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Build large-scale task workflows: luigi + job submission + remote targets + environment sandboxing using Docker/Singularity

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Note: This project is currently under development. Version 0.1.0 will be the first, fully documented alpha release.

Use law to build complex and large-scale task workflows. It is build on top of luigi and adds abstractions for run locations, storage locations and software environments. Law strictly disentangles these building blocks and ensures they remain interchangeable and resource-opportunistic.

Key features:

  • CLI with auto-completion and interactive status and dependency inspection.
  • Remote targets with automatic retries and local caching
    • WebDAV, HTTP, Dropbox, SFTP, all WLCG protocols (srm, xrootd, rfio, dcap, gsiftp, ...)
  • Automatic submission to batch systems from within tasks
    • HTCondor, LSF, gLite, ARC
  • Environment sandboxing, configurable on task level
    • Docker, Singularity, Sub-Shells

First steps

Installation and Dependencies

Install via pip:

pip install law

This command also installs luigi and six.

Remote targets also require gfal2 and gfal2-python (optional, also via pip) to be installed.

Examples

Development

Authors

License

The MIT License (MIT)

Copyright (c) 2016-2018 Marcel R.

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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Build large-scale task workflows: luigi + job submission + remote targets + environment sandboxing using Docker/Singularity

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