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| pretty_name: ExtFoamBench — CFD Tasks, Geometry Assets and Evaluation Metrics | |
| language: | |
| - en | |
| license: other | |
| license_name: easyfoam-benchmarks-component-licenses | |
| license_link: LICENSE.md | |
| size_categories: | |
| - n<1K | |
| tags: | |
| - benchmark | |
| - computational-fluid-dynamics | |
| - openfoam | |
| - scientific-computing | |
| - agents | |
| - physics | |
| - evaluation | |
| - reference-data | |
| configs: | |
| - config_name: extended | |
| default: true | |
| data_files: | |
| - split: test | |
| path: data/extended.jsonl | |
| - config_name: basic | |
| data_files: | |
| - split: test | |
| path: data/basic.jsonl | |
| - config_name: advanced | |
| data_files: | |
| - split: test | |
| path: data/advanced.jsonl | |
| - config_name: all | |
| data_files: | |
| - split: test | |
| path: | |
| - data/extended.jsonl | |
| - data/basic.jsonl | |
| - data/advanced.jsonl | |
| # ExtFoamBench | |
| **English** | [中文介绍](README_zh.md) | |
| **100 CFD tasks · 7 geometry assets · task-specific physical evaluation** | |
| ExtFoamBench is a benchmark for evaluating OpenFOAM agents, introduced in [EasyFoam](https://openreview.net/forum?id=GhQ5YmhU8B). This repository focuses on **the ExtFoamBench dataset, the geometry assets needed by its tasks, and the evaluation metrics and acceptance criteria**. | |
| ## Core resources | |
| | Resource | What it provides | Files | | |
| | --- | --- | --- | | |
| | **ExtFoamBench dataset** | 100 tasks across 10 families, covering operating conditions, mesh/geometry, physics, numerical settings and multi-run workflows | [Task table](data/extended.jsonl) · [Reference case inputs](benchmarks/extended_cases.json) | | |
| | **Geometry assets** | 7 ready-to-use geometry files for stirred-reactor, airfoil and vehicle cases, with source attribution and checksums | [Assets](benchmarks/assets/) · [Manifest](benchmarks/assets/manifest.json) | | |
| | **Evaluation metrics and criteria** | Execution, numerical and physical acceptance; per-task QoI definitions, measurement rules, reference comparisons and tolerances | [Measurement specs](benchmarks/extended_measurement_specs.json) · [QoI design](benchmarks/extended_qoi_design.json) · [Reference values and tolerances](benchmarks/extended_reference_qois.json) | | |
| Each family has a baseline and nine variants: `yPlusVerification`, `risingBubble`, `supersonicCrossJet`, `nozzleCDV`, `MRF_stirredReactor`, `ERCOFTA_pump`, `compressibleBubbleCollapse`, `aerofoilNACA0012`, `drivaerFastback`, and `riemann2D`. | |
| The tasks are developed by the EasyFoam authors. Geometry assets are redistributed from attributed OpenFOAM 13 sources; their original notices are retained. | |
| ## Evaluation | |
| A task is assessed along three dimensions: **E** (execution completes), **N** (applicable numerical checks pass), and **Q** (all mandatory physical/QoI criteria pass). | |
| - **ECR** = tasks passing E / all assigned tasks. | |
| - **TAR** = tasks passing E, N and Q together / all assigned tasks. | |
| QoI rules specify what to measure, spatial/time support, comparison methods and acceptance tolerances. Missing outputs remain in the denominator. Diagnostic or continuous scores do not override failed mandatory criteria. | |
| ## Use the dataset | |
| Install `datasets`, then load the default Extended track: | |
| ```python | |
| from datasets import load_dataset | |
| tasks = load_dataset("Eurus132/ExtFoamBench", "extended", split="test", revision="v1.2.0") | |
| print(len(tasks)) # 100 | |
| print(tasks[0]["usr_requirement"]) | |
| ``` | |
| To download geometry, criteria and reference data as well: | |
| ```bash | |
| hf download Eurus132/ExtFoamBench --repo-type dataset --revision v1.2.0 --local-dir ExtFoamBench | |
| ``` | |
| The task table contains requirements and metadata. Reference case inputs and reference answers are for evaluation; keep them outside the solving agent's accessible workspace. The `test` label denotes benchmark tasks, not the historical skill-evolution held-out split. | |
| ## Supporting resources | |
| For broader comparison, the repository also includes **FoamBench Basic (110)** and **Advanced (16)** from [upstream FoamBench](https://github.com/NLR-Theseus/cfdllmbench). These are inherited tasks; the EasyFoam authors contribute their **evaluation criteria and offline reference data**. Select `basic`, `advanced`, or `all` (226 tasks) to browse them. | |
| Offline QoI references and numerical summaries support evaluation across all three tracks. The [optional evaluation tools](tools/evaluation-tools.zip) bundle the scorer, scripts and schemas; extract them only when needed. The [guide](GUIDE.md) covers usage, data coverage and protocol details. The [EasyFoam Skill library](https://github.com/CAS-CLab/EasyFoam) is distributed separately. | |
| ## Citation and licenses | |
| Cite [EasyFoam](https://openreview.net/forum?id=GhQ5YmhU8B) when using ExtFoamBench or its evaluation/reference resources, and credit [FoamBench](https://github.com/NLR-Theseus/cfdllmbench) when using Basic/Advanced. See [component licenses](LICENSE.md) for project and third-party terms. | |
| Version **1.2.0** uses concise, consistent filenames across data, tools and documentation. Numerical reference values, acceptance rules and scoring logic are unchanged. Earlier releases remain available. | |