Fix typos and improve clarity in README, docs and docstrings #202
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AdvancedVI.jl documentation for PR #202 is available at: |
Co-authored-by: yebai <3279477+yebai@users.noreply.github.com>
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[WIP] Fix typos and improve clarity of README, docs and docstrings
Fix typos and improve clarity in README, docs and docstrings
Aug 26, 2025
Copilot finished work on behalf of
yebai
August 26, 2025 20:45
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@Red-Portal, this seems mostly correct to me. Can you double-check the proposed changes in maths? |
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Benchmark Results
| Benchmark suite | Current: 85d02e5 | Previous: 2a0c08e | Ratio |
|---|---|---|---|
normal/RepGradELBO + STL/meanfield/Zygote |
3765057839 ns |
3625930098 ns |
1.04 |
normal/RepGradELBO + STL/meanfield/ReverseDiff |
1106536768 ns |
925721720 ns |
1.20 |
normal/RepGradELBO + STL/meanfield/Mooncake |
1176277718 ns |
991186779.5 ns |
1.19 |
normal/RepGradELBO + STL/fullrank/Zygote |
3746894170.5 ns |
3559173943.5 ns |
1.05 |
normal/RepGradELBO + STL/fullrank/ReverseDiff |
1589237386 ns |
1402599708 ns |
1.13 |
normal/RepGradELBO + STL/fullrank/Mooncake |
1217332182 ns |
1042700998 ns |
1.17 |
normal/RepGradELBO/meanfield/Zygote |
2617398448 ns |
2516985040 ns |
1.04 |
normal/RepGradELBO/meanfield/ReverseDiff |
765788965 ns |
609243672 ns |
1.26 |
normal/RepGradELBO/meanfield/Mooncake |
1051031884 ns |
877536416 ns |
1.20 |
normal/RepGradELBO/fullrank/Zygote |
2654253902 ns |
2520538650 ns |
1.05 |
normal/RepGradELBO/fullrank/ReverseDiff |
948207204 ns |
779801973 ns |
1.22 |
normal/RepGradELBO/fullrank/Mooncake |
1102285579 ns |
917193990 ns |
1.20 |
normal + bijector/RepGradELBO + STL/meanfield/Zygote |
5417804197 ns |
4882572649 ns |
1.11 |
normal + bijector/RepGradELBO + STL/meanfield/ReverseDiff |
2363821617 ns |
1832098077 ns |
1.29 |
normal + bijector/RepGradELBO + STL/meanfield/Mooncake |
4009384196 ns |
3436198246.5 ns |
1.17 |
normal + bijector/RepGradELBO + STL/fullrank/Zygote |
5373106331 ns |
4889674861.5 ns |
1.10 |
normal + bijector/RepGradELBO + STL/fullrank/ReverseDiff |
2986802626.5 ns |
2454555288 ns |
1.22 |
normal + bijector/RepGradELBO + STL/fullrank/Mooncake |
4126612529.5 ns |
3537464268.5 ns |
1.17 |
normal + bijector/RepGradELBO/meanfield/Zygote |
4144708808.5 ns |
3709996784.5 ns |
1.12 |
normal + bijector/RepGradELBO/meanfield/ReverseDiff |
2001721645 ns |
1479346987.5 ns |
1.35 |
normal + bijector/RepGradELBO/meanfield/Mooncake |
3880106986 ns |
3301210589 ns |
1.18 |
normal + bijector/RepGradELBO/fullrank/Zygote |
4239707718 ns |
3780059214.5 ns |
1.12 |
normal + bijector/RepGradELBO/fullrank/ReverseDiff |
2273200148 ns |
1715723911 ns |
1.32 |
normal + bijector/RepGradELBO/fullrank/Mooncake |
3986955801.5 ns |
3406916942.5 ns |
1.17 |
This comment was automatically generated by workflow using github-action-benchmark.
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@yebai Indeed, it all looks correct to me. Pretty useful! |
yebai
approved these changes
Aug 26, 2025
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This PR addresses various typos and clarity issues found throughout the documentation and source code to improve readability and accuracy.
Fixed Issues
Spelling and Grammar Corrections
Technical Accuracy Improvements
Variable reference correction: Fixed incorrect reference to variable
ywhen describing the log-normal distribution constraint. The model definesx ~ LogNormal(μ_x, σ_x), so the constraint explanation should referencex, noty.Circular definition fix: Corrected the covariance formula in the location-scale family documentation:
Clarity improvement: Enhanced the explanation of entropy independence from variational parameters in the location-scale family documentation.
Docstring Consistency
All changes are minimal and focused on improving documentation quality without affecting any functionality. The package compiles successfully with all changes applied.
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