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These stages are executed in a sequential order by calling the InputStage function, next the IntermediateStage function, and, finally, the OutputStage function.
The stages are executed sequentially and I/O operations on HDFS take place only during the start and end of the execution.
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Bang: Froome vaults clear of his rivals with 5km to go and grabs the yellow jersey as the plan to put the Sky rider in the lead – by a formidable 51sec – in the first mountain stage is executed with ruthless perfection.
Finally, the user document linkage stage is executed.
The dynamic stage is executed online in the sensor nodes.
S-k NN (three sessions): A three-sessions version of S-kNN, where each stage is executed by a different Spark process.
FML-k NN (three sessions): A three-sessions version of FML-kNN, where each stage is executed by a different Flink process.
The static stage is executed offline in the centralized manager which can be a node with the high computational capability such as Stargate (http://platformx.sourceforge.net/home.html).html
Each stage was executed in the US and UK.
The total experiment duration is 2160 s or 36 min. The experiment is divided into four stages with increasing node numbers going from two nodes in stage 1 to five nodes in stage 4. In every stage, three report intervals are executed that leads to 540 s per stage.
In our experience, modular workflows are executed in stages with optional human quality control; NSANE hence focuses on providing robust checkpointing and intuitive report generation (Fig. 1b).
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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