v0.5.58

Lux v0.5.58

Diff since v0.5.57

Merged pull requests:

• CompatHelper: bump compat for AMDGPU in [weakdeps] to 0.9, (keep existing compat) (#717) (@github-actions[bot])
• Makes name concrete types (#723) (@avik-pal)
• CompatHelper: add new compat entry for StaticArrays at version 1 for package docs, (keep existing compat) (#724) (@github-actions[bot])
• CompatHelper: add new compat entry for KernelAbstractions at version 0.9 for package docs, (keep existing compat) (#725) (@github-actions[bot])
• Bump crate-ci/typos from 1.22.7 to 1.22.9 (#726) (@dependabot[bot])
• Performance Pitfalls and How to Catch them (#727) (@avik-pal)
• CompatHelper: bump compat for DynamicExpressions in [weakdeps] to 0.18, (keep existing compat) (#728) (@github-actions[bot])
• CompatHelper: bump compat for DynamicExpressions to 0.18 for package SymbolicOptimalControl, (keep existing compat) (#729) (@github-actions[bot])
• Store the optimizer in TrainState (#731) (@avik-pal)
• Simply show implementations and make them round-trippable (#732) (@avik-pal)
• Try removing the type assert with this (#734) (@avik-pal)
• Add enzyme support for loss functions from LossFunctions.jl (#736) (@avik-pal)
• Mark cartersian index tests on cuda broken for now (#737) (@avik-pal)
• Run CI on pre (#739) (@avik-pal)
• Revert bee2de7-1188db7 (#740) (@avik-pal)
• Use shorthand syntax of @concrete (#741) (@avik-pal)
• Check status of broken tests (#742) (@avik-pal)

Closed issues:

• Auto detect and warn against performance pitfalls (#699)
• Inference using NN :: Chain inside a GPU kernel (#720)
• custom show is often not valid julia syntax to reconstruct (#730)

v0.5.57

Lux v0.5.57

Diff since v0.5.56

Merged pull requests:

• Try wider docs (#721) (@avik-pal)
• Compiled ReverseDiff for training on CPU (#722) (@avik-pal)

Closed issues:

• Add a compiled tape version for ReverseDiff (#642)

v0.5.56

Lux v0.5.56

Diff since v0.5.55

Merged pull requests:

• Loss functions module (#704) (@avik-pal)
• Try to improve coverage (#718) (@avik-pal)

Closed issues:

• Documentation Request: Have a section about Loss Functions (#517)

v0.5.55

Lux v0.5.55

Diff since v0.5.54

Merged pull requests:

• Add ReverseSequence() docs (#706) (@NeroBlackstone)
• Run doctests in the test CI + Lazy install test dependencies (#710) (@avik-pal)
• Bump crate-ci/typos from 1.22.3 to 1.22.7 (#711) (@dependabot[bot])
• Mark unexported symbols as public (#712) (@avik-pal)
• Install packages before loading (#713) (@avik-pal)
• Extend training API and update examples (#714) (@avik-pal)
• Try fixing AMDGPU test stalling (#716) (@avik-pal)

Closed issues:

• Add documentation about how to partial tests. (#701)
• Feature request: 1D CNN, i.e. keras.layer.Conv1d (#709)
• AMDGPU CI stalls (#715)

v0.5.54

Lux v0.5.54

Diff since v0.5.53

Merged pull requests:

• Test ComponentArrays with Enzyme (#653) (@avik-pal)
• Update DocumenterVitepress compat in docs (#654) (@asinghvi17)
• Minor optimizations (#681) (@avik-pal)
• CompatHelper: bump compat for Turing to 0.33 for package BayesianNN, (keep existing compat) (#688) (@github-actions[bot])
• Newer public functions (#690) (@avik-pal)
• Update Boltz API Docs (#691) (@avik-pal)
• Bump crate-ci/typos from 1.21.0 to 1.22.3 (#693) (@dependabot[bot])
• More API updates (#696) (@avik-pal)
• Add ReverseSequence (#698) (@NeroBlackstone)
• Training ConvMixer on CIFAR10 in 10mins (#700) (@avik-pal)
• Add activation functions doc reference (Rebase #694) (#702) (@avik-pal)
• Clean up the CI scripts (#703) (@avik-pal)
• Add test guide documentation (#705) (@NeroBlackstone)

Closed issues:

• Different activation functions in one layer (#680)
• Support for inactive arguments in DifferentiationInterface (#685)
• Predefined loss functions (#689)
• Static Type Parameters not accessible inside @compact (#692)

v0.5.53

Lux v0.5.53

Diff since v0.5.52

Merged pull requests:

• Update & Rewrite the DDIM example (#661) (@avik-pal)
• Add Cartesian Embedding methods (#670) (@ldeso)
• More principled rewrite of layer_map (#671) (@avik-pal)
• Clean up the code for debug mode (#674) (@avik-pal)
• CompatHelper: add new compat entry for TensorBoardLogger at version 0.1 for package DDIM, (keep existing compat) (#676) (@github-actions[bot])
• CompatHelper: add new compat entry for CairoMakie at version 0.12 for package DDIM, (keep existing compat) (#677) (@github-actions[bot])
• Remove rrule for merge (#679) (@avik-pal)

Closed issues:

• Rewrite @layer_map to use KeyPath from Functors (#615)
• rrule for Base.merge defined in ChainRulesCore (#678)

v0.5.52

Lux v0.5.52

Diff since v0.5.51

Merged pull requests:

• Bump julia-actions/julia-format from 2 to 3 (#660) (@dependabot[bot])
• Quality of Life Improvements (#666) (@avik-pal)
• CompatHelper: bump compat for SymbolicUtils to 2 for package SymbolicOptimalControl, (keep existing compat) (#669) (@github-actions[bot])

Closed issues:

• Error for JVP by Enzyme (#628)
• Using swish as Conv activation function errors on the GPU (#662)
• Fast activation error (#663)
• Definition and implementation of 'Loss' in Linear Regression Tutorial "Julia & Lux for the Uninitiated" (#664)

v0.5.51

Lux v0.5.51

Diff since v0.5.50

Merged pull requests:

• Use ArgCheck.jl for helpful error messages (#655) (@avik-pal)
• CompatHelper: bump compat for OptimizationOptimJL to 0.3 for package GravitationalWaveForm, (keep existing compat) (#656) (@github-actions[bot])
• CompatHelper: bump compat for OptimizationOptimJL to 0.3 for package SymbolicOptimalControl, (keep existing compat) (#657) (@github-actions[bot])
• CompatHelper: bump compat for Turing to 0.32 for package BayesianNN, (keep existing compat) (#658) (@github-actions[bot])
• Restore the rrule for merge (#659) (@avik-pal)

v0.5.50

Lux v0.5.50

Diff since v0.5.49

Merged pull requests:

• Prevent infinite loop in Tracker (#652) (@avik-pal)

Closed issues:

• Simple MLP requires Enzyme runtimeActivity (#647)

v0.5.49

Lux v0.5.49

Diff since v0.5.48

Merged pull requests:

• Patch a compact bug (#648) (@avik-pal)
• update makie (#649) (@avik-pal)
• Test on multiple os (#650) (@avik-pal)
• Fix DocumenterVitepress compat (#651) (@avik-pal)

Closed issues:

• Let @compact return the updated state (#516)