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Stan Docker Image Plans
Nicusor Serban edited this page Jul 27, 2020
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This page serves to collect ideas for an official Stan Docker image.
- Self-contained environment for teaching
- Reference stack to build upon for doing reproducible research
- Debugging and development of Stan by developers
- Automated build and test system
The question is how exactly the group satisfies a particular use case when the Stan
project offers so many options to potential users. It might make more sense to think about how technical implementations map onto use-cases, with the hope to minimize the number of different images we would need to maintain.
- An interactive session like
JupyterHub
orRstudio server
would be invaluable in a class but unnecessary when trying to do integration testing. - Applied researchers using one of the R interfaces would likely want a number of other
Stan
connected R packages, while those adding functionality toStan Math
probably don't needposterior
orloo
.
- Which interfaces and components in StanDev should get their own dedicated image?
- Should pre-compiled be included?
- Which existing Docker software stack(s) should these containers build upon?
- fast compiles (clang?)
- different compiler settings for modelling or Stan development
- support for compilation with ccache to speedup re-compilation
- persistency through Docker volumes(?) or local mounts ( maybe docker-compose? )
- pre-deploy Stan libraries such as the TBB, boost
- MPI enable / disabled
- Integration with Jenkins
- Integration with Rocker project
- Integration with JupyterHub
- Rapid availability with each release (maybe even a dev version supporting to create the image from git hashes)