Training: Difference between revisions

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The GACRC regularly hosts training sessions on a number of subjects relevant to the use of our computational and storage resources. Scheduled trainings will be announced through the GACRC mailing list.  
The GACRC regularly hosts training sessions on a number of subjects relevant to the use of our computational and storage resources. Scheduled trainings will be announced through the GACRC mailing list.  


'''NOTE: New users are required to attend an introductory training session and information about that will be sent once an account is requested.'''
'''NOTE: New users are required to attend a Sapelo2 cluster introductory training session and information about that will be sent once an account is requested.'''




==Regular Training Announcement==
==Regular Training Announcement==
In '''May 2024''', the GACRC is hosting 8 training sessions (4 Linux basics and 4 Sapelo2 cluster new user trainings).


In '''August''' 2018, the GACRC is going to host ten regular training sessions. These sessions will cover new user training on Sapelo2 cluster, Linux basics, and Python basics.
We will offer:


We will also host two topical sessions. One is on Python resources on Sapelo2 cluster (we will talk about, e.g., Python environment, packages, how to install packages in user's space, etc.); the other one is a special 3-hour session giving an introduction on R language.
1. Linux training for Linux-inexperienced cluster new users (4 sessions)


We offer:
2. Sapelo2 cluster new user training (4 sessions)


1. Sapelo2 cluster new user training (4 sessions)


2. Linux training for Linux-inexperienced cluster new users (4 sessions)


3. Python basics (2 sessions)


4. Python on GACRC Sapelo2 cluster (1 session; topical)


5. An Introduction to R Language (1 sessions; 3-hour topical)
'''Please Note:''' The training workshops will be offered remotely via Zoom Meeting. Detailed information on how to join the Zoom meeting will be sent to your UGA email account prior to each training session.


==Event Schedule==
===Sapelo2 Cluster New User Training===
Our Sapelo2 training consists of 1 hr 30 mins of instructional videos, followed by a 1 hr 30 min workshop.  '''The instructional videos are required to be viewed prior to the training workshop, and they can be found [https://kaltura.uga.edu/playlist/dedicated/176125031/1_4o12v8b4/1_9zi68rgi here]'''
'''Prerequisites:'''
* Linux basics. A Linux-inexperienced user must complete a prerequisite Linux training for Linux-inexperienced cluster new users.
'''Video Playlist Training Goals:'''
* Understand the layout of Sapelo2
* Understand the Sapelo2 file systems
* Understand the Sapelo2 partitions


====Training Location:====
* Understand the Sapelo2 software environment


Davison Life Sciences Complex (Life Science Building), Room C128
'''Workshop Training Goals:'''


120 East Green Street, Athens, GA 30602
* Understand how to request computing resources and submit a computational batch job following the Sapelo2 cluster general workflow


==Event Schedule==
* Understand how to initiate an interactive job


* Understand how to transfer files to and from the cluster


===Sapelo2 Cluster New User Training===
* Understand how to get support from GACRC support team when you have any issues on cluster


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! scope="col" |Title
! scope="col" |Date/Time
|-
|-
! scope="col" | Title
|Using Sapelo2 Cluster at the GACRC
! scope="col" | Date/Time
|April 17th, Wednesday, 2:00 PM - 4:00 PM
|-
|-
| Using the Sapelo2 Cluster at the GACRC || August 10th, Friday, 10:00 AM - 12:00 PM
|Using Sapelo2 Cluster at the GACRC
|May 9th, Thursday, 2:00 PM - 4:00 PM
|-
|-
| Using the Sapelo2 Cluster at the GACRC || August 16th, Thursday, 10:00 AM - 12:00 PM
|Using Sapelo2 Cluster at the GACRC
|May 15th, Wednesday, 2:00 PM - 4:00 PM
|-
|-
| Using the Sapelo2 Cluster at the GACRC || August 23rd, Thursday, 10:00 AM - 12:00 PM
|Using Sapelo2 Cluster at the GACRC
|May 23rd, Thursday, 2:00 PM - 4:00 PM
|-
|-
| Using the Sapelo2 Cluster at the GACRC || August 31st, Friday, 10:00 AM - 12:00 PM
|Using Sapelo2 Cluster at the GACRC
|May 31st, Friday, 2:00 PM - 4:00 PM
|-
|-
|}
|}


===Linux Training for Linux-inexperienced Cluster New Users===
===Linux Training for Linux-inexperienced Cluster New Users===
Please watch all videos from the [https://kaltura.uga.edu/media/t/1_81u2kfi2 Linux Basics] playlist '''before attending the training workshop'''.
'''Prerequisite:''' The Linux Training workshop consists of hands-on practice of the concepts covered in the [https://kaltura.uga.edu/media/t/1_81u2kfi2 Linux Basics] playlist, which must be viewed prior to attending.
'''Training Goals:'''
1. Understand fundamental concepts of Linux working environment (filesystem hierarchy, path, PATH, etc.) 
2. Know how to use Linux common commands (ls, cd, pwd, cat, more, nano, mkdir, rm, cp, mv, etc.)
3. Understand what is Linux bash shell and know how to make a simple Linux script and run it in Linux environment


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|-
|-
! scope="col" | Title
! scope="col" | Title
! scope="col" | Date/Time
! scope="col" |Date/Time
|-
|-
| Use Linux on Cluster || August 9th, Thursday, 10:00 AM - 12:00 PM
|Use Linux on Cluster
|May 7th, Tuesday, 1:00 PM - 3:00 PM
|-
|-
| Use Linux on Cluster || August 14th, Tuesday, 10:00 AM - 12:00 PM
|Use Linux on Cluster
|May 13th, Monday, 1:00 PM - 3:00 PM
|-
|-
| Use Linux on Cluster || August 21st, Tuesday, 10:00 AM - 12:00 PM
|Use Linux on Cluster
|May 21st, Tuesday, 1:00 PM - 3:00 PM
|-
|-
| Use Linux on Cluster || August 30th, Thursday, 10:00 AM - 12:00 PM
|Use Linux on Cluster
|May 29th, Wednesday, 1:00 PM - 3:00 PM
|-
|-
|}
|}


====Python Basics I/II====
===Using Sapelo2 Cluster at the GACRC, Part II===
'''Prerequisites:'''
* Linux basics. A Linux-inexperienced user must complete a prerequisite Linux training for Linux-inexperienced cluster new users.
* Sapelo2 cluster new user training.  Fundamental HPC and Sapelo2 knowledge is required for this advanced Sapelo2 workshop.
 
'''Training Goals:'''
 
1. Learn about high-performance computing framework
 
2. Why is my job pending? How can I get my job to start sooner? How to find available computing resources on Sapelo2?
 
3. How to request computing resources such as nodes, CPU cores, memory, GPU device, etc. to run serial, threaded, MPI, and GPU jobs on Sapelo2?
 
4. How can I make my job run more efficiently (through the correct use of software and hardware)?
 
5. A quick intro to MPI library and how to compile/run MPI jobs on Sapelo2


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|-
|-
! scope="col" | Title
! scope="col" | Title
! scope="col" | Date/Time
! scope="col" |Date/Time
|-
|-
| Python Language Basics I || August 17th, Friday, 10:00 AM - 11:30 AM
|Using Sapelo2 Cluster at the GACRC, Part II
|Not scheduled                                         
|-
|-
| Python Language Basics II || August 17th, Friday, 11:30 AM - 1:00 PM
|}
 
===Python Basics===
'''Prerequisite:''' No prerequisites
 
'''Training Goals:'''
 
1. Understand Python scientific modules and distributions
 
2. Understand Python general lexical conventions; Python built-in data types, like string, list, tuple, dictionary, etc.
 
3. Understand Python programming structures and procedural programming using functions
 
{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
! scope="col" | Title
! scope="col" |Date/Time
|-
|Python Basics I||Not scheduled
|-
|Python Basics II||Not scheduled
|-
|-
|}
|}


====Topical Sessions====
===R Basics===
'''Prerequisite:''' No prerequisites
 
'''Training Goals:'''
 
1. Understand fundamentals of R language, e.g. R general lexical conventions, data types, functions, and packages. Part 2 will introduce loops and functions.
 
2. Be able to manipulate and create data frames using built in functions and the dplyr package.
 
3. Interact with your file system and submit R code as a batch job to Sapelo 2. 


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! scope="col" |Title
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| R Basics I||Not scheduled
|-
|R Basics II||Not scheduled
|-
|-
! scope="col" | Title
|}
! scope="col" | Date/Time
 
===Conda===
'''Prerequisite:''' No prerequisites
 
'''Training Goals:'''
 
1. Understand fundamentals of conda environment
 
2. Use conda to create and configure your own virtual environments
 
3. Activate your environments to run python apps from your home directory on Sapelo2
 
{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
|-
| Python on GACRC Sapelo2 Cluster || August 28th, Tuesday, 10:00 AM - 12:00 PM
! scope="col" |Title
! scope="col" |Date/Time
|-
|-
| An Introduction on R Language || August 24th, Friday, 10:00 AM - 1:00 PM
|Conda Basics||Not scheduled
|-
|-
|}
|}


==How to Register==
==How to Register==


If you would like to attend, please respond by email to: '''pakala@uga.edu'''. Also please tell us which session(s) you want to attend.  
'''Please Note''', the training workshops '''Using Sapelo2 Cluster at the GACRC''' and '''Use Linux on Cluster''' are '''ONLY''' offered to '''new users''' who need computing user accounts on the GACRC Sapelo2 cluster, or any current users who have never attended the GACRC Sapelo2 cluster new user training before. Please ask your group PI/UGA faculty member to send us a request for you, using the GACRC User Account Request form at https://uga.teamdynamix.com/TDClient/Requests/ServiceDet?ID=25839
If you want to attend '''Python Basics''', '''R''', and '''Conda basics''' training sessions, please send us a request using the GACRC Training Request form at https://uga.teamdynamix.com/TDClient/Requests/ServiceDet?ID=25852 . In your request, please tell us which session(s) you want to attend.


We have '''25''' seats in the lab room, so we have a 25 user/workshop limit. Please respond at your earliest convenience to register to guarantee your seat. You are welcome and encouraged to attend those workshops to learn about how to work with the HPC clusters at the GACRC.
The GACRC is going to host other training workshops and seminars covering various HPC topics, including HPC fundamental introduction, Linux introductory III (Linux working environment and utilities), Bioinfomatics applications on Sapelo cluster, Perl, R, C/C++/Fortran programming, etc., in the near future. We will announce those events when they are scheduled.


The GACRC is going to host other training workshops and seminars covering various HPC topics, including HPC fundamental introduction, Linux introductory III (Linux working environment and utilities), Bioinfomatics applications on Sapelo cluster, Perl, R, C/C++/Fortran programming, etc., in the near future. We will announce those events when they are scheduled.
The GACRC Web Training page can be found at https://gacrc.uga.edu/training/ and the GACRC Wiki Training page can be found at https://wiki.gacrc.uga.edu/wiki/Training, from which you can find detailed information about upcoming and past training sessions from GACRC and download training materials.
 
== Topic Introduction==
 
Title: '''Sap2test cluster migration training'''
 
Focus:  Slurm queueing system, including Slurm job commands, job environment variables, and job submission headers, etc.
 
The new software environment on Sap2test


The GACRC Web Training page can be found at http://gacrc.uga.edu/help/training/ and the GACRC Wiki Training page can be found at https://wiki.gacrc.uga.edu/wiki/Training, from which you can find detailed information about upcoming and past training sessions from GACRC and download training materials.
Other important topics related to Sap2test working environment




==Topic Introduction==
Title: '''Using Sapelo2 Cluster at the GACRC'''


Title: '''Introduction to HPC Using Sapelo Cluster at GACRC'''
Focus: Sapelo2 HPC cluster and computational batch job submission workflow


Focus: What's the Sapelo cluster at GACRC
Cluster's storage environment


Sapelo cluster's computing resources
Computational queues on cluster


Sapelo cluster's software environment
Software environment


How to operate with Sapelo cluster and batch job submission workflows
How to submit computational batch jobs


How to work with Sapelo cluster, e.g., how to run interactive jobs; how to run batch jobs; how to make job submission scripts and request computing resources; how to check job status, etc.
Other tips and guidelines for users
   
   


Title: '''Introduction to HPC Using zcluster at GACRC'''
Title: '''Using Sapelo2 Cluster at the GACRC, Part II'''
 
Focus: More topics on how to use Sapelo2 cluster
 
Learn about high-performance computing framework
 
Why is my job pending? How can I get my job to start sooner? How to find available computing resources on Sapelo2?
 
How to request computing resources such as nodes, CPU cores, memory, GPU device, etc. to run serial, threaded, MPI, and GPU jobs on Sapelo2?
 
How can I make my job run more efficiently (through the correct use of software and hardware)?


Focus: What's zcluster at GACRC
A quick intro to MPI library and how to compile/run MPI jobs on Sapelo2


zcluster current computing resources


zcluster software environment


How to work with zcluster, e.g., how to run interactive jobs; how to run batch jobs and request computing resources; how to make job submission scripts; how to check job status, etc.
Title: '''Use Linux on Cluster'''


Focus: Linux OS fundamentals


Title: '''Introduction to Linux Basics I and II'''
Linux common commands, filesystem, and shell


Focus of I: Linux OS and brief history
Linux shell scripting basics


Linux command, filesystem, and shell
Common Linux utilities, e.g., grep, sed, find, sort, and awk, etc.


Linux common commands, etc.
Linux Hands-on practice


Focus of II: Linux shell


Common practices on Linux shell scripting
Title: '''Python Basics I, II'''


Common Linux utilities, e.g., sort, find, grep, awk, and sed etc.
Focus of I: Python language overview, scientific modules and distributions


Python general lexical conventions


Title: '''Linux Hands-on Practice Session (Basic Linux knowledge required)'''
Basic built-in data types, like string, list, tuple, dictionary, etc.


Focus: Hands-on practice on Linux common commands and shell scripting with common Linux utilities, e.g., sort, find, grep, awk, and sed etc.
Focus of II: Programming structures: control flow and loop


Hands-on practice on the work flow of job submission on zcluster with make_escratch, qsub, qstat,and qdel etc.
Function: procedural programming with examples, lambda expression, factory function and generator




Title: '''Python Language Basics I, II, and III'''
Title: '''R Basics I, II'''


Focus of I: Overview of Python language, scientific modules and distributions
Focus of I: R language overview,general lexical conventions, data types, functions, and packages.


General Lexical conventions
Basic built-in data types, like string, numeric, list, dataframe etc. Using the dplyr package.


Basic built-in data types
Focus of II: Programming structures: control flow, loops and functions


Focus of II: Program structure: control flow and loop
Title: '''Python on GACRC Sapelo2 Cluster'''


Function: procedural and functional programming with examples
Focus: Install Python packages/modules in a user's home directory on Sapelo2 cluster


Python Class
Python versions installed on Sapelo2


Focus of III: Python modules and importing
Python environment details on Sapelo2


Python Package and usage
How to know a Python package is installed or not on Sapelo2


How to install a Python package in user's home directory on Sapelo2


Title: '''Python on GACRC Computing Resources'''


Focus: Python and Python packages/modules installed on zcluster and Sapelo
Title: '''Do It Yourself: Using Conda to create and run python environments to suit your computing needs effortlessly!'''


Python Overview
Focus: Use conda to create and configure your own python virtual environments; Activate your environments to run python apps from your home directory on Sapelo2


Python on Clusters
What is Conda and its environment


Python Packages on Clusters
Conda on Sapelo2


Run Python Interactively on Clusters
Use conda to create and configure your own python virtual environments


Run Python Batch Job on Clusters
Activate your environments to run python apps from your home directory on Sapelo2




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GACRC suggestions on good practices on GACRC storage, etc;
GACRC suggestions on good practices on GACRC storage, etc;
Title: '''Software installation on zcluster'''
Focus: Current status of software on zcluster; What GACRC have now and what should users install
How to obtain, install, organize software by users; What about databases
How to validate the software installation
How to trouble shoot installation, software errors, script errors, data errors, format errors, etc.
How to get help from GACRC and Common problems/mistakes




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Title: '''R Language Introduction'''
Title: '''Perl Language Basics I, II'''
 
Presenter: Dr. James Monogan (Department of Political Science, University of Georgia)
 
Focus: Common general topics about R language
 
Description:This short course will introduce users to the program R and how to use it for data analysis.
 
Topics covered in the 3 hour session will include data management, drawing graphs, and some basic statistics.
 
Please download a reference book suggested by the presenter ahead of time (free if downloaded on the university network) from: http://link.springer.com/book/10.1007/978-3-319-23446-5.
 
 
Title: '''Perl Language Basics I, II, and III'''


Focus of I: Overview of Perl language,  
Focus of I: Overview of Perl language,  
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Perl I/O
Perl I/O


Focus of III: Perl regular expression (PRE)
==Download==
 
====Sapelo2 Cluster Training====
 
{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|[[Media:GACRC_Sapelo2_cluster_new_user_training_workshop_v10.8.pdf]]
|-
|}


Text processing using PRE
====Sap2test Migration Training====


{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
|[[Media:Migrating_to_Slurm_and_new_software_environment.pdf]]
|}


==Download==
'''Please note:''' To help users familiarize with Slurm and the test cluster environment, we have prepared some training videos that are available from the '''GACRC's Kaltura channel''' at
https://kaltura.uga.edu/channel/GACRC/176125031 (login with MyID and password is required).


====Sapelo2 Cluster Training====
==== Teaching Cluster Training====


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{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
| [[media: GACRC Sapelo2 cluster new user training workshop.pdf]]
|-
|-
| [[media: GACRC Sapelo2 cluster new user training hands-out.pdf]]
|[[Media:GACRC-Teaching-cluster-new-user-training-workshop_Spring2024.pdf]]
|-
|-
|}
|}


====Teaching Cluster Training====
====Linux Training for New Cluster Users====


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|-
| [[media: GACRC Teaching cluster new user training workshop.pdf]]
|[[Media:Linux_Training_For_New_Users_Of_Cluster_Suchi_04252019.pdf]]
|-
|-
|}
|}


====Linux Training For New Users Of Cluster====
==== Python Basics====


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{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
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|[[Media:Python_Language_Basics_I_v5.1.pdf]]
|-
|[[Media:Python_Language_Basics_II_v5.1.pdf]]
|-
|-
| [[media: Linux Training For New Users Of Cluster Suchi 07092018.pdf]]
|[[Media:Python_Basics_v6.1.pdf]]
|-
|-
|}
|}


====Python Basics====
====R Basics====


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|-
| [[media: Python Language Basics I Workshop20160328 v4.pdf]]
|[[Media:R Language Basics PowerPoint v2.0.1.pdf|Media:R_Language_Basics_PowerPoint_v2.0.pdf]]
|-
|-
| [[media: Python Language Basics II Workshop20160425 v1.pdf]]
|[[Media:R_Language_Basics_Document_v2.0.pdf]]
|-
|[[Media:R_Language_Basics_part_2_Powerpoint_v1.0.pdf]]
|-
|[[Media:R_Language_Basics_part_2_Document_v1.0.pdf]]
|-
|-
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====Perl Basics====
====Perl Basics====


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|-
| [[media: Perl Language Basics I Workshop v1.pdf]]
|[[Media:Perl_Language_Basics_I_Workshop_v1.pdf]]
|-
|-
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====Topical Sessions====
====Topical Sessions====


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{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
|
| [[media: Submit and Run Jobs Efficiently and Correctly on Sapelo v1.pdf]]
|-
| [[media: Python on GACRC Computing Resources v1.pdf]]
|-
| [[media: Introduction to GACRC Storage Environment Workshop20160427 v3.pdf]]
|-
|-
| [[media: Blast Workshop GACRC 02012017.pdf]]
| [[Media:Using_Sapelo2_Cluster_at_the_GACRC_Part_II_Rocky8.pdf]]
|-
|-
| [[media: Next-Generation Sequencing Applications at GACRC 10282016.pdf ]]
| [[Media:Using_Conda_on_the_GACRC_Sap2test_cluster_v1.pdf]]
|-
|-
| [[media: High Performance Computing (HPC) on Cluster.pdf]]
|[[Media:Blast_Workshop_GACRC_02012017.pdf]]
|-
|-
| [[media: Software installation on zcluster.pdf]]
|[[Media:Next-Generation_Sequencing_Applications_at_GACRC_10282016.pdf]]
|-
|-
|}
|}


====Out-Reach/On-Class Talk====
==== Out-Reach/On-Class Talk====


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|-
! scope="col" | Dept./Center/Institute
! scope="col" | Dept./Center/Institute
! scope="col" | Type
! scope="col" | Type
! scope="col" | Workshop PDF
! scope="col" |Workshop PDF
|-
| BCMB8330 - Spring2024||On-Class||[[Media:GACRC-Teaching-cluster-new-user-training-workshop_bcmb8330_Spring2024.pdf]]
|-
|PHYS4601/6601 - Spring2024||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601-Spring2024.pdf]] ; [[Media:Gacrc_handout2024_phys4601.pdf]]
|-
|PHYS8601 - Spring2024||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8601-Spring2024.pdf]] ; [[Media:Gacrc_handout2024_phys8601.pdf]]
|-
|CSP seminar - Fall 2023||Out-Reach||[[Media:GACRC_overview_20230822-CSP.pdf]]
|-
|BCMB8330 - Spring2023||On-Class||[[Media:GACRC-Teaching-cluster-new-user-training-workshop_bcmb8330.pdf]]
|-
|PHYS4601/6601 - Spring2023||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601.pdf]] ; [[Media:Gacrc_handout2023_phys4601.pdf]]
|-
|PHYS8602 - Spring2023||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8602.pdf]] ; [[Media:Gacrc_handout2023_phys8602.pdf]]
|-
|ILS GradFIRST course - Fall 2022||Out-Reach||[[Media:GACRC_overview_20220901-ILS.pdf]]
|-
|FYOS1001 - Fall 2022||Out-Reach||[[Media:High_Performance_Computing_(HPC)_on_GACRC_Sapelo2_Cluster.pdf]]
|-
|CSP seminar - Fall 2022||Out-Reach||[[Media:GACRC_overview_20220830-CSP.pdf]]
|-
|CSP seminar - Fall 2022||Out-Reach||[[Media:Compile_and_Run_HPC_code_on_Sapelo2.pdf]]
|-
|-
| Miller plant science - Summer 2018 || Out-Reach (jlmlab) || [[media: Introduction to GACRC Sapelo2 cluster.pdf]]
|Terry College IT - Spring2022||Out-Reach||[[Media:GACRC_overview_20220506-Terry.pdf]]
|-
|-
| Biochemistry and Molecular Biology - Spring 2018 || On-Class (BCMB8330) ||[[media: GACRC zcluster Class Training BCMB8330 Spring 2018.pdf]]
|PHYS8601 - Spring2022||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8601.pdf]]
|-
|-
| The Center for Simulational Physics - Summer 2017 || Out-Reach (CSP Seminar Talk 20170831) || [[media: Introduction on HPC Resources at the GACRC.pdf]]
|PHYS4601/6601 - Spring2022||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601.pdf]] ; [[Media:Gacrc_handout2021_phys4601.pdf]]
|-
|-
| Computational Physics - Spring 2017 || On-class (PHYS4601/6601) || [[media: phys4601.pdf]]
|PHYS8602 - Spring2021||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8602-2021.pdf]] ; [[Media:Gacrc_handout2021_phys8602.pdf]]
|-
|-
| Computational Physics - Spring 2017 || On-class (PHYS8602) || [[media: phys8602.pdf]]
|GENE4220 - Fall2020||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop_GENE4220_Fall2020.pdf]]
|-
|-
| The Institute of Bioinformatics and the Quantitative Biology Consulting Group || Out-Reach || [[media: Introduction to HPC Resources at GACRC BBB Talk 20151014.pdf]]
|College of Veterinary Medicine - Spring2020||Out-Reach (jlslab) ||[[Media:Using_GACRC_Sapelo2_Cluster-Advanced_Topics(1).pdf]]
|-
|-
| The Center for Simulational Physics || Out-Reach ((CSP Seminar Talk 20160906) || [[media: Introduction to Sapelo Computing Resources at GACRC Workshop20160906.pdf]]
|Byod Data Center - Fall2019||On-Class (FYOS1001)||[[Media:High_Performance_Computing_(HPC)_on_Cluster.pdf]]
|-
|-
| Microbiology || On-Class (MIBO8150) || [[media: Introduction to HPC Resources at GACRC MIBO8150 20160926.pdf]]
|Department of Linguistics - Fall2019||On-class (LING6570)||[[Media:GACRC_Teaching_cluster_new_user_training_workshop_LING6570_Part2.pdf]]
|-
|-
| Statistics || On-Class (STAT8060) || [[media: Introduction to HPC Using zcluster at GACRC Workshop STAT8060 20150826.pdf]]
|The Center for Simulational Physics - Fall2019 ||Out-Reach (Seminar Talk 20190820)||[[Media:Introduction_to_GACRC_Computing_Facility_-_Sapelo2_Cluster_CSP-Fall2019.pdf]]
|-
|-
| Biochemistry and Molecular Biology || On-Class (BCMB8211) || [[media: Introduction to HPC Using zcluster at GACRC BCMB8211 20160114.pdf]]
|The Center for Simulational Physics||On-Class (PHYS4601/6601)||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601.pdf]] [[Media:Gacrc_handout2019_phys4601.pdf]]
|-
|-
| Plant Biology || On-Class (PBIO/BINF8350) || [[media: Introduction to HPC Using zcluster at GACRC PBIO-BINF8350 20160115.pdf]]
|The Center for Simulational Physics||On-Class (PHYS8601)||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8601.pdf]] [[Media:Gacrc_handout2020_phys8601.pdf]]
|-
|-
| Plant Biology - Bioinformatics Applications Fall 2016 || On-Class (PBIO4550) || [[media:Introduction to HPC Using zcluster at GACRC PBIO 4550 08182016.pdf]]
|The Center for Simulational Physics ||On-Class (PHYS8602)||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8602.pdf]] [[Media:Gacrc_handout2019_phys8602.pdf]]
|-
|-
| Bioinformatics - Essential Computing Skills for Biologists Fall 2016 || On-Class (BINF4005) || [[media:Introduction to HPC Using zcluster at GACRC BINF 4005 08312016.pdf]]
|Food Science - Fall2018 ||On-Class (FYOS1001)||[[Media:High_Performance_Computing_(HPC)_on_Sapelo2_Cluster_at_GACRC.pdf]]
|-
|The Center for Simulational Physics - Summer2018||Out-Reach (Seminar Talk 20180821)||[[Media:Introduction_to_GACRC_Sapelo2_cluster.pdf]]
|-
|-
| Computers in Experimental Genetics Fall 2016 || On-Class (GENE4220) || [[media:Introduction to HPC Using zcluster at GACRC GENE 4220 10192016.pdf]]
| Miller plant science - Summer2018 ||Out-Reach (jlmlab)||[[Media:Introduction_to_GACRC_Sapelo2_cluster.pdf]]
|-
|-
| Statistics - Advanced Applications and Computing in R Fall 2016 || On-Class (STAT8330) || [[media: Introduction to HPC Using zcluster at GACRC STAT8330 11022016.pdf]]
|Biochemistry and Molecular Biology - Spring2018||On-Class (BCMB8330)||[[Media:GACRC_zcluster_Class_Training_BCMB8330_Spring_2018.pdf]]
|-
| The Center for Simulational Physics - Summer2017||Out-Reach (Seminar Talk 20170831) ||[[Media:Introduction_on_HPC_Resources_at_the_GACRC.pdf]]
|-
|Computational Physics - Spring2017||On-class (PHYS4601/6601) ||[[Media:Phys4601.pdf]]
|-
|Computational Physics - Spring2017||On-class (PHYS8602)||[[Media:Phys8602.pdf]]
|-
|The Institute of Bioinformatics and the Quantitative Biology Consulting Group|| Out-Reach||[[Media:Introduction_to_HPC_Resources_at_GACRC_BBB_Talk_20151014.pdf]]
|-
|The Center for Simulational Physics|| Out-Reach (Seminar Talk 20160906)||[[Media:Introduction_to_Sapelo_Computing_Resources_at_GACRC_Workshop20160906.pdf]]
|-
|Microbiology||On-Class (MIBO8150) ||[[Media:Introduction_to_HPC_Resources_at_GACRC_MIBO8150_20160926.pdf]]
|-
|Statistics||On-Class (STAT8060)||[[Media:Introduction_to_HPC_Using_zcluster_at_GACRC_Workshop_STAT8060_20150826.pdf]]
|-
|Biochemistry and Molecular Biology||On-Class (BCMB8211) ||[[Media:Introduction_to_HPC_Using_zcluster_at_GACRC_BCMB8211_20160114.pdf]]
|-
|Plant Biology||On-Class (PBIO/BINF8350)||[[Media:Introduction_to_HPC_Using_zcluster_at_GACRC_PBIO-BINF8350_20160115.pdf]]
|-
|Plant Biology - Bioinformatics Applications Fall2016||On-Class (PBIO4550)||[[Media:Introduction_to_HPC_Using_zcluster_at_GACRC_PBIO_4550_08182016.pdf]]
|-
| Bioinformatics - Essential Computing Skills for Biologists Fall2016||On-Class (BINF4005)||[[Media:Introduction_to_HPC_Using_zcluster_at_GACRC_BINF_4005_08312016.pdf]]
|-
|Computers in Experimental Genetics Fall2016||On-Class (GENE4220)||[[Media:Introduction_to_HPC_Using_zcluster_at_GACRC_GENE_4220_10192016.pdf]]
|-
|Statistics - Advanced Applications and Computing in R Fall2016||On-Class (STAT8330)||[[Media:Introduction_to_HPC_Using_zcluster_at_GACRC_STAT8330_11022016.pdf]]
|}
|}


'''NOTE:''' The slides may become outdated and you should always check GACRC Wiki for up to date information.
'''NOTE:''' The slides may become outdated and you should always check GACRC Wiki for up to date information.


==Past Sessions==
== Past Sessions ==
 
[[Pass Sessions in 2021]]
 
[[Past Sessions in 2020]]
 
[[Past Sessions in 2019]]


[[Past Sessions in 2018]]
[[Past Sessions in 2018]]

Latest revision as of 09:40, 15 April 2024

GACRC Training

The GACRC regularly hosts training sessions on a number of subjects relevant to the use of our computational and storage resources. Scheduled trainings will be announced through the GACRC mailing list.

NOTE: New users are required to attend a Sapelo2 cluster introductory training session and information about that will be sent once an account is requested.


Regular Training Announcement

In May 2024, the GACRC is hosting 8 training sessions (4 Linux basics and 4 Sapelo2 cluster new user trainings).

We will offer:

1. Linux training for Linux-inexperienced cluster new users (4 sessions)

2. Sapelo2 cluster new user training (4 sessions)



Please Note: The training workshops will be offered remotely via Zoom Meeting. Detailed information on how to join the Zoom meeting will be sent to your UGA email account prior to each training session.

Event Schedule

Sapelo2 Cluster New User Training

Our Sapelo2 training consists of 1 hr 30 mins of instructional videos, followed by a 1 hr 30 min workshop. The instructional videos are required to be viewed prior to the training workshop, and they can be found here

Prerequisites:

  • Linux basics. A Linux-inexperienced user must complete a prerequisite Linux training for Linux-inexperienced cluster new users.

Video Playlist Training Goals:

  • Understand the layout of Sapelo2
  • Understand the Sapelo2 file systems
  • Understand the Sapelo2 partitions
  • Understand the Sapelo2 software environment

Workshop Training Goals:

  • Understand how to request computing resources and submit a computational batch job following the Sapelo2 cluster general workflow
  • Understand how to initiate an interactive job
  • Understand how to transfer files to and from the cluster
  • Understand how to get support from GACRC support team when you have any issues on cluster
Title Date/Time
Using Sapelo2 Cluster at the GACRC April 17th, Wednesday, 2:00 PM - 4:00 PM
Using Sapelo2 Cluster at the GACRC May 9th, Thursday, 2:00 PM - 4:00 PM
Using Sapelo2 Cluster at the GACRC May 15th, Wednesday, 2:00 PM - 4:00 PM
Using Sapelo2 Cluster at the GACRC May 23rd, Thursday, 2:00 PM - 4:00 PM
Using Sapelo2 Cluster at the GACRC May 31st, Friday, 2:00 PM - 4:00 PM

Linux Training for Linux-inexperienced Cluster New Users

Please watch all videos from the Linux Basics playlist before attending the training workshop.

Prerequisite: The Linux Training workshop consists of hands-on practice of the concepts covered in the Linux Basics playlist, which must be viewed prior to attending.

Training Goals:

1. Understand fundamental concepts of Linux working environment (filesystem hierarchy, path, PATH, etc.)

2. Know how to use Linux common commands (ls, cd, pwd, cat, more, nano, mkdir, rm, cp, mv, etc.)

3. Understand what is Linux bash shell and know how to make a simple Linux script and run it in Linux environment

Title Date/Time
Use Linux on Cluster May 7th, Tuesday, 1:00 PM - 3:00 PM
Use Linux on Cluster May 13th, Monday, 1:00 PM - 3:00 PM
Use Linux on Cluster May 21st, Tuesday, 1:00 PM - 3:00 PM
Use Linux on Cluster May 29th, Wednesday, 1:00 PM - 3:00 PM

Using Sapelo2 Cluster at the GACRC, Part II

Prerequisites:

  • Linux basics. A Linux-inexperienced user must complete a prerequisite Linux training for Linux-inexperienced cluster new users.
  • Sapelo2 cluster new user training. Fundamental HPC and Sapelo2 knowledge is required for this advanced Sapelo2 workshop.

Training Goals:

1. Learn about high-performance computing framework

2. Why is my job pending? How can I get my job to start sooner? How to find available computing resources on Sapelo2?

3. How to request computing resources such as nodes, CPU cores, memory, GPU device, etc. to run serial, threaded, MPI, and GPU jobs on Sapelo2?

4. How can I make my job run more efficiently (through the correct use of software and hardware)?

5. A quick intro to MPI library and how to compile/run MPI jobs on Sapelo2

Title Date/Time
Using Sapelo2 Cluster at the GACRC, Part II Not scheduled

Python Basics

Prerequisite: No prerequisites

Training Goals:

1. Understand Python scientific modules and distributions

2. Understand Python general lexical conventions; Python built-in data types, like string, list, tuple, dictionary, etc.

3. Understand Python programming structures and procedural programming using functions

Title Date/Time
Python Basics I Not scheduled
Python Basics II Not scheduled

R Basics

Prerequisite: No prerequisites

Training Goals:

1. Understand fundamentals of R language, e.g. R general lexical conventions, data types, functions, and packages. Part 2 will introduce loops and functions.

2. Be able to manipulate and create data frames using built in functions and the dplyr package.

3. Interact with your file system and submit R code as a batch job to Sapelo 2.


Title Date/Time
R Basics I Not scheduled
R Basics II Not scheduled

Conda

Prerequisite: No prerequisites

Training Goals:

1. Understand fundamentals of conda environment

2. Use conda to create and configure your own virtual environments

3. Activate your environments to run python apps from your home directory on Sapelo2

Title Date/Time
Conda Basics Not scheduled


How to Register

Please Note, the training workshops Using Sapelo2 Cluster at the GACRC and Use Linux on Cluster are ONLY offered to new users who need computing user accounts on the GACRC Sapelo2 cluster, or any current users who have never attended the GACRC Sapelo2 cluster new user training before. Please ask your group PI/UGA faculty member to send us a request for you, using the GACRC User Account Request form at https://uga.teamdynamix.com/TDClient/Requests/ServiceDet?ID=25839

If you want to attend Python Basics, R, and Conda basics training sessions, please send us a request using the GACRC Training Request form at https://uga.teamdynamix.com/TDClient/Requests/ServiceDet?ID=25852 . In your request, please tell us which session(s) you want to attend.

The GACRC is going to host other training workshops and seminars covering various HPC topics, including HPC fundamental introduction, Linux introductory III (Linux working environment and utilities), Bioinfomatics applications on Sapelo cluster, Perl, R, C/C++/Fortran programming, etc., in the near future. We will announce those events when they are scheduled.

The GACRC Web Training page can be found at https://gacrc.uga.edu/training/ and the GACRC Wiki Training page can be found at https://wiki.gacrc.uga.edu/wiki/Training, from which you can find detailed information about upcoming and past training sessions from GACRC and download training materials.

Topic Introduction

Title: Sap2test cluster migration training

Focus: Slurm queueing system, including Slurm job commands, job environment variables, and job submission headers, etc.

The new software environment on Sap2test

Other important topics related to Sap2test working environment


Title: Using Sapelo2 Cluster at the GACRC

Focus: Sapelo2 HPC cluster and computational batch job submission workflow

Cluster's storage environment

Computational queues on cluster

Software environment

How to submit computational batch jobs

Other tips and guidelines for users


Title: Using Sapelo2 Cluster at the GACRC, Part II

Focus: More topics on how to use Sapelo2 cluster

Learn about high-performance computing framework

Why is my job pending? How can I get my job to start sooner? How to find available computing resources on Sapelo2?

How to request computing resources such as nodes, CPU cores, memory, GPU device, etc. to run serial, threaded, MPI, and GPU jobs on Sapelo2?

How can I make my job run more efficiently (through the correct use of software and hardware)?

A quick intro to MPI library and how to compile/run MPI jobs on Sapelo2


Title: Use Linux on Cluster

Focus: Linux OS fundamentals

Linux common commands, filesystem, and shell

Linux shell scripting basics

Common Linux utilities, e.g., grep, sed, find, sort, and awk, etc.

Linux Hands-on practice


Title: Python Basics I, II

Focus of I: Python language overview, scientific modules and distributions

Python general lexical conventions

Basic built-in data types, like string, list, tuple, dictionary, etc.

Focus of II: Programming structures: control flow and loop

Function: procedural programming with examples, lambda expression, factory function and generator


Title: R Basics I, II

Focus of I: R language overview,general lexical conventions, data types, functions, and packages.

Basic built-in data types, like string, numeric, list, dataframe etc. Using the dplyr package.

Focus of II: Programming structures: control flow, loops and functions

Title: Python on GACRC Sapelo2 Cluster

Focus: Install Python packages/modules in a user's home directory on Sapelo2 cluster

Python versions installed on Sapelo2

Python environment details on Sapelo2

How to know a Python package is installed or not on Sapelo2

How to install a Python package in user's home directory on Sapelo2


Title: Do It Yourself: Using Conda to create and run python environments to suit your computing needs effortlessly!

Focus: Use conda to create and configure your own python virtual environments; Activate your environments to run python apps from your home directory on Sapelo2

What is Conda and its environment

Conda on Sapelo2

Use conda to create and configure your own python virtual environments

Activate your environments to run python apps from your home directory on Sapelo2


Title: How to submit and run jobs efficiently and correctly on Sapelo2

Focus: Sapelo2 cluster general workflow and correct computing resource requesting

Overview of Sapelo2 cluster with reference tables and operational diagrams

Sapelo2 batch job submission workflow taking global scratch as job working space

How to request computing resources correctly

How to run pipeline tasks and what are advantages/disadvantages of different options

Sapelo2 cluster guideline and practical tips


Title: GACRC Storage Environment

Focus: Overview of Linux common commands related to file and folder operations

Overview of the storage enviornment of zcluster and Sapelo cluster at GACRC

How to transfer data between local and GACRC storage

New file transfer node xfer2 and how to use it to transfer data between zcluster and the new cluster

GACRC suggestions on good practices on GACRC storage, etc;


Title: NCBI Blast application on sapelo

Focus: Introduction to BLAST

BLAST job submission to sapelo

Advantages & Disadvantages: NCBI website vs run at sapelo.

Understand BLAST output

Troubleshooting the BLAST results


Title: NGS application overview at GACRC

Focus: Overview of Bioinformatics software available on HPC clusters at GACRC

It’s a brave new world – NGS and its Applications

Hardware, Software, Databases available at GACRC

NGS project: Logistics and resource considerations

Best practices, common mistakes, troubleshooting and getting help from GACRC


Title: Perl Language Basics I, II

Focus of I: Overview of Perl language,

Perl general scripting style

Perl fundamental data types

Focus of II: Program structure: control flow and loop

Perl subroutine

Perl I/O

Download

Sapelo2 Cluster Training

Media:GACRC_Sapelo2_cluster_new_user_training_workshop_v10.8.pdf

Sap2test Migration Training

Media:Migrating_to_Slurm_and_new_software_environment.pdf

Please note: To help users familiarize with Slurm and the test cluster environment, we have prepared some training videos that are available from the GACRC's Kaltura channel at https://kaltura.uga.edu/channel/GACRC/176125031 (login with MyID and password is required).

Teaching Cluster Training

Media:GACRC-Teaching-cluster-new-user-training-workshop_Spring2024.pdf

Linux Training for New Cluster Users

Media:Linux_Training_For_New_Users_Of_Cluster_Suchi_04252019.pdf

Python Basics

Media:Python_Language_Basics_I_v5.1.pdf
Media:Python_Language_Basics_II_v5.1.pdf
Media:Python_Basics_v6.1.pdf

R Basics

Media:R_Language_Basics_PowerPoint_v2.0.pdf
Media:R_Language_Basics_Document_v2.0.pdf
Media:R_Language_Basics_part_2_Powerpoint_v1.0.pdf
Media:R_Language_Basics_part_2_Document_v1.0.pdf

Perl Basics

Media:Perl_Language_Basics_I_Workshop_v1.pdf

Topical Sessions

Media:Using_Sapelo2_Cluster_at_the_GACRC_Part_II_Rocky8.pdf
Media:Using_Conda_on_the_GACRC_Sap2test_cluster_v1.pdf
Media:Blast_Workshop_GACRC_02012017.pdf
Media:Next-Generation_Sequencing_Applications_at_GACRC_10282016.pdf

Out-Reach/On-Class Talk

Dept./Center/Institute Type Workshop PDF
BCMB8330 - Spring2024 On-Class Media:GACRC-Teaching-cluster-new-user-training-workshop_bcmb8330_Spring2024.pdf
PHYS4601/6601 - Spring2024 On-Class Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601-Spring2024.pdf ; Media:Gacrc_handout2024_phys4601.pdf
PHYS8601 - Spring2024 On-Class Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8601-Spring2024.pdf ; Media:Gacrc_handout2024_phys8601.pdf
CSP seminar - Fall 2023 Out-Reach Media:GACRC_overview_20230822-CSP.pdf
BCMB8330 - Spring2023 On-Class Media:GACRC-Teaching-cluster-new-user-training-workshop_bcmb8330.pdf
PHYS4601/6601 - Spring2023 On-Class Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601.pdf ; Media:Gacrc_handout2023_phys4601.pdf
PHYS8602 - Spring2023 On-Class Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8602.pdf ; Media:Gacrc_handout2023_phys8602.pdf
ILS GradFIRST course - Fall 2022 Out-Reach Media:GACRC_overview_20220901-ILS.pdf
FYOS1001 - Fall 2022 Out-Reach Media:High_Performance_Computing_(HPC)_on_GACRC_Sapelo2_Cluster.pdf
CSP seminar - Fall 2022 Out-Reach Media:GACRC_overview_20220830-CSP.pdf
CSP seminar - Fall 2022 Out-Reach Media:Compile_and_Run_HPC_code_on_Sapelo2.pdf
Terry College IT - Spring2022 Out-Reach Media:GACRC_overview_20220506-Terry.pdf
PHYS8601 - Spring2022 On-Class Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8601.pdf
PHYS4601/6601 - Spring2022 On-Class Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601.pdf ; Media:Gacrc_handout2021_phys4601.pdf
PHYS8602 - Spring2021 On-Class Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8602-2021.pdf ; Media:Gacrc_handout2021_phys8602.pdf
GENE4220 - Fall2020 On-Class Media:GACRC_Teaching_cluster_new_user_training_workshop_GENE4220_Fall2020.pdf
College of Veterinary Medicine - Spring2020 Out-Reach (jlslab) Media:Using_GACRC_Sapelo2_Cluster-Advanced_Topics(1).pdf
Byod Data Center - Fall2019 On-Class (FYOS1001) Media:High_Performance_Computing_(HPC)_on_Cluster.pdf
Department of Linguistics - Fall2019 On-class (LING6570) Media:GACRC_Teaching_cluster_new_user_training_workshop_LING6570_Part2.pdf
The Center for Simulational Physics - Fall2019 Out-Reach (Seminar Talk 20190820) Media:Introduction_to_GACRC_Computing_Facility_-_Sapelo2_Cluster_CSP-Fall2019.pdf
The Center for Simulational Physics On-Class (PHYS4601/6601) Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601.pdf Media:Gacrc_handout2019_phys4601.pdf
The Center for Simulational Physics On-Class (PHYS8601) Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8601.pdf Media:Gacrc_handout2020_phys8601.pdf
The Center for Simulational Physics On-Class (PHYS8602) Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8602.pdf Media:Gacrc_handout2019_phys8602.pdf
Food Science - Fall2018 On-Class (FYOS1001) Media:High_Performance_Computing_(HPC)_on_Sapelo2_Cluster_at_GACRC.pdf
The Center for Simulational Physics - Summer2018 Out-Reach (Seminar Talk 20180821) Media:Introduction_to_GACRC_Sapelo2_cluster.pdf
Miller plant science - Summer2018 Out-Reach (jlmlab) Media:Introduction_to_GACRC_Sapelo2_cluster.pdf
Biochemistry and Molecular Biology - Spring2018 On-Class (BCMB8330) Media:GACRC_zcluster_Class_Training_BCMB8330_Spring_2018.pdf
The Center for Simulational Physics - Summer2017 Out-Reach (Seminar Talk 20170831) Media:Introduction_on_HPC_Resources_at_the_GACRC.pdf
Computational Physics - Spring2017 On-class (PHYS4601/6601) Media:Phys4601.pdf
Computational Physics - Spring2017 On-class (PHYS8602) Media:Phys8602.pdf
The Institute of Bioinformatics and the Quantitative Biology Consulting Group Out-Reach Media:Introduction_to_HPC_Resources_at_GACRC_BBB_Talk_20151014.pdf
The Center for Simulational Physics Out-Reach (Seminar Talk 20160906) Media:Introduction_to_Sapelo_Computing_Resources_at_GACRC_Workshop20160906.pdf
Microbiology On-Class (MIBO8150) Media:Introduction_to_HPC_Resources_at_GACRC_MIBO8150_20160926.pdf
Statistics On-Class (STAT8060) Media:Introduction_to_HPC_Using_zcluster_at_GACRC_Workshop_STAT8060_20150826.pdf
Biochemistry and Molecular Biology On-Class (BCMB8211) Media:Introduction_to_HPC_Using_zcluster_at_GACRC_BCMB8211_20160114.pdf
Plant Biology On-Class (PBIO/BINF8350) Media:Introduction_to_HPC_Using_zcluster_at_GACRC_PBIO-BINF8350_20160115.pdf
Plant Biology - Bioinformatics Applications Fall2016 On-Class (PBIO4550) Media:Introduction_to_HPC_Using_zcluster_at_GACRC_PBIO_4550_08182016.pdf
Bioinformatics - Essential Computing Skills for Biologists Fall2016 On-Class (BINF4005) Media:Introduction_to_HPC_Using_zcluster_at_GACRC_BINF_4005_08312016.pdf
Computers in Experimental Genetics Fall2016 On-Class (GENE4220) Media:Introduction_to_HPC_Using_zcluster_at_GACRC_GENE_4220_10192016.pdf
Statistics - Advanced Applications and Computing in R Fall2016 On-Class (STAT8330) Media:Introduction_to_HPC_Using_zcluster_at_GACRC_STAT8330_11022016.pdf

NOTE: The slides may become outdated and you should always check GACRC Wiki for up to date information.

Past Sessions

Pass Sessions in 2021

Past Sessions in 2020

Past Sessions in 2019

Past Sessions in 2018

Past Sessions in 2017

Past Sessions in 2016

Past Sessions in 2015

Retrieved from "https://wiki.gacrc.uga.edu/index.php?title=Training&oldid=21796"