new-simulation
Skill1.4k starsChanged 10 days agoMITView on GitHub
Set up and validate a new Oceananigans simulation, with or without a reference paper
2 other projects use a version of this, 1 of them edited.
Trending
More talk lately.about the whole repository
Most recently taken up by
- NumericalEarth/Breeze.jledited, first seen Oct 17, 2026
- physicshub/physicshub.github.iotheir own version, first seen Oct 8, 2026
Who's talking about CliMA/Oceananigans.jl
- @navidcy.bsky.social“This 👇🏼 is open for another 6 days! 🌊 🌏 Not sure if this is for you? Want to find more about the …”Bluesky · Nov 20, 2024 · 21 likes
- @navidcy.bsky.social“Very excited to see our figure on the JFM cover!! large-eddy simulation run with @julialang.org software …”Bluesky · Oct 17, 2025 · 11 likes
- NumericalEarth/NumericalEarth.jl“Clean up `examples/` + create `validation/`”GitHub · Jul 29, 2026 · 3 reactions
- JuliaLang/julia“Package precompilation suddenly hangs on 1.5.4 without direct code changes”GitHub · Apr 13, 2021 · 3 reactions
- NumericalEarth/Breeze.jl“Implement checkpointing for `AtmosphereModel`”GitHub · Feb 27, 2026 · 2 reactions
The biggest 5 of 48 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 48
Talked about on GitHub, Bluesky and Hacker News (48 times).
On GitHub · 45
- Jul 29, 2026Clean up `examples/` + create `validation/` — NumericalEarth/NumericalEarth.jl3 reactions · 6 comments
- Apr 13, 2021Package precompilation suddenly hangs on 1.5.4 without direct code changes — JuliaLang/julia3 reactions · 3 comments
- Feb 27, 2026Implement checkpointing for `AtmosphereModel` — NumericalEarth/Breeze.jl2 reactions · 26 comments
- Nov 21, 2025Implement a buoyancy frequency (squared) functionality that is "cloudy-region-aware" — NumericalEarth/Breeze.jl2 reactions · 2 comments
- Sep 13, 2025OceananiganPythonInterface or ClimaOceanPythonInterface auxiliary package for collecting PythonCall utilities? — CliMA/ClimaOcean.jl2 reactions · 5 comments
40 more on GitHub
- Oct 29, 2026Implement and test checkpointing for biogeochemistry models — OceanBioME/OceanBioME.jl1 reaction
- Oct 20, 2026Test the impact of storing reciprocal metrics — NumericalEarth/Breeze.jl1 reaction · 12 comments
- Oct 16, 2026POCL: reduce launch memory allocations — JuliaGPU/KernelAbstractions.jl1 reaction · 2 comments
- Sep 24, 2026Use Julia 1.13 for Buildkite tests — OceanBioME/OceanBioME.jl1 reaction
- Aug 27, 2026Fix compatibility with Oceananigans v0.110.20 — NumericalEarth/Breeze.jl1 reaction · 3 comments
- Aug 3, 2026Remove dev'd Oceananigans.jl — NumericalEarth/Breeze.jl1 reaction · 1 comment
- Jun 3, 2026Antimeridian-aware `contour`/`contourf` on `GeoAxis` (incl. curvilinear/tripolar grids) — MakieOrg/GeoMakie.jl1 reaction · 1 comment
- Apr 9, 2026Documentation fixes and improvements — NumericalEarth/Terrarium.jl1 reaction · 6 comments
- Apr 2, 2026Implement fast_div using fast rcp — JuliaGPU/CUDA.jl1 reaction · 9 comments
- Jan 30, 2026Update Julia packages to latest version — tomchor/rough-seamounts1 reaction
- Nov 9, 2025Update Oceananigans requirement to 0.100.7 in /docs — NumericalEarth/Breeze.jl1 reaction · 5 comments
- Nov 3, 2025Aliasscope miss-compile for 1.11+ — JuliaGPU/KernelAbstractions.jl1 reaction · 3 comments
- Oct 2, 2025Changes `ExponentialCoordinate` to `ExponentialDiscretization` — CliMA/ClimaOcean.jl1 reaction · 11 comments
- Aug 28, 2025Invalid kernel config generated by `mapreducedim!` with `SubArray` input and output — JuliaGPU/CUDA.jl1 reaction · 3 comments
- Apr 14, 2025Register this package? — JuliaGeo/ConservativeRegridding.jl1 reaction · 5 comments
- Mar 15, 2025[CI] Some improvements to GitHub Actions setup — CliMA/ClimaOcean.jl1 reaction · 5 comments
- Nov 16, 2024Add small (molecular?) background diffusivity on top of Smag-Lilly eddy diffusivity — hdrake/internal-tide-mixing1 reaction · 2 comments
- Dec 8, 2022Check if NetCDF_jll `is_available` before loading code — JuliaGeo/NCDatasets.jl1 reaction · 3 comments
- Jul 8, 2021Detect common integer exponentiations and handle them directly. — JuliaGPU/CUDA.jl1 reaction · 3 comments
- May 21, 2021Error when computing reductions into a view with `reduce_blocks > 1` — JuliaGPU/CUDA.jl1 reaction · 6 comments
- Mar 5, 2021Using joblib to parallelize plotting — jbusecke/xmovie1 reaction · 8 comments
- Jul 2, 2020Make Ref pass by-reference — JuliaGPU/CUDA.jl1 reaction · 5 comments
- Oct 31, 2026Update Oceananigans requirement from 0.113, 0.114 to 0.113, 0.114, 0.116 — agate-model/Agate.jl0 reactions
- Oct 21, 2026Update Oceananigans requirement from 0.113 to 0.113, 0.114 in /test — aria-verify/Assimilate.jl0 reactions
- Oct 21, 2026Update Oceananigans requirement from 0.113 to 0.113, 0.114 in /docs — aria-verify/Assimilate.jl0 reactions
- Oct 21, 2026Update Oceananigans requirement from 0.113 to 0.113, 0.114 — aria-verify/Assimilate.jl0 reactions
- Mar 13, 2026Make docs build faster by running examples in parallel — CliMA/CloudMicrophysics.jl0 reactions
- Feb 19, 2026STATUS: Differentiating Breeze — NumericalEarth/Breeze.jl0 reactions
- Jan 16, 2026Overlay methods on top of CUDA.jl method table — EnzymeAD/Reactant.jl0 reactions · 1 comment
- Nov 10, 2025Open boundary conditions with boundary mass flux correction — NumericalEarth/Breeze.jl0 reactions · 1 comment
- Aug 6, 2025Support Julia LTS version — googlecolab/colabtools0 reactions · 2 comments
- Jul 15, 2025Version and thread check at init — fesmc/Pagos.jl0 reactions
- Jun 16, 2025Error in ECCO dataset download — CliMA/ClimaOcean.jl0 reactions · 30 comments
- Jun 8, 2025Package notation differs from Oceananigans — tomchor/Oceanostics.jl0 reactions · 9 comments
- Apr 23, 2025Test with new weno reconstruction — simone-silvestri/NVIDIA_benchmark_tests0 reactions · 1 comment
- Sep 27, 2023Have we tried using `Field` as boundary condition? — yuchenma23/RT_tracer0 reactions
- Jun 13, 2022Use `.dataset` rather than `.field_time_serieses`? — CliMA/ParameterEstimocean.jl0 reactions · 1 comment
- Mar 9, 2022Can saved output be improved? — navidcy/mesoscale-parametrization0 reactions · 5 comments
- Feb 7, 2022Oceananigans.jl ocean modeling example — ClimateMARGO/interactive0 reactions · 4 comments
- Sep 27, 2020Milestones until we can submit a JOSS paper? — ali-ramadhan/Atmosfoolery.jl0 reactions · 2 comments
On Bluesky · 2
- Nov 20, 2024This 👇🏼 is open for another 6 days! 🌊 🌏 Not sure if this is for you? Want to find more about the project? Are you on the fence? Do… — @navidcy.bsky.social21 likes and reposts
- Oct 17, 2025Very excited to see our figure on the JFM cover!! large-eddy simulation run with @julialang.org software Oceananigans.jl;… — @navidcy.bsky.social11 likes and reposts
On Hacker News · 1
- May 26, 2020Oceananigans.jl: fast and friendly fluid dynamics on CPUs and GPUs2 points
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 1
- NumericalEarth/Breeze.jl★ 9047% same
Wrote their own version · 1
- physicshub/physicshub.github.io★ 68same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository5 other files it gives its agents.
- AGENTS.mdAGENTS.md
- add-featureSkill
- babysit-ciSkill
- build-docsSkill
- run-testsSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
22 rules. About 0 are common, 18 are distinctive, and 4 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈18
Distinctive · estimate
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 13
Read the paper carefully and extract ALL parameters: domain size, resolution, physical constants, boundary conditions, initial conditions, …
- Distinctive: line 15
Check parameter tables (often "Table 1"), figure captions, and coordinate conventions
- Distinctive: line 18
Ask the user for the science goal or phenomenon to simulate
- Distinctive: line 24
Create the grid and visualize it immediately (see Visualization below)
- Distinctive: line 25
Verify domain extents, topography/immersed boundaries, coordinate orientations
- Distinctive: line 26
If reproducing a paper, compare geometry to paper figures
- Distinctive: line 37
Run a few timesteps on CPU at low resolution
- Very specific: line 38
Check for NaNs: maximum(abs, u), maximum(abs, v), etc.
- Distinctive: line 39
Verify flow is developing (velocities changing from initial state)
- Distinctive: line 40
Check output files contain meaningful data
- Distinctive: line 44
Run a short simulation and visualize results
- Distinctive: line 45
Check physics: flow direction, velocity magnitude, mixing patterns
- Distinctive: line 46
If reproducing a paper, compare to early-time figures
- Distinctive: line 50
Run at full resolution / full duration
- Distinctive: line 51
Create diagnostic visualizations matching the science goal
- Distinctive: line 52
If reproducing a paper, match figure format, colormaps, axis ranges, time snapshots
- Very specific: line 56
Use the Oceananigans Makie extension.
- Distinctive: line 137
Wrong flow direction: check coordinate conventions
- Distinctive: line 138
GPU issues: avoid branching, ensure type stability
- Very specific: line 142
Place validation scripts in validation/<case_name>/
- Very specific: line 143
Place example scripts in examples/
- Distinctive: line 144
Follow existing conventions in those directories
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
New Simulation
Set up, run, and visualize a new Oceananigans simulation.
Step 1: Understand the Case
If reproducing a paper:
- Read the paper carefully and extract ALL parameters: domain size, resolution, physical constants, boundary conditions, initial conditions, forcing, closure parameters
- Check parameter tables (often "Table 1"), figure captions, and coordinate conventions
If designing a new case:
- Ask the user for the science goal or phenomenon to simulate
- Clarify: domain geometry, resolution, physics (buoyancy, Coriolis, closures), run duration
- Identify what quantities to diagnose and visualize
Step 2: Set Up Geometry
- Create the grid and visualize it immediately (see Visualization below)
- Verify domain extents, topography/immersed boundaries, coordinate orientations
- If reproducing a paper, compare geometry to paper figures
Step 3: Set Initial Conditions
- Apply initial conditions, then verify:
minimum(field)andmaximum(field)make physical sense- Visualize spatial distribution
- Dense water, stratification, velocity profiles are where they should be
Step 4: Short Test Run
- Run a few timesteps on CPU at low resolution
- Check for NaNs:
maximum(abs, u),maximum(abs, v), etc. - Verify flow is developing (velocities changing from initial state)
- Check output files contain meaningful data
Step 5: Progressive Validation
- Run a short simulation and visualize results
- Check physics: flow direction, velocity magnitude, mixing patterns
- If reproducing a paper, compare to early-time figures
Step 6: Production Run and Comparison
- Run at full resolution / full duration
- Create diagnostic visualizations matching the science goal
- If reproducing a paper, match figure format, colormaps, axis ranges, time snapshots
Visualization Guide
Use the Oceananigans Makie extension. Plot Field objects directly — avoid interior() and
explicit nodes() calls whenever possible. The extension handles coordinate extraction, GPU-to-CPU
transfer, and immersed boundary masking automatically.
Setup
using CairoMakie
using OceananigansPlotting Fields Directly
# 2D field (or 3D field with a Flat dimension) — just pass the field
fig, ax, plt = heatmap(field; colormap=:balance)
# Add to an existing axis
heatmap!(ax, field)
# 1D field
lines!(ax, field)The extension auto-detects dimensionality, extracts grid coordinates, and sets axis labels.
Slicing 3D Fields
3D fields cannot be plotted directly — you must slice them first. Use view to create
a 2D slice that remains a Field:
# Slice at k=1 (bottom), j=Ny÷2 (midpoint), etc.
b_surface = view(b, :, :, grid.Nz)
b_section = view(b, :, grid.Ny÷2, :)
heatmap!(ax, b_surface)
heatmap!(ax, b_section)Animations with Observables
using Oceananigans.OutputReaders: FieldTimeSeries
bt = FieldTimeSeries("output.jld2", "b")
n = Observable(1)
b_frame = @lift bt[$n]
fig = Figure()
ax = Axis(fig[1, 1])
heatmap!(ax, b_frame; colormap=:thermal)
record(fig, "animation.mp4", 1:length(bt.times)) do i
n[] = i
endSpherical Grids
For LatitudeLongitudeGrid, TripolarGrid, etc., use surface! on an Axis3:
fig = Figure()
ax = Axis3(fig[1, 1]; aspect=:data)
surface!(ax, field; colormap=:viridis)Common Mistakes to Avoid
- Don't use
interior(f)to get data for plotting — plot theFielddirectly - Don't call
nodes(grid, ...)to build coordinate arrays — the extension does this - Don't forget
compute!on computedFields before plotting (the extension callscompute!automatically, but be aware of it for debugging) - 3D fields error — always slice to 2D or 1D first
Common Issues
- NaN blowups: timestep too large, unstable ICs,
if/elseon GPU (useifelse) - Nothing happening: wrong buoyancy sign, ICs not applied, forcing inactive
- Wrong flow direction: check coordinate conventions
- GPU issues: avoid branching, ensure type stability
Output
- Place validation scripts in
validation/<case_name>/ - Place example scripts in
examples/ - Follow existing conventions in those directories
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