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Task scheduling and blocked algorithms for parallel processing

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This is my attempt to distill my experience with very large arrays. I got my numbers from [Matt's blog post on dask scaling limits](http://matthewrocklin.com/blog/work/2018/06/26/dask-scaling-limits). I have probably said some inaccurate...