Anonymous Author commited on
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Parent(s): 8ae79c5
Fix license metadata: declare other with split LICENSE file
Browse filesThe card declared license: cc-by-4.0, which misstated the terms for
ERCOFTAC_AhmedBody25 and ERCOFTAC_WingBodyJunction. Both are curated
extracts of ERCOFTAC kbwiki material and inherit CC-BY-NC-SA-4.0.
- README frontmatter: license: other + license_name + license_link
- Add LICENSE recording the CC-BY-4.0 / CC-BY-NC-SA-4.0 split
- croissant.json root license now points at LICENSE
- Add configs block grouping the two license scopes
- Document that periodic-hill name digits are domain extents, not Re
Addresses Reviewer oEPR Q4.
- LICENSE +34 -0
- README.md +29 -4
- croissant.json +1 -1
LICENSE
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Closure Challenge v2 — licensing
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This dataset aggregates material under two different licenses. Which terms
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apply depends on which case directory the file sits in.
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--------------------------------------------------------------------------
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A. CC-BY-4.0
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--------------------------------------------------------------------------
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Applies to: alpha_05_4071_2024, alpha_05_4071_4048, alpha_15_13929_2024,
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alpha_15_13929_4048, AR_1_Ret_360, AR_3_Ret_360, AR_14_Ret_180,
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NASA_2DWMH, NASA_2DZP, NASA_2DN00, NASA_ASJ, NASA_FaithHill,
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and the evaluation_points directory.
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Upstream sources are public-domain or CC-BY: NASA Turbulence Modeling
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Resource, the Vinuesa duct database, and the Xiao parametric periodic-hill
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database. Full text: https://creativecommons.org/licenses/by/4.0/
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--------------------------------------------------------------------------
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B. CC-BY-NC-SA-4.0
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--------------------------------------------------------------------------
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Applies to: ERCOFTAC_AhmedBody25, ERCOFTAC_WingBodyJunction.
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These are curated extracts of ERCOFTAC kbwiki material (Classic Collection
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case082; DNS 1-6) and inherit the upstream CC-BY-NC-SA-4.0 terms, including
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the non-commercial and share-alike conditions.
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Full text: https://creativecommons.org/licenses/by-nc-sa/4.0/
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--------------------------------------------------------------------------
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C. Code
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--------------------------------------------------------------------------
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Extraction, plotting, and run scripts (*.py, *.sh) are MIT licensed.
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See LICENSE-CODE in the accompanying code repository.
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Per-case source attribution is in SOURCES.md in the code repository.
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README.md
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---
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-
license:
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task_categories:
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- other
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language:
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pretty_name: "Closure Challenge v2 — extended ML-RANS turbulence benchmark"
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size_categories:
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- 100K<n<1M
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viewer: false
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---
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└── plots/ Pre-rendered comparison figures
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```
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## Quick start
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```python
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## License
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-
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-
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- **
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Per-case attribution is in `SOURCES.md` of the code repository.
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---
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license: other
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license_name: mixed-cc-by-4.0-and-cc-by-nc-sa-4.0
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license_link: LICENSE
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task_categories:
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- other
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language:
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pretty_name: "Closure Challenge v2 — extended ML-RANS turbulence benchmark"
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size_categories:
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- 100K<n<1M
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configs:
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- config_name: cc_by_4_0_cases
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data_files:
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- path:
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- data/alpha_*/**
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- data/AR_*/**
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- data/NASA_*/**
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- data/evaluation_points/**
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split: train
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- config_name: cc_by_nc_sa_4_0_cases
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data_files:
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- path:
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- data/ERCOFTAC_AhmedBody25/**
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- data/ERCOFTAC_WingBodyJunction/**
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split: train
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viewer: false
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---
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└── plots/ Pre-rendered comparison figures
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```
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### Reading the periodic-hill case names
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The digits in `alpha_<slope>_<Lx>_<Ly>` are **domain dimensions, not Reynolds numbers**. `alpha_05_4071_2024` has streamwise extent x = 0 .. 4.071 and wall-normal extent y = 0 .. 2.024; `alpha_15_13929_4048` spans x = 0 .. 13.929 and y = 0 .. 4.048. The leading `alpha` value is the hill-slope parameter.
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## Quick start
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```python
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## License
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This dataset aggregates material under two different licenses. See the `LICENSE` file at the repository root for the authoritative statement.
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- **CC-BY-4.0**: the 12 non-ERCOFTAC cases (`alpha_*`, `AR_*`, `NASA_*`) and `evaluation_points`, derived from public-domain or CC-BY upstream sources (NASA Turbulence Modeling Resource, Vinuesa duct database, Xiao parametric periodic-hill database).
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- **CC-BY-NC-SA-4.0**: `ERCOFTAC_AhmedBody25` and `ERCOFTAC_WingBodyJunction`, curated extracts of ERCOFTAC kbwiki material (Classic Collection case082; DNS 1-6), inheriting the upstream non-commercial and share-alike conditions.
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- **Code**: MIT (see `LICENSE-CODE` in the code repository).
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Hugging Face has no per-directory license field, so this repository declares `license: other` and records the split in `LICENSE`. The `configs` block above groups the two license scopes for readers and machine consumers; it does not itself carry licensing force.
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Per-case attribution is in `SOURCES.md` of the code repository.
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croissant.json
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"name": "closure-challenge-v2",
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"description": "Closure Challenge v2 — extended ML-RANS turbulence-modelling benchmark with composite scoring across 14 test cases (8 inherited from v1 plus 6 new engineering-relevant cases). The new cases bridge canonical 2D wall-bounded flows (NASA TMR: zero-pressure-gradient flat plate, NACA 0012 polar, axisymmetric subsonic jet) and 3D bluff-body separation (Ahmed body 25-degree slant, NASA Faith Hill, ERCOFTAC wing-body junction). For each case the dataset provides a baseline k-omega SST RANS prediction and a high-fidelity reference (DNS/LES, experimental PIV/LDA/PSP/FISF, or theoretical correlations).",
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"conformsTo": "http://mlcommons.org/croissant/1.0",
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-
"license": "https://
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"url": "https://huggingface.co/datasets/anon-closure-challenge-v2/closure-challenge-v2",
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"version": "0.4.0",
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"citeAs": "@inproceedings{closure_challenge_v2_neurips26, title={The Closure Challenge: A Benchmark Task for Machine Learning in Turbulence Modeling}, author={Anonymous}, booktitle={NeurIPS Datasets and Benchmarks Track (under review)}, year={2026}}",
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"name": "closure-challenge-v2",
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"description": "Closure Challenge v2 — extended ML-RANS turbulence-modelling benchmark with composite scoring across 14 test cases (8 inherited from v1 plus 6 new engineering-relevant cases). The new cases bridge canonical 2D wall-bounded flows (NASA TMR: zero-pressure-gradient flat plate, NACA 0012 polar, axisymmetric subsonic jet) and 3D bluff-body separation (Ahmed body 25-degree slant, NASA Faith Hill, ERCOFTAC wing-body junction). For each case the dataset provides a baseline k-omega SST RANS prediction and a high-fidelity reference (DNS/LES, experimental PIV/LDA/PSP/FISF, or theoretical correlations).",
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"conformsTo": "http://mlcommons.org/croissant/1.0",
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"license": "https://huggingface.co/datasets/anon-closure-challenge-v2/closure-challenge-v2/blob/main/LICENSE",
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"url": "https://huggingface.co/datasets/anon-closure-challenge-v2/closure-challenge-v2",
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"version": "0.4.0",
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"citeAs": "@inproceedings{closure_challenge_v2_neurips26, title={The Closure Challenge: A Benchmark Task for Machine Learning in Turbulence Modeling}, author={Anonymous}, booktitle={NeurIPS Datasets and Benchmarks Track (under review)}, year={2026}}",
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