https://github.com/njit-hpc-initiative/tutorial-arkouda-njit
This repository is a compilation of all the resources for Arkouda and Arachne. The resources here are also going to be used for the workshop to be held at PPoPP 2023
https://github.com/njit-hpc-initiative/tutorial-arkouda-njit
arkouda chapel graphs hpc python
Last synced: 3 months ago
JSON representation
This repository is a compilation of all the resources for Arkouda and Arachne. The resources here are also going to be used for the workshop to be held at PPoPP 2023
- Host: GitHub
- URL: https://github.com/njit-hpc-initiative/tutorial-arkouda-njit
- Owner: njit-hpc-initiative
- Created: 2022-08-27T02:32:57.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2023-03-08T01:05:37.000Z (about 2 years ago)
- Last Synced: 2025-02-14T23:09:22.463Z (3 months ago)
- Topics: arkouda, chapel, graphs, hpc, python
- Language: Jupyter Notebook
- Homepage: https://njit-hpc-initiative.github.io/
- Size: 23.6 MB
- Stars: 4
- Watchers: 0
- Forks: 2
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Interactive Large-Scale Data and Graph Analytics
## About Arkouda
Arkouda is an open-source framework created with the intention to facilitate the processing of data at-scale with a interface similar to NumPy. It is powered through a powerful Chapel back end with a simple-to-use Python front end.
In this tutorial, we will demonstrate how Arkouda can be used not only for typical data analysis, but also explore how it can be used for large-scale graph analysis through our recently realesed Arachne framework. We will show all the steps in a typical data science workflow from data gathering to data cleaning, and ultimately, data visualization.
## About Arachne
Arachne is an Arkouda Package for Large-Scale Graph Analytics
## Previous Work 🔧
### Talks 📢
- Arkouda Hack-a-thon [videos](https://www.youtube.com/playlist?list=PLpuVAiniqZRXnOAhfHmxbAcVPtMKb-RHN)
- Bill Reus' March 2021 talk at the NJIT Data Science [Seminar](https://www.youtube.com/watch?v=hzLbJF-fvjQ&t=3s)
- Bill Reus' CHIUW 2020 Keynote [video](https://youtu.be/g-G_Z_3pgUE) and [slides](https://chapel-lang.org/CHIUW/2020/Reus.pdf)
- Mike Merrill's CHIUW 2019 [talk](https://chapel-lang.org/CHIUW/2019/Merrill.pdf)
- Bill Reus' CLSAC 2019 [talk](http://www.clsac.org/uploads/5/0/6/3/50633811/2019-reus-arkuda.pdf)
- (PAW-ATM) [talk](https://github.com/sourceryinstitute/PAW/raw/gh-pages/PAW-ATM19/presentations/PAW-ATM2019_talk11.pdf)
and [abstract](https://github.com/sourceryinstitute/PAW/raw/gh-pages/PAW-ATM19/extendedAbstracts/PAW-ATM2019_abstract5.pdf)
--------------------------------------------------------
### Publications 📗
- Arachne: An Arkouda Package for Large-Scale Graph Analytics
- Oliver Alvarado Rodriguez, Zhihui Du, Joseph T. Patchett, Fuhuan Li, David A. Bader [link](https://www.oliveralvaradorodriguez.net/publication/2022-rdplb/)
- Large Scale String Analytics in Arkouda, IEEE HPEC.
- Zhihui Du, Oliver Alvarado Rodriguez, David Bader (2021). [link](https://davidbader.net/publication/2021-drb2/2021-drb2.pdf)
- Enabling Exploratory Large Scale Graph Analytics through Arkouda. IEEE HPEC.
- Zhihui Du, Oliver Alvarado Rodriguez, David Bader (2021). [link](https://davidbader.net/publication/2021-drb/2021-drb.pdf)
- K-Truss Implementation in Arkouda (Extended Abstract).
- Joseph Patchett, Zhihui Du, David Bader (2021). IEEE HPEC. [link](https://davidbader.net/publication/2021-pdb/2021-pdb.pdf)
- Interactive Graph Stream Analytics in Arkouda.
- Zhihui Du, Oliver Alvarado Rodriguez, Joseph Patchett, David Bader (2021). [link](https://davidbader.net/publication/2021-drpb/2021-drpb.pdf)
- Exploratory Large Scale Graph Analytics in Arkouda. CHIUW.
- Zhihui Du, Oliver Alvarado Rodriguez, David A. Bader, Michael Merrill, William Reus (2021). [link](https://davidbader.net/publication/2021-drbmr/2021-drbmr.pdf)
--------------------------------------------------------
### Videos 📹
- Arkouda Hack-a-thon [videos](https://www.youtube.com/playlist?list=PLpuVAiniqZRXnOAhfHmxbAcVPtMKb-RHN)
--------------------------------------------------------
### Threads 🧵
Brief Intro about Arkouda [Click Here](https://twitter.com/KhatwaniNaren/status/1520519698038898691?s=20&t=jSUgnRajicmanFdS9C_3ig)
## Bader Research Group Website 💻
Click [here](https://njit-hpc-initiative.github.io) to view
## Open Source Contribution to the NJIT - HPC Initiative
## Gitter channels 🔗
[Arkouda Gitter channel](https://gitter.im/ArkoudaProject/community)
[Chapel Gitter channel](https://gitter.im/chapel-lang/chapel)
[Discord Server](https://discord.gg/sAD2XajWjS)