Datasets:
ArXiv:
License:
| onescience_manifest_version: "0.1" | |
| resource_type: dataset | |
| resource: | |
| id: OneScience/water | |
| name: water | |
| domain: matchem | |
| domain_tags: | |
| - matchem | |
| - water | |
| - atomistic_dataset | |
| task: mlip_training_data | |
| task_tags: | |
| - mlip | |
| - energy_prediction | |
| - force_prediction | |
| - extxyz_training | |
| modalities: | |
| - atomistic_structure | |
| input_formats: | |
| - extxyz | |
| output_formats: [] | |
| summary: 面向 MACE 水体系势能面训练和评测示例的 extxyz 数据集。 | |
| platform_resource: | |
| primary: | |
| platform: modelscope | |
| repo_id: OneScience/water | |
| repo_type: dataset | |
| url: https://modelscope.cn/datasets/OneScience/water | |
| 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/water | |
| 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: matchem | |
| min_onescience_version: null | |
| supported_execution: | |
| - local | |
| - local_slurm | |
| - remote_slurm | |
| - scnet_mcp | |
| 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: bash install.sh matchem | |
| source_paths: | |
| - matchem/mace/water | |
| compatibility: | |
| examples_path: examples/matchem/mace | |
| 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: outputs | |
| apply_policy: | |
| mode: direct_use | |
| target: session_workdir | |
| overwrite: true | |
| protect_installed_onescience: true | |
| entry_files: | |
| - scripts/validate_water.py | |
| - metadata/schema.yaml | |
| - metadata/sha256_manifest.txt | |
| entrypoints: | |
| preflight: scripts/validate_water.py | |
| inference: null | |
| train: null | |
| finetune: null | |
| evaluate: null | |
| visualize: null | |
| deploy: null | |
| derivation: | |
| source_file: data/water/dataset_1593.xyz | |
| generated_files: | |
| - path: data/water/water_train.xyz | |
| method: frames[0:1393] | |
| reason: MACE water 配置读取 water_train.xyz;原始目录只有 dataset_1593.xyz,因此按 gene_xyz.py 逻辑派生。 | |
| - path: data/water/water_test.xyz | |
| method: frames[1393:1593] | |
| reason: MACE water 配置读取 water_test.xyz;原始目录只有 dataset_1593.xyz,因此按 gene_xyz.py 逻辑派生。 | |
| verification: water_train.xyz 与 water_test.xyz 字节级拼接后等于 dataset_1593.xyz。 | |
| files: | |
| model_files: [] | |
| dataset_files: | |
| - id: water_full_extxyz | |
| path: data/water/dataset_1593.xyz | |
| role: metadata | |
| description_zh: 原始 water extxyz 全量文件,包含 1593 帧,每帧 192 个原子。 | |
| required: true | |
| required_for: [preflight] | |
| format: extxyz | |
| source: | |
| platform: modelscope | |
| repo_id: OneScience/water | |
| repo_type: dataset | |
| path: data/water/dataset_1593.xyz | |
| revision: main | |
| url: null | |
| download_method: command_ref | |
| command_ref: commands.download.download_dataset_package | |
| mirrors: [] | |
| local_path: session_workdir/data/water/dataset_1593.xyz | |
| size: 34M | |
| checksum: metadata/sha256_manifest.txt | |
| large_file: false | |
| - id: water_train_extxyz | |
| path: data/water/water_train.xyz | |
| role: train_split | |
| description_zh: 从 dataset_1593.xyz 前 1393 帧派生的 MACE 训练文件。 | |
| required: true | |
| required_for: [preflight, train] | |
| format: extxyz | |
| source: | |
| platform: modelscope | |
| repo_id: OneScience/water | |
| repo_type: dataset | |
| path: data/water/water_train.xyz | |
| revision: main | |
| url: null | |
| download_method: command_ref | |
| command_ref: commands.download.download_dataset_package | |
| mirrors: [] | |
| local_path: session_workdir/data/water/water_train.xyz | |
| size: 30M | |
| checksum: metadata/sha256_manifest.txt | |
| large_file: false | |
| - id: water_test_extxyz | |
| path: data/water/water_test.xyz | |
| role: test_split | |
| description_zh: 从 dataset_1593.xyz 后 200 帧派生的 MACE 测试文件。 | |
| required: true | |
| required_for: [preflight, evaluate] | |
| format: extxyz | |
| source: | |
| platform: modelscope | |
| repo_id: OneScience/water | |
| repo_type: dataset | |
| path: data/water/water_test.xyz | |
| revision: main | |
| url: null | |
| download_method: command_ref | |
| command_ref: commands.download.download_dataset_package | |
| mirrors: [] | |
| local_path: session_workdir/data/water/water_test.xyz | |
| size: 4.3M | |
| checksum: metadata/sha256_manifest.txt | |
| large_file: false | |
| - id: water_generation_script | |
| path: data/water/gene_xyz.py | |
| role: metadata | |
| description_zh: 原始目录提供的 split 生成脚本,说明 train/test 的切分方式。 | |
| required: false | |
| required_for: [preflight] | |
| format: py | |
| source: | |
| platform: modelscope | |
| repo_id: OneScience/water | |
| repo_type: dataset | |
| path: data/water/gene_xyz.py | |
| revision: main | |
| url: null | |
| download_method: command_ref | |
| command_ref: commands.download.download_dataset_package | |
| mirrors: [] | |
| local_path: session_workdir/data/water/gene_xyz.py | |
| size: 236B | |
| checksum: metadata/sha256_manifest.txt | |
| large_file: false | |
| config_files: | |
| - id: schema | |
| path: metadata/schema.yaml | |
| role: schema | |
| description_zh: water extxyz 数据结构、字段名、shape、单位、split 和 MACE 配置键说明。 | |
| required: true | |
| required_for: [preflight, train, evaluate] | |
| format: yaml | |
| source: | |
| platform: modelscope | |
| repo_id: OneScience/water | |
| repo_type: dataset | |
| path: metadata/schema.yaml | |
| revision: main | |
| url: null | |
| download_method: command_ref | |
| command_ref: commands.download.download_dataset_package | |
| mirrors: [] | |
| local_path: session_workdir/metadata/schema.yaml | |
| size: null | |
| checksum: null | |
| large_file: false | |
| - id: sha256_manifest | |
| path: metadata/sha256_manifest.txt | |
| role: checksum | |
| description_zh: water 数据文件 SHA256 清单,用于校验整理后数据与原始数据及派生 split 一致。 | |
| required: true | |
| required_for: [preflight] | |
| format: txt | |
| source: | |
| platform: modelscope | |
| repo_id: OneScience/water | |
| repo_type: dataset | |
| path: metadata/sha256_manifest.txt | |
| revision: main | |
| url: null | |
| download_method: command_ref | |
| command_ref: commands.download.download_dataset_package | |
| mirrors: [] | |
| local_path: session_workdir/metadata/sha256_manifest.txt | |
| size: null | |
| checksum: null | |
| large_file: false | |
| sample_files: | |
| - id: validate_script | |
| path: scripts/validate_water.py | |
| role: script | |
| description_zh: water 数据读取验证脚本,检查 extxyz 字段、shape、帧数、元素集合、SHA256 和 split 还原。 | |
| required: true | |
| required_for: [preflight] | |
| format: py | |
| source: | |
| platform: modelscope | |
| repo_id: OneScience/water | |
| repo_type: dataset | |
| path: scripts/validate_water.py | |
| revision: main | |
| url: null | |
| download_method: command_ref | |
| command_ref: commands.download.download_dataset_package | |
| mirrors: [] | |
| local_path: session_workdir/scripts/validate_water.py | |
| size: null | |
| checksum: null | |
| large_file: false | |
| dataset: | |
| format: | |
| - extxyz | |
| sample_unit: 单个水体系构型,包含元素、坐标、TotEnergy、force 和 Z。 | |
| schema: | |
| path: metadata/schema.yaml | |
| splits: | |
| full: | |
| path: data/water/dataset_1593.xyz | |
| frames: 1593 | |
| atoms_per_frame: 192 | |
| train: | |
| path: data/water/water_train.xyz | |
| frames: 1393 | |
| atoms_per_frame: 192 | |
| validation: | |
| path: null | |
| note_zh: "MACE water 示例通过 valid_fraction: 0.05 从训练文件划分验证集。" | |
| test: | |
| path: data/water/water_test.xyz | |
| frames: 200 | |
| atoms_per_frame: 192 | |
| relations: | |
| required_datasets: [] | |
| optional_datasets: [] | |
| compatible_models: | |
| - id: OneScience/MACE | |
| role: train_data | |
| required_for: [preflight, train, evaluate] | |
| resource_ref: | |
| platform: modelscope | |
| repo_id: OneScience/MACE | |
| repo_type: model | |
| url: https://modelscope.cn/models/OneScience/MACE | |
| revision: main | |
| readme_path: README.md | |
| manifest_path: manifest.yaml | |
| expected_local_path: session_workdir/data/water | |
| adapter: null | |
| run_matrix: | |
| scenarios: | |
| - name: validate_dataset | |
| default: true | |
| capability: preflight | |
| required_datasets: | |
| - id: OneScience/water | |
| role: train_data | |
| local_path: data/water | |
| required_model_files: [] | |
| required_data_files: | |
| - data/water/dataset_1593.xyz | |
| - data/water/water_train.xyz | |
| - data/water/water_test.xyz | |
| - metadata/sha256_manifest.txt | |
| preconditions: | |
| - 已下载数据集仓库 OneScience/water。 | |
| command_refs: | |
| - commands.preflight.validate_dataset | |
| outputs: | |
| - path: stdout | |
| description_zh: 数据字段、帧数、split 还原和 SHA256 检查结果。 | |
| capabilities: | |
| inference: false | |
| train: false | |
| finetune: false | |
| evaluate: false | |
| visualize: false | |
| deploy: false | |
| commands: | |
| download: | |
| - name: download_dataset_package | |
| target: dataset | |
| repo_id: OneScience/water | |
| source: . | |
| local_path: session_workdir/ | |
| required: true | |
| required_for: [preflight, train, evaluate] | |
| cwd: . | |
| command: modelscope download --dataset OneScience/water --local_dir session_workdir | |
| expected_outputs: | |
| - path: session_workdir/data/water/water_train.xyz | |
| type: file | |
| success_criteria: | |
| - exit_code == 0 | |
| - output_path_exists | |
| preflight: | |
| - name: validate_dataset | |
| description: 验证 water extxyz 文件结构、字段名、帧数、split 还原和 SHA256。 | |
| cwd: . | |
| command: python scripts/validate_water.py --dataset-root data/water --checksum-manifest metadata/sha256_manifest.txt | |
| required_files: | |
| - data/water/dataset_1593.xyz | |
| - data/water/water_train.xyz | |
| - data/water/water_test.xyz | |
| - metadata/sha256_manifest.txt | |
| - scripts/validate_water.py | |
| required_env: | |
| - python | |
| expected_outputs: | |
| - path: stdout | |
| type: text | |
| success_criteria: | |
| - exit_code == 0 | |
| prepare: [] | |
| inference: [] | |
| train: [] | |
| finetune: [] | |
| evaluate: [] | |
| visualize: [] | |
| deploy: [] | |
| expected_outputs: | |
| - path: stdout | |
| type: text | |
| description_zh: 验证脚本输出每个 split、字段、split 还原和 SHA256 的 OK 结果。 | |
| diagnostics: | |
| - error_pattern: "缺少文件" | |
| likely_cause: 数据集下载不完整或运行 cwd 不在数据集仓库根目录。 | |
| action: 重新执行 modelscope download --dataset OneScience/water,并在下载后的数据集根目录运行验证命令。 | |
| - error_pattern: "SHA256 不一致" | |
| likely_cause: 文件被截断、损坏或被替换。 | |
| action: 删除损坏文件后重新下载数据集。 | |
| - error_pattern: "TotEnergy" | |
| likely_cause: extxyz comment 中缺少 MACE water 配置要求的能量字段。 | |
| action: 检查数据是否为本仓库 water 数据,或同步修改模型配置 energy_key。 | |
| - error_pattern: "force" | |
| likely_cause: extxyz Properties 中缺少 MACE water 配置要求的力字段。 | |
| action: 检查数据是否为本仓库 water 数据,或同步修改模型配置 forces_key。 | |
| - error_pattern: "不能字节级还原" | |
| likely_cause: 派生的 water_train.xyz 或 water_test.xyz 与 dataset_1593.xyz 的切分方式不一致。 | |
| action: 按 gene_xyz.py 重新从 dataset_1593.xyz 生成前 1393 帧训练和后 200 帧测试。 | |
| domain_extension: | |
| matchem: | |
| chemical_system: | |
| elements: | |
| - H | |
| - O | |
| properties: | |
| - energy | |
| - forces | |
| units: | |
| energy: eV | |
| forces: eV/Angstrom | |
| structure_format: | |
| - extxyz | |
| large_resource: | |
| enabled: false | |
| total_size: 68M | |
| file_count: 4 | |
| download_policy: full | |
| default_download: full | |
| minimal_files: | |
| - data/water/water_train.xyz | |
| - data/water/water_test.xyz | |
| - data/water/dataset_1593.xyz | |
| reproducibility: | |
| level: minimal | |
| goal: 完成一次 water extxyz 数据读取、split 还原和 SHA256 校验。 | |
| command_ref: commands.preflight.validate_dataset | |
| expected_runtime: 1-2 minutes | |
| expected_outputs: | |
| - stdout | |