InvertibleNetworks.jl - v2.3.0

InvertibleNetworks v2.3.0

Diff since v2.2.9

Merged pull requests: - Fix odd chan for cond network (#112) (@rafaelorozco) - minor changes in JOSS paper (#113) (@danielskatz)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 1 year ago

InvertibleNetworks.jl - v2.2.9

InvertibleNetworks v2.2.9

Diff since v2.2.8

Merged pull requests: - Minor changes in paper.md and fix Julia ref (#105) (@aurorarossi) - Add minor changes to paper.md (#108) (@Nando-Hegemann) - add memory benchmarks (#109) (@rafaelorozco) - Cosmetic change readme (#110) (@rafaelorozco) - Make minor readability suggestions (#111) (@drvinceknight)

Closed issues: - Conditionally load heavy dependencies (#35) - Wavelet squeeze is not GPU friendly (#52) - Adding support + examples for FCN based INNs (#76) - Improve visibility of contribution guidelines (#106)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 1 year ago

InvertibleNetworks.jl - v2.2.8

InvertibleNetworks v2.2.8

Diff since v2.2.7

Merged pull requests: - change vers and add cudnn dep (#107) (@rafaelorozco)

Closed issues: - Error running conditional glow example on GPUs (#102)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] almost 2 years ago

InvertibleNetworks.jl - v2.2.7

InvertibleNetworks v2.2.7

Diff since v2.2.6

Merged pull requests: - Get tests passing in Julia 10 (#103) (@rafaelorozco)

Closed issues: - HINT layer input must be power of 2 in size? (#46)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] almost 2 years ago

InvertibleNetworks.jl - v2.2.6

InvertibleNetworks v2.2.6

Diff since v2.2.5

Merged pull requests: - Dense glow network (#77) (@rafaelorozco) - Summ net (#82) (@rafaelorozco) - add posterior inference gaussian mu std example (#84) (@rafaelorozco) - CompatHelper: bump compat for Wavelets to 0.10, (keep existing compat) (#90) (@github-actions[bot]) - add logdet option to glow and example of training with flux (#92) (@rafaelorozco) - small spelling, add examples (#96) (@rafaelorozco) - changes to docs to avoid runner crash (#97) (@rafaelorozco) - change doc fig path for display (#98) (@rafaelorozco) - add manual path to imgs (#99) (@rafaelorozco) - bump version (#100) (@rafaelorozco) - bump version correct (#101) (@rafaelorozco)

Closed issues: - NetworkGlow has no field logdet (#80) - Optional logdet in NetworkGlow (#81)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 2 years ago

InvertibleNetworks.jl - v2.2.6

Summarizednetwork + docs -summarized network structure beautifies the summary network workflow -2 examples to docs will serve as template for many examples to come soon

Scientific Software - Peer-reviewed - Julia
Published by rafaelorozco over 2 years ago

InvertibleNetworks.jl - v2.2.5

InvertibleNetworks v2.2.5

Diff since v2.2.4

Closed issues: - Flux friendlyness (#78)

Merged pull requests: - conditional glow 3d w test and example (#66) (@rafaelorozco) - fix Flux compat (#79) (@mloubout)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] almost 3 years ago

InvertibleNetworks.jl - v2.2.4

InvertibleNetworks v2.2.4

Diff since v2.2.3

Closed issues: - Issues with forward evaluation of conv1x1 on GPU with CUDA 4 (#73) - rrule error when ActNorm is nested with other network (#74)

Merged pull requests: - Mix type rr (#75) (@mloubout)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] almost 3 years ago

InvertibleNetworks.jl - v2.2.3

InvertibleNetworks v2.2.3

Diff since v2.2.2

Closed issues: - ridiculously long training times for GLOW on gpu (#72)

Merged pull requests: - CompatHelper: bump compat for CUDA to 4, (keep existing compat) (#71) (@github-actions[bot])

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] about 3 years ago

InvertibleNetworks.jl - v2.2.2

InvertibleNetworks v2.2.2

Diff since v2.2.1

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] about 3 years ago

InvertibleNetworks.jl - v2.2.1

InvertibleNetworks v2.2.1

Diff since v2.2.0

Merged pull requests: - Add the latest paper to README.md. (#63) (@alisiahkoohi) - Update runtests.yml (#67) (@rafaelorozco) - add activation parameter to conditional multiscale hint (#68) (@rafaelorozco)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] about 3 years ago

InvertibleNetworks.jl - v2.2.0

InvertibleNetworks v2.2.0

Diff since v2.1.5

Merged pull requests: - Conditional glow network and flexible residual block (#59) (@rafaelorozco)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 3 years ago

InvertibleNetworks.jl - v2.1.5

InvertibleNetworks v2.1.5

Diff since v2.1.4

Merged pull requests: - Glow 3d (#61) (@rafaelorozco)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 3 years ago

InvertibleNetworks.jl - v2.1.4

InvertibleNetworks v2.1.4

Diff since v2.1.2

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 3 years ago

InvertibleNetworks.jl - v2.1.3

InvertibleNetworks v2.1.3

Diff since v2.1.2

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 3 years ago

InvertibleNetworks.jl - v2.1.2

InvertibleNetworks v2.1.2

Diff since v2.1.1

Closed issues: - Reverse net has no rrule (#60)

Merged pull requests: - Prevent unrealistic eager memory alloc in conv1x1 (my bad) (#53) (@mloubout) - CompatHelper: bump compat for NNlib to 0.8, (keep existing compat) (#58) (@github-actions[bot]) - Dispatch pullback rrule for all Invertible (#62) (@ziyiyin97)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 3 years ago

InvertibleNetworks.jl - v2.1.1

InvertibleNetworks v2.1.1

Diff since v2.1.0

Closed issues: - glow example does not work (#47) - Gradient calculation with Chainrule (#48) - rename log_likelihood and Co.? (#50)

Merged pull requests: - Fix dimension check in squeeze, (#43) (@rafaelorozco) - Make sure example run and with good results (#49) (@rafaelorozco) - log_likelihood: improve docstring (#51) (@alisiahkoohi) - CompatHelper: bump compat for JOLI to 0.8, (keep existing compat) (#56) (@github-actions[bot])

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] almost 4 years ago

InvertibleNetworks.jl - v2.1.0

InvertibleNetworks v2.1.0

Diff since v2.0.4

Merged pull requests: - add julia 1.7 testing (#42) (@mloubout)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] about 4 years ago

InvertibleNetworks.jl - v2.0.4

InvertibleNetworks v2.0.4

Diff since v2.0.3

Merged pull requests: - make NetworkMultiScaleConditionalHINT reversible and use logdet correctly (#24) (@rafaelorozco)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] about 4 years ago

InvertibleNetworks.jl - v2.0.3

InvertibleNetworks v2.0.3

Diff since v2.0.2

Merged pull requests: - splitscales small bug (#39) (@rafaelorozco) - add splitscales option to glow (#40) (@rafaelorozco)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] about 4 years ago

InvertibleNetworks.jl - v2.0.2

InvertibleNetworks v2.0.2

Diff since v2.0.1

Closed issues: - Release? (#32) - Release type constraints (#34)

Merged pull requests: - Fix signature types (#37) (@mloubout) - add scale and shifted sigmoid (#38) (@rafaelorozco)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 4 years ago

InvertibleNetworks.jl - v2.0.1

InvertibleNetworks v2.0.1

Diff since v2.0.0

Closed issues: - JOLI (#25) - GPU support of InvertibleNetworks in julia 1.6.1 (#30)

Merged pull requests: - Typos (#28) (@PallHaraldsson) - add SLIM registry (#29) (@alisiahkoohi) - Hyperbolic network now uses GPU supported Haar wavelet (#31) (@PetersBas) - add compat for registration (#33) (@mloubout)

Scientific Software - Peer-reviewed - Julia
Published by github-actions[bot] over 4 years ago

InvertibleNetworks.jl - Chainrules

• Support for chainrules and Zygote
• Fix GPU support
• Make layers/network size independent to follow general conventions and generalizations.

Scientific Software - Peer-reviewed - Julia
Published by mloubout almost 5 years ago

InvertibleNetworks.jl - GPU support

Fixes GPU support: - Fix dimensionality manipulation views - Fix loss function input types - Add GPU supported Haar wavelet squeeze/unsqueeze

Simplifies and fix bugs in Hyperbolic layer Add documentation

Scientific Software - Peer-reviewed - Julia
Published by mloubout almost 5 years ago

InvertibleNetworks.jl - Jacobians and adjoint Jacobians of layers and networks

Implementation of Jacobian evaluation (and adjoint thereof) for invertible networks

Main contributions:

• added Jacobian functionalities for most of the layers and networks already implemented, except for layers and networks requiring a "link" function (invertible_layer_slim_additive, invertible_layer_slim_affine, invertible_network_irim) and Flux blocks that requires forward-mode AD;

• Jacobians can be wrapped around an abstract linear algebra framework, see /examples/jacobian/jacobian_linear_algebra.jl;

• composition functionalities to string networks/layers together, see /examples/utils/composition_of_networks.jl Jacobians also work together with Composition.

• new layers/networks: layerresnet (as a Flux block), invertiblenetworkhintmultiscale (previously only had a conditional version)

• utilities for Parameter or Array{Parameter, 1} direct manipulation, see /examples/utils/parameter_algebra.jl

Scientific Software - Peer-reviewed - Julia
Published by mloubout about 5 years ago

InvertibleNetworks.jl -

Support of Jacobians and adjoint of layers and networks.

Scientific Software - Peer-reviewed - Julia
Published by mloubout over 5 years ago

InvertibleNetworks.jl - First release

Scientific Software - Peer-reviewed - Julia
Published by mloubout over 5 years ago