Tool specifications entered using the Tool Editor are automatically transcribed into the Common Workflow Language (CWL). This is a community developed, open specification for reproducible data analyses or workflows which, once described using CWL, can be executed locally or in high performance cloud or cluster environments with the help of CWL-conformant execution engines. Learn more about CWL from its official website.
To develop and test CWL apps locally on your desktop before deploying on the Platform, use the Rabix tolkit. Develop apps locally for faster results, as you do not have to acquire an available cloud instance each time you want to test the workflow.
To get your first hands-on experience with CWL, please read the Common Workflow Language User Guide which will take you from writing your first simple tool using CWL, to creating a workflow that contains several different interconnected steps. By reading this guide, you should be able to understand how each of the CWL tasks is isolated and that there is an explicit definition of its inputs and outputs. It is the explicitness and isolation that allow tools and workflows described with CWL to be flexible, portable across different CWL implementations and CWL-compliant execution engines and scalable from simple local execution to large-scale complex execution environments.
The Seven Bridges Platform supports the following three versions of CWL:
sbg:draft-2 is the first implementation of CWL on the Platform. This is essentially the Draft 2 version of the Common Workflow Language, with the addition of several extensions specific to the Seven Bridges execution environment. The extensions were implemented to add the required features that are were not natively supported in the Draft 2 specification of CWL but do present a common use case in bioinformatics analyses.
The following optional features (extensions) were implemented in sbg:draft-2:
- Resource hints - Define the minimum number of CPU cores and megabytes of RAM required for execution of an app.
- Stage input - Make inputs available in the tool's working directory.
- File metadata - Set metadata values for files produced as outputs of an app.
Some of the currently available public apps on the Seven Bridges Platform are described in accordance with the sbg:draft-2 CWL specification. Also, all apps that are created using the Legacy Tool Editor on the Platform are described using the same CWL version. Such apps can be executed in any execution environment that supports the Seven Bridges extensions, such as those using the Rabix Executor, but are not guaranteed to execute successfully otherwise.
Note that all your existing tools and workflows will continue to work on the Platform just as they did before and will continue to be supported in the future.
CWL v1.0 is the CWL version that is widely accepted by the CWL community. Since the CWL v1.0 specification natively supports the custom extensions in the sbg:draft-2 CWL version, CWL v1.0 apps are also portable and executable in any other execution environment when using CWL v1.0-conformant executors such as the Rabix Executor from Seven Bridges.
Learn about CWL v.1.0 improvements over sbg:draft-2.
When compared to custom extensions in sbg:draft-2 which are listed above, these extensions are dealt with in CWL v1.0 in the following way:
- Resource hints - Are an integral part of the CWL v1.0 specification (http://www.commonwl.org/v1.0/CommandLineTool.html#ResourceRequirement) and allow you to specify the basic hardware resource requirements. At the moment, supported requirements are number of CPU cores and megabytes of RAM required for execution of an app.
- Stage input - Implemented as InitialWorkDirRequirement. Solves the use case that used to be handled by the Stage Input extension in sbg:draft-2. The following example illustrates how the use of Stage Input in sbg:draft-2 and InitialWorkDirRequirement in CWL v1.0.
id: input type: type: array items: File sbg:stageInput: link
The Seven Bridges Platform provides support for the execution of CWL v1.0 apps. Apps described using this CWL version can be added to a project on the Platform through the tool editor, through the API using raw CWL or by using the Rabix Composer. Here is an example on using the Seven Bridges Python library to upload a CWL JSON app through the API. Once uploaded, the app appears within your project.
Not all CWL v1.0 features are currently supported on the Platform. Future implementations will address this. The following features are not supported in the current implementation:
- Document preprocessing is not supported. Code from included external files will not be resolved within the supplied CWL document.
- Instance selection is done based on CPU and memory requirements. Storage space requirements are not taken into consideration when selecting computation instance(s) for a task.
- File formats are not resolved based on ontology.
The Platform also supports the execution of workflows containing tools described using CWL v1.0 and tools described using sbg:draft-2. Such workflows are either be CWL v1.0 workflows that contain sbg:draft-2 tool(s) or sbg:draft-2 workflows that contain CWL v1.0 tool(s).
See the table below for an overview of the currently available options for the two CWL versions on the Platform:
Mixed sbg:draft-2 and CWL v1.0
Can be executed on the Platform
Editable on the Platform
Fully portable to other execution environments
Can be added to the Platform through the API
Can be added to the Platform through the visual interface
Can be added to the Platform via Rabix Composer
Can be edited in Rabix Composer
Version 1.1 of the Common Workflow Language brings a number of changes and improvements compared to CWL v1.0. Full tool changelog and workflow changelog are available on the official CWL website, while the most important improvements that facilitate working with CWL on the Seven Bridges Platform are the following ones:
- Maximum execution time of a command line tool can now be defined.
- Memoization (WorkReuse) can now be explicitly enabled or disabled for specific command line tools, which can be useful in special cases as explained here. Note that memoization must be enabled on task level in order to be applied, and a tool level hint indicates to the executor to skip memoization for that particular tool. For advanced CWL developers, using a combination of workflow level, step level and tool level hints, along with JS expressions, allows full configurability of work reuse per job.
The Platform allows creation of workflows that contain both CWL v1.0 and v1.1 tools. It is also possible to mix CWL v1.1 tools with those wrapped using the sbg:draft-2 version, but this is not recommended as such workflows would not be portable to other execution environments.
Updated 2 months ago