More reasonable default values of chunk size #34
Merged
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Same as TuringLang/Turing.jl#1806.
(BTW hopefully at some point we can get rid of these custom AD definitions and just use https://github.com/JuliaDiff/AbstractDifferentiation.jl; currently it does not support caches, AD configs, and compiled tapes though.)