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Commenting in more detail we see in a how every parameter definition has to be repeated for every downstream task, from where it was first defined.
We demonstrate how we transfer supervision from RGB images to depth images as obtained from a range sensors, such as the Microsoft Kinect, for the downstream task of saliency detection.
In other words, the parameter value will need to be passed on all the way from the most downstream task of the workflow up to where it is actually used.
This can be exemplified by the implementation of a Luigi task in Fig. 4, lines 19 and 23, where we see that in the run method of the downstream task, there is navigation code tied to the structure of an upstream task. 3.
Therefore, how to identify significantly enriched functions among the set of lncRNAs is an important downstream task for interpreting high-throughput experimental data.
Secondly, given a set of human lncRNA genes such as differential lncRNAs between cancer and normal samples, it is an important downstream task to identify significantly enriched function terms.
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This combined with the fact that tasks are instantiated inside downstream tasks during the scheduling phase, means that parameter values needed for a task's instantiation also need to be known in all downstream tasks.
Note that in this visualization, "downstream" tasks are at the top, while the "upstream" tasks are below.
Since upstream tasks in Luigi are instantiated inside the downstream tasks that depend on them, parameters have to be defined in all tasks downstream of the task in which they are used, just to forward their values.
Thus, swapping out one task in a workflow will require rewriting not only this task but also all downstream tasks (illustrated in Fig. 4).
This means that task-specific information about names or positions of out-ports of upstream tasks are not contaminating downstream tasks.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com