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mraspaud avatar mraspaud commented on May 25, 2024

@cpaulik Sorry for the late answer.
I would say it would be a nice addition to pyresample! Do you have some examples ?

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floriankrb avatar floriankrb commented on May 25, 2024

I have the same use case of resampling swaths with high memory consumption.

I saw some dependencies on dask in pyresample. Would using dask/xarray be a solution to avoid loading everything in memory ?

@cpaulik I would be very interested in knowing more about your working solution.

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mraspaud avatar mraspaud commented on May 25, 2024

Yes, we're working with dask and xarray atm, and that helps with memory consumption. Feel free to join us on slack to discuss it, as it's still quite experimental (https://pytrollslackin.herokuapp.com/)

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mraspaud avatar mraspaud commented on May 25, 2024

@cpaulik I'm assigning you to this issue, feel free to contact us if you need help with a PR

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cpaulik avatar cpaulik commented on May 25, 2024

Thanks. Just don't expect a solution too soon. Since I first raised this issue two things have changed.

  1. I switched jobs and no longer have access to the code I talked about in the original post. This is a minor problem since we would have to rewrite most of it anyway for a successful integration in pyresample.
  2. I realized that we would have to extend pyresample in a way that the user can express how the points in the input datasets are related and how much overlap e.g. in time is necessary to perform a seamless resampling between parts of a swath.

Do you have any thoughts on 2.?

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mraspaud avatar mraspaud commented on May 25, 2024

No rush, we can wait :)

About 2. I'm wondering how that data structure would be implemented. An adjacency graph/matrix of sorts maybe ?

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