In this tutorial, we demonstrate how to create and manage workflows: from a local, project-based workflow to a versioned, global workflow that can be published to authorized users and listed in the DNAnexus tools library.
Workflows created in the DNAnexus platform with an ID
workflow-xxxx are data objects stored in a project. Since they are stored in a project, it is easy to share the workflow with other users by adding them to the project. Such "local" workflows are also great for fast iterations for development and testing. It is convenient that we can always delete the workflow and create a new one in its place.
A global workflow is an executable that can be versioned and published to other users. It is implemented as a wrapper around an existing project-based workflow. For users and organizations collaborating on multiple private or public projects, these local workflows may be less suitable for long-term maintenance and collaboration. For example, an organization administrator or workflow developer may want to restrict execution of a particular workflow to specific users and organizations, or they may want to allow execution of this workflow across cloud regions and providers. Global Workflows can be used for those use cases and more.
Version management: to maintain the source code of the workflow across versions
Provenance: global workflows maintain an explicit history of changes for the workflow name and its associated ID. The user can always revert to a previous version and versions are immutable.
Sharing: a global workflow can be maintained by a set of developers across projects and organizations and this workflow can be shared to a separate set of users who cannot modify the workflow, but who can run it.
Multi-region support: to maintain one executable that can be run across multiple regions and cloud providers.
Immutability guarantees: it is not possible to change/override an existing version of a given global workflow.
Ability to list the workflow in the DNAnexus tools library: the authorized users and developers can discover global workflows shared with them in the Tools Library.
We will now create a global workflow based on the "Exome Analysis Workflow" from the public "Exome Analysis Demo" project. Your installed
dx-toolkit version must be at least 0.253 to create a global workflow (you can upgrade it using
We can use the existing, project-based workflow to create a new object on the DNAnexus platform called a global workflow. Functionally, the global workflow will be identical to the original workflow.
dx get command to download a JSON representation (
dxworkflow.json) of a chosen workflow on the platform.
Download the JSON source code of the workflow, as follows:
$ dx get "Exome Analysis Demo:Exome Analysis Workflow"
This will create a directory "Exome Analysis Workflow" locally and a
dxworkflow.json file in it.
Alternatively, you can skip this step since in the next section we provide an example
dxworkflow.json that you can use.
We will use the downloaded
dxworkflow.json to create a new global workflow. The only additional fields that are required for the global workflow are: name and version.
"name": "bwa_mem_gatk_exome_demo","title": "Exome Analysis Workflow","version":"1.0.0",
We can leave the
stages and any other fields unchanged.
We can add fields such as
summary to make our workflow more user-friendly. It is also good practice to include documentation which can be placed in the
Readme.md file in the same directory.
We can now generate our first global workflow as follows:
$ dx build --globalworkflow "Exome Analysis Workflow"
Exome Analysis Workflow is the name of the directory storing the
dxworkflow.json, it can be changed freely.
dx build command should return us the unique ID ('globalworkflow-xxxx') of the created version. We can use it to refer to the global workflow from now on, for example:
$ dx describe globalworkflow-xxxx
Running a global workflow is the same as running any other workflow. We can run our workflow for example:
$ dx run bwa_mem_gatk_exome_demo \-i0.reads_fastqgzs="Exome Analysis Demo:/Input/SRR504516_1.fastq.gz"
We can now specify a list of users with whom we want to share our workflow by using
dx add users. We will prepare the list now but the users will be able to find and access the global workflow only after the workflow is published. The list of users can be updated by developers before or after it is published, and it will apply to all to the versions of the workflows, past and future.
For example, to share our workflow with a user and with an organization we will run the following command:
$ dx add users bwa_mem_gatk_exome_demo user-bob org-partnerorg
Then, we can view who is on the access list for the workflow:
$ dx list users bwa_mem_gatk_exome_demo
and remove a user by running:
$ dx remove users bwa_mem_gatk_exome_demo org-partnerorg
The authorized user permissions do not propagate to apps automatically, so if the workflow contain any apps, the users need access to those apps in order to run the workflow. To add users to an app, the same
dx add users command can be used.
Once we have tested our workflow version we can release it to the authorized users by executing
$ dx publish bwa_mem_gatk_exome_demo/0.0.1
Publishing a workflow version has the following effects:
The authorized users can discover the version via
dx find globalworkflow .
The authorized users can describe and run the version.
The authorized users can download the workflow's
dxworkflow.json source code with
dx get (as well as the dependencies, e.g. applets), though they cannot build new versions with the same global workflow name.
Developers can add and remove users and other developers any time. Adding users to the workflow will give the users access to all the published versions but it will have no effect on the unpublished versions. Unpublished versions are only accessible to the people listed as developers of the workflow.
dx publish command will make the published version a default one by adding a "default" alias to this version (and removing it from whichever workflow version was previously marked as "default"). The alias indicates that this version will be invoked whenever the workflow name is used without the version. For example, users can run the workflow:
$ dx run bwa_mem_gatk_exome_demo # equivalent to "dx run bwa_mem_gatk_exome_demo/0.0.1"
The first created version of a global workflow gets this flag automatically. Please check
dx publish --help for more options for this command.
We can enable multiple users to update current or build new versions of our global workflow, for example:
$ dx add developers bwa_mem_gatk_exome_demo user-eve
Either specific users or whole orgs can be developers of a global workflow. We can see who is on the developer list as follows:
$ dx list developers bwa_mem_gatk_exome_demo
To remove developers:
$ dx remove developers bwa_mem_gatk_exome_demo user-bob
We can create a new version of the workflow by updating the
dxworkflow.json and using
dx build --globalworkflow. In order to create the new version, we need to explicitly update the version string, e.g. to "0.0.2".
If we lose the source
dxworkflow.json we can download it any time with
dx get, for example to get version 0.0.2:
$ dx get globalworkflow-bwa_mem_gatk_exome_demo/0.0.2
Any developer of the workflow can download its source code and build new versions. Authorized users that have access to published versions can only download or run it.
We can mark a global workflow version as deleted, which will make the version unrunnable. It will still be possible to describe the workflow for provenance purposes. For example:
$ dx api globalworkflow-xxxx delete
Please use this route with caution as deleting a global executable can break users' reproducibility requirements.
Deleting all workflow versions will not release the workflow name. It will not be possible to reuse the name for a different global workflow by another user.
dx find globalworkflows is useful for browsing global workflows that are available to us.
$ dx find globalworkflows
$ dx find globalworkflows --all
The above command will print a list of published global workflows. To list the workflows that are not published:
$ dx find globalworkflows --unpublished --all
--category parameter can be used to restrict the search to workflows from a specific category. Common categories are available as tab completions. For example:
$ dx find globalworkflows --category Variation\ Calling
To view all available categories that we can search by:
$ dx find globalworkflows --category-help
In the table we summarize the main steps or stages we went through to create and publish our workflow.
Definition and purpose
based on project permissions
A file-like workflow object stored in a project; used for private, light-weight development
Global workflow unpublished
A development version of a workflow that is not visible to users but is to developers; used for development and testing in multiple regions, release management, preparation for publishing to users
Global workflow published
A version of a workflow that is available to authorized users
Global workflow deleted
A version (previously published or unpublished) that is not runnable but can be described