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Consider setting up a LaCE-PRIYA emulator #65

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andreufont opened this issue Nov 7, 2023 · 2 comments
Open

Consider setting up a LaCE-PRIYA emulator #65

andreufont opened this issue Nov 7, 2023 · 2 comments

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@andreufont
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It looks like the files are available: https://github.com/mafern/InferenceLyaData

Unfortunately, the emulator itself is not yet public: https://github.com/sbird/lya_emulator_full

Options:

  • One option would be to try to setup a PRIYA archive ignoring the fact that there are two different resolutions, but this could be bad.
  • Alternatively one could try to modify LaCE to be able to work with multiple resolutions (maybe the resolution could be a label in the training, a 7th emulator parameter). Looks like a lot of work though.

So not clear how to proceed in the short term, but I'm adding the Issue here to keep this in mind

@andreufont
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Oa simpler option, of course, is to only use the "low fidelity" resolutions in the training. There are 48 of these, so it is a very large training set. This could be particularly useful for a 3D emulator (their box size is 120 Mpc/h), but we should be careful that these have a resolution that is even lower than our Gadget sims. An interesting test regardless!

@andreufont
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(high resolution sims could be used as a tough test)

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