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Copilot AI commented Aug 28, 2025

  • Replace Flux with Lux dependencies in Project.toml
  • Update neural network layer syntax from Dense(1, 20) to Dense(1 => 20)
  • Add explicit parameter initialization with Lux.setup()
  • Create wrapper function neural_transform() for parameter passing
  • Replace Flux training loop with Lux/Optimisers approach
  • Update optimizer from Flux.Adam to Optimisers.Adam
  • Migrate from Flux.Optimise.update!() to Optimisers.update()
  • Use explicit gradient computation with Zygote.withgradient()
  • Fix formatting and function signature to resolve Literate.jl parsing error

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codecov bot commented Aug 28, 2025

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 96.21%. Comparing base (bae60f8) to head (d5ad855).
⚠️ Report is 1 commits behind head on main.

Additional details and impacted files
@@            Coverage Diff             @@
##            main     #435       +/-   ##
==========================================
+ Coverage   0.26%   96.21%   +95.95%     
==========================================
  Files         12       12               
  Lines        382      396       +14     
==========================================
+ Hits           1      381      +380     
+ Misses       381       15      -366     

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Copilot AI changed the title [WIP] Replace Flux with Lux in examples Replace Flux with Lux in deep kernel learning example Aug 28, 2025
Copilot AI requested a review from yebai August 28, 2025 11:50
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
@yebai yebai marked this pull request as ready for review August 28, 2025 12:07
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yebai commented Aug 28, 2025

@avik-pal, can you review and comment on whether Lux best practices are being used here?

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yebai commented Aug 28, 2025

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Copilot AI commented Aug 28, 2025

@copilot, fix the error in https://github.com/JuliaGaussianProcesses/AbstractGPs.jl/actions/runs/17295797952/job/49093555032

Fixed the Literate.jl parsing error in the deep kernel learning example. The issue was with the function parameter name causing a parsing issue at character position 37. Changed the parameter from params to θ and adjusted formatting. The example should now build correctly in the documentation generation process. (commit 5357883)

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@yebai yebai merged commit 23dfd7a into main Aug 29, 2025
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@yebai yebai deleted the copilot/fix-426 branch August 29, 2025 14:30
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