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# NeuralOperators | ||
# NeuralOperators.jl | ||
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NeuralOperators built using [Lux.jl](https://lux.csail.mit.edu/). | ||
For a version built using an old-generation framework [Flux.jl](https://fluxml.ai/), see | ||
[NeuralOperators.jl](https://docs.sciml.ai/NeuralOperators/stable/), though that version | ||
will be soon replaced by this one. | ||
[![Join the chat at https://julialang.zulipchat.com #sciml-bridged](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged) | ||
[![Global Docs](https://img.shields.io/badge/docs-SciML-blue.svg)](https://docs.sciml.ai/NeuralOperators/stable/) | ||
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[![codecov](https://codecov.io/gh/SciML/NeuralOperators.jl/branch/master/graph/badge.svg)](https://codecov.io/gh/SciML/NeuralOperators.jl) | ||
[![Build Status](https://github.com/SciML/NeuralOperators.jl/workflows/CI/badge.svg)](https://github.com/SciML/NeuralOperators.jl/actions?query=workflow%3ACI) | ||
[![Build status](https://badge.buildkite.com/dd09599b08f61de1b5c7960aacd5390554c53e3b54f1407ba1.svg?branch=main)](https://buildkite.com/julialang/neuraloperators-dot-jl) | ||
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[![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet)](https://github.com/SciML/ColPrac) | ||
[![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle) | ||
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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. Checkout the | ||
[documentation](https://docs.sciml.ai/NeuralOperators/stable/) for tutorials and API | ||
reference. | ||
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## Installation | ||
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On Julia 1.10+, you can install `NeuralOperators.jl` by running | ||
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```julia | ||
import Pkg | ||
Pkg.add("NeuralOperators") | ||
``` | ||
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## Citation | ||
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If you found this library to be useful in academic work, then please cite: | ||
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```bibtex | ||
@software{pal2023lux, | ||
author = {Pal, Avik}, | ||
title = {{Lux: Explicit Parameterization of Deep Neural Networks in Julia}}, | ||
month = apr, | ||
year = 2023, | ||
note = {If you use this software, please cite it as below.}, | ||
publisher = {Zenodo}, | ||
version = {v0.5.0}, | ||
doi = {10.5281/zenodo.7808904}, | ||
url = {https://doi.org/10.5281/zenodo.7808904} | ||
} | ||
@thesis{pal2023efficient, | ||
title = {{On Efficient Training \& Inference of Neural Differential Equations}}, | ||
author = {Pal, Avik}, | ||
year = {2023}, | ||
school = {Massachusetts Institute of Technology} | ||
} | ||
``` |
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@JuliaRegistrator register
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Registration pull request created: JuliaRegistries/General/116243
Tip: Release Notes
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"Release notes:" and it will be added to the registry PR, and if TagBot is installed it will also be added to the
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To add them here just re-invoke and the PR will be updated.
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