Add benchmarks

[Red-Portal]

No description provided.

[github-actions]

Benchmark Results

Benchmark suite	Current: e1b73d1	Previous: e3f4ebe	Ratio
normal/RepGradELBO + STL/meanfield/Zygote	16366548689 ns
normal/RepGradELBO + STL/meanfield/ForwardDiff	3807423535 ns
normal/RepGradELBO + STL/meanfield/ReverseDiff	3444803407 ns
normal/RepGradELBO + STL/fullrank/Zygote	16065365046 ns
normal/RepGradELBO + STL/fullrank/ForwardDiff	3989996038 ns
normal/RepGradELBO + STL/fullrank/ReverseDiff	6038326874 ns
normal/RepGradELBO/meanfield/Zygote	7769013493 ns
normal/RepGradELBO/meanfield/ForwardDiff	2762268219 ns
normal/RepGradELBO/meanfield/ReverseDiff	1599652964.5 ns
normal/RepGradELBO/fullrank/Zygote	7759257280 ns
normal/RepGradELBO/fullrank/ForwardDiff	2934152142 ns
normal/RepGradELBO/fullrank/ReverseDiff	2792433412 ns
normal + bijector/RepGradELBO + STL/meanfield/Zygote	25248641250 ns
normal + bijector/RepGradELBO + STL/meanfield/ForwardDiff	10590352879 ns
normal + bijector/RepGradELBO + STL/meanfield/ReverseDiff	4843928161 ns
normal + bijector/RepGradELBO + STL/fullrank/Zygote	24668374338 ns
normal + bijector/RepGradELBO + STL/fullrank/ForwardDiff	10284659780 ns
normal + bijector/RepGradELBO + STL/fullrank/ReverseDiff	8156482358 ns
normal + bijector/RepGradELBO/meanfield/Zygote	15925881628 ns
normal + bijector/RepGradELBO/meanfield/ForwardDiff	8416677298 ns
normal + bijector/RepGradELBO/meanfield/ReverseDiff	2860882948 ns
normal + bijector/RepGradELBO/fullrank/Zygote	15692956402 ns
normal + bijector/RepGradELBO/fullrank/ForwardDiff	8631554819 ns
normal + bijector/RepGradELBO/fullrank/ReverseDiff	4335877525 ns

This comment was automatically generated by workflow using github-action-benchmark.

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 92.06%. Comparing base (0aa93e0) to head (e1b73d1).
Report is 2 commits behind head on master.

Additional details and impacted files

@@            Coverage Diff             @@
##           master     #104      +/-   ##
==========================================
- Coverage   93.65%   92.06%   -1.59%     
==========================================
  Files          12       12              
  Lines         378      378              
==========================================
- Hits          354      348       -6     
- Misses         24       30       +6     

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[Red-Portal]

Mooncake and Enzyme have been disabled due to errors. I am currently trying to track the issues down!

[penelopeysm]

LGTM! As someone who hasn't looked into the repo before, maybe the only thing that might be nice is to add some short instructions on how to run the benchmarks in bench/README.md:

]instantiate
]dev ../
include("benchmarks.jl")