Welcome to JEDI!
This documentation will help you get started with JEDI whether you are a user or a developer.
Table of Contents¶
- Working Practices
- Developer Tools and Practices
- JEDI Environment
- Building, Testing, and Running JEDI
- JEDI Components
- Running JEDI on AWS
The long term objective of the Joint Effort for Data assimilation Integration (JEDI) is to provide a unified data assimilation framework for research and operational use, for different components of the Earth system, and for different applications, with the objective of reducing or avoiding redundant work within the community and increasing efficiency of research and of the transition from development teams to operations.
See the following links for additional background information.
Nowadays, software development is a collaborative activity, between members of a team and across teams, locally or spread over different cities or countries. Developers working on common software might even never physically meet. Nevertheless, work needs to be coordinated efficiently to avoid wasted effort. Modern software engineering practices make this routine achievement in the software industry. The infrastructure proposed here in the context of weather forecasting and related developments relies on those modern software engineering practices. It enables fast and easy engagement, flexible code management and proper control of operational releases.
This section describes the working practices and governance for collaborative code development using the GitHub ecosystem (GitHub and ZenHub) and the git flow workflow. GitHub is a git management tool with online interface and repositories and ZenHub is a planning and issue tracking tool that links with git repositories. These tools are all cross connected to form an ecosystem that has become an industry standard. They provide the means for easy access and fast engagement while still allowing proper control at all levels.
This document is fairly general and most of it can be applied to any collaborative code development. Practical aspects for developers to start with the system are described separately.
See the following links for more details on the JEDI working practices.
Governance of a community system¶
The decision to include code or not into a community system depends on several criteria. Of course scientific and technical quality are among the criteria, but usefulness to the community is another very important one. It is in fact the most important. For every community project, there should be a governance body to make that decision, based on that sole criteria. The review process determines if the scientific and technical quality are sufficient at any point in time.
The decision not to include a certain aspect in the community code is not a judgement on its scientific excellence. It could be that aspects that are critical for one user are useful only for that user. In that case, the code should be kept in a separate repository and it is the build system that brings the codes together and includes what is required for a given application without affecting the others. In that respect, current efforts to modernise software architecture in the data assimilation and forecasting system are absolutely essential because previous programming technology did not make this possible.
In old style Fortran, separating code that was specific to a user from a community code meant that some subroutine calls would be left dangling and possibly some global variables would be left in a unknown state. This was addressed with dummy routines that would be provided with the common code. Unfortunately, this approach doesn’t scale and quickly becomes unmanageable. The solution was then to include everything in the shared code, which quickly became bloated, difficult to manage, and unpopular.
In modern programming this is common practice. On one hand, a specialised sub-class in an inheritance structure leaves no trace behind when it is removed. Examples can be the use of specific observation types in a DA system, or a specific physics package in a model and many other circumstances are possible. On the other side of the spectrum, a high level application constructed from a collection of objects does not have any impact on other applications using all or some of the same objects. Software packages might have only low level extensions (e.g. browsers or applications like photoshop that support plugins) or high level extensions (system libraries or MPI) or both (JEDI is in that category).
However, this will only work if the interfaces in the middle layer are stable. If interfaces of a base class change, all subclasses will need to adapt. If interfaces of the objects used by high level applications change all those applications will need to change. If that happens often, the system will quickly become unpopular. It is the second role of a governance body for a community unified data assimilation and forecasting system: ensure that changes in the interfaces are infrequent and fully justified, documented and communicated if they become necessary.
The last role of the governance body is to provide guidelines regarding who has authorization to review and administer code at each level, most importantly at the release preparation level. Typically, this means designating a small pool of reviewers for each main component of the code, and a criterion, such as a minimum number of reviewers approving the pull request, for accepting it. The size of the pool of reviewers and number of approvals should ensure enough scrutiny, while maintaining an efficient process. As explained above, reviewers should be trusted to add other reviewers or delegate their roles on a case by case basis, in particular for small changes.
Roles and Responsibilities¶
Governance board: The board comprises representatives from the organizations involved in the collaboration and the project lead(s). It makes high level decisions about the directions of development and designates the administrators of the central repository and senior reviewers.
Project lead: leads and coordinate code developments in the directions given by the board. Reports on progress and issues to the board.
Administrators (a.k.a. gatekeepers, project maintainers): are responsible for giving access at the repository or branch level to relevant collaborators. The administrators have the authority to merge pull requests after it has been approved by reviewers. Administrators can give advice and help developers when merging conflicts arise. Each forked repository should have at least one administrator.
Reviewers: check that a proposed pull request follows all the minimum requirements for the level at which it is to be merged, including coding standards, passing of relevant tests (that have been run by the developer) and scientific evaluation if applicable. In principle all developers should be involved in reviewing other developer’s code. Senior reviewers can be designated by the board to oversee reviews in particular areas of the code.
Developers: anybody who edits the code. Developers have the responsibility to document their developments, to update them to the level of the develop branch and to test them before submitting a pull request.
The code management structure described here provides mechanisms for a unified data assimilation and forecasting system that is open to the wider scientific community as well as tightly controlled for operational use.
The organisation structure provides clear roles for developers, reviewers and the governance body as well as guidelines for interactions between those roles, thus ensuring efficiency of the continuous development process.