NeuralOperators

NeuralOperators.jl is a package written in Julia to provide the architectures for learning mapping between function spaces, and learning grid invariant solution of PDEs.

Installation

On Julia 1.10+, you can install NeuralOperators.jl by running

import Pkg
Pkg.add("NeuralOperators")

Currently provided operator architectures are :

Reproducibility

The documentation of this SciML package was built using these direct dependencies,
Status `/var/lib/buildkite-agent/builds/gpuci-8/julialang/neuraloperators-dot-jl/docs/Project.toml`
  [cbdf2221] AlgebraOfGraphics v0.11.1
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  [ea5c82af] NeuralOperators v0.6.2 `..`
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  [6099a3de] PythonCall v0.9.25
  [3c362404] Reactant v0.2.137
  [de0858da] Printf v1.11.0
Info Packages marked with  have new versions available and may be upgradable.
and using this machine and Julia version.
Julia Version 1.11.5
Commit 760b2e5b739 (2025-04-14 06:53 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 48 × AMD EPYC 7402 24-Core Processor
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver2)
Threads: 1 default, 0 interactive, 1 GC (on 2 virtual cores)
Environment:
  JULIA_CPU_THREADS = 2
  JULIA_DEBUG = Documenter
  JULIA_DEPOT_PATH = /root/.cache/julia-buildkite-plugin/depots/019014b6-8236-48ab-bcf9-d3bf7507bf65
  LD_LIBRARY_PATH = /usr/local/nvidia/lib:/usr/local/nvidia/lib64
A more complete overview of all dependencies and their versions is also provided.
Status `/var/lib/buildkite-agent/builds/gpuci-8/julialang/neuraloperators-dot-jl/docs/Manifest.toml`
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  [efcefdf7] PCRE2_jll v10.42.0+1
  [bea87d4a] SuiteSparse_jll v7.7.0+0
  [83775a58] Zlib_jll v1.2.13+1
  [8e850b90] libblastrampoline_jll v5.11.0+0
  [8e850ede] nghttp2_jll v1.59.0+0
  [3f19e933] p7zip_jll v17.4.0+2
Info Packages marked with  and  have new versions available. Those with  may be upgradable, but those with  are restricted by compatibility constraints from upgrading. To see why use `status --outdated -m`

You can also download the manifest file and the project file.