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sample with LogDensityFunction: part 1 - hmc.jl, sghmc.jl, DynamicHMCExt#2588

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penelopeysm wants to merge 15 commits intosample-ldffrom
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sample with LogDensityFunction: part 1 - `hmc.jl`, `sghmc.jl`, `DynamicHMCExt`#2588
penelopeysm wants to merge 15 commits intosample-ldffrom
py/ldf-hmc

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