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fixed scalarIndexing performance issue #1215
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I think we can further optimize this and reduce some of the allocations. For the no mask case, we can go from 2 kernel launches to just one if we use
mapreduce
orcount
. I believe @kmdeck is correct, and line 597 will still allocate an intermediate. For the case with a mask, we can also get away with only one kernel launch and no allocations withmapreduce
.That could look something like
That would also avoid the type conversion.
I'm not sure if masks are guaranteed to be boolean valued, so I'm not sure if line 599 will always be valid
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nice!
The mask is not boolean, because we create it using this:
ClimaLand.jl/src/shared_utilities/Domains.jl
Line 1047 in 7ac4cd4
I think we did this because you cant create a field of bools by broadcasting over a field of floats. But we can do something like:
and then later down in the landsea_mask function, change thishttps://github.com/CliMA/ClimaLand.jl/blob/7ac4cd452663559f20df22d2a60e8f1aaa92d90f/src/shared_utilities/Domains.jl#L1088
to
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One other thought is that we call this function for each state variable in Y, but with one exception, if one is NaN, the entire state is NaN at that same location. so maybe we can also speed it up by calling it for just one field.
I'm not sure how to do that in a nice automated way though, without making an assumption about what is in Y