Add documentation for the natural gradient algorithms #214
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Co-authored-by: Xianda Sun <5433119+sunxd3@users.noreply.github.com>
Co-authored-by: Xianda Sun <5433119+sunxd3@users.noreply.github.com>
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AdvancedVI.jl documentation for PR #214 is available at: |
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Benchmark Results
| Benchmark suite | Current: 51a0b3f | Previous: 76775c5 | Ratio |
|---|---|---|---|
normal/RepGradELBO + STL/meanfield/Zygote |
4042091118.5 ns |
3709060437.5 ns |
1.09 |
normal/RepGradELBO + STL/meanfield/ReverseDiff |
1148698006 ns |
1108711575 ns |
1.04 |
normal/RepGradELBO + STL/meanfield/Mooncake |
1252557751 ns |
1134261936 ns |
1.10 |
normal/RepGradELBO + STL/fullrank/Zygote |
3995457850.5 ns |
3556486298.5 ns |
1.12 |
normal/RepGradELBO + STL/fullrank/ReverseDiff |
1679345707 ns |
1604881365.5 ns |
1.05 |
normal/RepGradELBO + STL/fullrank/Mooncake |
1280789300.5 ns |
1167245660 ns |
1.10 |
normal/RepGradELBO/meanfield/Zygote |
2838937181.5 ns |
2529774661.5 ns |
1.12 |
normal/RepGradELBO/meanfield/ReverseDiff |
793764611 ns |
776980993 ns |
1.02 |
normal/RepGradELBO/meanfield/Mooncake |
1119822194 ns |
1009229360 ns |
1.11 |
normal/RepGradELBO/fullrank/Zygote |
2877874051 ns |
2509909362 ns |
1.15 |
normal/RepGradELBO/fullrank/ReverseDiff |
978741132 ns |
948637618 ns |
1.03 |
normal/RepGradELBO/fullrank/Mooncake |
1154813432 ns |
1036238856 ns |
1.11 |
normal + bijector/RepGradELBO + STL/meanfield/Zygote |
5705945858 ns |
5113834415 ns |
1.12 |
normal + bijector/RepGradELBO + STL/meanfield/ReverseDiff |
2387917982 ns |
2351706393 ns |
1.02 |
normal + bijector/RepGradELBO + STL/meanfield/Mooncake |
4145579318 ns |
3795118912 ns |
1.09 |
normal + bijector/RepGradELBO + STL/fullrank/Zygote |
5711272499 ns |
5211200235 ns |
1.10 |
normal + bijector/RepGradELBO + STL/fullrank/ReverseDiff |
3111756066.5 ns |
2967855357 ns |
1.05 |
normal + bijector/RepGradELBO + STL/fullrank/Mooncake |
4302876428 ns |
3958661465.5 ns |
1.09 |
normal + bijector/RepGradELBO/meanfield/Zygote |
4394508316 ns |
3971921285.5 ns |
1.11 |
normal + bijector/RepGradELBO/meanfield/ReverseDiff |
2027700486 ns |
1985167618 ns |
1.02 |
normal + bijector/RepGradELBO/meanfield/Mooncake |
4040389415.5 ns |
3654751843 ns |
1.11 |
normal + bijector/RepGradELBO/fullrank/Zygote |
4492494518.5 ns |
4095833743.5 ns |
1.10 |
normal + bijector/RepGradELBO/fullrank/ReverseDiff |
2314373240 ns |
2256933558 ns |
1.03 |
normal + bijector/RepGradELBO/fullrank/Mooncake |
4147670105 ns |
3788598019 ns |
1.09 |
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