How do I configure Dask for optimal performance?
To configure Dask for optimal performance, you should consider the following settings: adjust the number of workers, set the memory limit, and optimize the task scheduler.
What is the best way to set the number of workers?
The best way to set the number of workers is to match them to the number of CPU cores available on your machine. You can do this by using the n_workers
parameter.
Should I set a memory limit for each worker?
Yes, setting a memory limit for each worker helps prevent any single worker from consuming all the memory, which can lead to performance issues.
How can I monitor Dask's performance?
You can monitor Dask's performance using the Dask dashboard, which provides real-time insights into task progress and resource usage.
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