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AdrienCorenflos avatar AdrienCorenflos commented on May 31, 2024

Remember to change the file header to reflect the choice of name convention

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junpenglao avatar junpenglao commented on May 31, 2024

One design choice is to have mh being a general kernel, and have random-walk MH and hmc both call mh. This is what TFP is doing.

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rlouf avatar rlouf commented on May 31, 2024

The implementation of mh is already very general here, so this would be possible with very little change.

Any drawback to that design that you know of?

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rlouf avatar rlouf commented on May 31, 2024

It will actually be a bit of work to use it in hmc and especially nuts. Do we want that for the next release or later?

I suggest to start with the name change up to the gaussian_rwrmh algorithm as someone is working on an example notebook.

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junpenglao avatar junpenglao commented on May 31, 2024

+1 starting with name change - how about just gaussian_rmh? gaussian is the kernel and i always consider random walk here being not a very good description (ie it shouldn't be a random walk)

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rlouf avatar rlouf commented on May 31, 2024

I always consider random walk here being not a very good description (ie it shouldn't be a random walk)

That is a good point, but how do we call a file that contains gaussian_rmh and lognormal_rmh? Random walk kind of makes sense when you oppose it to deterministic HMC proposals.

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