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For code that requires longer execution times, especially for large computations, it is a good idea to submit the jobs to the queue using qsub command from the Jupyter Notebook. There you can set the walltime to a max. of 24 hrs. Hope this helps. Please refer to the Welcome.ipynb --> section 3 Job Queue.
Since this is a shared server, others would also be executing their work. So to get a better performance, use the job queue as it takes the full capacity of the computing resources available on the DevCloud.
The auto save interval is 2 mins for Jupyter. But preferably you do save your work frequently.