v0.2.11

AdvancedVI v0.2.11

Diff since v0.2.10

Merged pull requests:

• CompatHelper: bump compat for Bijectors in [weakdeps] to 0.14, (keep existing compat) (#137) (@github-actions[bot])
• CompatHelper: bump compat for Bijectors to 0.14 for package bench, (keep existing compat) (#138) (@github-actions[bot])
• CompatHelper: bump compat for Bijectors to 0.14 for package test, (keep existing compat) (#139) (@github-actions[bot])
• CompatHelper: bump compat for Bijectors to 0.14 for package docs, (keep existing compat) (#140) (@github-actions[bot])
• bump bijectors on v0.2 (#152) (@Red-Portal)

v0.2.10

AdvancedVI v0.2.10

Diff since v0.2.9

Merged pull requests:

• Add compatibility for Bijectors 0.14 (#136) (@penelopeysm)

v0.2.9

AdvancedVI v0.2.9

Diff since v0.2.8

Merged pull requests:

• Add benchmarks (#104) (@Red-Portal)
• Cleanup empty extensions (#128) (@Red-Portal)
• CompatHelper: bump compat for Documenter to 1 for package docs, (keep existing compat) (#130) (@github-actions[bot])
• bump Enzyme version in v0.2 (#132) (@Red-Portal)
• Bump patch version to 0.2.9 (#135) (@mhauru)

Closed issues:

• are there any special purposes of having empty pkg extensions? (#100)

v0.2.8

AdvancedVI v0.2.8

Diff since v0.2.7

Merged pull requests:

• Copy docs workflows to v0.2 branch (#107) (@penelopeysm)

v0.2.7

AdvancedVI v0.2.7

Diff since v0.2.6

Merged pull requests:

• Rewriting advancedvi docs (#53) (@Red-Portal)
• fix rename adbackend to adtype (#60) (@Red-Portal)
• add continuous benchmarking (#61) (@Red-Portal)
• remove signature with user-defined restructure (#64) (@Red-Portal)
• add indirection for update step, add projection for LocationScale (#65) (@Red-Portal)
• fix avoid re-defining the differentiation objective to support AD pre-compilation (#66) (@Red-Portal)
• Enable Enzyme (#67) (@Red-Portal)
• Add ScoreELBO objective (#72) (@arnauqb)
• Create Format.yml (#73) (@shravanngoswamii)
• Add "low-rank" variational families (#76) (@Red-Portal)
• Run benchmarks only on PR (#77) (@shravanngoswamii)
• Exclude benchmarks from DocsNav (#78) (@shravanngoswamii)
• Fix Enzyme extension (#79) (@devmotion)
• Formatting all files (#80) (@yebai)
• Parameter-Free Optimization Algorithms (#81) (@Red-Portal)
• Tapir.jl Integration (#86) (@willtebbutt)
• CompatHelper: add new compat entry for Tapir in [weakdeps] at version 0.2, (keep existing compat) (#87) (@github-actions[bot])
• Fix Enzyme tests on older Julia versions (#88) (@Red-Portal)
• Grant push permissions to Benchmark.yml (#90) (@penelopeysm)
• Only upload benchmark results if not on a fork (#91) (@penelopeysm)
• Adapt to pending Enzyme breaking change (#92) (@wsmoses)
• Revert "Adapt to pending Enzyme breaking change" (#93) (@Red-Portal)
• Revert "Revert "Adapt to pending Enzyme breaking change"" (#94) (@Red-Portal)
• Add SSH key for all relevant workflows (#97) (@penelopeysm)
• Migrate to DifferentiationInterface (#98) (@Red-Portal)
• add subdirectories to compathelper (#102) (@Red-Portal)
• Add minimal documentation for v0.2 (#105) (@penelopeysm)
• Create a new release so that stable docs get generated (#106) (@penelopeysm)

Closed issues:

• Stein Variational Gradient Descent (SVGD) (#3)
• Double Stochasticity (#4)
• Callback function during training (#5)
• Rethinking AdvancedVI (#24)
• Setting up Documenter (#39)
• Add Tapir to AD tests (#63)
• Set up JuliaFormatter (#69)
• Run benchmarking only on PRs (#74)
• var and cov on MvLocationScale secretly assume the base distribution is standardized (#75)
• Where are the benchmarks posted? (#82)
• Make use of DifferentiationInterface.jl? (#85)

v0.2.6

AdvancedVI v0.2.6

Diff since v0.2.5

Merged pull requests:

• CompatHelper: bump compat for ADTypes to 1, (keep existing compat) (#54) (@github-actions[bot])
• Decrement Enzyme compatibility (#58) (@bauglir)
• CompatHelper: bump compat for Enzyme in [weakdeps] to 0.12, (keep existing compat) (#59) (@github-actions[bot])

v0.2.5

AdvancedVI v0.2.5

Diff since v0.2.4

Merged pull requests:

• Basic rewrite of the package 2023 edition Part I: ADVI (#49) (@Red-Portal)
• Basic rewrite of the package 2023 edition Part II: Location-scale variational families (#51) (@Red-Portal)
• fix bug in reparameterization with Bijectors.TransformedDistribution (#52) (@Red-Portal)
• Backport of some features to v0.2 (#56) (@torfjelde)

v0.2.4

AdvancedVI v0.2.4

Diff since v0.2.3

Closed issues:

• Hyper-parameter optimization (#8)
• Improving mechanism for updating parameters of distributions (#18)
• Zygote should be preferred to ReverseDiff for reverse mode default (#23)
• VI+PSIS (#28)
• Pathfinder (#29)
• Need a weighted loss function/ log likelihood (#44)

Merged pull requests:

• CompatHelper: bump compat for Bijectors to 0.13, (keep existing compat) (#48) (@github-actions[bot])

v0.2.3

AdvancedVI v0.2.3

Diff since v0.2.2

Merged pull requests:

• CompatHelper: bump compat for StatsBase to 0.34, (keep existing compat) (#47) (@github-actions[bot])

v0.2.2

AdvancedVI v0.2.2

Diff since v0.2.1

Merged pull requests:

• Add Enzyme support (#42) (@devmotion)