convolutionalneuraloperators.jl
https://github.com/deepdip-project/convolutionalneuraloperators.jl
Science Score: 67.0%
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○Scientific vocabulary similarity
Low similarity (11.6%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: DEEPDIP-project
- License: mit
- Language: Julia
- Default Branch: main
- Size: 2.1 MB
Statistics
- Stars: 1
- Watchers: 0
- Forks: 0
- Open Issues: 5
- Releases: 3
Metadata Files
README.md
ConvolutionalNeuralOperators
This package implements Convolutional Neural Operators following this. The CNOs can then be used as custom Lux models and they are compatible with closure modeling.
Install
julia
using Pkg
Pkg.add(url="git@github.com:DEEPDIP-project/ConvolutionalNeuralOperator.jl.git")
Usage
You probably want to use the cno function to create a closure model, which can be used in CoupledNODE or as a Lux model.
julia
closure, _start, st = cno(
T = T,
N = N,
D = D,
cutoff = cutoff,
ch_sizes = ch_,
activations = act,
down_factors = df,
k_radii = k_rad,
bottleneck_depths = bd,
rng = rng,
use_cuda = false,
)
to get the closure model, and then use it as a Lux model, or in CoupledNODE
julia
l, trainstate = CoupledNODE.train(
closure,
,
st,
dataloader,
loss;
tstate = trainstate,
nepochs = 2,
alg = Adam(T(1.0e-3),
)
Look in test/ for more detailed examples on how to use the package, or look at the documentation.
How to Cite
If you use ConvolutionalNeuralOperators.jl in your work, please cite using the reference given in CITATION.cff.
Contributing
If you want to make contributions of any kind, please first that a look into our contributing guide directly on GitHub or the contributing page on the website
Contributors
 SCiarella |
Owner
- Name: DEEPDIP
- Login: DEEPDIP-project
- Kind: organization
- Email: p.rodriguez-sanchez@esciencecenter.nl
- Location: Netherlands
- Repositories: 8
- Profile: https://github.com/DEEPDIP-project
Citation (CITATION.cff)
# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!
cff-version: 1.2.0
title: ConvolutionalNeuralOperator.jl
message: >-
If you use this software, please cite it using the
metadata from this file.
type: software
authors:
- given-names: Simone
family-names: Ciarella
email: simoneciarella@gmail.com
affiliation: Netherlands eScience Center
orcid: 'https://orcid.org/0000-0002-9247-139X'
GitHub Events
Total
- Create event: 20
- Issues event: 4
- Release event: 3
- Delete event: 11
- Issue comment event: 5
- Push event: 79
- Pull request event: 50
Last Year
- Create event: 20
- Issues event: 4
- Release event: 3
- Delete event: 11
- Issue comment event: 5
- Push event: 79
- Pull request event: 50
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 3
- Total pull requests: 26
- Average time to close issues: 5 days
- Average time to close pull requests: 3 days
- Total issue authors: 1
- Total pull request authors: 2
- Average comments per issue: 0.33
- Average comments per pull request: 0.08
- Merged pull requests: 14
- Bot issues: 0
- Bot pull requests: 15
Past Year
- Issues: 3
- Pull requests: 26
- Average time to close issues: 5 days
- Average time to close pull requests: 3 days
- Issue authors: 1
- Pull request authors: 2
- Average comments per issue: 0.33
- Average comments per pull request: 0.08
- Merged pull requests: 14
- Bot issues: 0
- Bot pull requests: 15
Top Authors
Issue Authors
- SCiarella (3)
Pull Request Authors
- github-actions[bot] (15)
- SCiarella (11)
Top Labels
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Dependencies
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- julia-actions/setup-julia v2 composite
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- actions/checkout v4 composite
- actions/setup-python v5 composite
- peter-evans/create-pull-request v7 composite
- actions/checkout v4 composite
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- julia-actions/cache v2 composite
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- julia-actions/setup-julia v2 composite
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