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==GACRC Training==


==Training Sessions==
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 [https://kaltura.uga.edu/playlist/dedicated/176125031/1_4o12v8b4/1_9zi68rgi here]'''


'''Prerequisites:'''


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


'''NOTE: New users are required to attend an introductory training session and information about that will be sent once an account is requested.'''
'''Video Playlist Training Goals:'''  


* Understand the layout of Sapelo2


==Event Announcement==
* Understand the Sapelo2 file systems


* Understand the Sapelo2 partitions


The GACRC is going to host '''thirteen''' training workshop in '''February''' of '''2016'''. These workshops will provide an introduction to the GACRC Linux high performance computing (HPC) clusters and the Linux basics. We have '''three''' Linux practice sessions for GACRC users to obtain Linux hands-on working experiences. We have '''three''' topical sessions focusing on GACRC storage environment, software installation on zcluster, and the NCBI Blast software on zcluster.
* Understand the Sapelo2 software environment


The GACRC is going to host '''ten''' training workshop in '''March''' of '''2016'''. These workshops will provide an introduction to the GACRC Linux high performance computing (HPC) clusters and the Linux basics. We have '''two''' Linux practice sessions for GACRC users to obtain Linux hands-on working experiences. We have '''two''' topical sessions focusing on the NCBI Blast software on zcluster and scientific Python basics.
'''Workshop Training Goals:'''


====Training Location====
* Understand how to request computing resources and submit a computational batch job following the Sapelo2 cluster general workflow


Davison Life Sciences Complex (Life Science Building), Room C128, 120 East Green St, Athens, GA 30602
* Understand how to initiate an interactive job


===Regular New User Training===
* Understand how to transfer files to and from the cluster


=====February Schedule=====
* Understand how to get support from GACRC support team when you have any issues on cluster


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! scope="col" |Title
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! scope="col" |Date/Time
|-
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| Introduction to HPC Using the New Cluster at GACRC || February 8th, Monday, 10:00 AM - 11:30 AM
|Using Sapelo2 Cluster at the GACRC
|May 15th, Wednesday, 2:00 PM - 4:00 PM
|-
|-
| Introduction to HPC Using zcluster at GACRC || February 10th, Wednesday, 3:00 PM - 4:30 PM
|Using Sapelo2 Cluster at the GACRC
|May 23rd, Thursday, 2:00 PM - 4:00 PM
|-
|-
| Introduction to HPC Using zcluster at GACRC || February 22nd, Monday, 10:00 AM - 11:30 AM
|Using Sapelo2 Cluster at the GACRC
|May 31st, Friday, 2:00 PM - 4:00 PM
|-
|-
| Introduction to HPC Using the New Cluster at GACRC || February 24th, Wednesday, 3:00 PM - 4:30 PM
|-
| Introduction to HPC Using the New Cluster at GACRC || February 24th, Wednesday, 3:00 PM - 4:30 PM
|}
|}


=====March Schedule=====
===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.) 


{| width="100%" border="1" cellspacing="0" cellpadding="2" align="center" class="wikitable unsortable"
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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| Introduction to HPC Using the New Cluster at GACRC || March 2nd, Wednesday, 3:00 PM - 4:30 PM
|-
| Introduction to HPC Using zcluster at GACRC || March 14th, Monday, 10:00 AM - 11:30 AM
|-
|-
| Introduction to HPC Using the New Cluster at GACRC || March 21st, Monday, 10:00 AM - 11:30 AM
|Use Linux on Cluster
|May 21st, Tuesday, 1:00 PM - 3:00 PM
|-
|-
| Introduction to HPC Using zcluster at GACRC || March 30th, Wednesday, 3:00 PM - 4:30 PM
|Use Linux on Cluster
|May 29th, Wednesday, 1:00 PM - 3:00 PM
|-
|-
|}
|}


===Linux Basics and Hands-on===
===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)?


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


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! scope="col" | Title
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| Linux Hands-on Practice Session (Basic Linux knowledge required) || February 8th, Monday, 1:00 PM - 2:30 PM
|-
|-
| Introduction to Linux Basics Part-I || February 15th, Monday, 10:00 AM - 11:30 AM
|Using Sapelo2 Cluster at the GACRC, Part II
|Not scheduled                                         
|-
|-
| Linux Hands-on Practice Session (Basic Linux knowledge required) || February 17th, Wednesday, 3:00 PM - 4:30 PM
|-
| Introduction to Linux Basics Part-II || February 22nd, Monday, 1:00 PM - 2:30 PM
|-
| Linux Hands-on Practice Session (Basic Linux knowledge required) || February 29th, Monday, 1:00 PM - 2:30 PM
|}
|}


=====March Schedule=====
===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.


{| width="100%" border="1" cellspacing="0" cellpadding="2" align="center" class="wikitable unsortable"
3. Understand Python programming structures and procedural programming using functions
 
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|-
! scope="col" | Title
! scope="col" | Title
! scope="col" | Date/Time
! scope="col" |Date/Time
|-
|-
| Introduction to Linux Basics I || March 14th, Monday, 1:00 PM - 2:30 PM
|Python Basics I||Not scheduled
|-
|-
| Linux Hands-on Practice Session (Basic Linux knowledge required) || March 16th, Wednesday, 3:00 PM - 4:30 PM
|Python Basics II||Not scheduled
|-
|-
| Introduction to Linux Basics II || March 21st, Monday, 1:00 PM - 2:30 PM
|-
| Linux Hands-on Practice Session (Basic Linux knowledge required) || March 28th, Monday, 10:00 AM - 11:30 AM
|}
|}


===R Basics===
'''Prerequisite:''' No prerequisites


===Topical Sessions===
'''Training Goals:'''


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


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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
! scope="col" |Title
! scope="col" | Date/Time
! scope="col" |Date/Time
|-
|-
| Introduction to GACRC Storage Environment || February 3rd, 2016, Wednesday, 3:00 PM - 4:30 PM
| R Basics I||Not scheduled
|-
|-
| How to Install Software on zcluster at GACRC || February 15th, 2016, Monday, 1:00 PM - 2:30 PM
|R Basics II||Not scheduled
|-
| How to run NCBI Blast on zcluster at GACRC || February 29th, 2016, Monday, 10:00 AM - 11:30 AM
|-
|-
|}
|}


=====March Schedule=====
===Conda===
'''Prerequisite:''' No prerequisites
 
'''Training Goals:'''
 
1. Understand fundamentals of conda environment
 
2. Use conda to create and configure your own virtual environments


{| width="100%" border="1" cellspacing="0" cellpadding="2" align="center" class="wikitable unsortable"
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"
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|-
! scope="col" | Title
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! scope="col" |Date/Time
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|-
| How to run NCBI Blast on zcluster at GACRC || March 23rd, 2016, Wednesday, 3:00 PM - 4:30 PM
|Conda Basics||Not scheduled
|-
| Scientific Python Basics I || March 28th, 2016, Monday, 1:00 PM - 2:30 PM
|-
|-
|}
|}


'''Who Should Attend: ''' New HPC cluster and zcluster users, or researchers who are interested in learning about the GACRC computing resources and Linux basics (Linux OS, Linux filesystem, shell, and common commands, scripting, etc.).


==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'''


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


The new software environment on Sap2test


Title: '''Introduction to HPC Using the New Cluster at GACRC'''
Other important topics related to Sap2test working environment


Focus:


What's the new cluster at GACRC
Title: '''Using Sapelo2 Cluster at the GACRC'''


New cluster's current computing resources
Focus: Sapelo2 HPC cluster and computational batch job submission workflow


New cluster software environment
Cluster's storage environment


How to operate with the new cluster
Computational queues on cluster


How to work with the new 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.
Software environment
 
How to submit computational batch jobs
 
Other tips and guidelines for users
   
   


Title: '''Introduction to HPC Using zcluster at GACRC'''
Title: '''Using Sapelo2 Cluster at the GACRC, Part II'''


Focus:
Focus: More topics on how to use Sapelo2 cluster


What's zcluster at GACRC
Learn about high-performance computing framework


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


zcluster software environment
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 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.
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: '''Introduction to Linux Basics Part-I'''


Focus:


Linux OS and brief history
Title: '''Use Linux on Cluster'''


Linux command, filesystem, and shell
Focus: Linux OS fundamentals


Linux common commands, etc.
Linux common commands, filesystem, and shell


Linux shell scripting basics


Title: '''Introduction to Linux Basics Part-II (Basic Linux knowledge required)'''
Common Linux utilities, e.g., grep, sed, find, sort, and awk, etc.


Focus:
Linux Hands-on practice


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:
Focus of II: Programming structures: control flow and loop


Hands-on practice on Linux common commands and shell scripting with common Linux utilities, e.g., sort, find, grep, awk, and sed etc.
Function: procedural programming with examples, lambda expression, factory function and generator




Title: '''Introduction to GACRC Storage Environment'''
Title: '''R Basics I, II'''


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


Overview of Linux common commands related to file and folder operations
Basic built-in data types, like string, numeric, list, dataframe etc. Using the dplyr package.


Overview of the storage enviornment of zcluster and the new cluster at GACRC
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
How to transfer data between local and GACRC storage
Line 202: Line 327:




==How to Register==
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'''


If you would like to attend, please respond by email to: '''zhuofei@uga.edu''' or '''pakala@uga.edu'''. Also please tell us which session you want to attend.
Focus of I: Overview of Perl language,  


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.
Perl general scripting style


Perl fundamental data types


The GACRC is going to host other training workshops and seminars covering various HPC topics, including HPC introduction, Linux working environment and utilities (Linux Part III), Bioinfomatics applications, scientific programming, etc., in the near future. We will announce those events when they are scheduled.
Focus of II: Program structure: control flow and loop


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.
Perl subroutine


Perl I/O


==Download==
==Download==


====Sapelo2 Cluster Training====


====Regular New User 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]]
|-
|}


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====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]]
|}
 
'''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====
 
{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
|-
| [[media: Introduction to HPC Using the New Cluster at GACRC Workshop20160202 v7.pdf]]
|[[Media:GACRC-Teaching-cluster-new-user-training-workshop_Spring2024.pdf]]
|-
|-
| [[media: Introduction to HPC Using zcluster at GACRC Workshop20160201 v6.pdf]]
|}
 
====Linux Training for New Cluster Users====
 
{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
|-
| [[media: Introduction to HPC Using zcluster at GACRC Workshop Pakala 02102016.pdf]]
|[[Media:Linux_Training_For_New_Users_Of_Cluster_Suchi_04252019.pdf]]
|-
|-
|}
|}


====Linux Basics and Hands-on====
==== Python Basics====


{| width="100%" border="1" cellspacing="0" cellpadding="2" align="center" class="wikitable unsortable"
{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
|[[Media:Python_Language_Basics_I_v5.1.pdf]]
|-
|[[Media:Python_Language_Basics_II_v5.1.pdf]]
|-
|[[Media:Python_Basics_v6.1.pdf]]
|-
|}
 
====R Basics====
 
{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
|[[Media:R Language Basics PowerPoint v2.0.1.pdf|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: Introduction to Linux Basics Part-I Workshop20160113 v3.pdf]]
|[[Media:R_Language_Basics_part_2_Document_v1.0.pdf]]
|-
|-
| [[media: Introduction to Linux Basics Part-II Workshop20151130 v2.pdf]]
|}
 
====Perl Basics====
 
{| class="wikitable unsortable" width="100%" border="1" cellspacing="0" cellpadding="2" align="center"
|-
|-
| [[media: Linux Hands-on Practice 20160120.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: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: Introduction to GACRC Storage Environment Workshop20151109 v2.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]]
|-
|-
| The Institute of Bioinformatics and the Quantitative Biology Consulting Group || Out-Reach || [[media: Introduction to HPC Resources at GACRC BBB Talk 20151014.pdf]]
|CSP seminar - Fall 2022||Out-Reach||[[Media:Compile_and_Run_HPC_code_on_Sapelo2.pdf]]
|-
|-
| The Center for Simulational Physics || Out-Reach || [[media: Introduction to HPC Using the New Cluster at GACRC Workshop CSP20150915 v2.pdf]]
|Terry College IT - Spring2022||Out-Reach||[[Media:GACRC_overview_20220506-Terry.pdf]]
|-
|-
| Microbiology || On-Class (MIBO8150) || [[media: Introduction to HPC Resources at GACRC MIBO8150 20151007.pdf]]
|PHYS8601 - Spring2022||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8601.pdf]]
|-
|-
| Statistics || On-Class (STAT8060) || [[media: Introduction to HPC Using zcluster at GACRC Workshop STAT8060 20150826.pdf]]
|PHYS4601/6601 - Spring2022||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys4601.pdf]] ; [[Media:Gacrc_handout2021_phys4601.pdf]]
|-
|-
| Biochemistry and Molecular Biology || On-Class (BCMB8211) || [[media: Introduction to HPC Using zcluster at GACRC BCMB8211 20160114.pdf]]
|PHYS8602 - Spring2021||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop-phys8602-2021.pdf]] ; [[Media:Gacrc_handout2021_phys8602.pdf]]
|-
|-
| Plant Biology || On-Class (PBIO/BINF8350) || [[media: Introduction to HPC Using zcluster at GACRC PBIO-BINF8350 20160115.pdf]]
|GENE4220 - Fall2020||On-Class||[[Media:GACRC_Teaching_cluster_new_user_training_workshop_GENE4220_Fall2020.pdf]]
|-
|-
| Biochemistry and Molecular Biology || On-Class (BCMB8330) ||[[media: Introduction to HPC Using zcluster at GACRC BCMB8330 20160209 v2.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]]
|-
|-
| Bioinformatics - Applied Genome Analysis || On-Class (BINF8940) ||[[media:Introduction to HPC Using zcluster at GACRC BINF8940 20160128.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.
'''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==
[[Past Sessions in 2017]]


[[Past Sessions in 2016]]
[[Past Sessions in 2016]]


[[Past Sessions in 2015]]
[[Past Sessions in 2015]]

Latest revision as of 08:53, 14 May 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 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 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=21887"