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Repository with configuration setup of a prototype of analysis facility - "coffea-casa"

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CoffeaTeam/coffea-casa

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About Coffea-casa

The prototype analysis facility provides services for “low latency columnar analysis”, enabling rapid processing of data in a column-wise fashion. These services, based on Dask and Jupyter notebooks, aim to dramatically lower time for analysis and provide an easily-scalable and user-friendly computational environment that will simplify, facilitate, and accelerate the delivery of HEP results. The facility is built on top of a Kubernetes cluster and integrates dedicated resources with resources allocated via fairshare through the local HTCondor system. In addition to the user-facing interfaces such as Dask, the facility also manages access control through single-sign-on and authentication & authorization for data access. The notebooks in this repository andCoffea-casa tutorials include simple HEP analysis examples, managed interactively in a Jupyter notebook and scheduled on Dask workers and accessing both public and protected data.

Analysis repositories using coffea-casa

  • Commissioning studies in the BTV POG based on (custom) nanoAOD samples
  • SUEP Coffea Dask - Repository for SUEP using fastjet with awkward input from PFnano nanoAOD samples
  • Tools for running the CMS Higgs to Two Photons Analysis on NanoAOD

Docker images used for Coffea-casa

LatestDockerHub Images:

ImageDescriptionSizePullsVersion
coffea-casaDask scheduler image for coffea-casa hub
coffea-casa-analysisDask worker image for coffea-casa hub

Helm charts,coffea_casa package and Docker image tags

This repository uses GitHub Actions to build images, run tests, and push charts, python package to PyPI and images to DockerHub (Docker images, charts and python package tags are syncronised with Coffea-casa releases).

  1. Tags pushed to GitHub trigger Docker image published with corresponding tags on Dockerhub:coffeateam/coffea-casa:x.x.x andcoffeateam/coffea-casa-analysis:x.x.x.Tags pushed to GitHub as well trigger Docker image published with corresponding tags on Openscience Harbor Registry:hub.opensciencegrid.org/coffea-casa:x.x.x andhub.opensciencegrid.org/coffea-casa-analysis:x.x.x.Thelatest tag in both cases also corresponds to the most recent GitHub tag.

  2. Tags pushed to GitHub trigger Helm charts releases with corresponding Helm Chart tag and with charts published tohttps://coffeateam.github.io/coffea-casa.

  3. Tags pushed to GitHub will pushcoffea_casa python package to PyPI (same as a tag).

How to tag

A list of "must" steps to do before to tag:

  1. Tag Docker imagescoffeateam/coffea-casa:x.x.x andcoffeateam/coffea-casa-analysis:x.x.x changing$TAG value inhttps://github.com/CoffeaTeam/coffea-casa/blob/master/docker/coffea-casa/Dockerfile andhttps://github.com/CoffeaTeam/coffea-casa/blob/master/docker/coffea-casa-analysis/Dockerfile

  2. Tag Helm Chart's changing$appVersion value in Charts.yaml file in seehttps://github.com/CoffeaTeam/coffea-casa/blob/master/charts/coffea-casa/Chart.yaml

  3. Add new tag:https://github.com/CoffeaTeam/coffea-casa/releases

Please note we are usingdate-based versioning for Coffea-casa Docker images, Helm charts and Pypi module.

References

  • Coffea-casa: an analysis facility prototype, M. Adamec, G. Attebury, K. Bloom, B. Bockelman, C. Lundstedt, O. Shadura and J. Thiltges, arXiv2103.01871 (02 Mar 2021).
  • PyHEP 2020 coffea-casa proceedings:DOI
  • The PyHEP 2020 introductory Youtube video ishere.

Contact us

Interested? You can reach us inGithub Discussions or in IRIS-HEP Slack channel.


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