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It's a little unclear to me if this is something where the computation actually requires a lot of memory or not. However, looking over the code I would bet this is a task queuing problem. The computation looks fairly similar to others (like vorticity) that benefited from queuing substantially.
Example cluster: https://cloud.coiled.io/clusters/656457/account/dask-benchmarks-gcp/information?workspace=dask-benchmarks&tab=Metrics
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