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Does dask-jobqueue scale inside jupyterhub with a pre-allocated number of nodes? No.
Then what if scale up but need to wait 30 minutes for your job to start? No solution, because HPC is not designed for interactive data analysis anyway.
Work with cluster using a jupyterhub system on jupyterhub. Use code in notebook to create jobs.
Our approach is different in that it tries to separate detailed configuration from the notebook.
Our task is far less scalable than dark though.
Live at scipy2019.
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