate' id='x1-28002x1'>Connect to Speed, e.g. interactively, using <span class='cmtt-10'>salloc</span>
      </li>
-<li class='enumerate' id='x1-26004x2'>Load Singularity module <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>module load singularity/3.10.4/default</span></span></span>
+<li class='enumerate' id='x1-28004x2'>Load Singularity module <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>module load singularity/3.10.4/default</span></span></span>
      </li>
-<li class='enumerate' id='x1-26006x3'>
-     <!-- l. 644 --><p class='noindent'>Execute this Singularity command on a single line. It’s best to save it in a shell script that you
-     could call, since it’s long.
+<li class='enumerate' id='x1-28006x3'>
+     <!-- l. 607 --><p class='noindent'>Execute this Singularity command on a single line or save it in a shell script <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/jupyter.sh'>from our
+     GitHub</a> where you could easily invoke it.
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-30'>
+     <pre class='verbatim' id='verbatim-55'>
      srun singularity exec -B $PWD\:/speed-pwd,/speed-scratch/$USER\:/my-speed-scratch,/nettemp \
-      --env SHELL=/bin/bash --nv /speed-scratch/nag-public/openiss-cuda-conda-jupyter.sif \
-      /bin/bash -c ’/opt/conda/bin/jupyter notebook --no-browser --notebook-dir=/speed-pwd \
-      --ip="*" --port=8888 --allow-root’
+     --env SHELL=/bin/bash --nv /speed-scratch/nag-public/openiss-cuda-conda-jupyter.sif \
+     /bin/bash -c ’/opt/conda/bin/jupyter notebook --no-browser --notebook-dir=/speed-pwd \
+     --ip="*" --port=8888 --allow-root’
 </pre>
-     <!-- l. 652 --><p class='nopar'>
+     <!-- l. 617 --><p class='nopar'>
      </p></li>
-<li class='enumerate' id='x1-26008x4'>
-     <!-- l. 656 --><p class='noindent'>Create an <span class='cmtt-10'>ssh </span>tunnel between your computer and the node (<span class='cmtt-10'>speed-XX</span>) where Jupyter is
-     running (Using <span class='cmtt-10'>speed-submit </span>as a “jump server”) (Preferably: PuTTY, see Figure <a href='#-ssh-tunnel-configuration-'>5<!-- tex4ht:ref: fig:putty1  --></a> and
-     Figure <a href='#-ssh-tunnel-configuration-1'>6<!-- tex4ht:ref: fig:putty2  --></a>)
+<li class='enumerate' id='x1-28008x4'>
+     <!-- l. 621 --><p class='noindent'>In a new terminal window, create an <span class='cmtt-10'>ssh </span>tunnel between your computer and the node
+     (<span class='cmtt-10'>speed-XX</span>) where Jupyter is running (using <span class='cmtt-10'>speed-submit </span>as a “jump server”, see, e.g., in
+     PuTTY, in Figure <a href='#-ssh-tunnel-configuration-'>6<!-- tex4ht:ref: fig:putty1  --></a> and Figure <a href='#-ssh-tunnel-configuration-1'>7<!-- tex4ht:ref: fig:putty2  --></a>)
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-31'>
-     ssh -L 8888:speed-XX:8888 YOUR_USER@speed-submit.encs.concordia.ca
+     <pre class='verbatim' id='verbatim-56'>
+     ssh -L 8888:speed-XX:8888 &lt;ENCS-username&gt;@speed-submit.encs.concordia.ca
 </pre>
-     <!-- l. 660 --><p class='nopar'> Don’t close the tunnel.
+     <!-- l. 626 --><p class='nopar'> Don’t close the tunnel after establishing.
      </p></li>
-<li class='enumerate' id='x1-26010x5'>
-     <!-- l. 664 --><p class='noindent'>Open a browser, and copy your Jupyter’s token, in the screenshot example in Figure <a href='#-jupyter-running-on-a-speed-node'>7<!-- tex4ht:ref: fig:jupyter  --></a>; each
-     time the token will be different, as it printed to you in the terminal.
+<li class='enumerate' id='x1-28010x5'>
+     <!-- l. 631 --><p class='noindent'>Open a browser, and copy your Jupyter’s token (it’s printed to you in the terminal) and paste it
+     in the browser’s URL field. In our case, the URL is:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-32'>
+     <pre class='verbatim' id='verbatim-57'>
      http://localhost:8888/?token=5a52e6c0c7dfc111008a803e5303371ed0462d3d547ac3fb
 </pre>
-     <!-- l. 671 --><p class='nopar'>
+     <!-- l. 637 --><p class='nopar'>
      </p></li>
-<li class='enumerate' id='x1-26012x6'>Work with your notebook.
-</li></ol>
+<li class='enumerate' id='x1-28012x6'>Access the Jupyter Notebook interface in your browser.</li></ol>
    <figure class='figure' id='-ssh-tunnel-configuration-'> 
 
                                                                                
 
                                                                                
-<a id='x1-260135'></a>
+<a id='x1-280136'></a>
                                                                                
 
                                                                                
 <div class='fbox'><img alt='PIC' src='images/putty1.png' /></div>
-<figcaption class='caption'><span class='id'>Figure 5: </span><span class='content'>SSH tunnel configuration 1</span></figcaption><!-- tex4ht:label?: x1-260135  -->
+<figcaption class='caption'><span class='id'>Figure 6: </span><span class='content'>SSH tunnel configuration 1</span></figcaption><!-- tex4ht:label?: x1-280136  -->
                                                                                
 
                                                                                
@@ -1175,12 +1410,12 @@ <h5 class='subsubsectionHead' id='jupyter-notebooks-in-singularity'><span class=
                                                                                
 
                                                                                
-<a id='x1-260146'></a>
+<a id='x1-280147'></a>
                                                                                
 
                                                                                
 <div class='fbox'><img alt='PIC' src='images/putty2.png' /></div>
-<figcaption class='caption'><span class='id'>Figure 6: </span><span class='content'>SSH tunnel configuration 2</span></figcaption><!-- tex4ht:label?: x1-260146  -->
+<figcaption class='caption'><span class='id'>Figure 7: </span><span class='content'>SSH tunnel configuration 2</span></figcaption><!-- tex4ht:label?: x1-280147  -->
                                                                                
 
                                                                                
@@ -1190,100 +1425,152 @@ <h5 class='subsubsectionHead' id='jupyter-notebooks-in-singularity'><span class=
                                                                                
 
                                                                                
-<a id='x1-260157'></a>
+<a id='x1-280158'></a>
                                                                                
 
                                                                                
 <div class='fbox'><img alt='PIC' height='412' src='images/jupyter.png' width='412' /></div>
-<figcaption class='caption'><span class='id'>Figure 7: </span><span class='content'>Jupyter running on a Speed node</span></figcaption><!-- tex4ht:label?: x1-260157  -->
+<figcaption class='caption'><span class='id'>Figure 8: </span><span class='content'>Jupyter running on a Speed node</span></figcaption><!-- tex4ht:label?: x1-280158  -->
                                                                                
 
                                                                                
    </figure>
-   <h5 class='subsubsectionHead' id='jupyter-labs-in-conda-and-pytorch'><span class='titlemark'>2.8.4   </span> <a id='x1-270002.8.4'></a>Jupyter Labs in Conda and Pytorch</h5>
-<!-- l. 704 --><p class='noindent'>This is an example of Jupyter Labs running in a Conda environment, with Pytorch
+<!-- l. 664 --><p class='noindent'>Another sample is the OpenISS-derived containers with Conda and Jupyter, see Section <a href='#openiss-examples'>2.15.4<!-- tex4ht:ref: sect:openiss-examples  --></a> for
+details.
+</p>
+<!-- l. 671 --><p class='noindent'><span class='paragraphHead' id='jupyterlab-in-conda-and-pytorch'><span class='titlemark'><span class='cmbx-10'>2.8.3.2   </span></span> <a id='x1-290002.8.3.2'></a><span class='cmbx-10'>JupyterLab in Conda and Pytorch</span></span>
+   For setting up Jupyter Labs with Conda and Pytorch, follow these steps:
 </p>
      <ul class='itemize1'>
      <li class='itemize'>
-     <!-- l. 708 --><p class='noindent'>Environment preparation: for the FIRST time:
+     <!-- l. 677 --><p class='noindent'>Environment preparation: (only once, takes some time to run to install all required
+     dependencies)
          </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-27002x1'>Go to your speed-scratch directory: <span class='cmtt-10'>cd /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER</span>
-         </li>
-<li class='enumerate' id='x1-27004x2'>Create a Jupyter (name of your choice) directory: <span class='cmtt-10'>mkdir -p Jupyter</span>
-         </li>
-<li class='enumerate' id='x1-27006x3'>Go to Jupyter: <span class='cmtt-10'>cd Jupyter</span>
-         </li>
-<li class='enumerate' id='x1-27008x4'>Open an Interactive session: <span class='cmtt-10'>salloc --mem=50G --gpus=1 -ppg </span>(or -ppt)
-         </li>
-<li class='enumerate' id='x1-27010x5'>
-         <!-- l. 719 --><p class='noindent'>Set env. variables, conda environment, jupyter+pytorch installation
+<li class='enumerate' id='x1-29002x1'>
+         <!-- l. 679 --><p class='noindent'>Navigate to your speed-scratch directory:
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-33'>
-         module load anaconda3/2023.03/default
-         setenv TMPDIR /speed-scratch/$USER/tmp
-         setenv TMP /speed-scratch/$USER/tmp
-         setenv CONDA_PKGS_DIRS /speed-scratch/$USER/Jupyter/pkgs
-         conda create -p /speed-scratch/$USER/Jupyter/jupyter-env
-         conda activate /speed-scratch/$USER/Jupyter/jupyter-env
-         conda install -c conda-forge jupyterlab
-         pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118
-         exit
+         <pre class='verbatim' id='verbatim-58'>
+         cd /speed-scratch/\$USER
+</pre>
+         <!-- l. 682 --><p class='nopar'>
+         </p></li>
+<li class='enumerate' id='x1-29004x2'>
+         <!-- l. 684 --><p class='noindent'>Create a Jupyter (name of your choice) directory and <span class='cmtt-10'>cd </span>into it:
+                                                                               
+
+                                                                               
+</p>
+         <pre class='verbatim' id='verbatim-59'>
+         mkdir -p Jupyter
+         cd Jupyter
 </pre>
-         <!-- l. 731 --><p class='nopar'></p></li></ol>
+         <!-- l. 688 --><p class='nopar'>
+         </p></li>
+<li class='enumerate' id='x1-29006x3'>
+         <!-- l. 690 --><p class='noindent'>Start an interactive session:
+                                                                               
+
+                                                                               
+</p>
+         <pre class='verbatim' id='verbatim-60'>
+         salloc --mem=50G --gpus=1 -ppg (or -ppt)
+</pre>
+         <!-- l. 693 --><p class='nopar'>
+         </p></li>
+<li class='enumerate' id='x1-29008x4'>
+         <!-- l. 696 --><p class='noindent'>Set <span class='cmtt-10'>conda </span>environment variables, and install <span class='cmtt-10'>jupyterlab </span>and <span class='cmtt-10'>pytorch</span>, as shown in
+         Figure <a href='#-source-code-for-firsttimesh'>9<!-- tex4ht:ref: fig:firsttime.sh  --></a> from our GitHub.
+</p>
+         <figure class='figure' id='-source-code-for-firsttimesh'> 
+<a id='x1-290229'></a>  <!-- l. 701 --><pre class='lstinputlisting' id='listing-2'><span class='label'><a id='x1-29010r1'></a></span><span style='color:#000000'><span class='cmitt-10x-x-50'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-50'>!/</span></span><span style='color:#000000'><span class='cmitt-10x-x-50'>encs</span></span><span style='color:#000000'><span class='cmitt-10x-x-50'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-50'>bin</span></span><span style='color:#000000'><span class='cmitt-10x-x-50'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-50'>tcsh</span></span> 
+<span class='label'><a id='x1-29011r2'></a></span> 
+<span class='label'><a id='x1-29012r3'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>mkdir</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>-p /speed-scratch/</span><span class='tctt-0800x-x-62'>$</span><span class='cmtt-8x-x-62'>USER/Jupyter</span> 
+</span><span class='label'><a id='x1-29013r4'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>module</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>load anaconda3/2023.03/default</span> 
+</span><span class='label'><a id='x1-29014r5'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>setenv</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>TMPDIR /speed-scratch/</span><span class='tctt-0800x-x-62'>$</span><span class='cmtt-8x-x-62'>USER/tmp</span> 
+</span><span class='label'><a id='x1-29015r6'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>setenv</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>TMP /speed-scratch/</span><span class='tctt-0800x-x-62'>$</span><span class='cmtt-8x-x-62'>USER/tmp</span> 
+</span><span class='label'><a id='x1-29016r7'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>setenv</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>CONDA_PKGS_DIRS /speed-scratch/</span><span class='tctt-0800x-x-62'>$</span><span class='cmtt-8x-x-62'>USER/Jupyter/pkgs</span> 
+</span><span class='label'><a id='x1-29017r8'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>conda</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>create -p /speed-scratch/</span><span class='tctt-0800x-x-62'>$</span><span class='cmtt-8x-x-62'>USER/Jupyter/jupyter-env -y</span> 
+</span><span class='label'><a id='x1-29018r9'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>conda</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>activate /speed-scratch/</span><span class='tctt-0800x-x-62'>$</span><span class='cmtt-8x-x-62'>USER/Jupyter/jupyter-env</span> 
+</span><span class='label'><a id='x1-29019r10'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>conda</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>install -c conda-forge jupyterlab -y</span> 
+</span><span class='label'><a id='x1-29020r11'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>pip3</span></span><span style='color:#000000'> <span class='cmtt-8x-x-62'>install --quiet torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118</span> 
+</span><span class='label'><a id='x1-29021r12'></a></span><span style='color:#000000'><span class='cmtt-8x-x-62'>exit</span></span>
+         </pre>
+         <figcaption class='caption'><span class='id'>Figure 9: </span><span class='content'>Source code for <span class='cmtt-10'>firsttime.sh</span></span></figcaption><!-- tex4ht:label?: x1-290229  -->
+         </figure>
+         </li></ol>
      </li>
      <li class='itemize'>
-     <!-- l. 735 --><p class='noindent'>Running Jupyter Labs, from <span class='cmbx-10'>speed-submit</span>:
+     <!-- l. 709 --><p class='noindent'>Execution of Jupyter Labs from <span class='cmbx-10'>speed-submit </span>(repeat this every time you want to run Jupyter
+     Labs):
          </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-27012x1'>
-         <!-- l. 738 --><p class='noindent'>Open an Interactive session: <span class='cmtt-10'>salloc --mem=50G --gpus=1 -ppg </span>(or -ppt)
+<li class='enumerate' id='x1-29024x1'>
+         <!-- l. 711 --><p class='noindent'>Start an interactive session:
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-34'>
-         cd /speed-scratch/$USER/Jupyter
-         module load anaconda3/2023.03/default
-         setenv TMPDIR /speed-scratch/$USER/tmp
-         setenv TMP /speed-scratch/$USER/tmp
-         setenv CONDA_PKGS_DIRS /speed-scratch/$USER/Jupyter/pkgs
-         conda activate /speed-scratch/$USER/Jupyter/jupyter-env
-         jupyter lab --no-browser --notebook-dir=$PWD --ip="*" --port=8888 --port-retries=50
+         <pre class='verbatim' id='verbatim-61'>
+         salloc --mem=50G --gpus=1 -p pg (or -p pt)
 </pre>
-         <!-- l. 748 --><p class='nopar'>
+         <!-- l. 714 --><p class='nopar'>
          </p></li>
-<li class='enumerate' id='x1-27014x2'>Verify which port the system has assigned to Jupyter: <span class='cmtt-10'>http://localhost:XXXX/lab?token=</span>
+<li class='enumerate' id='x1-29026x2'>
+         <!-- l. 717 --><p class='noindent'>Activate your <span class='cmtt-10'>conda </span>environment and run Jupyter Labs, as shown in Figure <a href='#-source-code-for-runsh'>10<!-- tex4ht:ref: fig:run.sh  --></a> (also
+         available on our GitHub).
+</p>
+         <figure class='figure' id='-source-code-for-runsh'> 
+<a id='x1-2903910'></a>  <!-- l. 722 --><pre class='lstinputlisting' id='listing-3'><span class='label'><a id='x1-29028r1'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>!/</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>encs</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>bin</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>tcsh</span></span> 
+<span class='label'><a id='x1-29029r2'></a></span> 
+<span class='label'><a id='x1-29030r3'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>cd</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>/speed-scratch/</span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>USER/Jupyter</span> 
+</span><span class='label'><a id='x1-29031r4'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>module</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>load anaconda3/2023.03/default</span> 
+</span><span class='label'><a id='x1-29032r5'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>setenv</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>TMPDIR /speed-scratch/</span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>USER/tmp</span> 
+</span><span class='label'><a id='x1-29033r6'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>setenv</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>TMP /speed-scratch/</span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>USER/tmp</span> 
+</span><span class='label'><a id='x1-29034r7'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>setenv</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>CONDA_PKGS_DIRS /speed-scratch/</span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>USER/Jupyter/pkgs</span> 
+</span><span class='label'><a id='x1-29035r8'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>conda</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>activate /speed-scratch/</span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>USER/Jupyter/jupyter-env</span> 
+</span><span class='label'><a id='x1-29036r9'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>jupyter</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>lab --no-browser --notebook-dir=</span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>PWD --ip="0.0.0.0" --port=8888 --port-retries=50</span></span>
+         </pre>
+         <figcaption class='caption'><span class='id'>Figure 10: </span><span class='content'>Source code for <span class='cmtt-10'>run.sh</span></span></figcaption><!-- tex4ht:label?: x1-2903910  -->
+         </figure>
          </li>
-<li class='enumerate' id='x1-27016x3'>SSH Tunnel creation: similar to Jupyter in Singularity, see Section <a href='#jupyter-notebooks-in-singularity'>2.8.3<!-- tex4ht:ref: sect:jupyter  --></a>
+<li class='enumerate' id='x1-29041x3'>Verify which port the system has assigned to your Jupyter Lab instance by examining
+         the URL <span class='cmtt-10'>http://localhost:XXXX/lab?token= </span>in your terminal as described
+         previously.
          </li>
-<li class='enumerate' id='x1-27018x4'>Open a browser and type: <span class='cmtt-10'>localhost:XXXX </span>(port assigned)</li></ol>
+<li class='enumerate' id='x1-29043x4'>In a new terminal window, create an <span class='cmtt-10'>ssh </span>tunnel similar to Jupyter in Singularity, see
+         Section <a href='#jupyter-notebook-in-singularity'>2.8.3.1<!-- tex4ht:ref: sect:jupyter-singularity  --></a>.
+         </li>
+<li class='enumerate' id='x1-29045x5'>Open a browser and copy your Jupyter’s token and paste it in the browser’s URL
+         field</li></ol>
      </li></ul>
-<!-- l. 761 --><p class='noindent'>
-</p>
-   <h5 class='subsubsectionHead' id='jupyter-labs-pytorch-in-python-venv'><span class='titlemark'>2.8.5   </span> <a id='x1-280002.8.5'></a>Jupyter Labs + Pytorch in Python venv</h5>
-<!-- l. 764 --><p class='noindent'>This is an example of Jupyter Labs running in a Python Virtual environment (venv), with
-Pytorch
+<!-- l. 745 --><p class='noindent'><span class='paragraphHead' id='jupyterlab-pytorch-in-python-venv'><span class='titlemark'><span class='cmbx-10'>2.8.3.3   </span></span> <a id='x1-300002.8.3.3'></a><span class='cmbx-10'>JupyterLab + Pytorch in Python venv</span></span>
+   This is an example of Jupyter Labs running in a Python Virtual environment (<span class='cmtt-10'>venv</span>), with Pytorch
+on Speed.<br class='newline' />
+</p><!-- l. 750 --><p class='noindent'><span class='cmbx-10'>Note: </span>Use of Python virtual environments is preferred over Conda at Alliance Canada
+clusters. If you prefer to make jobs that are more compatible between Speed and Alliance
+clusters, use Python <span class='cmtt-10'>venv</span>s. See <a class='url' href='https://docs.alliancecan.ca/wiki/Anaconda/en'><span class='cmtt-10'>https://docs.alliancecan.ca/wiki/Anaconda/en</span></a> and
+<a class='url' href='https://docs.alliancecan.ca/wiki/JupyterNotebook'><span class='cmtt-10'>https://docs.alliancecan.ca/wiki/JupyterNotebook</span></a>.
+                                                                               
+
+                                                                               
 </p>
      <ul class='itemize1'>
      <li class='itemize'>
-     <!-- l. 768 --><p class='noindent'>Environment preparation: for the FIRST time:
+     <!-- l. 758 --><p class='noindent'>Environment preparation: for the FIRST time only:
          </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-28002x1'>Go to your speed-scratch directory: <span class='cmtt-10'>cd /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER</span>
+<li class='enumerate' id='x1-30002x1'>Go to your speed-scratch directory: <span class='cmtt-10'>cd /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER</span>
          </li>
-<li class='enumerate' id='x1-28004x2'>Open an Interactive session: <span class='cmtt-10'>salloc --mem=50G --gpus=1 --constraint=el9</span>
-                                                                               
-
-                                                                               
+<li class='enumerate' id='x1-30004x2'>Open an interactive session: <span class='cmtt-10'>salloc --mem=50G --gpus=1 --constraint=el9</span>
          </li>
-<li class='enumerate' id='x1-28006x3'>
-         <!-- l. 775 --><p class='noindent'>Create Python venv and install jupyterlab+pytorch
+<li class='enumerate' id='x1-30006x3'>
+         <!-- l. 765 --><p class='noindent'>Create a Python <span class='cmtt-10'>venv </span>and install <span class='cmtt-10'>jupyterlab</span>+<span class='cmtt-10'>pytorch</span>
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-35'>
+         <pre class='verbatim' id='verbatim-62'>
          module load python/3.11.5/default
          setenv TMPDIR /speed-scratch/$USER/tmp
          setenv TMP /speed-scratch/$USER/tmp
@@ -1294,92 +1581,92 @@ <h5 class='subsubsectionHead' id='jupyter-labs-pytorch-in-python-venv'><span cla
          pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118
          exit
 </pre>
-         <!-- l. 787 --><p class='nopar'></p></li></ol>
+         <!-- l. 777 --><p class='nopar'></p></li></ol>
      </li>
      <li class='itemize'>
-     <!-- l. 791 --><p class='noindent'>Running Jupyter Labs, from <span class='cmbx-10'>speed-submit</span>:
+     <!-- l. 781 --><p class='noindent'>Running Jupyter Labs, from <span class='cmbx-10'>speed-submit</span>:
          </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-28008x1'>
-         <!-- l. 794 --><p class='noindent'>Open an Interactive session: <span class='cmtt-10'>salloc --mem=50G --gpus=1 --constraint=el9</span>
+<li class='enumerate' id='x1-30008x1'>
+         <!-- l. 784 --><p class='noindent'>Open an interactive session: <span class='cmtt-10'>salloc --mem=50G --gpus=1 --constraint=el9</span>
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-36'>
+         <pre class='verbatim' id='verbatim-63'>
          cd /speed-scratch/$USER
          module load python/3.11.5/default
          setenv PIP_CACHE_DIR /speed-scratch/$USER/tmp/cache
          source /speed-scratch/$USER/tmp/jupyter-venv/bin/activate.csh
          jupyter lab --no-browser --notebook-dir=$PWD --ip="0.0.0.0" --port=8888 --port-retries=50
 </pre>
-         <!-- l. 802 --><p class='nopar'>
+         <!-- l. 792 --><p class='nopar'>
          </p></li>
-<li class='enumerate' id='x1-28010x2'>Verify which port the system has assigned to Jupyter: <span class='cmtt-10'>http://localhost:XXXX/lab?token=</span>
+<li class='enumerate' id='x1-30010x2'>Verify which port the system has assigned to Jupyter:<br class='newline' /><span class='cmtt-10'>http://localhost:XXXX/lab?token=</span>
          </li>
-<li class='enumerate' id='x1-28012x3'>SSH Tunnel creation: similar to Jupyter in Singularity, see Section <a href='#jupyter-notebooks-in-singularity'>2.8.3<!-- tex4ht:ref: sect:jupyter  --></a>
+<li class='enumerate' id='x1-30012x3'>SSH Tunnel creation: similar to Jupyter in Singularity, see Section <a href='#jupyter-notebook-in-singularity'>2.8.3.1<!-- tex4ht:ref: sect:jupyter-singularity  --></a>
          </li>
-<li class='enumerate' id='x1-28014x4'>Open a browser and type: <span class='cmtt-10'>localhost:XXXX </span>(port assigned)</li></ol>
+<li class='enumerate' id='x1-30014x4'>Open a browser and type: <span class='cmtt-10'>localhost:XXXX </span>(using the port assigned)</li></ol>
      </li></ul>
-<!-- l. 816 --><p class='noindent'>
+<!-- l. 807 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='vscode'><span class='titlemark'>2.8.6   </span> <a id='x1-290002.8.6'></a>VScode</h5>
-<!-- l. 819 --><p class='noindent'>This is an example of running VScode, it’s similar to Jupyter notebooks, but it doesn’t use containers.
-This a Web version, it exists the local(workstation)-remote(speed-node) version too, but it is for
-Advanced users (no support, execute it at your own risk).
+   <h5 class='subsubsectionHead' id='visual-studio-code'><span class='titlemark'>2.8.4   </span> <a id='x1-310002.8.4'></a>Visual Studio Code</h5>
+<!-- l. 810 --><p class='noindent'>This is an example of running VScode, it’s similar to Jupyter notebooks, but it doesn’t use containers.
+<span class='cmbx-10'>Note: </span>this a Web-based version; there exists the local (workstation) – remote (speed-node)
+client-server version too, but it is for advanced users and is out of scope here (so no support, use it at
+your own risk).
 </p>
      <ul class='itemize1'>
      <li class='itemize'>
-     <!-- l. 824 --><p class='noindent'>Environment preparation: for the FIRST time:
+     <!-- l. 818 --><p class='noindent'>Environment preparation: for the FIRST time:
          </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-29002x1'>Go to your speed-scratch directory: <span class='cmtt-10'>cd /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER</span>
+<li class='enumerate' id='x1-31002x1'>Go to your speed-scratch directory: <span class='cmtt-10'>cd /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER</span>
          </li>
-<li class='enumerate' id='x1-29004x2'>Create a vscode directory: <span class='cmtt-10'>mkdir vscode</span>
+<li class='enumerate' id='x1-31004x2'>Create a vscode directory: <span class='cmtt-10'>mkdir vscode</span>
                                                                                
 
                                                                                
          </li>
-<li class='enumerate' id='x1-29006x3'>Go to vscode: <span class='cmtt-10'>cd vscode</span>
+<li class='enumerate' id='x1-31006x3'>Go to vscode: <span class='cmtt-10'>cd vscode</span>
          </li>
-<li class='enumerate' id='x1-29008x4'>Create home and projects: <span class='cmtt-10'>mkdir </span><span class='cmsy-10'>{</span><span class='cmtt-10'>home,projects</span><span class='cmsy-10'>}</span>
+<li class='enumerate' id='x1-31008x4'>Create home and projects: <span class='cmtt-10'>mkdir </span><span class='cmsy-10'>{</span><span class='cmtt-10'>home,projects</span><span class='cmsy-10'>}</span>
          </li>
-<li class='enumerate' id='x1-29010x5'>Create this directory: <span class='cmtt-10'>mkdir -p /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER/run-user</span></li></ol>
+<li class='enumerate' id='x1-31010x5'>Create this directory: <span class='cmtt-10'>mkdir -p /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER/run-user</span></li></ol>
      </li>
      <li class='itemize'>
-     <!-- l. 838 --><p class='noindent'>Running VScode
+     <!-- l. 833 --><p class='noindent'>Running VScode
          </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-29012x1'>Go to your vscode directory: <span class='cmtt-10'>cd /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER/vscode</span>
+<li class='enumerate' id='x1-31012x1'>Go to your vscode directory: <span class='cmtt-10'>cd /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER/vscode</span>
          </li>
-<li class='enumerate' id='x1-29014x2'>Open interactive session: <span class='cmtt-10'>salloc --mem=10Gb --constraint=el9</span>
+<li class='enumerate' id='x1-31014x2'>Open interactive session: <span class='cmtt-10'>salloc --mem=10Gb --constraint=el9</span>
          </li>
-<li class='enumerate' id='x1-29016x3'>Set              environment              variable:               <span class='cmtt-10'>setenv XDG_RUNTIME_DIR
-         /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER/run-user</span>
+<li class='enumerate' id='x1-31016x3'>Set environment variable:<br class='newline' /><span class='cmtt-10'>setenv XDG_RUNTIME_DIR /speed-scratch/</span><span class='tctt-1000'>$</span><span class='cmtt-10'>USER/run-user</span>
          </li>
-<li class='enumerate' id='x1-29018x4'>
-         <!-- l. 847 --><p class='noindent'>Run VScode, change the port if needed.
+<li class='enumerate' id='x1-31018x4'>
+         <!-- l. 842 --><p class='noindent'>Run VScode, change the port if needed.
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-37'>
+         <pre class='verbatim' id='verbatim-64'>
          /speed-scratch/nag-public/code-server-4.22.1/bin/code-server --user-data-dir=$PWD\/projects \
          --config=$PWD\/home/.config/code-server/config.yaml --bind-addr="0.0.0.0:8080" $PWD\/projects
 </pre>
-         <!-- l. 852 --><p class='nopar'>
+         <!-- l. 847 --><p class='nopar'>
          </p></li>
-<li class='enumerate' id='x1-29020x5'>SSH Tunnel creation: similar to Jupyter, see Section <a href='#jupyter-notebooks-in-singularity'>2.8.3<!-- tex4ht:ref: sect:jupyter  --></a>
+<li class='enumerate' id='x1-31020x5'>SSH Tunnel creation: similar to Jupyter, see Section <a href='#jupyter-notebook-in-singularity'>2.8.3.1<!-- tex4ht:ref: sect:jupyter-singularity  --></a>
          </li>
-<li class='enumerate' id='x1-29022x6'>Open a browser and type: <span class='cmtt-10'>localhost:8080</span>
+<li class='enumerate' id='x1-31022x6'>Open a browser and type: <span class='cmtt-10'>localhost:8080</span>
          </li>
-<li class='enumerate' id='x1-29024x7'>
-         <!-- l. 859 --><p class='noindent'>If the browser asks for password:
+<li class='enumerate' id='x1-31024x7'>
+         <!-- l. 854 --><p class='noindent'>If the browser asks for a password, consult:
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-38'>
+         <pre class='verbatim' id='verbatim-65'>
          cat /speed-scratch/$USER/vscode/home/.config/code-server/config.yaml
 </pre>
-         <!-- l. 862 --><p class='nopar'>
+         <!-- l. 857 --><p class='nopar'>
 </p>
          </li></ol>
      </li></ul>
@@ -1388,231 +1675,287 @@ <h5 class='subsubsectionHead' id='vscode'><span class='titlemark'>2.8.6   </span
                                                                                
 
                                                                                
-<a id='x1-290258'></a>
+<a id='x1-3102511'></a>
                                                                                
 
                                                                                
 <div class='fbox'><img alt='PIC' height='412' src='images/vscode.png' width='412' /></div>
-<figcaption class='caption'><span class='id'>Figure 8: </span><span class='content'>VScode running on a Speed node</span></figcaption><!-- tex4ht:label?: x1-290258  -->
+<figcaption class='caption'><span class='id'>Figure 11: </span><span class='content'>VScode running on a Speed node</span></figcaption><!-- tex4ht:label?: x1-3102511  -->
                                                                                
 
                                                                                
    </figure>
-   <h4 class='subsectionHead' id='scheduler-environment-variables'><span class='titlemark'>2.9   </span> <a id='x1-300002.9'></a>Scheduler Environment Variables</h4>
-<!-- l. 878 --><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:
+   <h4 class='subsectionHead' id='scheduler-environment-variables'><span class='titlemark'>2.9   </span> <a id='x1-320002.9'></a>Scheduler Environment Variables</h4>
+<!-- l. 530 --><p class='noindent'>The scheduler provides several environment variables that can be useful in your job scripts. These
+variables can be accessed within the job using commands like <span class='cmtt-10'>env </span>or <span class='cmtt-10'>printenv</span>. Many of these
+variables start with the prefix <span class='cmtt-10'>SLURM</span>.<br class='newline' />
+</p><!-- l. 534 --><p class='noindent'>Here are some of the most useful environment variables:
 </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>(and <span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_TMPDIR</span>): This is the path to the job’s temporary space on the node.
+     It <span class='cmti-10'>only </span>exists for the duration of the job. If you need the data from this temporary space,
+     ensure you copy it before the job terminates.
      </li>
-     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_SUBMIT_DIR </span>– the path to the job’s working directory (likely an NFS-mounted
+     <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'>SLURM_JOBID </span>– your current jobs ID, useful for some manipulation and reporting.
+     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_JOBID</span>:  This  variable  holds  the  current  job’s  ID,  which  is  useful  for  job
+     manipulation and reporting within the job’s process.
      </li>
-     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_JOB_NODELIST</span>=nodes participating in your job.
+     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_NTASKS</span>: the number of cores requested for the job. This variable can be used in
+     place of hardcoded thread-request declarations, e.g., for Fluent or similar.
      </li>
-     <li class='itemize'><span class='tctt-1000'>$</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 class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_JOB_NODELIST</span>: This lists the nodes participating in your job.
      </li>
-     <li class='itemize'>
-     <!-- l. 919 --><p class='noindent'>See a more complete list here:
-</p>
-         <ul class='itemize2'>
-         <li class='itemize'><a class='url' href='https://slurm.schedmd.com/srun.html#SECTION_INPUT-ENVIRONMENT-VARIABLES'><span class='cmtt-9'>https://slurm.schedmd.com/srun.html#SECTION_INPUT-ENVIRONMENT-VARIABLES</span></a>
-         </li>
-         <li class='itemize'><a class='url' href='https://slurm.schedmd.com/srun.html#SECTION_OUTPUT-ENVIRONMENT-VARIABLES'><span class='cmtt-9'>https://slurm.schedmd.com/srun.html#SECTION_OUTPUT-ENVIRONMENT-VARIABLES</span></a></li></ul>
-     </li></ul>
-<!-- l. 932 --><p class='noindent'>In Figure <a href='#-source-code-for-tmpdirsh'>9<!-- tex4ht:ref: fig:tmpdir.sh  --></a> is a sample script, using some of these.
+     <li class='itemize'><span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_ARRAY_TASK_ID</span>: For array jobs, this variable represents the task ID (refer to
+     Section <a href='#array-jobs'>2.6<!-- tex4ht:ref: sect:array-jobs  --></a> for more details on array jobs).</li></ul>
+<!-- l. 568 --><p class='noindent'>For a more comprehensive list of environment variables, refer to the SLURM documentation for <a href='https://slurm.schedmd.com/srun.html#SECTION_INPUT-ENVIRONMENT-VARIABLES'>Input
+Environment Variables</a> and <a href='https://slurm.schedmd.com/srun.html#SECTION_OUTPUT-ENVIRONMENT-VARIABLES'>Output Environment Variables</a>.<br class='newline' />
+</p><!-- l. 573 --><p class='noindent'>An example script that utilizes some of these environment variables is in Figure <a href='#-source-code-for-tmpdirsh'>12<!-- tex4ht:ref: fig:tmpdir.sh  --></a>.
 </p>
    <figure class='figure' id='-source-code-for-tmpdirsh'> 
 
                                                                                
 
                                                                                
-<a id='x1-300189'></a>
+<a id='x1-3201812'></a>
                                                                                
 
                                                                                
-<!-- l. 936 --><pre class='lstinputlisting' id='listing-2'><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='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='x1-30005r4'></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='x1-30006r5'></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='x1-30007r6'></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='x1-30008r7'></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='x1-30009r8'></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='x1-30010r9'></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='x1-30011r10'></a></span> 
-<span class='label'><a id='x1-30012r11'></a></span><span style='color:#000000'><span class='cmtt-8'>cd</span></span><span style='color:#000000'> <span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR</span> 
-</span><span class='label'><a id='x1-30013r12'></a></span><span style='color:#000000'><span class='cmtt-8'>mkdir</span></span><span style='color:#000000'> <span class='cmtt-8'>input</span> 
-</span><span class='label'><a id='x1-30014r13'></a></span><span style='color:#000000'><span class='cmtt-8'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8'>-av </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SLURM_SUBMIT_DIR/references/ input/</span> 
-</span><span class='label'><a id='x1-30015r14'></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='x1-30016r15'></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'>$</span><span class='cmtt-8'>TMPDIR/results</span> 
-</span><span class='label'><a id='x1-30017r16'></a></span><span style='color:#000000'><span class='cmtt-8'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8'>-av </span><span class='tctt-0800'>$</span><span class='cmtt-8'>TMPDIR/results/ </span><span class='tctt-0800'>$</span><span class='cmtt-8'>SLURM_SUBMIT_DIR/processed/</span></span>
+<!-- l. 578 --><pre class='lstinputlisting' id='listing-4'><span class='label'><a id='x1-32002r1'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>!/</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>encs</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>bin</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>/</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>tcsh</span></span> 
+<span class='label'><a id='x1-32003r2'></a></span> 
+<span class='label'><a id='x1-32004r3'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>--job-name=tmpdir</span> </span><span class='cmitt-10x-x-70'>     </span><span style='color:#000000'><span class='cmitt-10x-x-70'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>Give the job a name</span> 
+</span><span class='label'><a id='x1-32005r4'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>--mail-type=ALL</span> </span><span class='cmitt-10x-x-70'>       </span><span style='color:#000000'><span class='cmitt-10x-x-70'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>Receive all email type notifications</span> 
+</span><span class='label'><a id='x1-32006r5'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>--chdir=./</span> </span><span class='cmitt-10x-x-70'>            </span><span style='color:#000000'><span class='cmitt-10x-x-70'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>Use currect directory as working directory</span> 
+</span><span class='label'><a id='x1-32007r6'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>--nodes=1</span> 
+</span><span class='label'><a id='x1-32008r7'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>--ntasks=1</span> 
+</span><span class='label'><a id='x1-32009r8'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>--cpus-per-task=8</span> </span><span class='cmitt-10x-x-70'>     </span><span style='color:#000000'><span class='cmitt-10x-x-70'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>Request 8 cores</span> 
+</span><span class='label'><a id='x1-32010r9'></a></span><span style='color:#000000'><span class='cmitt-10x-x-70'>#</span></span><span style='color:#000000'><span class='cmitt-10x-x-70'>SBATCH</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>--mem=32G</span> </span><span class='cmitt-10x-x-70'>             </span><span style='color:#000000'><span class='cmitt-10x-x-70'>##</span></span><span style='color:#000000'> <span class='cmitt-10x-x-70'>Assign 32G memory per node</span> 
+</span><span class='label'><a id='x1-32011r10'></a></span> 
+<span class='label'><a id='x1-32012r11'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>cd</span></span><span style='color:#000000'> <span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>TMPDIR</span> 
+</span><span class='label'><a id='x1-32013r12'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>mkdir</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>input</span> 
+</span><span class='label'><a id='x1-32014r13'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>-av </span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>SLURM_SUBMIT_DIR/references/ input/</span> 
+</span><span class='label'><a id='x1-32015r14'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>mkdir</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>results</span> 
+</span><span class='label'><a id='x1-32016r15'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>srun</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>STAR --inFiles </span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>TMPDIR/input --parallel </span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>SRUN_CPUS_PER_TASK --outFiles </span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>TMPDIR/results</span> 
+</span><span class='label'><a id='x1-32017r16'></a></span><span style='color:#000000'><span class='cmtt-8x-x-87'>rsync</span></span><span style='color:#000000'> <span class='cmtt-8x-x-87'>-av </span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>TMPDIR/results/ </span><span class='tctt-0800x-x-87'>$</span><span class='cmtt-8x-x-87'>SLURM_SUBMIT_DIR/processed/</span></span>
 </pre>
-<figcaption class='caption'><span class='id'>Figure 9: </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?: x1-300189  -->
+<figcaption class='caption'><span class='id'>Figure 12: </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?: x1-3201812  -->
                                                                                
 
                                                                                
    </figure>
-   <h4 class='subsectionHead' id='ssh-keys-for-mpi'><span class='titlemark'>2.10   </span> <a id='x1-310002.10'></a>SSH Keys For MPI</h4>
-<!-- l. 502 --><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:
+   <h4 class='subsectionHead' id='ssh-keys-for-mpi'><span class='titlemark'>2.10   </span> <a id='x1-330002.10'></a>SSH Keys for MPI</h4>
+<!-- l. 588 --><p class='noindent'>Some programs, such as Fluent, utilize MPI (Message Passing Interface) for parallel processing. MPI
+requires ‘passwordless login’, which is achieved through SSH keys. Here are the steps to set up SSH
+keys for MPI:
 </p>
      <ul class='itemize1'>
-     <li class='itemize'><span class='cmtt-10'>cd .ssh</span>
-     </li>
-     <li class='itemize'><span class='cmtt-10'>ssh-keygen -t ed25519 </span>(default location; blank passphrase)
-     </li>
-     <li class='itemize'><span class='cmtt-10'>cat id_ed25519.pub &gt;&gt; authorized_keys </span>(if the <a href='https://www.ssh.com/academy/ssh/authorized-keys-file'><span class='cmtt-10'>authorized_keys</span></a> file already exists)
-     <span class='cmti-10'>OR </span><span class='cmtt-10'>cat id_ed25519.pub &gt; authorized_keys </span>(if does not)
-     </li>
-     <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. 522 --><p class='noindent'>
-</p>
-   <h4 class='subsectionHead' id='creating-virtual-environments'><span class='titlemark'>2.11   </span> <a id='x1-320002.11'></a>Creating Virtual Environments</h4>
-<!-- l. 526 --><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>. Usually, virtual environments are created once
-during an interactive session before submitting a batch job to the scheduler. The job script submitted
-to the scheduler is then written to (1) activate the virtual environment, (2) use it, and (3) close it at
-the end of the job.
-</p><!-- l. 537 --><p class='noindent'>
+     <li class='itemize'>
+     <!-- l. 593 --><p class='noindent'>Navigate to the <span class='cmtt-10'>.ssh </span>directory
+                                                                               
+
+                                                                               
 </p>
-   <h5 class='subsubsectionHead' id='anaconda'><span class='titlemark'>2.11.1   </span> <a id='x1-330002.11.1'></a>Anaconda</h5>
-<!-- l. 540 --><p class='noindent'>Request an interactive session in the queue you wish to submit your jobs to (e.g., salloc -p pg
-–gpus=1 for GPU jobs). Once your interactive has started, create an anaconda environment in your
-speed-scratch directory by using the <span class='cmtt-10'>prefix </span>option when executing <span class='cmtt-10'>conda create</span>. For example,
+     <pre class='verbatim' id='verbatim-66'>
+     cd ~/.ssh
+</pre>
+     <!-- l. 596 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 599 --><p class='noindent'>Generate a new SSH key pair (Accept the default location and leave the passphrase
+     blank)
                                                                                
 
                                                                                
-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-67'>
+     ssh-keygen -t ed25519
+</pre>
+     <!-- l. 602 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 605 --><p class='noindent'>Authorize the Public Key:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-39'>
-module load anaconda3/2023.03/default
-conda create --prefix /speed-scratch/a_user/myconda
+     <pre class='verbatim' id='verbatim-68'>
+     cat id_ed25519.pub &gt;&gt; authorized_keys
 </pre>
-<!-- l. 548 --><p class='nopar'>
-</p><!-- l. 551 --><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.
+     <!-- l. 608 --><p class='nopar'> If the <a href='https://www.ssh.com/academy/ssh/authorized-keys-file'><span class='cmtt-10'>authorized_keys</span></a> file does not exist, use
+                                                                               
+
+                                                                               
 </p>
-<!-- l. 557 --><p class='noindent'><span class='paragraphHead' id='list-environments'><a id='x1-34000'></a><span class='cmbx-10'>List Environments.</span></span>
-   To view your conda environments, type: <span class='cmtt-10'>conda info --envs</span>
+     <pre class='verbatim' id='verbatim-69'>
+     cat id_ed25519.pub &gt; authorized_keys
+</pre>
+     <!-- l. 612 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 615 --><p class='noindent'>Set permissions: ensure the correct permissions are set for the ‘authorized_keys’ file and your
+     home directory (most users will already have these permissions by default):
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-40'>
-# conda environments:
-#
-base                  *  /encs/pkg/anaconda3-2023.03/root
-                         /speed-scratch/a_user/myconda
+     <pre class='verbatim' id='verbatim-70'>
+     chmod 600 ~/.ssh/authorized_keys
+     chmod 700 ~
 </pre>
-<!-- l. 566 --><p class='nopar'>
+     <!-- l. 620 --><p class='nopar'></p></li></ul>
+<!-- l. 625 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='creating-virtual-environments'><span class='titlemark'>2.11   </span> <a id='x1-340002.11'></a>Creating Virtual Environments</h4>
+<!-- l. 629 --><p class='noindent'>The following documentation is specific to <span class='cmbx-10'>Speed</span>. Other clusters may have their own requirements.
+Virtual environments are typically created using Conda or Python. Another option is Singularity
+(detailed in Section <a href='#singularity-containers'>2.16<!-- tex4ht:ref: sect:singularity-containers  --></a>). These environments are usually created once during an interactive session
+before submitting a batch job to the scheduler. The job script submitted to the scheduler
+should:
+     </p><ol class='enumerate1'>
+<li class='enumerate' id='x1-34002x1'>Activate the virtual environment.
+     </li>
+<li class='enumerate' id='x1-34004x2'>Use the virtual environment.
+     </li>
+<li class='enumerate' id='x1-34006x3'>Deactivate the virtual environment at the end of the job.</li></ol>
+<!-- l. 648 --><p class='noindent'>
 </p>
-<!-- l. 569 --><p class='noindent'><span class='paragraphHead' id='activate-an-environment'><a id='x1-35000'></a><span class='cmbx-10'>Activate an Environment.</span></span>
-   Activate the environment <span class='cmtt-10'>speedscratcha_usermyconda </span>as follows
+   <h5 class='subsubsectionHead' id='anaconda'><span class='titlemark'>2.11.1   </span> <a id='x1-350002.11.1'></a>Anaconda</h5>
+<!-- l. 651 --><p class='noindent'>To create an Anaconda environment, follow these steps:
+     </p><ol class='enumerate1'>
+<li class='enumerate' id='x1-35002x1'>
+     <!-- l. 653 --><p class='noindent'>Request an interactive session
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-41'>
-conda activate /speed-scratch/a_user/myconda
+     <pre class='verbatim' id='verbatim-71'>
+     salloc -p pg --gpus=1
 </pre>
-<!-- l. 574 --><p class='nopar'> After activating your environment, add <span class='cmtt-10'>pip </span>to your environment by using
+     <!-- l. 656 --><p class='nopar'>
+     </p></li>
+<li class='enumerate' id='x1-35004x2'>
+     <!-- l. 659 --><p class='noindent'>Load the Anaconda module and create your Anaconda environment in your speed-scratch
+     directory by using the <span class='cmtt-10'>--prefix </span>option (without this option, the environment will be created in
+     your home directory by default).
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-42'>
-conda install pip
+     <pre class='verbatim' id='verbatim-72'>
+     module load anaconda3/2023.03/default
+     conda create --prefix /speed-scratch/$USER/myconda
 </pre>
-<!-- l. 578 --><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.
+     <!-- l. 664 --><p class='nopar'>
+     </p></li>
+<li class='enumerate' id='x1-35006x3'>
+     <!-- l. 667 --><p class='noindent'>List environments (to view your conda environment)
+                                                                               
+
+                                                                               
 </p>
-     <ul class='itemize1'>
-     <li class='itemize'>
-     <!-- l. 584 --><p class='noindent'>A consolidated example using Conda:
+     <pre class='verbatim' id='verbatim-73'>
+     conda info --envs
+     # conda environments:
+     #
+     base                  *  /encs/pkg/anaconda3-2023.03/root
+                                /speed-scratch/a_user/myconda
+</pre>
+     <!-- l. 674 --><p class='nopar'>
+     </p></li>
+<li class='enumerate' id='x1-35008x4'>
+     <!-- l. 677 --><p class='noindent'>Activate the environment
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-43'>
-     salloc -p pg --gpus=1 --mem=10GB -A &lt;slurm account name&gt;
-     cd /speed-scratch/$USER
-     module load python/3.11.0/default
-     conda create -p /speed-scratch/$USER/pytorch-env
-     conda activate /speed-scratch/$USER/pytorch-env
-     conda install python=3.11.0
-     pip3 install torch torchvision torchaudio --index-url \
-       https://download.pytorch.org/whl/cu117
-     ....
-     conda deactivate
-     exit # end the salloc session
-</pre>
-     <!-- l. 598 --><p class='nopar'>
+     <pre class='verbatim' id='verbatim-74'>
+     conda activate /speed-scratch/$USER/myconda
+</pre>
+     <!-- l. 680 --><p class='nopar'>
      </p></li>
-     <li class='itemize'>No Space left error: <span class='cmtt-10'>R</span>ead our Github <a href='https://github.com/NAG-DevOps/speed-hpc/tree/master/src#no-space-left-error-when-creating-conda-environment'><span class='cmtt-10'>HERE</span></a></li></ul>
-<!-- l. 608 --><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.
+<li class='enumerate' id='x1-35010x5'>
+     <!-- l. 683 --><p class='noindent'>Add <span class='cmtt-10'>pip </span>to your environment (this will install <span class='cmtt-10'>pip </span>and <span class='cmtt-10'>pip</span>’s dependencies, including <span class='cmtt-10'>python</span>,
+     into the environment.)
+                                                                               
+
+                                                                               
 </p>
-<!-- l. 614 --><p class='noindent'><span class='paragraphHead' id='conda-env-without-prefix-'><a id='x1-36000'></a><span class='cmbx-10'>Conda Env without –prefix: </span></span>
-   If you don’t want to use the <span class='cmtt-10'>prefix </span>option every time you create a new environment and you
-don’t want to use the default <span class='tctt-1000'>$</span><span class='cmtt-10'>HOME</span>. Create a new directory an set the following variables to point to
-the new created directory, e.g:
+     <pre class='verbatim' id='verbatim-75'>
+     conda install pip
+</pre>
+     <!-- l. 687 --><p class='nopar'></p></li></ol>
+<!-- l. 690 --><p class='noindent'>A consolidated example using Conda:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-44'>
-setenv CONDA_ENVS_PATH /speed-scratch/$USER/condas
-setenv CONDA_PKGS_DIRS /speed-scratch/$USER/condas/pkg
+   <pre class='verbatim' id='verbatim-76'>
+salloc -p pg --gpus=1 --mem=10G -A &lt;slurm account name&gt;
+cd /speed-scratch/$USER
+module load python/3.11.0/default
+conda create -p /speed-scratch/$USER/pytorch-env
+conda activate /speed-scratch/$USER/pytorch-env
+conda install python=3.11.0
+pip3 install torch torchvision torchaudio --index-url \
+  https://download.pytorch.org/whl/cu117
+....
+conda deactivate
+exit # end the salloc session
 </pre>
-<!-- l. 621 --><p class='nopar'> If you want to make these changes permanent, add the variables to your <span class='cmtt-10'>.tcshrc </span>or <span class='cmtt-10'>.bashrc</span>
-(depending on the default shell you are using)
-</p><!-- l. 625 --><p class='noindent'>
+<!-- l. 704 --><p class='nopar'>
+</p><!-- l. 706 --><p class='noindent'>If you encounter <span class='cmbx-10'>no space left error </span>while creating Conda environments, please refer to
+Appendix <a href='#how-to-resolve-disk-quota-exceeded-errors'>B.3<!-- tex4ht:ref: sect:quota-exceeded  --></a>. Likely you forgot <span class='cmtt-10'>--prefix </span>or environment variables below.<br class='newline' />
+</p><!-- l. 710 --><p class='noindent'><span class='cmbx-10'>Important Note: </span><span class='cmtt-10'>pip </span>(and <span class='cmtt-10'>pip3</span>) are package installers for Python. When you use <span class='cmtt-10'>pip install</span>, it
+installs packages from the Python Package Index (PyPI), whereas, <span class='cmtt-10'>conda install </span>installs packages
+from Anaconda’s repository.
 </p>
-   <h5 class='subsubsectionHead' id='python'><span class='titlemark'>2.11.2   </span> <a id='x1-370002.11.2'></a>Python</h5>
-<!-- l. 628 --><p class='noindent'>Setting up a Python virtual environment is fairly straightforward. The first step is to request an
-interactive session in the queue you wish to submit your jobs to.
-</p><!-- l. 631 --><p class='indent'>   We have a simple example that use a Python virtual environment:
+<!-- l. 716 --><p class='noindent'><span class='paragraphHead' id='conda-env-without-prefix'><span class='titlemark'><span class='cmbx-10'>2.11.1.1   </span></span> <a id='x1-360002.11.1.1'></a><span class='cmbx-10'>Conda Env without </span><span class='cmtt-10'>--prefix</span></span>
+   If you don’t want to use the <span class='cmtt-10'>--prefix </span>option every time you create a new environment and do not
+want to use the default home directory, you can create a new directory and set the following variables
+to point to the newly created directory, e.g.:
+                                                                               
+
+                                                                               
 </p>
-     <ul class='itemize1'>
-     <li class='itemize'>
-     <!-- l. 635 --><p class='noindent'>Using Python Venv
+   <pre class='verbatim' id='verbatim-77'>
+mkdir -p /speed-scratch/$USER/conda
+setenv CONDA_ENVS_PATH /speed-scratch/$USER/conda
+setenv CONDA_PKGS_DIRS /speed-scratch/$USER/conda/pkg
+</pre>
+<!-- l. 725 --><p class='nopar'> If you want to make these changes permanent, add the variables to your <span class='cmtt-10'>.tcshrc </span>or <span class='cmtt-10'>.bashrc</span>
+(depending on the default shell you are using).
+</p><!-- l. 732 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='python'><span class='titlemark'>2.11.2   </span> <a id='x1-370002.11.2'></a>Python</h5>
+<!-- l. 735 --><p class='noindent'>Setting up a Python virtual environment is straightforward. Here’s an example that use a Python
+virtual environment:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-45'>
-     salloc -p pg --gpus=1 --mem=10GB -A &lt;slurm account name&gt;
-     cd /speed-scratch/$USER
-     module load python/3.9.1/default
-     mkdir -p /speed-scratch/$USER/tmp
-     setenv TMPDIR /speed-scratch/$USER/tmp
-     setenv TMP /speed-scratch/$USER/tmp
-     python -m venv $TMPDIR/testenv (testenv=name of the virtualEnv)
-     source /speed-scratch/$USER/tmp/testenv/bin/activate.csh
-     pip install modules…
-     deactivate
-     exit
-</pre>
-     <!-- l. 649 --><p class='nopar'>
-     </p></li>
-     <li class='itemize'>See, e.g., <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. 658 --><p class='noindent'><span class='cmbx-10'>Important Note: </span>partition <span class='cmtt-10'>ps </span>is used for CPU jobs, partitions <span class='cmtt-10'>pg</span>, <span class='cmtt-10'>pt </span>are used for GPU jobs, no
-need to use <span class='cmtt-10'>--gpus= </span>when preparing environments for CPU jobs.
-</p><!-- l. 2 --><p class='noindent'>
+   <pre class='verbatim' id='verbatim-78'>
+salloc -p pg --gpus=1 --mem=10G -A &lt;slurm account name&gt;
+cd /speed-scratch/$USER
+module load python/3.9.1/default
+mkdir -p /speed-scratch/$USER/tmp
+setenv TMPDIR /speed-scratch/$USER/tmp
+setenv TMP /speed-scratch/$USER/tmp
+python -m venv $TMPDIR/testenv (testenv=name of the virtualEnv)
+source /speed-scratch/$USER/tmp/testenv/bin/activate.csh
+pip install modules...
+deactivate
+exit
+</pre>
+<!-- l. 750 --><p class='nopar'>
+</p><!-- l. 752 --><p class='noindent'>See, e.g., <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><br class='newline' />
+</p><!-- l. 758 --><p class='noindent'><span class='cmbx-10'>Important Note: </span>our partition <span class='cmtt-10'>ps </span>is used for CPU jobs, while <span class='cmtt-10'>pg</span>, <span class='cmtt-10'>pt</span>, and <span class='cmtt-10'>cl </span>are used
+for GPU jobs. You do not need to use <span class='cmtt-10'>--gpus </span>when preparing environments for CPU
+jobs.<br class='newline' />
+</p><!-- l. 763 --><p class='noindent'><span class='cmbx-10'>Note: </span>Python enviornments are also preferred over Conda in some clusters, see a note
+in Section <a href='#jupyterlab-pytorch-in-python-venv'>2.8.3.3<!-- tex4ht:ref: sect:jupyterlabs-venv  --></a>.
+</p><!-- l. 3 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='example-job-script-fluent'><span class='titlemark'>2.12   </span> <a id='x1-380002.12'></a>Example Job Script: Fluent</h4>
    <figure class='figure' id='-source-code-for-fluentsh'> 
@@ -1620,11 +1963,11 @@ <h4 class='subsectionHead' id='example-job-script-fluent'><span class='titlemark
                                                                                
 
                                                                                
-<a id='x1-3803410'></a>
+<a id='x1-3803413'></a>
                                                                                
 
                                                                                
-<!-- l. 5 --><pre class='lstinputlisting' id='listing-3'><span class='label'><a id='x1-38002r1'></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> 
+<!-- l. 6 --><pre class='lstinputlisting' id='listing-5'><span class='label'><a id='x1-38002r1'></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='x1-38003r2'></a></span> 
 <span class='label'><a id='x1-38004r3'></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='x1-38005r4'></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> 
@@ -1657,126 +2000,198 @@ <h4 class='subsectionHead' id='example-job-script-fluent'><span class='titlemark
 </span><span class='label'><a id='x1-38032r31'></a></span> 
 <span class='label'><a id='x1-38033r32'></a></span><span style='color:#000000'><span class='cmtt-8'>date</span></span>
 </pre>
-<figcaption class='caption'><span class='id'>Figure 10: </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?: x1-3803410  -->
+<figcaption class='caption'><span class='id'>Figure 13: </span><span class='content'>Source code for <span class='cmtt-10'>fluent.sh</span></span></figcaption><!-- tex4ht:label?: x1-3803413  -->
                                                                                
 
                                                                                
    </figure>
-<!-- l. 10 --><p class='indent'>   The job script in Figure <a href='#-source-code-for-fluentsh'>10<!-- 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).
+<!-- l. 11 --><p class='indent'>   The job script in Figure <a href='#-source-code-for-fluentsh'>13<!-- tex4ht:ref: fig:fluent.sh  --></a> runs Fluent in parallel over 32 cores. Notable aspects of this script
+include requesting e-mail notifications (<span class='cmtt-10'>--mail-type</span>), defining the parallel environment
+for Fluent 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>, and setting <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>as
+the in-job location for the “moment” <a class='url' href='rfile.out'><span class='cmtt-10'>rfile.out</span></a> file. The script also copies everything
+from <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>to a directory in the user’s NFS-mounted home after the job completes.
 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
+and/or by examining the “moment” file in TMPDIR (usually <span class='cmtt-10'>/disk/nobackup/&lt;yourjob&gt;</span>
+(it starts with your job-ID)) on the node running the job. Be cautious with journal-file
 paths.
 </p>
-   <h4 class='subsectionHead' id='example-job-efficientdet'><span class='titlemark'>2.13   </span> <a id='x1-390002.13'></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.
+   <h4 class='subsectionHead' id='example-job-efficientdet'><span class='titlemark'>2.13   </span> <a id='x1-390002.13'></a>Example Job: EfficientDet</h4>
+<!-- l. 25 --><p class='noindent'>The following steps describe how to create an EfficientDet environment on Speed, as 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<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'>
-     <!-- 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-46'>
-pip install tensorflow==2.7.0
-pip install lxml&gt;=4.6.1
-pip install absl-py&gt;=0.10.0
-pip install matplotlib&gt;=3.0.3
-pip install numpy&gt;=1.19.4
-pip install Pillow&gt;=6.0.0
-pip install PyYAML&gt;=5.1
-pip install six&gt;=1.15.0
-pip install tensorflow-addons&gt;=0.12
-pip install tensorflow-hub&gt;=0.11
-pip install neural-structured-learning&gt;=1.3.1
-pip install tensorflow-model-optimization&gt;=0.5
-pip install Cython&gt;=0.29.13
-pip install git+https://github.com/cocodataset/cocoapi.git#subdirectory=PythonAPI
-</pre>
-<!-- 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='x1-400002.14'></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'>--mem </span>has to be at least 106G; for 200G, at least 211G; for 300G, at least
-314G.
-</p><!-- l. 84 --><p class='noindent'>
-</p>
-   <h4 class='subsectionHead' id='scheduling-on-the-gpu-nodes'><span class='titlemark'>2.15   </span> <a id='x1-410002.15'></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. 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:
+     <!-- l. 29 --><p class='noindent'>Navigate to your <span class='cmtt-10'>speed-scratch </span>directory:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-47'>
-#SBATCH --gpus=[1|2]
+     <pre class='verbatim' id='verbatim-79'>
+     cd /speed-scratch/$USER
+       
 </pre>
-<!-- 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:
+     <!-- l. 32 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 33 --><p class='noindent'>Load Python module
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-48'>
-sbatch -p pg ./&lt;myscript&gt;.sh
+     <pre class='verbatim' id='verbatim-80'>
+     module load python/3.8.3
+       
 </pre>
-<!-- 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:
+     <!-- l. 36 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 37 --><p class='noindent'>Create and activate the virtual environment
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-49'>
-ssh &lt;username&gt;@speed[-05|-17|37-43] nvidia-smi
+     <pre class='verbatim' id='verbatim-81'>
+     python3 -m venv &lt;env_name&gt;
+     source &lt;env_name&gt;/bin/activate.csh
+       
 </pre>
-<!-- l. 131 --><p class='nopar'>
-</p><!-- l. 133 --><p class='indent'>   Status of the GPU queue can be queried with:
+     <!-- l. 41 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 42 --><p class='noindent'>Install DL packages for EfficientDet
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-82'>
+     pip install tensorflow==2.7.0
+     pip install lxml&gt;=4.6.1
+     pip install absl-py&gt;=0.10.0
+     pip install matplotlib&gt;=3.0.3
+     pip install numpy&gt;=1.19.4
+     pip install Pillow&gt;=6.0.0
+     pip install PyYAML&gt;=5.1
+     pip install six&gt;=1.15.0
+     pip install tensorflow-addons&gt;=0.12
+     pip install tensorflow-hub&gt;=0.11
+     pip install neural-structured-learning&gt;=1.3.1
+     pip install tensorflow-model-optimization&gt;=0.5
+     pip install Cython&gt;=0.29.13
+     pip install git+https://github.com/cocodataset/cocoapi.git#subdirectory=PythonAPI
+</pre>
+     <!-- l. 59 --><p class='nopar'></p></li></ul>
+<!-- l. 65 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='java-jobs'><span class='titlemark'>2.14   </span> <a id='x1-400002.14'></a>Java Jobs</h4>
+<!-- l. 68 --><p class='noindent'>Jobs that call Java 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 Java call, such as <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. <span class='cmbx-10'>Note </span>that this memory
+overhead grows proportionally with the value of <span class='cmtt-10'>-Xmx</span>. For example,
+</p>
+     <ul class='itemize1'>
+     <li class='itemize'>When <span class='cmtt-10'>-Xmx </span>has a value of 100G, <span class='cmtt-10'>--mem </span>has to be at least 106G.
+     </li>
+     <li class='itemize'>For <span class='cmtt-10'>-Xmx </span>of 200G, <span class='cmtt-10'>--mem </span>has to be at least 211G.
+     </li>
+     <li class='itemize'>For <span class='cmtt-10'>-Xmx </span>of 300G, <span class='cmtt-10'>--mem </span>has to be at least 314G.</li></ul>
+                                                                               
+
+                                                                               
+<!-- l. 85 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='scheduling-on-the-gpu-nodes'><span class='titlemark'>2.15   </span> <a id='x1-410002.15'></a>Scheduling on the GPU Nodes</h4>
+<!-- l. 88 --><p class='noindent'>Speed has various GPU types in various subclusters of its nodes.
+</p>
+     <ul class='itemize1'>
+     <li class='itemize'><span class='cmtt-10'>speed-05 </span>and <span class='cmtt-10'>speed-17</span>: The primary SPEED1 cluster has two GPU nodes, each with six
+     Tesla (CUDA-compatible) P6 cards. Each card has 2048 cores and 16GB of RAM. Note
+     that the P6 is mainly a single-precision card, so unless you need GPU double precision,
+     double-precision calculations will be faster on a CPU node.
+     </li>
+     <li class='itemize'><span class='cmtt-10'>speed-01</span>: This <span class='cmtt-10'>vidpro </span>node (see Figure <a href='#-speed-cluster-hardware-architecture'>2<!-- tex4ht:ref: fig:speed-architecture-full  --></a>, contact Dr. Maria Amer) is identical to 05
+     and 17 in its GPU configuration, but managed by the priority for the vidpro group, that
+     is a <span class='cmtt-10'>pg </span>job scheduled there is a subject for preemption.
+     </li>
+     <li class='itemize'><span class='cmtt-10'>speed-03</span>, <span class='cmtt-10'>speed-25</span>, <span class='cmtt-10'>speed-25</span>: These <span class='cmtt-10'>vidpro </span>nodes feature NVIDIA V100 cards with
+     32GB of RAM. Like <span class='cmtt-10'>speed-01</span>, the priority is of the vidpro group, who purchased the
+     nodes, and others’ jobs are a subject from preemption within <span class='cmtt-10'>pg</span>, <span class='cmtt-10'>pt</span>, and <span class='cmtt-10'>cl </span>partitions.
+     </li>
+     <li class='itemize'><span class='cmtt-10'>speed-37</span> – <span class='cmtt-10'>speed-43</span>: SPEED2 nodes, the main backbone of the teaching partition <span class='cmtt-10'>pt</span>,
+     have 4x A100 80GB GPUs each, partitioned into average 4x MIGs of 20GB each, with
+     exceptions.
+     </li>
+     <li class='itemize'><span class='cmtt-10'>nebulae</span>: A member of the Nebular subcluster (contact Dr. Jun Yan), has 2x 48GB RTX
+     Ada 6000 cards. This node is in the <span class='cmtt-10'>pn </span>partition.
+     </li>
+     <li class='itemize'><span class='cmtt-10'>speed-19</span>: Has an AMD GPU, Tonga, 16GB of GPU ram. This node along with the
+     majority of the NVIDIA GPU nodes are in the <span class='cmtt-10'>cl </span>partition (with restrictions) to run
+     OpenCL, Vulkan, and HIP jobs.</li></ul>
+<!-- l. 120 --><p class='noindent'>Job scripts for the GPU queues differ in that they need these statements, which attach either a single
+GPU or more GPUs to the job with the appropriate partition:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-83'>
+  #SBATCH --gpus=[1|x]
+  #SBATCH -p [pg|pt|cl|pa]
+</pre>
+<!-- l. 127 --><p class='nopar'> The default max quota for \(x\) is 4.
+</p><!-- l. 130 --><p class='noindent'>Once your job script is ready, submit it to the GPU partition (queue) with:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-84'>
+  sbatch --mem=&lt;MEMORY&gt; -p pg ./&lt;myscript&gt;.sh
+</pre>
+<!-- l. 134 --><p class='nopar'> <span class='cmtt-10'>--mem </span>and <span class='cmtt-10'>-p </span>can reside in the script.
+</p><!-- l. 137 --><p class='noindent'>You can query <span class='cmtt-10'>nvidia-smi </span>on the node <span class='cmbx-10'>running your job </span>with:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-85'>
+  ssh &lt;ENCSusername&gt;@speed-[01|03|05|17|25|27|37-43]|nebulae nvidia-smi
+</pre>
+<!-- l. 141 --><p class='nopar'>
+</p><!-- l. 143 --><p class='noindent'>The status of the GPU queues can be queried e.g. with:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-86'>
+  sinfo -p pg --long --Node
+  sinfo -p pt --long --Node
+  sinfo -p cl --long --Node
+  sinfo -p pa --long --Node
+  sinfo -p pn --long --Node
+</pre>
+<!-- l. 150 --><p class='nopar'>
+</p><!-- l. 152 --><p class='noindent'>You can query <span class='cmtt-10'>rocm-smi </span>on the AMD GPU node running your job with:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-50'>
-sinfo -p pg --long --Node
+   <pre class='verbatim' id='verbatim-87'>
+  ssh &lt;ENCSusername&gt;@speed-19 rocm-smi
 </pre>
-<!-- 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:
+<!-- l. 156 --><p class='nopar'>
+</p><!-- l. 158 --><p class='noindent'><span class='cmbx-10'>Important note for TensorFlow and PyTorch users</span>: if you are planning to run
+TensorFlow and/or PyTorch multi-GPU jobs, please <span class='cmbx-10'>do not use </span>the <span class='cmtt-10'>tf.distribute </span>and/or
+<span class='cmtt-10'>torch.nn.DataParallel </span>functions on <span class='cmbx-10'>speed-01, speed-05, or speed-17</span>, as they will crash the
+compute node (100% certainty). This appears to be a defect in the current hardware architecture. The
+workaround is to either manually effect GPU parallelisation (see Section <a href='#p-on-multigpu-multinode'>2.15.1<!-- tex4ht:ref: sect:multi-node-gpu  --></a>) (TensorFlow provides
+an example on how to do this), or to run on a single GPU, which is now the default for those
+nodes.<br class='newline' />
+</p><!-- l. 170 --><p class='noindent'><span class='cmbx-10'>Important</span>: Users without permission to use the GPU nodes can submit jobs to the various
+GPU partitions, but those jobs will hang and never run. Their availability can be seen
+with:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-51'>
+   <pre class='verbatim' id='verbatim-88'>
 [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
@@ -1795,16 +2210,22 @@ <h4 class='subsectionHead' id='scheduling-on-the-gpu-nodes'><span class='titlema
 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. 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>
+<!-- l. 194 --><p class='nopar'>
+</p><!-- l. 197 --><p class='noindent'>To specifically request a GPU node, add, <span class='cmtt-10'>--gpus=[#GPUs]</span>, to your <span class='cmtt-10'>sbatch </span>statement/script or
+<span class='cmtt-10'>salloc </span>statement request. For example:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-89'>
+  sbatch -t 10 --mem=1G --gpus=1 -p pg ./tcsh.sh
+</pre>
+<!-- l. 203 --><p class='nopar'> The request can be further specified to a specific node using <span class='cmtt-10'>-w </span>or a GPU type or feature.
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-52'>
+   <pre class='verbatim' id='verbatim-90'>
 [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)
@@ -1814,282 +2235,290 @@ <h4 class='subsectionHead' id='scheduling-on-the-gpu-nodes'><span class='titlema
 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. 261 --><p class='nopar'>
-</p><!-- l. 268 --><p class='noindent'>
+<!-- l. 217 --><p class='nopar'>
+</p><!-- l. 222 --><p class='noindent'>
 </p>
    <h5 class='subsubsectionHead' id='p-on-multigpu-multinode'><span class='titlemark'>2.15.1   </span> <a id='x1-420002.15.1'></a>P6 on Multi-GPU, Multi-Node</h5>
-<!-- l. 270 --><p class='noindent'>As described lines above, P6 cards are not compatible with Distribute and DataParallel functions
-(<span class='cmtt-10'>Pytorch, Tensorflow</span>) when running on Multi-GPUs. One workaround is to run the job in
-Multi-node, single GPU per node; per example:
+<!-- l. 225 --><p class='noindent'>As described earlier, P6 cards are not compatible with <span class='cmtt-10'>Distribute </span>and <span class='cmtt-10'>DataParallel </span>functions
+(<span class='cmbx-10'>PyTorch</span>, <span class='cmbx-10'>Tensorflow</span>) when running on multiple GPUs. One workaround is to run the
+job in Multi-node, single GPU per node (this applies to P6 nodes: speed-05, speed-17,
+speed-01):
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-53'>
-#SBATCH --nodes=2
-#SBATCH --gpus-per-node=1
+   <pre class='verbatim' id='verbatim-91'>
+  #SBATCH --nodes=2
+  #SBATCH --gpus-per-node=1
 </pre>
-<!-- l. 277 --><p class='nopar'>
-</p><!-- l. 279 --><p class='indent'>   On P6 nodes: <span class='cmtt-10'>speed-05, speed-17, speed-01</span>
-</p><!-- l. 281 --><p class='indent'>   The example: <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/pytorch-multinode-multigpu.sh'>pytorch-multinode-multigpu.sh</a> illustrates a job for training on Multi-nodes,
-Multi-GPUs
-</p><!-- l. 287 --><p class='noindent'>
+<!-- l. 232 --><p class='nopar'>
+</p><!-- l. 234 --><p class='noindent'>An example script for training on multiple nodes with multiple GPUs is provided in
+<a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/pytorch-multinode-multigpu.sh'>pytorch-multinode-multigpu.sh</a> illustrates a job for training on Multi-Nodes, Multi-GPUs
+</p><!-- l. 242 --><p class='noindent'>
 </p>
    <h5 class='subsubsectionHead' id='cuda'><span class='titlemark'>2.15.2   </span> <a id='x1-430002.15.2'></a>CUDA</h5>
-<!-- l. 289 --><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 <span class='cmtt-10'>Makefile</span>.
+<!-- l. 245 --><p class='noindent'>When calling <span class='cmbx-10'>CUDA </span>within job scripts, it is important to link to the desired the desired <span class='cmbx-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 <span class='cmtt-10'>Makefile</span>.
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-54'>
--L/encs/pkg/cuda-11.5/root/lib64 -Wl,-rpath,/encs/pkg/cuda-11.5/root/lib64
+   <pre class='verbatim' id='verbatim-92'>
+  -L/encs/pkg/cuda-11.5/root/lib64 -Wl,-rpath,/encs/pkg/cuda-11.5/root/lib64
+</pre>
+<!-- l. 250 --><p class='nopar'>
+</p><!-- l. 252 --><p class='noindent'>In your job script, specify the version of <span class='cmtt-10'>GCC </span>to use prior to calling CUDA:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-93'>
+  module load gcc/9.3
 </pre>
-<!-- l. 296 --><p class='nopar'>
-</p><!-- l. 298 --><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. 305 --><p class='noindent'>
+<!-- l. 255 --><p class='nopar'>
+</p><!-- l. 259 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='special-notes-for-sending-cuda-jobs-to-the-gpu-queue'><span class='titlemark'>2.15.3   </span> <a id='x1-440002.15.3'></a>Special Notes for sending CUDA jobs to the GPU Queue</h5>
-<!-- l. 310 --><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:
+   <h5 class='subsubsectionHead' id='special-notes-for-sending-cuda-jobs-to-the-gpu-queues'><span class='titlemark'>2.15.3   </span> <a id='x1-440002.15.3'></a>Special Notes for Sending CUDA Jobs to the GPU Queues</h5>
+<!-- l. 261 --><p class='noindent'>Interactive jobs (Section <a href='#interactive-jobs'>2.8<!-- tex4ht:ref: sect:interactive-jobs  --></a>) must be submitted to the GPU partition to compile and link. Several
+versions of CUDA are installed in:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-55'>
-/encs/pkg/cuda-11.5/root/
-/encs/pkg/cuda-10.2/root/
-/encs/pkg/cuda-9.2/root
+   <pre class='verbatim' id='verbatim-94'>
+  /encs/pkg/cuda-11.5/root/
+  /encs/pkg/cuda-10.2/root/
+  /encs/pkg/cuda-9.2/root
 </pre>
-<!-- l. 319 --><p class='nopar'>
-</p><!-- l. 321 --><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. 325 --><p class='noindent'>
+<!-- l. 267 --><p class='nopar'>
+</p><!-- l. 269 --><p class='noindent'>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. 274 --><p class='noindent'>
 </p>
    <h5 class='subsubsectionHead' id='openiss-examples'><span class='titlemark'>2.15.4   </span> <a id='x1-450002.15.4'></a>OpenISS Examples</h5>
-<!-- l. 328 --><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
+<!-- l. 277 --><p class='noindent'>These examples represent more comprehensive research-like jobs for computer vision and other tasks
+with longer runtime (subject to the number of epochs and other parameters). They derive
+from the actual research works of students and their theses and require the use of CUDA
 and GPUs. These examples are available as “native” jobs on Speed and as Singularity
 containers.
+</p><!-- l. 282 --><p class='noindent'>Examples include:
 </p>
-<!-- l. 339 --><p class='noindent'><span class='paragraphHead' id='openiss-and-reid'><a id='x1-46000'></a><span class='cmbx-10'>OpenISS and REID</span></span>
-<a id='x1-46000doc'></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'>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. 354 --><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. 362 --><p class='noindent'><span class='paragraphHead' id='openiss-and-yolov'><a id='x1-47000'></a><span class='cmbx-10'>OpenISS and YOLOv3</span></span>
-<a id='x1-47000doc'></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:
+<!-- l. 283 --><p class='noindent'><span class='paragraphHead' id='openiss-and-reid'><span class='titlemark'><span class='cmbx-10'>2.15.4.1   </span></span> <a id='x1-460002.15.4.1'></a><span class='cmbx-10'>OpenISS and REID</span></span>
+   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'>12</a>]</span> using TensorFlow and Keras. The script
+is available here: <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/openiss-reid-speed.sh'>openiss-reid-speed.sh</a>. The fork of the original repo <span class='cite'>[<a href='#Xopeniss-reid-tfk'>14</a>]</span> adjusted to run on Speed is
+available here: <a href='https://github.com/NAG-DevOps/openiss-reid-tfk'>openiss-reid-tfk</a>. Detailed instructions on how to run it on Speed are in the README:
+<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>
 </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. 373 --><p class='indent'>   Its example job scripts can run on both CPUs and GPUs, as well as interactively using
-TensorFlow:
+<!-- l. 296 --><p class='noindent'><span class='paragraphHead' id='openiss-and-yolov'><span class='titlemark'><span class='cmbx-10'>2.15.4.2   </span></span> <a id='x1-470002.15.4.2'></a><span class='cmbx-10'>OpenISS and YOLOv3</span></span>
+   The related code using YOLOv3 framework is in the the fork of the original repo <span class='cite'>[<a href='#Xopeniss-yolov3'>13</a>]</span> adjusted to
+to run on Speed is available here: <a href='https://github.com/NAG-DevOps/openiss-yolov3'>openiss-yolov3</a>.<br class='newline' />
+</p><!-- l. 303 --><p class='noindent'>Example job scripts can run on both CPUs and GPUs, as well as interactively using TensorFlow:
 </p>
      <ul class='itemize1'>
      <li class='itemize'>Interactive mode: <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/openiss-yolo-interactive.sh'>openiss-yolo-interactive.sh</a>
      </li>
      <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. 388 --><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. 396 --><p class='noindent'>
+     <li class='itemize'>GPU-based job: <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/openiss-yolo-gpu.sh'>openiss-yolo-gpu.sh</a></li></ul>
+<!-- l. 317 --><p class='noindent'>Detailed instructions on how to run these on Speed are in the README:
+<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>
+</p><!-- l. 322 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='singularity-containers'><span class='titlemark'>2.16   </span> <a id='x1-480002.16'></a>Singularity Containers</h4>
-<!-- l. 399 --><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. 406 --><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:
-<a class='url' href='https://github.com/NAG-DevOps/lambda-stack-dockerfiles'><span class='cmtt-10'>https://github.com/NAG-DevOps/lambda-stack-dockerfiles</span></a>
-                                                                               
-
-                                                                               
-</p><!-- l. 416 --><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. 422 --><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. 425 --><p class='indent'>   We likewise built equivalent OpenISS (Section <a href='#openiss-examples'>2.15.4<!-- 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
+<!-- l. 325 --><p class='noindent'>Singularity is a container platform designed to execute applications in a portable, reproducible, and
+secure manner. Unlike Docker, Singularity does not require root privileges, making it more suitable for
+HPC environments. If the <span class='cmtt-10'>/encs </span>software tree does not have the required software available, another
+option is to run Singularity containers. We run EL7 and EL9 flavors of Linux, and if some projects
+require Ubuntu or other distributions, it is possible to run that software as a container,
+including those converted from Docker. The currently recommended version of Singularity is
+<span class='cmtt-10'>singularity/3.10.4/default</span>.<br class='newline' />
+</p><!-- l. 334 --><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. The source material used for the docker image was our fork of their official
+repository: <a class='url' href='https://github.com/NAG-DevOps/lambda-stack-dockerfiles'><span class='cmtt-10'>https://github.com/NAG-DevOps/lambda-stack-dockerfiles</span></a>.<br class='newline' />
+</p><!-- l. 341 --><p class='noindent'><span class='cmbx-10'>Note</span>: 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 gigabytes of space in your home directory, quickly
+exhausting your quota.<br class='newline' />
+</p><!-- l. 345 --><p class='noindent'><span class='cmbx-10'>Tip</span>: To check your quota and find big files, see Section <a href='#how-to-resolve-disk-quota-exceeded-errors'>B.3<!-- tex4ht:ref: sect:quota-exceeded  --></a> and <a href='https://www.concordia.ca/ginacody/aits/encs-data-storage.html'>ENCS Data Storage</a>.<br class='newline' />
+</p><!-- l. 349 --><p class='indent'>   We have also built equivalent OpenISS (Section <a href='#openiss-examples'>2.15.4<!-- tex4ht:ref: sect:openiss-examples  --></a>) containers from their
+Docker counterparts for teaching and research purposes <span class='cite'>[<a href='#Xoi-containers-poster-siggraph2023'>16</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 different distros. We also include Jupyter notebook example with Conda
+<a class='url' href='https://hub.docker.com/u/openiss'><span class='cmtt-10'>https://hub.docker.com/u/openiss</span></a> can be found in <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>/speed-scratch/nag-public</span></span></span> with a ‘<span class='cmtt-10'>.sif</span>’
+extension. Some can be run in both batch and interactive modes, covering basics with CUDA,
+OpenGL rendering, and computer vision tasks. Examples include Jupyter notebooks with Conda
 support.
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-56'>
-/speed-scratch/nag-public:
-
-openiss-cuda-conda-jupyter.sif
-openiss-cuda-devicequery.sif
-openiss-opengl-base.sif
-openiss-opengl-cubes.sif
-openiss-opengl-triangle.sif
-openiss-reid.sif
-openiss-xeyes.sif
-</pre>
-<!-- l. 448 --><p class='nopar'>
-</p><!-- l. 450 --><p class='indent'>   The currently recommended version of Singularity is <span class='cmtt-10'>singularity/3.10.4/default</span>.
-</p><!-- l. 453 --><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. 460 --><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
-required (in some cases, essential; in others, for proper build functionality) for building from an
-existing container. Three types of Singularity containers can be built: file-system; sandbox; squashfs.
-The first two are “writable” (meaning that changes can persist after the Singularity session ends).
-File-system containers are built around the ext3 file system, and are a read-write “file”, sandbox
-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. 478 --><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. 486 --><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-57'>
-salloc --gpus=1 -n8 --mem=4Gb -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. 499 --><p class='nopar'>
-</p><!-- l. 502 --><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. 667 --><p class='noindent'>
+   <pre class='verbatim' id='verbatim-95'>
+  /speed-scratch/nag-public:
+  openiss-cuda-conda-jupyter.sif
+  openiss-cuda-devicequery.sif
+  openiss-opengl-base.sif
+  openiss-opengl-cubes.sif
+  openiss-opengl-triangle.sif
+  openiss-reid.sif
+  openiss-xeyes.sif
+</pre>
+<!-- l. 366 --><p class='nopar'>
+</p><!-- l. 368 --><p class='indent'>   This section introduces working with Singularity, its containers, and what can and cannot be done
+with Singularity on the ENCS infrastructure. For comprehensive documentation, refer to the authors’
+guide: <a class='url' href='https://www.sylabs.io/docs/'><span class='cmtt-10'>https://www.sylabs.io/docs/</span></a>.<br class='newline' />
+</p><!-- l. 372 --><p class='indent'>   Singularity containers are either built from an existing container, or from scratch. Building from
+scratch requires a recipe file (think of like a Dockerfile) and must be done with root permissions,
+which are not available on the ENCS infrastructure. Therefore, built-from-scratch containers
+must be created on a user-managed/personal system. There are three types of Singularity
+containers:
+</p>
+     <ul class='itemize1'>
+     <li class='itemize'>File-system containers: built around the ext3 file system and are read-write “file”, but
+     cannot be resized once built.
+     </li>
+     <li class='itemize'>Sandbox containers: essentially a directory in an existing read-write space and are also
+     read-write.
+     </li>
+     <li class='itemize'>Squashfs containers: read-only compressed “file” and are read-only. It is the default build
+     type.</li></ul>
+<!-- l. 385 --><p class='noindent'>“A common workflow is to use the “sandbox” mode for container development and then build it as a
+default (squashfs) Singularity image when done.” says the Singularity’s authors about builds.
+File-system containers are considered legacy and are not commonly used.<br class='newline' />
+</p><!-- l. 390 --><p class='indent'>   For many workflows, a Docker container might already exist. In this case, you can use
+Singularity’s docker pull function as part of your virtual environment setup in an interactive job
+allocation:
+                                                                               
+
+                                                                               
+</p>
+   <pre class='verbatim' id='verbatim-96'>
+  salloc --gpus=1 -n8 --mem=4Gb -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. 400 --><p class='nopar'>
+</p><!-- l. 403 --><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 for more details.
+</p><!-- l. 787 --><p class='noindent'>
 </p>
    <h3 class='sectionHead' id='conclusion'><span class='titlemark'>3   </span> <a id='x1-490003'></a>Conclusion</h3>
-<!-- l. 670 --><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. 676 --><p class='noindent'>
+<!-- l. 790 --><p class='noindent'>The cluster operates on a “first-come, first-served” basis until it reaches full capacity. After that, job
+positions in the queue are determined based on past usage. The scheduler does attempt to fill gaps, so
+occasionally, a single-core job with lower priority may be scheduled before a multi-core job with higher
+priority.
+</p><!-- l. 797 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='important-limitations'><span class='titlemark'>3.1   </span> <a id='x1-500003.1'></a>Important Limitations</h4>
+<!-- l. 800 --><p class='noindent'>While Speed is a powerful tool, it is essential to recognize its limitations to use it effectively:
+</p>
      <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 (192 is the maximum, or, 6 jobs of 32 cores each).
+     <li class='itemize'>New  users  are  limited  to  a  total  of  32  cores  and  4  GPUs.  If  you  need  more  cores
+     temporarily, please contact <span class='cmtt-10'>rt-ex-hpc AT encs.concordia.ca</span>.
      </li>
-     <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 class='itemize'>Batch job sessions can run for a maximum of one week. Interactive jobs are limited to 24
+     hours see Section <a href='#interactive-jobs'>2.8<!-- tex4ht:ref: sect:interactive-jobs  --></a>.
      </li>
      <li class='itemize'>
-     <!-- l. 689 --><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. 693 --><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
+     <!-- l. 813 --><p class='noindent'>Scripts can live in your NFS-provided home directory, but substantial data should be
+     stored 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>).
                                                                                
 
                                                                                
-     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><!-- l. 816 --><p class='noindent'>NFS is suitable for short-term activities but not for long-term operations. <span class='cmbx-10'>Data that a
+     job will read multiple times </span>should be copied at the start to the scratch disk of a
+     compute node using <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR </span>(and possibly <span class='tctt-1000'>$</span><span class='cmtt-10'>SLURM_SUBMIT_DIR</span>). Intermediate job data
+     should be produced in <span class='tctt-1000'>$</span><span class='cmtt-10'>TMPDIR</span>, and once a job is near completion, these data should be
+     copied to your NFS-mounted home directory (or other NFS-mounted space). <span class='cmbx-10'>In other
+     words, IO-intensive operations should be performed locally whenever possible,
+     reserving network activity for the start and end of jobs.</span>
      </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
-     compute activity (on the node(s)).
+     <li class='itemize'>Your current resource allocation is based on past usage, which considers approximately
+     one week’s worth of past wall clock time (time spent on the node(s)) and 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'>
+     <li class='itemize'>Jobs must always be run within the scheduler’s system. Repeat offenders who run jobs
+     outside the scheduler risk losing cluster access.</li></ul>
+<!-- l. 836 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='tipstricks'><span class='titlemark'>3.2   </span> <a id='x1-510003.2'></a>Tips/Tricks</h4>
      <ul class='itemize1'>
-     <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 class='itemize'>Ensure that files and scripts have Linux line breaks. Use the <span class='cmtt-10'>file </span>command to verify and
+     <span class='cmtt-10'>dos2unix </span>to convert if necessary.
      </li>
-     <li class='itemize'>Use <span class='cmtt-10'>rsync</span>, not <span class='cmtt-10'>scp</span>, when copying or moving large amounts of data.
+     <li class='itemize'>Use <span class='cmtt-10'>rsync </span>(preferred over <span class='cmtt-10'>scp</span>) for copying or moving large amounts of data.
      </li>
-     <li class='itemize'>Before moving a large amount of files between NFS-mounted storage and the cluster, <span class='cmtt-10'>tar</span>
-     up the files you plan to move first.
+     <li class='itemize'>Before transferring a large number of files between NFS-mounted storage and the cluster,
+     compress the files into a <span class='cmtt-10'>tar </span>archive.
      </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'>22</a>]</span>), you will need to change the shell
-     declaration in your script(s).
+     <li class='itemize'>If you plan to use a different shell (e.g., <span class='cmtt-10'>bash</span> <span class='cite'>[<a href='#Xaosa-book-vol1-bash'>27</a>]</span>), change the shell declaration at the
+     beginning of your script(s).
      </li>
-     <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 class='itemize'>Request resources (cores, memory, GPUs) that closely match the actual needs of your job.
+     Requesting significantly more than necessary can make your job harder to schedule when
+     resources are limited. Always check the efficiency of your job with either <span class='cmtt-10'>seff </span>and/or the
+     <span class='cmtt-10'>--mail-type=ALL</span>, to adjust your job parameters.
      </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. 720 --><p class='noindent'>
+     <li class='itemize'>For any concerns or questions, email <span class='cmtt-10'>rt-ex-hpc AT encs.concordia.ca</span></li></ul>
+<!-- l. 867 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='use-cases'><span class='titlemark'>3.3   </span> <a id='x1-520003.3'></a>Use Cases</h4>
      <ul class='itemize1'>
      <li class='itemize'>
-     <!-- l. 725 --><p class='noindent'>HPC Committee’s initial batch about 6 students (end of 2019): </p>
+     <!-- l. 872 --><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. 731 --><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>
+     <!-- l. 878 --><p class='noindent'>NAG’s MAC spoofer analyzer <span class='cite'>[<a href='#Xmac-spoofer-analyzer-intro-c3s2e2014'>20</a>, <a href='#Xmac-spoofer-analyzer-detail-fps2014'>19</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. 738 --><p class='noindent'>S4 LAB/GIPSY R&amp;D Group’s: </p>
+     <!-- l. 885 --><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'>20</a>, <a href='#Xmarfcat-sate2010-nist'>15</a>, <a href='#Xfingerprinting-mal-traffic'>6</a>]</span>
+         vulnerable and weak code analysis and network packet capture analysis) <span class='cite'>[<a href='#Xmarfcat-nlp-ai2014'>22</a>, <a href='#Xmarfcat-sate2010-nist'>17</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'>16</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'>18</a>]</span> for
          forensic analysis)
-         </li>
-         <li class='itemize'>Genomic alignment exercises</li></ul>
                                                                                
 
                                                                                
+         </li>
+         <li class='itemize'>Genomic alignment exercises</li></ul>
+     </li>
+     <li class='itemize'><span class='cmbx-10'>Best Paper award</span>, Tariq Daradkeh, Gillian Roper, Carlos Alarcon Meza, and Serguei
+     Mokhov. HPC jobs classification and resource prediction to minimize job failures. In
+     <span class='cmti-10'>International Conference on Computer Systems and Technologies 2024 (CompSysTech ’24)</span>, New
+     York, NY, USA, June 2024. ACM
+     </li>
+     <li class='itemize'>Newton F. Ouedraogo and Ebenezer E. Essel. Unsteady wake interference of unequal-height
+     tandem cylinders mounted in a turbulent boundary layer. <span class='cmti-10'>Journal of Fluid Mechanics</span>, 977:A52,
+     2023. <a class='url' href='https://doi.org/10.1017/jfm.2023.952'><span class='cmtt-10'>https://doi.org/10.1017/jfm.2023.952</span></a>
+     </li>
+     <li class='itemize'>Newton F. Ouedraogo and Ebenezer E. Essel. Effects of Reynolds number on the wake
+     characteristics of a Notchback Ahmed body. <span class='cmti-10'>Journal of Fluids Engineering</span>, 146(11):111302, 05
+     2024
+     </li>
+     <li class='itemize'>L. Drummond, H. Banh, N. Ouedraogo, H. Ho, and E. Essel. Effects of nozzle convergence
+     angle on the flow characteristics of a synthetic circular jet in a crossflow. In Bulletin of the
+     American Physical Society, editor, <span class='cmti-10'>76th Annual Meeting of the Division of Fluid Dynamics</span>,
+     November 2023
+     </li>
+     <li class='itemize'>N. Ouedraogo, A. Cyrus, and E. Essel. Effects of Reynolds number on the wake characteristics
+     of a Notchback Ahmed body. In Bulletin of the American Physical Society, editor, <span class='cmti-10'>76th Annual
+     Meeting of the Division of Fluid Dynamics</span>, November 2023
      </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
@@ -2100,13 +2529,14 @@ <h4 class='subsectionHead' id='use-cases'><span class='titlemark'>3.3   </span>
      efficient object tracking. In <span class='cmti-10'>IEEE/CVF Winter Conference on Applications of Computer Vision
      (WACV)</span>, Waikoloa, Hawaii, January 2024. <a class='url' href='https://arxiv.org/abs/2309.03979'><span class='cmtt-10'>https://arxiv.org/abs/2309.03979</span></a> and
      <a class='url' href='https://github.com/goutamyg/SMAT'><span class='cmtt-10'>https://github.com/goutamyg/SMAT</span></a>
+                                                                               
+
+                                                                               
      </li>
      <li class='itemize'>Goutam Yelluru Gopal and Maria Amer. Mobile vision transformer-based visual object
      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'>
-     </li>
      <li class='itemize'>Farshad Rezaei and Marius Paraschivoiu. Computational challenges of simulating vertical axis
      wind turbine on the roof-top corner of a building. <span class='cmti-10'>Progress in Canadian Mechanical
      Engineering</span>, 6, 1–6 2023. <a class='url' href='http://hdl.handle.net/11143/20861'><span class='cmtt-10'>http://hdl.handle.net/11143/20861</span></a>
@@ -2122,9 +2552,6 @@ <h4 class='subsectionHead' id='use-cases'><span class='titlemark'>3.3   </span>
      <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>
@@ -2134,131 +2561,137 @@ <h4 class='subsectionHead' id='use-cases'><span class='titlemark'>3.3   </span>
      <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. 773 --><p class='noindent'>The work “Haotao Lai. An OpenISS framework specialization for deep learning-based
+     <!-- l. 916 --><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
          </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. 781 --><p class='noindent'>and theirs forks by the team.
-</p>
-     </li></ul>
-<!-- l. 789 --><p class='noindent'>
+     <!-- l. 922 --><p class='noindent'>and theirs forks by the team.</p></li></ul>
+<!-- l. 931 --><p class='noindent'>
 </p>
    <h3 class='sectionHead' id='history'><span class='titlemark'>A   </span> <a id='x1-53000A'></a>History</h3>
-<!-- l. 792 --><p class='noindent'>
+<!-- l. 935 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='acknowledgments'><span class='titlemark'>A.1   </span> <a id='x1-54000A.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
+     <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>
-     <li class='itemize'>Dr. Tariq  Daradkeh,  was  our  IT  Instructional  Specialist  August  2022  to  September
+     <li class='itemize'>Dr. Tariq Daradkeh, was our IT Instructional Specialist from 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='#x1-47000doc'>2.15.4.0<!-- tex4ht:ref: sect:openiss-yolov3  --></a>  other  tasks.  We  have  a  continued
-     collaboration on HPC/scheduling research.</li></ul>
-<!-- l. 811 --><p class='noindent'>
+     of examples, such as YOLOv3 in Section <a href='#openiss-and-yolov'>2.15.4.2<!-- tex4ht:ref: sect:openiss-yolov3  --></a> and other tasks. We have a continued
+     collaboration on HPC/scheduling research (see <span class='cite'>[<a href='#Xjob-failure-prediction-compsysarch2024'>8</a>]</span>).</li></ul>
+<!-- l. 955 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='migration-from-uge-to-slurm'><span class='titlemark'>A.2   </span> <a id='x1-55000A.2'></a>Migration from UGE to SLURM</h4>
-<!-- l. 814 --><p class='noindent'>For long term users who started off with Grid Engine here are some resources to make a transition
+<!-- l. 958 --><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. 819 --><p class='noindent'>Queues are called “partitions” in SLURM. Our mapping from the GE queues to SLURM
+     <!-- l. 963 --><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-58'>
+     <pre class='verbatim' id='verbatim-97'>
      GE  =&gt; SLURM
      s.q    ps
      g.q    pg
      a.q    pa
 </pre>
-     <!-- l. 826 --><p class='nopar'> We also have a new partition <span class='cmtt-10'>pt </span>that covers SPEED2 nodes, which previously did not
+     <!-- l. 970 --><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. 831 --><p class='noindent'>Commands and command options mappings are found in Figure <a href='#-rosetta-mappings-of-scheduler-commands-from-schedmd'>11<!-- 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>
+     <!-- l. 975 --><p class='noindent'>Commands and command options mappings are found in Figure <a href='#-rosetta-mappings-of-scheduler-commands-from-schedmd'>14<!-- 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 a while
+     or also transitioned to it:<br class='newline' /><a class='url' href='https://docs.alliancecan.ca/wiki/Running_jobs'><span class='cmtt-10'>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-10'>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-10'>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='x1-5500111'></a> <img alt='PIC' height='412' src='images/rosetta-mapping.png' width='412' />
-<figcaption class='caption'><span class='id'>Figure 11: </span><span class='content'>Rosetta Mappings of Scheduler Commands from SchedMD</span></figcaption><!-- tex4ht:label?: x1-5500111  -->
+<a id='x1-5500114'></a> <img alt='PIC' height='412' src='images/rosetta-mapping.png' width='412' />
+<figcaption class='caption'><span class='id'>Figure 14: </span><span class='content'>Rosetta Mappings of Scheduler Commands from SchedMD</span></figcaption><!-- tex4ht:label?: x1-5500114  -->
      </figure>
      </li>
      <li class='itemize'>
-     <!-- l. 849 --><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;
+     <!-- l. 991 --><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. 854 --><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><!-- l. 996 --><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-59'>
+     <pre class='verbatim' id='verbatim-98'>
      # 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. 861 --><p class='nopar'>
-     </p><!-- l. 863 --><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:
+     <!-- l. 1002 --><p class='nopar'>
+     </p><!-- l. 1004 --><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-60'>
+     <pre class='verbatim' id='verbatim-99'>
      # 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. 871 --><p class='nopar'>
-     </p><!-- l. 873 --><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>).
+     <!-- l. 1011 --><p class='nopar'>
+     </p><!-- l. 1013 --><p class='noindent'><span class='cmbx-10'>IMPORTANT NOTE: </span>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.
 </p>
      </li></ul>
-<!-- l. 881 --><p class='noindent'>
+<!-- l. 1020 --><p class='noindent'>
 </p>
    <h4 class='subsectionHead' id='phases'><span class='titlemark'>A.3   </span> <a id='x1-56000A.3'></a>Phases</h4>
-<!-- l. 884 --><p class='noindent'>Brief summary of Speed evolution phases.
-</p><!-- l. 887 --><p class='noindent'>
+<!-- l. 1023 --><p class='noindent'>Brief summary of Speed evolution phases.
+</p><!-- l. 1026 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='phase-'><span class='titlemark'>A.3.1   </span> <a id='x1-57000A.3.1'></a>Phase 4</h5>
-<!-- l. 889 --><p class='noindent'>Phase 4 had 7 SuperMicro servers with 4x A100 80GB GPUs each added, dubbed as “SPEED2”. We
+   <h5 class='subsubsectionHead' id='phase-'><span class='titlemark'>A.3.1   </span> <a id='x1-57000A.3.1'></a>Phase 5</h5>
+<!-- l. 1028 --><p class='noindent'>Phase 5 saw incorporation of the Salus, Magic, and Nebular subclusters (see Figure <a href='#-speed-cluster-hardware-architecture'>2<!-- tex4ht:ref: fig:speed-architecture-full  --></a>).
+</p><!-- l. 1032 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='phase-1'><span class='titlemark'>A.3.2   </span> <a id='x1-58000A.3.2'></a>Phase 4</h5>
+<!-- l. 1034 --><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. 893 --><p class='noindent'>
+</p><!-- l. 1038 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='phase-1'><span class='titlemark'>A.3.2   </span> <a id='x1-58000A.3.2'></a>Phase 3</h5>
-<!-- l. 895 --><p class='noindent'>Phase 3 had 4 vidpro nodes added from Dr. Amer totalling 6x P6 and 6x V100 GPUs
+   <h5 class='subsubsectionHead' id='phase-2'><span class='titlemark'>A.3.3   </span> <a id='x1-59000A.3.3'></a>Phase 3</h5>
+<!-- l. 1040 --><p class='noindent'>Phase 3 had 4 vidpro nodes added from Dr. Amer totalling 6x P6 and 6x V100 GPUs
 added.
-</p><!-- l. 899 --><p class='noindent'>
-</p>
-   <h5 class='subsubsectionHead' id='phase-2'><span class='titlemark'>A.3.3   </span> <a id='x1-59000A.3.3'></a>Phase 2</h5>
-<!-- l. 901 --><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. 905 --><p class='noindent'>
+</p><!-- l. 1044 --><p class='noindent'>
+</p>
+   <h5 class='subsubsectionHead' id='phase-3'><span class='titlemark'>A.3.4   </span> <a id='x1-60000A.3.4'></a>Phase 2</h5>
+<!-- l. 1046 --><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. 1050 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='phase-3'><span class='titlemark'>A.3.4   </span> <a id='x1-60000A.3.4'></a>Phase 1</h5>
-<!-- l. 907 --><p class='noindent'>Phase 1 of Speed was of the following configuration:
+   <h5 class='subsubsectionHead' id='phase-4'><span class='titlemark'>A.3.5   </span> <a id='x1-61000A.3.5'></a>Phase 1</h5>
+<!-- l. 1052 --><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
@@ -2266,228 +2699,247 @@ <h5 class='subsubsectionHead' id='phase-3'><span class='titlemark'>A.3.4   </spa
      </li>
      <li class='itemize'>Five AMD FirePro S7150 GPUs, with 8 GB of memory (compatible with the Direct X,
      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='x1-61000B'></a>Frequently Asked Questions</h3>
-<!-- l. 6 --><p class='noindent'>
+<!-- l. 4 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='where-do-i-learn-about-linux'><span class='titlemark'>B.1   </span> <a id='x1-62000B.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. 12 --><p class='noindent'>
+   <h3 class='sectionHead' id='frequently-asked-questions'><span class='titlemark'>B   </span> <a id='x1-62000B'></a>Frequently Asked Questions</h3>
+<!-- l. 9 --><p class='noindent'>
 </p>
-   <h5 class='likesubsubsectionHead' id='software-carpentry'><a id='x1-63000'></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. 18 --><p class='noindent'>
+   <h4 class='subsectionHead' id='where-do-i-learn-about-linux'><span class='titlemark'>B.1   </span> <a id='x1-63000B.1'></a>Where do I learn about Linux?</h4>
+<!-- l. 12 --><p class='noindent'>All Speed users are expected to have a basic understanding of Linux and its commonly used
+commands. Here are some recommended resources:
 </p>
-   <h5 class='likesubsubsectionHead' id='udemy'><a id='x1-64000'></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. The course <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 Udemy.
+<!-- l. 16 --><p class='noindent'><span class='likeparagraphHead' id='software-carpentry'><a id='x1-64000'></a>Software Carpentry</span>
+   Software Carpentry provides free resources to learn software, including a workshop on the Unix
+shell. Visit <a href='https://software-carpentry.org/lessons/'>Software Carpentry Lessons</a> to learn more.
                                                                                
 
                                                                                
-</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='x1-65000B.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. 34 --><p class='noindent'>
+<!-- l. 22 --><p class='noindent'><span class='likeparagraphHead' id='udemy'><a id='x1-65000'></a>Udemy</span>
+   There are numerous Udemy courses, including free ones, that will help you learn Linux.
+Active Concordia faculty, staff and students have access to Udemy courses. A recommended
+starting point for beginners is the course “Linux Mastery: Master the Linux Command
+Line in 11.5 Hours”. Visit <a href='https://www.concordia.ca/it/services/udemy.html'>Concordia’s Udemy page</a> to learn how Concordians can access
+Udemy.
+</p><!-- l. 31 --><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='x1-66000B.2.1'></a>How do I set bash as my login shell?</h5>
-<!-- l. 36 --><p class='noindent'>In order to set your default 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. 41 --><p class='noindent'>
+   <h4 class='subsectionHead' id='how-to-use-bash-shell-on-speed'><span class='titlemark'>B.2   </span> <a id='x1-66000B.2'></a>How to use bash shell on Speed?</h4>
+<!-- l. 34 --><p class='noindent'>This section provides comprehensive instructions on how to utilize the bash shell on the Speed
+cluster.
+</p><!-- l. 38 --><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='x1-67000B.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:
+   <h5 class='subsubsectionHead' id='how-do-i-set-bash-as-my-login-shell'><span class='titlemark'>B.2.1   </span> <a id='x1-67000B.2.1'></a>How do I set bash as my login shell?</h5>
+<!-- l. 40 --><p class='noindent'>To set your default 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. 46 --><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='x1-68000B.2.2'></a>How do I move into a bash shell on Speed?</h5>
+<!-- l. 48 --><p class='noindent'>To move to the bash shell, type <span class='cmbx-10'>bash </span>at the command prompt:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-61'>
+   <pre class='verbatim' id='verbatim-100'>
 [speed-submit] [/home/a/a_user] &gt; bash
 bash-4.4$ echo $0
 bash
 </pre>
-<!-- l. 49 --><p class='nopar'>
-</p><!-- l. 51 --><p class='indent'>   <span class='cmbx-10'>Note </span>how the command prompt changed from <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>[speed-submit] [/home/a/a_user] &gt;</span></span></span> to
-<span class='obeylines-h'><span class='verb'><span class='cmtt-10'>bash-4.4$</span></span></span> after entering the bash shell.
-</p><!-- l. 54 --><p class='noindent'>
+<!-- l. 53 --><p class='nopar'>
+</p><!-- l. 55 --><p class='noindent'><span class='cmbx-10'>Note </span>how the command prompt changes 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. 61 --><p class='noindent'>
 </p>
-   <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='x1-68000B.2.3'></a>How do I use the bash shell in an interactive session on Speed?</h5>
-<!-- l. 56 --><p class='noindent'>Below are examples of how to use <span class='cmtt-10'>bash </span>as a shell in your interactive job sessions with both the salloc
-and srun commands.
+   <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='x1-69000B.2.3'></a>How do I use the bash shell in an interactive session on Speed?</h5>
+<!-- l. 63 --><p class='noindent'>Below are examples of how to use <span class='cmtt-10'>bash </span>as a shell in your interactive job sessions with both the <span class='cmtt-10'>salloc</span>
+and <span class='cmtt-10'>srun </span>commands.
 </p>
      <ul class='itemize1'>
      <li class='itemize'><span class='cmtt-10'>salloc -ppt --mem=100G -N 1 -n 10 /encs/bin/bash</span>
      </li>
      <li class='itemize'><span class='cmtt-10'>srun --mem=50G -n 5 --pty /encs/bin/bash</span></li></ul>
-<!-- l. 64 --><p class='indent'>   <span class='cmbx-10'>Note: </span>Make sure the interactive job requests memory, cores, etc.
+<!-- l. 71 --><p class='noindent'><span class='cmbx-10'>Note: </span>Make sure the interactive job requests memory, cores, etc.
+</p><!-- l. 75 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='how-do-i-run-scripts-written-in-bash-on-speed'><span class='titlemark'>B.2.4   </span> <a id='x1-69000B.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:
+   <h5 class='subsubsectionHead' id='how-do-i-run-scripts-written-in-bash-on-speed'><span class='titlemark'>B.2.4   </span> <a id='x1-70000B.2.4'></a>How do I run scripts written in bash on <span class='cmtt-10'>Speed</span>?</h5>
+<!-- l. 77 --><p class='noindent'>To execute bash scripts on Speed:
      </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-69002x1'>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 class='enumerate' id='x1-70002x1'>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='x1-69004x2'>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>.
+<li class='enumerate' id='x1-70004x2'>Use the <span class='cmtt-10'>sbatch </span>command to submit your job script to the scheduler.</li></ol>
+<!-- l. 83 --><p class='noindent'>Check Speed GitHub for a <a href='https://github.com/NAG-DevOps/speed-hpc/blob/master/src/bash.sh'>sample bash job script</a>.
                                                                                
 
                                                                                
-</p><!-- l. 82 --><p class='noindent'>
+</p><!-- l. 88 --><p class='noindent'>
 </p>
-   <h4 class='subsectionHead' id='how-to-resolve-disk-quota-exceeded-errors'><span class='titlemark'>B.3   </span> <a id='x1-70000B.3'></a>How to resolve “Disk quota exceeded” errors?</h4>
-<!-- l. 85 --><p class='noindent'>
+   <h4 class='subsectionHead' id='how-to-resolve-disk-quota-exceeded-errors'><span class='titlemark'>B.3   </span> <a id='x1-71000B.3'></a>How to resolve “Disk quota exceeded” errors?</h4>
+<!-- l. 93 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='probable-cause'><span class='titlemark'>B.3.1   </span> <a id='x1-71000B.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'>
+   <h5 class='subsubsectionHead' id='probable-cause'><span class='titlemark'>B.3.1   </span> <a id='x1-72000B.3.1'></a>Probable Cause</h5>
+<!-- l. 95 --><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 <span class='cmtt-10'>Speed</span>, this error can be returned when:
      </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-71002x1'>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 class='enumerate' id='x1-72002x1'>The NFS-provided home is full and cannot be written to. You can verify this using the
+     <span class='cmtt-10'>quota </span>and <span class='cmtt-10'>bigfiles </span>commands.
      </li>
-<li class='enumerate' id='x1-71004x2'>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'>
+<li class='enumerate' id='x1-72004x2'>The “<span class='cmtt-10'>/tmp</span>” directory on the speed node where your application is running is full and
+     cannot be written to.</li></ol>
+<!-- l. 105 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='possible-solutions'><span class='titlemark'>B.3.2   </span> <a id='x1-72000B.3.2'></a>Possible Solutions</h5>
-<!-- l. 101 --><p class='noindent'>
+   <h5 class='subsubsectionHead' id='possible-solutions'><span class='titlemark'>B.3.2   </span> <a id='x1-73000B.3.2'></a>Possible Solutions</h5>
+<!-- l. 107 --><p class='noindent'>
      </p><ol class='enumerate1'>
-<li class='enumerate' id='x1-72002x1'>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='x1-72004x2'>
-     <!-- 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>
-                                                                               
-
-                                                                               
+<li class='enumerate' id='x1-73002x1'>Use the <span class='cmtt-10'>--chdir </span>job script option to set the job working directory. This is the directory
+     where the job will write output files.
+     </li>
+<li class='enumerate' id='x1-73004x2'>
+     <!-- l. 111 --><p class='noindent'>Although local disk space is recommended for IO-intensive operations, the ‘<span class='cmtt-10'>/tmp</span>’ directory on
+     <span class='cmtt-10'>Speed </span>nodes is limited to 1TB, so it may be necessary to store temporary data elsewhere.
+     Review the documentation for each module used in your script to determine how to set working
+     directories. The basic steps 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 class='itemize'>Determine how to set working directories for each module used in your job script.
          </li>
          <li class='itemize'>
-         <!-- 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:
+         <!-- l. 120 --><p class='noindent'>Create a working directory in <span class='cmtt-10'>speed-scratch </span>for output files:
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-62'>
+         <pre class='verbatim' id='verbatim-101'>
          mkdir -m 750 /speed-scratch/$USER/output
-          
 </pre>
-         <!-- l. 124 --><p class='nopar'>
+         <!-- l. 123 --><p class='nopar'>
          </p></li>
          <li class='itemize'>
-         <!-- l. 126 --><p class='noindent'>To create a subdirectory for recovery files:
+         <!-- l. 125 --><p class='noindent'>Create a subdirectory for recovery files:
                                                                                
 
                                                                                
 </p>
-         <pre class='verbatim' id='verbatim-63'>
+         <pre class='verbatim' id='verbatim-102'>
          mkdir -m 750 /speed-scratch/$USER/recovery
 </pre>
-         <!-- l. 129 --><p class='nopar'>
+         <!-- l. 128 --><p class='nopar'>
          </p></li>
-         <li class='itemize'>Update the job script to write output to the subdirectories you created in your
-         <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>speed-scratch</span></span></span> directory, e.g., <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>/speed-scratch/$USER/output</span></span></span>.</li></ul>
+         <li class='itemize'>Update the job script to write output to the directories created in your <span class='cmtt-10'>speed-scratch</span>
+         directory, e.g., <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>/speed-scratch/$USER/output</span></span></span>.</li></ul>
      </li></ol>
-<!-- l. 135 --><p class='noindent'>In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
+<!-- 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. 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='x1-73000B.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='x1-74000B.3.3'></a>Example of setting working directories for <span class='cmtt-10'>COMSOL</span></h5>
      <ul class='itemize1'>
      <li class='itemize'>
-     <!-- 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:
+     <!-- l. 141 --><p class='noindent'>Create directories for recovery, temporary, and configuration files.
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-64'>
+     <pre class='verbatim' id='verbatim-103'>
      mkdir -m 750 -p /speed-scratch/$USER/comsol/{recovery,tmp,config}
 </pre>
-     <!-- l. 146 --><p class='nopar'>
+     <!-- l. 144 --><p class='nopar'>
      </p></li>
      <li class='itemize'>
-     <!-- l. 148 --><p class='noindent'>Add the following command switches to the COMSOL command to use the directories created
+     <!-- l. 145 --><p class='noindent'>Add the following command switches to the COMSOL command to use the directories created
      above:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-65'>
+     <pre class='verbatim' id='verbatim-104'>
      -recoverydir /speed-scratch/$USER/comsol/recovery
      -tmpdir /speed-scratch/$USER/comsol/tmp
      -configuration/speed-scratch/$USER/comsol/config
 </pre>
-     <!-- l. 154 --><p class='nopar'></p></li></ul>
-<!-- l. 157 --><p class='noindent'>In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$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='x1-74000B.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>
+     <!-- l. 151 --><p class='nopar'></p></li></ul>
+<!-- l. 153 --><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. 157 --><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='x1-75000B.3.4'></a>Example of setting working directories for <span class='cmtt-10'>Python Modules</span></h5>
+<!-- l. 159 --><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. 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
+     <!-- l. 163 --><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-66'>
-       mkdir /speed-scratch/$USER/tmp
+     <pre class='verbatim' id='verbatim-105'>
+        mkdir /speed-scratch/$USER/tmp
+</pre>
+     <!-- l. 166 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 167 --><p class='noindent'>Use the temporary directory you created
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-106'>
+        setenv TMPDIR /speed-scratch/$USER/tmp
 </pre>
      <!-- l. 170 --><p class='nopar'>
      </p></li>
+     <li class='itemize'>Attempt the installation of PyTorch</li></ul>
+<!-- l. 173 --><p class='noindent'>In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
+</p><!-- l. 177 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='how-do-i-check-my-jobs-status'><span class='titlemark'>B.4   </span> <a id='x1-76000B.4'></a>How do I check my job’s status?</h4>
+<!-- l. 182 --><p class='noindent'>When a job with a job ID of 1234 is running or terminated, you can track its status using the
+following commands: </p>
+     <ul class='itemize1'>
      <li class='itemize'>
-     <!-- l. 172 --><p class='noindent'>Use the tmp directory you created
+     <!-- l. 185 --><p class='noindent'>Use the “sacct” command to view the status of a job:
                                                                                
 
                                                                                
 </p>
-     <pre class='verbatim' id='verbatim-67'>
-       setenv TMPDIR /speed-scratch/$USER/tmp
+     <pre class='verbatim' id='verbatim-107'>
+     sacct -j 1234
+</pre>
+     <!-- l. 188 --><p class='nopar'>
+     </p></li>
+     <li class='itemize'>
+     <!-- l. 189 --><p class='noindent'>Use the “squeue” command to see if the job is sitting in the queue:
+                                                                               
+
+                                                                               
+</p>
+     <pre class='verbatim' id='verbatim-108'>
+     squeue -j 1234
 </pre>
-     <!-- l. 175 --><p class='nopar'>
+     <!-- l. 192 --><p class='nopar'>
      </p></li>
-     <li class='itemize'>Attempt the installation of pytorch</li></ul>
-<!-- l. 180 --><p class='indent'>   In the above example, <span class='obeylines-h'><span class='verb'><span class='cmtt-10'>$USER</span></span></span> is an environment variable containing your ENCS username.
-</p><!-- l. 183 --><p class='noindent'>
+     <li class='itemize'>
+     <!-- l. 193 --><p class='noindent'>Use the “sstat” command to find long-term statistics on the job after it has terminated and the
+     <span class='cmtt-10'>slurmctld </span>has purged it from its tracking state into the database:
+                                                                               
+
+                                                                               
 </p>
-   <h4 class='subsectionHead' id='how-do-i-check-my-jobs-status'><span class='titlemark'>B.4   </span> <a id='x1-75000B.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'>
+     <pre class='verbatim' id='verbatim-109'>
+     sstat -j 1234
+</pre>
+     <!-- l. 197 --><p class='nopar'></p></li></ul>
+<!-- l. 202 --><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='x1-76000B.5'></a>Why is my job pending when nodes are empty?</h4>
-<!-- l. 198 --><p class='noindent'>
+   <h4 class='subsectionHead' id='why-is-my-job-pending-when-nodes-are-empty'><span class='titlemark'>B.5   </span> <a id='x1-77000B.5'></a>Why is my job pending when nodes are empty?</h4>
+<!-- l. 206 --><p class='noindent'>
 </p>
-   <h5 class='subsubsectionHead' id='disabled-nodes'><span class='titlemark'>B.5.1   </span> <a id='x1-77000B.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:
+   <h5 class='subsubsectionHead' id='disabled-nodes'><span class='titlemark'>B.5.1   </span> <a id='x1-78000B.5.1'></a>Disabled nodes</h5>
+<!-- l. 208 --><p class='noindent'>It is possible that one or more of the Speed nodes are disabled for maintenance. To verify if Speed
+nodes are disabled, check if they are in a draining or drained state:
                                                                                
 
                                                                                
 </p>
-   <pre class='verbatim' id='verbatim-68'>
+   <pre class='verbatim' id='verbatim-110'>
 [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
@@ -2529,62 +2981,75 @@ <h5 class='subsubsectionHead' id='disabled-nodes'><span class='titlemark'>B.5.1
 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. 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='x1-78000B.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. 921 --><p class='noindent'>
+<!-- l. 253 --><p class='nopar'>
+</p><!-- l. 256 --><p class='noindent'>Note which nodes are in the state of <span class='cmbx-10'>drained</span>. The reason for the drained state can be found in the
+<span class='cmbx-10'>reason </span>column.<br class='newline' />
+</p><!-- l. 259 --><p class='noindent'>Your job will run once an occupied node becomes availble or the maintenance is completed, and the
+disabled nodes have a state of <span class='cmbx-10'>idle</span>.
+                                                                               
+
+                                                                               
+</p><!-- l. 264 --><p class='noindent'>
 </p>
+   <h5 class='subsubsectionHead' id='error-in-job-submit-request'><span class='titlemark'>B.5.2   </span> <a id='x1-79000B.5.2'></a>Error in job submit request.</h5>
+<!-- l. 266 --><p class='noindent'>It is possible that your job is pending because it requested resources that are not available within
+Speed. To verify why job ID 1234 is not running, execute:
                                                                                
 
                                                                                
-   <h3 class='sectionHead' id='sister-facilities'><span class='titlemark'>C   </span> <a id='x1-79000C'></a>Sister Facilities</h3>
-<!-- l. 923 --><p class='noindent'>Below is a list of resources and facilities similar to Speed at various capacities. Depending on your
+</p>
+   <pre class='verbatim' id='verbatim-111'>
+sacct -j 1234
+</pre>
+<!-- l. 270 --><p class='nopar'>
+</p><!-- l. 272 --><p class='noindent'>A summary of the reasons can be obtained via the <span class='cmtt-10'>squeue </span>command.
+</p><!-- l. 1070 --><p class='noindent'>
+</p>
+   <h3 class='sectionHead' id='sister-facilities'><span class='titlemark'>C   </span> <a id='x1-80000C'></a>Sister Facilities</h3>
+<!-- l. 1073 --><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 class='itemize'><span class='cmtt-10'>computation.encs</span>
+     is a CPU-only 3-machine cluster running longer jobs without a scheduler at the moment.
+     Shares the same EL7 software tree as Speed’s EL7 nodes as well as lab desktops. See
+     <a class='url' href='https://www.concordia.ca/ginacody/aits/public-servers.html'><span class='cmtt-10'>https://www.concordia.ca/ginacody/aits/public-servers.html</span></a>.
      </li>
      <li class='itemize'><span class='cmtt-10'>apini.encs </span>cluster for teaching and MPI programming (see the corresponding course in
-     CSSE)
+     CSSE), managed by CSSE
      </li>
      <li class='itemize'>Computer  Science  and  Software  Engineering  (CSSE)  Virya  GPU  Cluster.  For  CSSE
      members only. The cluster has 4 nodes with total of 32 NVIDIA GPUs (a mix of V100s
-     and A100s). To request access send email to <span class='cmtt-10'>virya.help AT concordia.ca</span>.
+     and A100s). To request access send email to <span class='cmtt-10'>virya.help AT concordia.ca</span>. This includes
+     an Atlas Analytics partition of Dr. Mahdi Husseini.
+     </li>
+     <li class='itemize'>Dr. Eugene Belilovsky hightower Exxact, and megatower graphcore clusters.
      </li>
-     <li class='itemize'>Dr. Maria Amer’s VidPro group’s nodes in Speed (-01, -03, -25, -27) with additional V100
+     <li class='itemize'>Dr. Maria Amer’s VidPro group’s nodes in Speed (-01, -03, -25, -27) with additional V100
      and P6 GPUs.
+                                                                               
+
+                                                                               
      </li>
      <li class='itemize'>
-     <!-- l. 941 --><p class='noindent'>There are various Lambda Labs other GPU servers and like computers acquired by individual
+     <!-- l. 1096 --><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'>
-         <li class='itemize'>Dr. Amin Hammad’s <span class='cmtt-10'>construction.encs </span>Lambda Labs station
+         <li class='itemize'>Dr. Amin Hammad’s <span class='cmtt-10'>construction.encs </span>Lambda Labs station
          </li>
-         <li class='itemize'>Dr. Hassan Rivaz’s <span class='cmtt-10'>impactlab.encs </span>Lambda Labs station
+         <li class='itemize'>Dr. Hassan Rivaz’s <span class='cmtt-10'>impactlab.encs </span>Lambda Labs station
          </li>
-         <li class='itemize'>Dr. Nizar Bouguila’s <span class='cmtt-10'>xailab.encs </span>Lambda Labs station
+         <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 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 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 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 class='itemize'>Dr. Ivan Contreras’ 4 Operations Research group 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
@@ -2596,146 +3061,2703 @@ <h3 class='sectionHead' id='sister-facilities'><span class='titlemark'>C   </spa
      <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>
+<!-- l. 3 --><p class='noindent'>
+</p>
+   <h3 class='sectionHead' id='software-installed-on-speed'><span class='titlemark'>D   </span> <a id='x1-81000D'></a>Software Installed On Speed</h3>
+<!-- l. 6 --><p class='noindent'>This is a generated section by a script; last updated on <span class='cmti-10'>Tue Jul 23 10:48:52 PM EDT 2024</span>. We have
+two major software trees: Scientific Linux 7 (EL7), which is outgoing, and AlmaLinux 9 (EL9). After
+major synchronization of software packages is complete, we will stop maintaining the EL7 tree and
+will migrate the remaining nodes to EL9.
+</p><!-- l. 12 --><p class='indent'>   Use <span class='cmtt-10'>--constraint=el7 </span>to select EL7-only installed nodes for their software packages. Conversely,
+use <span class='cmtt-10'>--constraint=el9 </span>for the EL9-only software. These options would be used as a part of your job
+parameters in either <span class='cmtt-10'>#SBATCH </span>or on the command line.
+</p><!-- l. 17 --><p class='noindent'><span class='cmbx-10'>NOTE: </span>this list does not include packages installed directly on the OS (yet).
+</p><!-- l. 21 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='el'><span class='titlemark'>D.1   </span> <a id='x1-82000D.1'></a>EL7</h4>
+<!-- l. 24 --><p class='noindent'>Not all packages are intended for HPC, but the common tree is available on Speed as well as teaching
+labs’ desktops.
+</p>
+   <div class='columns-3'>
+     <ul class='itemize1'>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>a2ps-4.13b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>a2ps-4.14</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>abaqus-2019</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>abaqus-2020</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>abaqus-2021</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>abaqus-2023</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>acl-10.0.express</span></span></span>
                                                                                
 
                                                                                
-<p id='annotated-bibliography'><a id='Q1-1-94'></a>
-   </p><h3 class='likesectionHead' id='references'><a id='x1-80000'></a><span class='cmr-9'>References</span></h3>
-<!-- l. 1 --><p class='noindent'>
-    </p><div class='thebibliography'>
-    <p class='bibitem'><span class='biblabel'>
-  <span class='cmr-9'>[1]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xabaqus'></a><span class='cmr-9'>3DS.                                  Abaqus.                                  [online],            2019–2021.</span>
-    <a class='url' href='https://www.3ds.com/products-services/simulia/products/abaqus/'><span class='cmtt-9'>https://www.3ds.com/products-services/simulia/products/abaqus/</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
-  <span class='cmr-9'>[2]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xfluent'></a><span class='cmr-9'>ANSYS.                               FLUENT.                               [online],           2000–2012.</span>
-    <a class='url' href='http://www.ansys.com/Products/Simulation+Technology/Fluid+Dynamics/ANSYS+FLUENT'><span class='cmtt-9'>http://www.ansys.com/Products/Simulation+Technology/Fluid+Dynamics/ANSYS+FLUENT</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
-  <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.
-    Numerical study of the effect of turbulence intensity on VAWT performance. </span><span class='cmti-9'>Energy</span><span class='cmr-9'>, 233:121139,
-    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>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
-  <span class='cmr-9'>[4]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xcfd-vaxis-turbine-wake-2022'></a><span class='cmr-9'>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><span class='cmti-9'>Proceedings of the CSME International
-    Congress</span><span class='cmr-9'>, 2022. </span><a class='url' href='https://doi.org/10.7939/r3-rker-1746'><span class='cmtt-9'>https://doi.org/10.7939/r3-rker-1746</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
-  <span class='cmr-9'>[5]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xcfd-modeling-turbine-2023'></a><span class='cmr-9'>Belkacem Belabes and Marius Paraschivoiu. CFD modeling of vertical-axis wind turbine wake
-    interaction. </span><span class='cmti-9'>Transactions of the Canadian Society for Mechanical Engineering</span><span class='cmr-9'>, pages 1–10, 2023.</span>
-    <a class='url' href='https://doi.org/10.1139/tcsme-2022-0149'><span class='cmtt-9'>https://doi.org/10.1139/tcsme-2022-0149</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
-  <span class='cmr-9'>[6]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xfingerprinting-mal-traffic'></a><span class='cmr-9'>Amine  Boukhtouta,  Nour-Eddine  Lakhdari,  Serguei A.  Mokhov,  and  Mourad  Debbabi.
-    Towards fingerprinting malicious traffic.  In </span><span class='cmti-9'>Proceedings of ANT’13</span><span class='cmr-9'>, volume 19, pages 548–555.
-    Elsevier, June 2013.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
-  <span class='cmr-9'>[7]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xaosa-book-vol1'></a><span class='cmr-9'>Amy  Brown  and  Greg  Wilson,  editors.    </span><span class='cmti-9'>The  Architecture  of  Open  Source  Applications:
-    Elegance, Evolution, and a Few Fearless Hacks</span><span class='cmr-9'>, volume I.  aosabook.org, March 2012.  Online at</span>
-    <a class='url' href='http://aosabook.org'><span class='cmtt-9'>http://aosabook.org</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
-  <span class='cmr-9'>[8]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='XGopal2023Mob'></a><span class='cmr-9'>Goutam Yelluru  Gopal  and  Maria  Amer.   Mobile  vision  transformer-based  visual  object
-    tracking.  In </span><span class='cmti-9'>34th British Machine Vision Conference (BMVC)</span><span class='cmr-9'>, Aberdeen, UK, November 2023.</span>
-    <a class='url' href='https://arxiv.org/abs/2309.05829'><span class='cmtt-9'>https://arxiv.org/abs/2309.05829</span></a> <span class='cmr-9'>and </span><a class='url' href='https://github.com/goutamyg/MVT'><span class='cmtt-9'>https://github.com/goutamyg/MVT</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
-  <span class='cmr-9'>[9]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='XGopal2024Sep'></a><span class='cmr-9'>Goutam Yelluru Gopal and Maria Amer.  Separable self and mixed attention transformers
-    for  efficient  object  tracking.   In  </span><span class='cmti-9'>IEEE/CVF Winter Conference on Applications of Computer
-    Vision  (WACV)</span><span class='cmr-9'>,  Waikoloa,  Hawaii,  January  2024.   </span><a class='url' href='https://arxiv.org/abs/2309.03979'><span class='cmtt-9'>https://arxiv.org/abs/2309.03979</span></a> <span class='cmr-9'>and</span>
-    <a class='url' href='https://github.com/goutamyg/SMAT'><span class='cmtt-9'>https://github.com/goutamyg/SMAT</span></a><span class='cmr-9'>.</span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>acl-10.1.express</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>acroread-9.5.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ADS-2016.01</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ADS-2017.01</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ADS-2019</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ADS-2020u1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>adt_bundle-20140702</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>alpine-2.00</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>alpine-2.25</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda-1.7.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda2-2019.07</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda2-5.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda3-2019.07</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda3-2019.10</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda3-2021.05</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda3-2023.03</span></span></span>
                                                                                
 
                                                                                
-    </p>
-    <p class='bibitem'><span class='biblabel'>
- <span class='cmr-9'>[10]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xlai-haotao-mcthesis19'></a><span class='cmr-9'>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. </span><a class='url' href='https://spectrum.library.concordia.ca/id/eprint/985788/'><span class='cmtt-9'>https://spectrum.library.concordia.ca/id/eprint/985788/</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
- <span class='cmr-9'>[11]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xopeniss-yolov3'></a><span class='cmr-9'>Haotao      Lai      et al.                 OpenISS      keras-yolo3      v0.1.0,      June      2021.</span>
-    <a class='url' href='https://github.com/OpenISS/openiss-yolov3'><span class='cmtt-9'>https://github.com/OpenISS/openiss-yolov3</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
- <span class='cmr-9'>[12]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xopeniss-reid-tfk'></a><span class='cmr-9'>Haotao   Lai   et al.       Openiss   person   re-identification   baseline   v0.1.1,   June   2021.</span>
-    <a class='url' href='https://github.com/OpenISS/openiss-reid-tfk'><span class='cmtt-9'>https://github.com/OpenISS/openiss-reid-tfk</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
- <span class='cmr-9'>[13]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xmatlab'></a><span class='cmr-9'>MathWorks. MATLAB. [online], 2000–2012. </span><a class='url' href='http://www.mathworks.com/products/matlab/'><span class='cmtt-9'>http://www.mathworks.com/products/matlab/</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
- <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
-    Roper.   The use of containers in OpenGL, ML and HPC for teaching and research support.
-    In  </span><span class='cmti-9'>ACM  SIGGRAPH  2023  Posters</span><span class='cmr-9'>,  SIGGRAPH  ’23,  New  York,  NY,  USA,  2023.  ACM.</span>
-    <a class='url' href='https://doi.org/10.1145/3588028.3603676'><span class='cmtt-9'>https://doi.org/10.1145/3588028.3603676</span></a><span class='cmr-9'>.</span>
-    </p>
-    <p class='bibitem'><span class='biblabel'>
- <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
-    of  source  code  to  fingerprint,  detect,  and  classify  vulnerabilities  and  weaknesses  with
-    MARFCAT.       Technical   Report   NIST   SP   500-283,   NIST,   October   2011.       Report:</span>
-    <a class='url' href='http://www.nist.gov/manuscript-publication-search.cfm?pub_id=909407'><span class='cmtt-9'>http://www.nist.gov/manuscript-publication-search.cfm?pub_id=909407</span></a><span class='cmr-9'>, online e-print at</span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda3-5.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>android_sdk-24.4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>android_studio-162.4069837</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>android_studio-173.4720617</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansoft_designer-6.1.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansoft_designer-8.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-16.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-17.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-18.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-19.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2019R3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2020R2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2021R1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2021R2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2022R1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2022R2</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2023R1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2023R2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>AnsysEM-16.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ant-1.10.11</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ant-1.10.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ant-1.6.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ant-1.9.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ANTs-2.3.5</span></span></span>
+     </li>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>arpack-3.0.2</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>aspectj-1.7.0.M1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>aspectj-1.8.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>aspectj-1.8.6</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>bazel-0.24.1</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>blender-2.78c</span></span></span>
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+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>boost-1.73.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>bouncer-2.2</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cgiwrap-4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>Check-0.15.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>chrome-101.0.4951.54</span></span></span>
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+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cmake-3.8.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>CMC_utils-1.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>codeblocks-13.12</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cplex-12.10.0</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cplex-12.8.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cplex-12.9.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cplex-22.1.0</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>CST-2019</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>CST-2020</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cuda-10.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cuda-10.2</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cuda-11.8</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cuda-9.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cups-2.3.3</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>curl-7.15.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>curl-7.38.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>curl-7.73.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>curl-7.84.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>curl-7.86.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>curl-7.87.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>curl-8.1.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cvs-1.11.23</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cvx-2.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>DbVisualizer-24.1.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>DbVisualizer-9.1.9</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ddd-3.3.12</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>dejagnu-1.5.3</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>dejagnu-1.6.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>digilent-2.19.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>digilent-2.8.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>dmtcp-1.2.8</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>eclipse-jee.202109</span></span></span>
+                                                                               
+
+                                                                               
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+                                                                               
+
+                                                                               
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+                                                                               
+
+                                                                               
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+                                                                               
+
+                                                                               
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+                                                                               
+
+                                                                               
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>freerdp-1.0.2</span></span></span>
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+                                                                               
+
+                                                                               
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+     </li>
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+                                                                               
+
+                                                                               
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>geomview-1.9.4</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ghostscript-9.25</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ghostscript-9.26</span></span></span>
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+                                                                               
+
+                                                                               
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+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gmp-4.3.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gnome_env-20110618</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gnome_env-20130510</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gnupg-2.3.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gnuplot-4.6.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gnuplot-5.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gnuplot-5.0.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.10.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.12</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.15.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.19.3</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>GoldenGate-2020u1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gperf-3.0.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>grace-5.1.25</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>GraphiteTwo-a5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>GraphiteTwo-Concordia_v1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>graphviz-2.30.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>graphviz-2.40.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gromacs-5.0.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gsl-2.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gtkwave-3.3.15</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gts-121130</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>guile-2.0.11</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-10.0.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-10.0.1</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-7.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-7.5.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-8.0.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-8.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-9.0.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-9.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-9.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-9.5.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-9.5.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gv-3.7.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hadoop-1.0.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hadoop-1.1.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hadoop-2.4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hadoop-2.7.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hadoop-2.7.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hadoop-2.9.0</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>haskell_platform-2013.2.0.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hdf5-1.10.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hdf5-1.8.11</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hexpert-2.4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hmmer-3.3.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>html2ps-1.0b5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.2.22</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.2.32</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.27</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.38</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.39</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.52</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.53</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.54</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.55</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.57</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-current</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>http-parser-2.9.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hunspell-1.7.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hwloc-1.11.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hwloc-2.8.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hxplay-11.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hyperworks-12.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>iBioSim-3.0.0.beta</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ImageMagick-6.3.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ImageMagick-6.9.4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ImageMagick-7.0.8.42</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>imap-2007e</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>instantclient-19.3.0.0.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>IntelliJ-2019.2.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>intltool-0.50.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.0</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.2.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.4.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.5.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.5.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.6.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.7.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-2.8.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-3.0.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>invtools-3.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ipe-7.1.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>iq-8.4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>j2sdk_32b-1.5.0_22</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>j2sdk_64b-1.5.0_22</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jansson-2.14</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-11</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-11.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-11.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-17</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-17.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-19</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-19.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-6u45</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-7u80</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u101</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u111</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u121</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u131</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u141</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u151</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u161</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u171</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u181</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u191</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u201</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u211</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u231</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u91</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-6_32b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-6u45</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-7u80</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u101</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u111</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u121</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u131</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u141</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u151</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u161</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u171</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u181</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u191</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u201</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u211</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u231</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u91</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-7_32b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-8_32b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jes-5.02</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jmag-20.1.02zi</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>json-c-0.16</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>julia-1.7.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>kaldi-5.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>kerberos-helpers-1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>kicad-4.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>kile-2.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lam-7.1.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lapack-3.10.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lapack-3.4.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lasso-2.6.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lib3ds-1.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libarchive-3.1.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libarchive-3.3.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libassuan-2.5.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libatomic_ops-7.4.0</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libav-12.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libedit-20210910.3.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libevent-2.1.12</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libffi-3.2.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libgcrypt-1.10.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libgd-2.2.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libglade-2.6.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libgpg-error-1.44</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libidn2-2.3.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libjwt-1.15.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libksba-1.6.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>LibreOffice-7.1.8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>LibreOffice-7.3.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>LibreOffice-7.4.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libssh-0.7.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libssh-0.7.6</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libtool-2.4.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libunistring-0.9.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libusb-1.0.8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libxml2-2.7.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libxml2-2.7.8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libxml2-2.9.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libyaml-0.2.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libzip-1.5.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lispworks-6.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lispworks-7.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lispworks-8.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>Logiscope-6.6.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>Logiscope-7.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lshw-B.02.16</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ltct-20060701</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lua-5.1.5</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lua-5.3.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lucene-4.4.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lucene-6.6.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>LWkit-2.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lynx-2.8.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lynx-2.8.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lynx-2.8.9dev.11</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lyx-2.0.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lz4-1.9.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>m4-1.4.17</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mairix-0.23</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>make-4.4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>maple-2019.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>maple-2022.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R0223b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2020b</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2021b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2022a</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2022b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2023a</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2023b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>maven-3.3.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>maven-3.6.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mcmas-1.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mcmas-1.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mercurial-3.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mercurial-5.6.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mesa-19.0.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>metamail-2.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>metis-5.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mininet-2.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>MKL-2021.04</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mod_auth_kerb-5.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mod_auth_mellon-0.17.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mod_authnz_external-3.2.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mod_authnz_external-3.3.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mod_authz_unixgroup-1.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mod_authz_unixgroup-1.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>modeFRONTIER-2017R2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mod_perl-2.0.10</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mod_perl-2.0.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>modules-3.2.10</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>modules-4.6.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>modules-5.3.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>modules-current</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mongodb-2.6.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mongodb-3.2.10</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mongodb-3.4.6</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mono-3.0.11</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mono-4.4.2.8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mono-6.12.0.122</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>monodevelop-3.1.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>monodevelop-5.10.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>monodevelop-7.8.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mosek-7.1.0.54</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mosek-8.1.0.58</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mpack-1.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mpc-1.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mpfr-2.4.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mpich-4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>MPlayer-1.1.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mplayerplugin-3.45</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mpm-itk-2.4.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>MRtrix-3.0.3</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>MUMPS-5.5.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mysql-5.1.66</span></span></span>
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+     </li>
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+     </li>
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+     </li>
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+     </li>
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+                                                                               
+
+                                                                               
+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nano-6.2</span></span></span>
+     </li>
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+     </li>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>netbeans-8.0.2</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
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+     </li>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>netcdf_fortran-4.5.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>net-snmp-5.9.1</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nltk-3.3</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nmh-1.7.1</span></span></span>
+                                                                               
+
+                                                                               
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ns-3.26</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nvtop-3.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ocaml-3.12.1</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ocaml-4.01.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>octave-4.0.3</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>octave-7.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>octave-8.2.0</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>opencv-3.3.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>opencv-3.4.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>opencv-4.0.1</span></span></span>
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-11.0</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-1.7.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-2.3.1</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-5.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-6.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-7.0</span></span></span>
+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-9.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-v2012</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-v2106</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-v2206</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-v2212</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-v2306</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openjpeg-2.3.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openmotif-2.2.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openmpi-1.6.3</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openmpi-1.8.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openmpi-3.1.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openmpi-4.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openocd-0.11.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openpmix-5.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenSees-3.4.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.0.2.current</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.0.2l</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.0.2o</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.0.2u</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1a</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1.current</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1g</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1j</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1n</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1o</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1p</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1q</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1s</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1t</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1u</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.10</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.11</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.12</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.4</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.6</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.8</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.9</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.current</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.1.0</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>oracle-19c</span></span></span>
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+                                                                               
+
+                                                                               
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+     </li>
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+     </li>
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+                                                                               
+
+                                                                               
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>postgresql-12.2</span></span></span>
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+                                                                               
+
+                                                                               
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+     </li>
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+     </li>
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+     </li>
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.11.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.11.6</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.12.0</span></span></span>
+     </li>
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+     </li>
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+     </li>
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+     </li>
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+     </li>
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+     </li>
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.9.18</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>pytorch-1.1.0</span></span></span>
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+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>qemu-6.1.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>qhull-2012.1</span></span></span>
+     </li>
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>qt-4.8.6</span></span></span>
+     </li>
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+     </li>
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>R-3.4.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>R-3.4.2</span></span></span>
+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>R-3.6.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>R-4.1.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>R-4.2.2</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>racket-8.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>rapidjson-1.1.0</span></span></span>
+     </li>
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+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>readline-5.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>redis-4.0.10</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>redis-4.0.8</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ruby-2.1.1</span></span></span>
+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ruby-2.5.0</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ruby-2.6.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ruby-2.6.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ruby-2.7.1</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ruby-3.2.1</span></span></span>
+     </li>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>rust-1.65.0</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>sage-8.9</span></span></span>
+     </li>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>scala-2.12.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>scala-2.12.4</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>sep-offprint-1.11</span></span></span>
+                                                                               
+
+                                                                               
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+                                                                               
+
+                                                                               
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+                                                                               
+
+                                                                               
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tecplot360-2022R1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tecplot360-2022R2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tecplot360-2023R1</span></span></span>
+                                                                               
+
+                                                                               
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>TensorFlow-1.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>TensorFlow-2.2.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>TensorFlow-2.2.1</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>TensorFlow-2.4.1</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>TensorFlow-r0.7</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texinfo-5.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texlive-20220405</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texlive-20230324</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texlive-current</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texstudio-2.12.16</span></span></span>
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+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tgrid-5.0.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thttpd-2.25b</span></span></span>
+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-102.10.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-102.11.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-102.12.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-115.1.0</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-115.10.2</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird_french-102.11.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird_french-102.12.0</span></span></span>
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+                                                                               
+
+                                                                               
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+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tomcat-7.0.91</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tomcat7-current</span></span></span>
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tomcat9-current</span></span></span>
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+                                                                               
+
+                                                                               
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+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>wine-1.1.20</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>wireshark-2.0.4</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>WRF-4.1.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>wxGTK-2.8.12</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>wxGTK-2.8.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>wxWidgets-3.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xcal-4.1.18.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xcalendar-4.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xemacs-21.4.22</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xemacs-21.4.24</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xemacs-21.5.34</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xfig-3.2.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xmgr-4.1.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xmlsec1-1.2.31</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xpdf-3.04</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xsb-3.3.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xv-3.10a</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xz-5.0.0</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xz-5.2.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>yasm-1.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>zip-3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>zlib-1.2.13</span></span></span></li></ul>
+   </div>
+<!-- l. 990 --><p class='noindent'>
+</p>
+   <h4 class='subsectionHead' id='el1'><span class='titlemark'>D.2   </span> <a id='x1-83000D.2'></a>EL9</h4>
+   <div class='columns-3'>
+     <ul class='itemize1'>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>a2ps-4.14</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>abaqus-2021</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>abaqus-2023</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>acl-10.1.express</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>alpine-2.24</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>alpine-2.25</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>anaconda3-2023.03</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2021R1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2021R2</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2022R1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2022R2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2023R1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ansys-2023R2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ant-1.10.11</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ant-1.10.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ANTs-2.3.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>aspell-0.60.8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>bash-4.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>bazel-0.2.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>bison-3.7.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>boost-1.73.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>buddy-2.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>camlp5-6.14</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>Check-0.15.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cmake-3.18.4</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>comsol-6.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>comsol-6.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>comsol-6.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cplex-20.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cuda-11.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cuda-11.8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>cups-2.3.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>curl-7.86.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>DbVisualizer-24.1.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>emacs-27.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>expect-5.45.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ffmpeg-4.1.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-102.11.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-102.12.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-102.13.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-102.14.0</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-102.15.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-102.15.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-115.10.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-115.2.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-115.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-91.10.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-91.11.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-91.8.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-91.9.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox-91.9.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-102.11.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-102.12.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-102.13.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-102.14.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-102.15.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-102.15.1</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-115.10.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-115.2.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-115.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-91.10.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-91.11.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-91.8.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-91.9.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>firefox_french-91.9.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gcc-12.2.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gcc-4.9.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gcc-5.4.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gcc-7.3.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ghostscript-8.50</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ghostscript-9.50</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gmp-4.3.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.12</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.15.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>go-1.19.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gperf-3.0.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-10.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gurobi-9.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>gv-3.7.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.55</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>httpd-2.4.57</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>http-parser-2.9.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>hwloc-2.8.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jansson-2.14</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-17</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-17.0.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_32b-8u231</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk_64b-8u231</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-8</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>jdk-8_32b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>json-c-0.16</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libevent-2.1.12</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libjwt-1.15.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>LibreOffice-7.1.8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>LibreOffice-7.4.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>libyaml-0.2.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lynx-2.8.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>lz4-1.9.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2022a</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2022b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2023a</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>matlab-R2023b</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mesa-19.0.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>modules-3.2.10</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>modules-5.3.1</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>modules-current</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mpack-1.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mpfr-2.4.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mpich-4.1.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>MRtrix-3.0.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mysql-5.7.43</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>mysql-8.0.31</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nagtools-2.1.10</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nagtools-2.1.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nagtools-2.1.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nagtools-2.1.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nagtools-2.1.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nagtools-2.1.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nagtools-2.1.8</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nagtools-2.1.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nano-6.2</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nasm-2.15.05</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ncurses-6.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nmh-1.7.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>node-v12.18.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>node-v16.13.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>nvtop-3.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ocaml-4.01.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-11.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-8.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-v2012</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>OpenFOAM-v2306</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openmpi-4.1.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openpmix-5.0.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1.current</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-1.1.1n</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.12</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>openssl-3.0.current</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>oracle-19c</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ParaView-5.11.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>perl-5.30.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>pgadmin4-7.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>postgresql-12</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>postgresql-12.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-2.7.11</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.10.13</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.10.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.11.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.11.5</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.11.6</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.12.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.7.7</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.8.18</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.8.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.9.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>python-3.9.18</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>qt-5.14.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>qt-5.15.10</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>qt-5.9</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>quota-1.3</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>ruby-2.7.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>singularity-3.10.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>sqlite-3.44.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>STSLib-1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tcl-8.4.16</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tcl-8.5.14</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tcl-8.6.13</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tcsh-6.18.01</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tecplot360-2023R1</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texinfo-5.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texlive-20220405</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texlive-20230324</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>texlive-current</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-102.11.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-102.12.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-115.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird-115.10.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird_french-102.11.1</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird_french-102.12.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird_french-115.1.0</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>thunderbird_french-115.10.2</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tix-8.1.4</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tk-8.4.16</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tk-8.5.14</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tk-8.6.13</span></span></span>
+                                                                               
+
+                                                                               
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>tmux-3.2a</span></span></span>
+     </li>
+     <li class='itemize'><span class='obeylines-h'><span class='verb'><span class='cmtt-8x-x-87'>xemacs-21.4.24</span></span></span></li></ul>
+   </div>
+                                                                               
+
+                                                                               
+<p id='annotated-bibliography'><a id='Q1-1-103'></a>
+   </p><h3 class='likesectionHead' id='references'><a id='x1-84000'></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'>[12]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xlai-haotao-mcthesis19'></a><span class='cmr-9'>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. </span><a class='url' href='https://spectrum.library.concordia.ca/id/eprint/985788/'><span class='cmtt-9'>https://spectrum.library.concordia.ca/id/eprint/985788/</span></a><span class='cmr-9'>.</span>
+    </p>
+    <p class='bibitem'><span class='biblabel'>
+ <span class='cmr-9'>[13]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xopeniss-yolov3'></a><span class='cmr-9'>Haotao      Lai      et al.                 OpenISS      keras-yolo3      v0.1.0,      June      2021.</span>
+    <a class='url' href='https://github.com/OpenISS/openiss-yolov3'><span class='cmtt-9'>https://github.com/OpenISS/openiss-yolov3</span></a><span class='cmr-9'>.</span>
+    </p>
+    <p class='bibitem'><span class='biblabel'>
+ <span class='cmr-9'>[14]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xopeniss-reid-tfk'></a><span class='cmr-9'>Haotao   Lai   et al.       Openiss   person   re-identification   baseline   v0.1.1,   June   2021.</span>
+    <a class='url' href='https://github.com/OpenISS/openiss-reid-tfk'><span class='cmtt-9'>https://github.com/OpenISS/openiss-reid-tfk</span></a><span class='cmr-9'>.</span>
+    </p>
+    <p class='bibitem'><span class='biblabel'>
+ <span class='cmr-9'>[15]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xmatlab'></a><span class='cmr-9'>MathWorks. MATLAB. [online], 2000–2012. </span><a class='url' href='http://www.mathworks.com/products/matlab/'><span class='cmtt-9'>http://www.mathworks.com/products/matlab/</span></a><span class='cmr-9'>.</span>
+    </p>
+    <p class='bibitem'><span class='biblabel'>
+ <span class='cmr-9'>[16]</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
+    Roper.   The use of containers in OpenGL, ML and HPC for teaching and research support.
+    In  </span><span class='cmti-9'>ACM  SIGGRAPH  2023  Posters</span><span class='cmr-9'>,  SIGGRAPH  ’23,  New  York,  NY,  USA,  2023.  ACM.</span>
+    <a class='url' href='https://doi.org/10.1145/3588028.3603676'><span class='cmtt-9'>https://doi.org/10.1145/3588028.3603676</span></a><span class='cmr-9'>.</span>
+    </p>
+    <p class='bibitem'><span class='biblabel'>
+ <span class='cmr-9'>[17]</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
+    of  source  code  to  fingerprint,  detect,  and  classify  vulnerabilities  and  weaknesses  with
+    MARFCAT.       Technical   Report   NIST   SP   500-283,   NIST,   October   2011.       Report:</span>
+    <a class='url' href='http://www.nist.gov/manuscript-publication-search.cfm?pub_id=909407'><span class='cmtt-9'>http://www.nist.gov/manuscript-publication-search.cfm?pub_id=909407</span></a><span class='cmr-9'>, online e-print at</span>
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+ <span class='cmr-9'>[18]</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
     and Software Engineering, Concordia University, Montreal, Canada, September 2013.  Online at</span>
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+                                                                               
+
+                                                                               
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+ <span class='cmr-9'>[19]</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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     LNCS 8930, pages 168–183. Springer, November 2014. Full paper.</span>
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+ <span class='cmr-9'>[20]</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
     MAC spoofer investigations.  In </span><span class='cmti-9'>Proceedings of C3S2E’14</span><span class='cmr-9'>, pages 179–184. ACM, August 2014.
     Short paper.</span>
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-                                                                               
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+ <span class='cmr-9'>[21]</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>
     <a class='url' href='https://docs.google.com/presentation/d/1bWbGQvYsuJ4U2WsfLYp8S3yb4i7OdU7QDn3l_Q9mYis'><span class='cmtt-9'>https://docs.google.com/presentation/d/1bWbGQvYsuJ4U2WsfLYp8S3yb4i7OdU7QDn3l_Q9mYis</span></a><span class='cmr-9'>.</span>
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+ <span class='cmr-9'>[22]</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
     code analysis to detect weaknesses and vulnerabilities.  In Maria Sokolova and Peter van Beek,
     editors, </span><span class='cmti-9'>Proceedings of Canadian Conference on AI’14</span><span class='cmr-9'>, volume 8436 of </span><span class='cmti-9'>LNAI</span><span class='cmr-9'>, pages 326–332.
     Springer, May 2014. Short paper.</span>
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+ <span class='cmr-9'>[23]</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
     on planetary rover mobility.   </span><span class='cmti-9'>International Journal of Robotics Research</span><span class='cmr-9'>, 39(7):797–811, 2020.</span>
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     </p>
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+ <span class='cmr-9'>[24]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xeffects-reynolds-APS-ouedraogo_essel_2024'></a><span class='cmr-9'>N. Ouedraogo, A. Cyrus, and E. Essel. Effects of Reynolds number on the wake characteristics
+    of a Notchback Ahmed body.  In Bulletin of the American Physical Society, editor, </span><span class='cmti-9'>76th Annual
+    Meeting of the Division of Fluid Dynamics</span><span class='cmr-9'>, November 2023.</span>
+    </p>
+    <p class='bibitem'><span class='biblabel'>
+ <span class='cmr-9'>[25]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xunsteady-wake-ouedraogo_essel_2023'></a><span class='cmr-9'>Newton F. Ouedraogo and Ebenezer E. Essel. Unsteady wake interference of unequal-height
+    tandem cylinders mounted in a turbulent boundary layer.  </span><span class='cmti-9'>Journal of Fluid Mechanics</span><span class='cmr-9'>, 977:A52,
+    2023. </span><a class='url' href='https://doi.org/10.1017/jfm.2023.952'><span class='cmtt-9'>https://doi.org/10.1017/jfm.2023.952</span></a><span class='cmr-9'>.</span>
+    </p>
+    <p class='bibitem'><span class='biblabel'>
+ <span class='cmr-9'>[26]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xeffects-reynolds-ouedraogo_essel_2024'></a><span class='cmr-9'>Newton F.  Ouedraogo  and  Ebenezer E.  Essel.   Effects  of  Reynolds  number  on  the  wake
+    characteristics of a Notchback Ahmed body.  </span><span class='cmti-9'>Journal of Fluids Engineering</span><span class='cmr-9'>, 146(11):111302, 05
+    2024.</span>
+    </p>
+    <p class='bibitem'><span class='biblabel'>
+ <span class='cmr-9'>[27]</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>
     <a class='url' href='http://aosabook.org/en/bash.html'><span class='cmtt-9'>http://aosabook.org/en/bash.html</span></a><span class='cmr-9'>.</span>
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+ <span class='cmr-9'>[28]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xsmall-vaxis-turbine-corner-2022'></a><span class='cmr-9'>Farshad Rezaei and Marius Paraschivoiu.  Placing a small-scale vertical axis wind turbine on
     roof-top corner of a building.  In </span><span class='cmti-9'>Proceedings of the CSME International Congress</span><span class='cmr-9'>, June 2022.</span>
+                                                                               
+
+                                                                               
     <a class='url' href='https://doi.org/10.7939/r3-j7v7-m909'><span class='cmtt-9'>https://doi.org/10.7939/r3-j7v7-m909</span></a><span class='cmr-9'>.</span>
     </p>
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+ <span class='cmr-9'>[29]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xroot-mounted-vawt-corner-2023'></a><span class='cmr-9'>Farshad Rezaei and Marius Paraschivoiu. Computational challenges of simulating vertical axis
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     6, 1–6 2023. </span><a class='url' href='http://hdl.handle.net/11143/20861'><span class='cmtt-9'>http://hdl.handle.net/11143/20861</span></a><span class='cmr-9'>.</span>
     </p>
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+ <span class='cmr-9'>[30]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xscholarpedia-matlab'></a><span class='cmr-9'>Rob      Schreiber.                 MATLAB.                 </span><span class='cmti-9'>Scholarpedia</span><span class='cmr-9'>,      2(6):2929,      2007.</span>
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     </p>
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+ <span class='cmr-9'>[31]</span><span class='bibsp'><span class='cmr-9'>   </span></span></span><a id='Xmarf'></a><span class='cmr-9'>The   MARF   Research   and   Development   Group.      The   Modular   Audio   Recognition
     Framework   and   its   Applications.        [online],   2002–2014.        </span><a class='url' href='http://marf.sf.net'><span class='cmtt-9'>http://marf.sf.net</span></a>  <span class='cmr-9'>and</span>
     <a class='url' href='http://arxiv.org/abs/0905.1235'><span class='cmtt-9'>http://arxiv.org/abs/0905.1235</span></a><span class='cmr-9'>, last viewed May 2015.</span>
 </p>
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  figure.figure { text-align: left; } 
+.columns-2 :first-child { margin-top: 0em; }
+.columns-2{-moz-column-count:2; -webkit-column-count:2; column-count:2; -moz-column-gap: 10.0pt; -webkit-column-gap: 10.0pt; column-gap: 10.0pt; -moz-column-rule-width: 0.0pt; -webkit-column-rule-width: 0.0pt; column-rule-rule-width: 0.0pt; -moz-column-rule-color: #555; -webkit-column-rule-color: #555; column-rule-color: #555; -moz-column-rule-style: outset; -webkit-column-rule-style: outset; column-rule-style: outset; -moz-column-fill: balance; -webkit-column-fill: balance; column-fill: balance; }
+.columns-3 :first-child { margin-top: 0em; }
+.columns-3{-moz-column-count:3; -webkit-column-count:3; column-count:3; -moz-column-gap: 10.0pt; -webkit-column-gap: 10.0pt; column-gap: 10.0pt; -moz-column-rule-width: 0.0pt; -webkit-column-rule-width: 0.0pt; column-rule-rule-width: 0.0pt; -moz-column-rule-color: #555; -webkit-column-rule-color: #555; column-rule-color: #555; -moz-column-rule-style: outset; -webkit-column-rule-style: outset; column-rule-style: outset; -moz-column-fill: balance; -webkit-column-fill: balance; column-fill: balance; }
 /* end css.sty */