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