| onescience_manifest_version: "0.1" |
| resource_type: dataset |
| resource: |
| id: OneScience/cfd_benchmark |
| name: cfd_benchmark |
| domain: cfd |
| domain_tags: |
| - cfd |
| - neural_pde_solver |
| - benchmark |
| task: cfd_operator_learning_dataset |
| task_tags: |
| - flow_field_prediction |
| - pde_operator_learning |
| - data_reading_validation |
| modalities: |
| - gridded_field |
| - unstructured_mesh |
| input_formats: |
| - npy |
| - mat |
| output_formats: [] |
| summary: CFD_Benchmark 数据集的 ModelScope 标准数据包，本次包含 airfoil、darcy、elasticity、ns、pipe、plas 六个子集。 |
|
|
| platform_resource: |
| primary: |
| platform: modelscope |
| repo_id: OneScience/cfd_benchmark |
| repo_type: dataset |
| url: https://modelscope.cn/datasets/OneScience/cfd_benchmark |
| revision: main |
| readme_path: README.md |
| manifest_path: manifest.yaml |
| mirrors: [] |
| access: |
| visibility: public |
| license: null |
|
|
| website_integration: |
| enabled: true |
| click_target: |
| platform: modelscope |
| resource_url: https://modelscope.cn/datasets/OneScience/cfd_benchmark |
| llm_handoff: |
| readme_required: true |
| manifest_required: true |
| download_readme_first: true |
| resolve_related_models: true |
| default_run_goal: minimal_validation |
|
|
| runtime: |
| enabled: true |
| onescience_domain: cfd |
| min_onescience_version: null |
| supported_execution: |
| - local |
| - local_slurm |
| - remote_slurm |
|
|
| onescience: |
| repo: https://gitee.com/onescience-ai/onescience |
| official_links: |
| gitee: |
| doc: https://gitee.com/onescience-ai/onescience-doc |
| onescience: https://gitee.com/onescience-ai/onescience |
| skills: https://gitee.com/onescience-ai/oneskills |
| github: |
| doc: https://github.com/onescience-ai/OneScience-doc |
| onescience: https://github.com/onescience-ai/OneScience |
| skills: https://github.com/onescience-ai/oneskills |
| install: |
| required_by_default: false |
| command: source ~/env.sh && bash install.sh cfd |
| source_paths: [] |
| compatibility: |
| examples_path: examples/cfd/CFD_Benchmark |
| status: examples_compatible |
|
|
| runtime_package: |
| kind: standard_runtime_package |
| package_root: . |
| standard_layout: |
| workdir: . |
| config_dir: metadata |
| checkpoint_dir: null |
| data_dir: data |
| output_dir: reports |
| apply_policy: |
| mode: direct_use |
| target: session_workdir |
| overwrite: true |
| protect_installed_onescience: true |
| entry_files: |
| - metadata/file_manifest.csv |
| - metadata/schema.yaml |
| - scripts/validate_dataset.py |
| entrypoints: |
| preflight: scripts/validate_dataset.py |
| inference: null |
| train: null |
| finetune: null |
| evaluate: null |
| visualize: null |
| deploy: null |
|
|
| files: |
| model_files: [] |
| dataset_files: |
| - id: cfd_benchmark_data |
| path: data/ |
| role: train_data |
| description_zh: 本次整理的 CFD_Benchmark 六个子集数据目录，包含 airfoil、darcy、elasticity、ns、pipe、plas。 |
| required: true |
| required_for: |
| - train |
| - evaluate |
| - preflight |
| format: npy_mat |
| source: |
| platform: modelscope |
| repo_id: OneScience/cfd_benchmark |
| repo_type: dataset |
| path: data/ |
| revision: main |
| download_method: command_ref |
| command_ref: commands.download.download_dataset |
| local_path: session_workdir/cfd_cfd_benchmark_data/data/ |
| size: "约 8.2G" |
| checksum: metadata/file_manifest.csv |
| large_file: true |
| - id: file_manifest |
| path: metadata/file_manifest.csv |
| role: checksum_manifest |
| description_zh: 整理后每个数据文件的相对路径、字节数和 SHA256。 |
| required: true |
| required_for: |
| - preflight |
| format: csv |
| source: |
| platform: modelscope |
| repo_id: OneScience/cfd_benchmark |
| repo_type: dataset |
| path: metadata/file_manifest.csv |
| revision: main |
| download_method: command_ref |
| command_ref: commands.download.download_dataset |
| local_path: session_workdir/cfd_cfd_benchmark_data/metadata/file_manifest.csv |
| size: null |
| checksum: null |
| large_file: false |
| config_files: |
| - id: schema |
| path: metadata/schema.yaml |
| role: schema |
| description_zh: 记录 npy shape/dtype 和 MATLAB 文件变量结构。 |
| required: true |
| required_for: |
| - preflight |
| - train |
| - evaluate |
| format: yaml |
| source: |
| platform: modelscope |
| repo_id: OneScience/cfd_benchmark |
| repo_type: dataset |
| path: metadata/schema.yaml |
| revision: main |
| download_method: command_ref |
| command_ref: commands.download.download_dataset |
| local_path: session_workdir/cfd_cfd_benchmark_data/metadata/schema.yaml |
| checksum: null |
| large_file: false |
| sample_files: [] |
|
|
| dataset: |
| format: |
| - npy |
| - matlab_v5_mat |
| sample_unit: 不同子集的一个样本定义不同，airfoil/pipe 为一个几何流场样本，darcy/ns/plas 为一个 PDE 系数或时间序列样本，elasticity 为一个随机单元结构样本。 |
| schema: |
| path: metadata/schema.yaml |
| checksum_manifest: |
| path: metadata/file_manifest.csv |
| splits: |
| train: 由 CFD_Benchmark 运行脚本通过 ntrain 或 train_ratio 切分。 |
| validation: null |
| test: 由 CFD_Benchmark 运行脚本通过 ntest 或 train_ratio 切分。 |
|
|
| relations: |
| required_datasets: [] |
| optional_datasets: [] |
| compatible_models: |
| - id: OneScience/CFD_Benchmark |
| role: train_data |
| required_for: |
| - train |
| - evaluate |
| - preflight |
| resource_ref: |
| platform: modelscope |
| repo_id: OneScience/CFD_Benchmark |
| repo_type: model |
| url: https://modelscope.cn/models/OneScience/CFD_Benchmark |
| revision: main |
| readme_path: README.md |
| manifest_path: manifest.yaml |
| expected_local_path: ../cfd_cfd_benchmark_data/data |
| adapter: scripts/standard_train_airfoil_transolver.sh |
|
|
| run_matrix: |
| scenarios: |
| - name: minimal_validation |
| capability: preflight |
| default: true |
| required_datasets: |
| - id: OneScience/cfd_benchmark |
| role: train_data |
| local_path: data/ |
| required_model_files: [] |
| command_refs: |
| - commands.preflight.validate_dataset |
| expected_outputs: |
| - reports/dataset_validation.json |
| prerequisites: |
| - 已下载数据集 OneScience/cfd_benchmark。 |
| - name: cfd_benchmark_model_train |
| capability: train |
| required_datasets: |
| - id: OneScience/cfd_benchmark |
| role: train_data |
| local_path: data/ |
| required_model_files: |
| - OneScience/CFD_Benchmark runtime/ |
| command_refs: |
| - commands.preflight.validate_dataset |
| expected_outputs: |
| - reports/dataset_validation.json |
| prerequisites: |
| - 下载并进入模型仓库 OneScience/CFD_Benchmark。 |
|
|
| capabilities: |
| inference: false |
| train: false |
| finetune: false |
| evaluate: false |
| visualize: false |
| deploy: false |
| data_reading_validation: true |
|
|
| commands: |
| download: |
| - name: download_dataset |
| description: 下载 CFD_Benchmark 数据集标准包。 |
| cwd: . |
| command: modelscope download --dataset OneScience/cfd_benchmark --local_dir ./cfd_cfd_benchmark_data |
| required_files: [] |
| required_env: |
| - MODELSCOPE_TOKEN |
| expected_outputs: |
| - path: cfd_cfd_benchmark_data/manifest.yaml |
| type: file |
| - path: cfd_cfd_benchmark_data/data/ |
| type: directory |
| success_criteria: |
| - exit_code == 0 |
| preflight: |
| - name: validate_dataset |
| description: 校验 14 个数据文件的存在性、大小、SHA256、npy shape/dtype 和 mat 变量结构。 |
| cwd: . |
| command: source ~/env.sh && python scripts/validate_dataset.py --data-root data --file-manifest metadata/file_manifest.csv |
| required_files: |
| - scripts/validate_dataset.py |
| - metadata/file_manifest.csv |
| - data/ |
| required_env: |
| - python |
| - numpy |
| - scipy |
| expected_outputs: |
| - path: reports/dataset_validation.json |
| type: file |
| success_criteria: |
| - exit_code == 0 |
| prepare: [] |
| inference: [] |
| train: [] |
| finetune: [] |
| evaluate: [] |
| visualize: [] |
| deploy: [] |
|
|
| expected_outputs: |
| - path: reports/dataset_validation.json |
| type: json |
| description_zh: 数据文件完整性和可读性验证报告。 |
| - path: metadata/file_manifest.csv |
| type: csv |
| description_zh: 文件名、大小和 SHA256 校验清单。 |
| - path: metadata/schema.yaml |
| type: yaml |
| description_zh: 数据结构说明。 |
|
|
| diagnostics: |
| - id: missing_file |
| symptom: validate_dataset.py 报告 status=missing。 |
| cause: 数据下载不完整或放置目录错误。 |
| fix: 重新执行 modelscope download --dataset OneScience/cfd_benchmark --local_dir ./cfd_cfd_benchmark_data。 |
| - id: sha256_mismatch |
| symptom: validate_dataset.py 报告 status=sha256_mismatch。 |
| cause: 文件损坏、复制中断或上传下载过程中内容变化。 |
| fix: 删除对应文件后重新下载数据集，或用 metadata/source_file_manifest.csv 与源目录重新比对。 |
| - id: scipy_missing |
| symptom: MATLAB 文件只完成 header_only 检查。 |
| cause: 当前 Python 环境缺少 scipy。 |
| fix: source ~/env.sh 后重跑验证；当前标准化过程中已用 scipy 生成 metadata/schema.yaml。 |
|
|
| domain_extension: |
| cfd: |
| benchmark_name: CFD_Benchmark |
| included_subsets: |
| airfoil: |
| files: |
| - NACA_Cylinder_X.npy |
| - NACA_Cylinder_Y.npy |
| - NACA_Cylinder_Q.npy |
| darcy: |
| files: |
| - piececonst_r421_N1024_smooth1.mat |
| - piececonst_r421_N1024_smooth2.mat |
| elasticity: |
| files: |
| - Meshes/Random_UnitCell_XY_10.npy |
| - Meshes/Random_UnitCell_rr_10.npy |
| - Meshes/Random_UnitCell_sigma_10.npy |
| - Meshes/Random_UnitCell_theta_10.npy |
| ns: |
| files: |
| - NavierStokes_V1e-5_N1200_T20.mat |
| pipe: |
| files: |
| - Pipe_X.npy |
| - Pipe_Y.npy |
| - Pipe_Q.npy |
| plas: |
| files: |
| - plas_N987_T20.mat |
| skipped_source_subsets: |
| - car |
| - diffusion_sorption |
|
|
