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Em Algorithm Speedup about hmmbase.jl HOT 3 OPEN

maxmouchet avatar maxmouchet commented on May 24, 2024
Em Algorithm Speedup

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maxmouchet avatar maxmouchet commented on May 24, 2024

Hi,

Thanks for the suggestion :-)

It does not seems to make a difference at a first glance (see the screenshot) but you're right that there is some Any types inside the function.

I'll look more into details.

Screenshot from 2019-07-18 11-56-01

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maxmouchet avatar maxmouchet commented on May 24, 2024

I don't know if we can do better in terms of time (2x17us ~= 35us), however we may be able to use slightly less memory (~40KiB instead of 79KiB):

@btime logpdf.(hmm.D[1], obs);
17.398 μs (5 allocations: 19.72 KiB)

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paschermayr avatar paschermayr commented on May 24, 2024

Thanks for your answer!

I used the log_likelihood function in another function and the compiler wasn't able to correctly guess the output - so I thought you might get some speed up when you are using your function in the MLE part of your module.

On a related note, I saw the graph where you guys benchmarked your package with hmmlearn - why this drastic time increase for the likelihood calculation? This should be already be a part in the forward pass.

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