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ATM You'll have to rechunk so that there is only one chunk along the axes you are interpolating over.

Code-wise we could either migrate to using xr.dot (#6799 (comment)) or some clever tricks with map_overlap (#6799 (comment)) if you're up for it.

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@keves1
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