v0.6.2

NeuralOperators v0.6.2

Diff since v0.6.1

Merged pull requests:

• CompatHelper: bump compat for CairoMakie to 0.14 for package docs, (keep existing compat) (#66) (@github-actions[bot])
• fix: fft shift (#67) (@avik-pal)
• docs: double pendulum example (#68) (@avik-pal)

v0.6.1

NeuralOperators v0.6.1

Diff since v0.6.0

Merged pull requests:

• added poisson_equation tutorial (#62) (@pankajkmishra)
• feat: closer feature parity with neuraloperators (#63) (@avik-pal)
• docs: poisson equation cleanup (#64) (@avik-pal)

v0.6.0

NeuralOperators v0.6.0

Diff since v0.5.3

Breaking changes

• permuted kwarg has been removed. Currently the default corresponds to permuted=Val(true) from earlier versions.
• Direct dependency on FFT packaged has been removed. Users can opt in to their choice of FFT package (that supports AbstractFFT).
• Lux + Reactant is the backend of choice from this versions. Other AD tooling will have limited support and bug reports for such won't be prioritized.

Merged pull requests:

• chore: bump julia-actions/julia-format from 3 to 4 (#58) (@dependabot[bot])
• refactor: rework the package to be Reactant first (#60) (@avik-pal)

Closed issues:

• Proper Enzyme Support (#35)
• FNO parameters as SciML structures (#59)

v0.5.3

NeuralOperators v0.5.3

Diff since v0.5.2

Merged pull requests:

• chore: bump codecov/codecov-action from 4 to 5 (#53) (@dependabot[bot])
• bug : nomad model fix (#55) (@ayushinav)

Closed issues:

• 403 when accessing the docs (#50)
• Unclear internal behavior of the first layer in NOMAD model (#54)

v0.5.2

NeuralOperators v0.5.2

Diff since v0.5.1

Merged pull requests:

• chore: bump crate-ci/typos from 1.25.0 to 1.26.0 (#47) (@dependabot[bot])
• [skip ci] reduce typos dependabot checks (#48) (@ArnoStrouwen)

Closed issues:

• FourierNeuralOperator and ComponentArrays error (#29)

v0.5.1

NeuralOperators v0.5.1

Diff since v0.5.0

Merged pull requests:

• docs: add explanation to the FourierNeuralOperator tutorial (#43) (@asinghvi17)
• chore: bump crate-ci/typos from 1.24.6 to 1.25.0 (#45) (@dependabot[bot])
• docs: burgers equation example using deeponets (#46) (@avik-pal)

v0.5.0

NeuralOperators v0.5.0

Merged pull requests:

• Minor fixes (#4) (@ayushinav)
• Deeponet (#5) (@ayushinav)
• Improve code standards (#6) (@avik-pal)
• Inefficient matmul version of DeepONet (#8) (@avik-pal)
• standardization across LuxDL packages (#12) (@avik-pal)
• Bump crate-ci/typos from 1.23.1 to 1.23.2 (#14) (@dependabot[bot])
• Deeponet multi-output fix (#15) (@ayushinav)
• CompatHelper: bump compat for WeightInitializers to 1, (keep existing compat) (#18) (@github-actions[bot])
• Bump crate-ci/typos from 1.23.2 to 1.23.5 (#20) (@dependabot[bot])
• feat: update to newest versions (#21) (@avik-pal)
• chore: bump crate-ci/typos from 1.23.5 to 1.23.6 (#22) (@dependabot[bot])
• Structs for NeuralOperators (#23) (@ayushinav)
• fix: accidental public API change (#26) (@avik-pal)
• Feat : NOMAD (#27) (@ayushinav)
• chore: bump crate-ci/typos from 1.23.6 to 1.24.1 (#28) (@dependabot[bot])
• chore: bump crate-ci/typos from 1.24.1 to 1.24.3 (#32) (@dependabot[bot])

Closed issues:

• DeepONet error with high dim input (#7)
• DeepOnet Multiple output (#9)
• Make DeepONet and FourierNeuralOperator into structs (#16)