Datasets:
License:
File size: 13,138 Bytes
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resource_type: dataset
resource:
id: OneScience/ani1x
name: ANI-1x
domain: matchem
domain_tags:
- matchem
- molecular_dataset
- atomistic_simulation
task: mlip_training_data
task_tags:
- mlip
- energy_prediction
- force_prediction
modalities:
- atomistic_structure
input_formats:
- hdf5
- extxyz
output_formats: []
summary: 面向 MACE 训练和评测的 ANI-1x 分子构型数据集标准包。
platform_resource:
primary:
platform: modelscope
repo_id: OneScience/ani1x
repo_type: dataset
url: https://modelscope.cn/datasets/OneScience/ani1x
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/ani1x
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/ani1x
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_ani1x.py
- metadata/schema.yaml
- metadata/sha256_manifest.txt
entrypoints:
preflight: scripts/validate_ani1x.py
inference: null
train: null
finetune: null
evaluate: null
visualize: null
deploy: null
files:
model_files: []
dataset_files:
- id: ani1x_train_h5
path: data/ani1x/ANI1x_cc_DFT_rc5_train/
role: train_split
description_zh: ANI-1x 训练集 HDF5 分片目录,共 8 个 train_*.h5 文件。
required: true
required_for: [preflight, train]
format: hdf5
source:
platform: modelscope
repo_id: OneScience/ani1x
repo_type: dataset
path: data/ani1x/ANI1x_cc_DFT_rc5_train/
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/data/ani1x/ANI1x_cc_DFT_rc5_train/
size: 22M
checksum: metadata/sha256_manifest.txt
large_file: false
- id: ani1x_val_h5
path: data/ani1x/ANI1x_cc_DFT_rc5_val/
role: validation_split
description_zh: ANI-1x 验证集 HDF5 分片目录,共 8 个 val_*.h5 文件。
required: true
required_for: [preflight, train, evaluate]
format: hdf5
source:
platform: modelscope
repo_id: OneScience/ani1x
repo_type: dataset
path: data/ani1x/ANI1x_cc_DFT_rc5_val/
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/data/ani1x/ANI1x_cc_DFT_rc5_val/
size: 728K
checksum: metadata/sha256_manifest.txt
large_file: false
- id: ani1x_test_h5
path: data/ani1x/ANI1x_cc_DFT_rc5_test/
role: test_split
description_zh: ANI-1x 测试集 HDF5 分片目录,共 8 个 Default__*.h5 文件。
required: true
required_for: [preflight, evaluate]
format: hdf5
source:
platform: modelscope
repo_id: OneScience/ani1x
repo_type: dataset
path: data/ani1x/ANI1x_cc_DFT_rc5_test/
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/data/ani1x/ANI1x_cc_DFT_rc5_test/
size: 12M
checksum: metadata/sha256_manifest.txt
large_file: false
- id: ani1x_statistics
path: data/ani1x/ANI1x_cc_DFT_rc5_statistics.json
role: statistics
description_zh: MACE 训练需要的原子能量、邻居数、均值、标准差和 r_max 统计文件。
required: true
required_for: [preflight, train, evaluate]
format: json
source:
platform: modelscope
repo_id: OneScience/ani1x
repo_type: dataset
path: data/ani1x/ANI1x_cc_DFT_rc5_statistics.json
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/data/ani1x/ANI1x_cc_DFT_rc5_statistics.json
size: 512B
checksum: metadata/sha256_manifest.txt
large_file: false
- id: ani1x_xyz
path: data/ani1x/*.xyz
role: metadata
description_zh: ANI-1x 的 extxyz 版本和 train/test 辅助文件,可用于人工检查或其他工具读取。
required: false
required_for: [preflight]
format: extxyz
source:
platform: modelscope
repo_id: OneScience/ani1x
repo_type: dataset
path: data/ani1x/*.xyz
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/data/ani1x/*.xyz
size: 728M
checksum: metadata/sha256_manifest.txt
large_file: false
config_files:
- id: schema
path: metadata/schema.yaml
role: schema
description_zh: 数据 split、HDF5 字段、dtype、shape、单位和统计文件说明。
required: true
required_for: [preflight, train, evaluate]
format: yaml
source:
platform: modelscope
repo_id: OneScience/ani1x
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: 数据文件 SHA256 清单,用于校验整理后数据与原始数据一致。
required: true
required_for: [preflight]
format: txt
source:
platform: modelscope
repo_id: OneScience/ani1x
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_ani1x.py
role: script
description_zh: 数据读取验证脚本,检查文件结构、shape、dtype、statistics 和 SHA256。
required: true
required_for: [preflight]
format: py
source:
platform: modelscope
repo_id: OneScience/ani1x
repo_type: dataset
path: scripts/validate_ani1x.py
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/scripts/validate_ani1x.py
size: null
checksum: null
large_file: false
dataset:
format:
- hdf5
- extxyz
sample_unit: 单个分子构型,包含原子序数、坐标、cell、pbc、能量和原子受力。
schema:
path: metadata/schema.yaml
splits:
train:
path: data/ani1x/ANI1x_cc_DFT_rc5_train
shards: 8
validation:
path: data/ani1x/ANI1x_cc_DFT_rc5_val
shards: 8
test:
path: data/ani1x/ANI1x_cc_DFT_rc5_test
shards: 8
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/ani1x
adapter: null
run_matrix:
scenarios:
- name: validate_dataset
default: true
capability: preflight
required_datasets:
- id: OneScience/ani1x
role: train_data
local_path: data/ani1x
required_model_files: []
required_data_files:
- data/ani1x/ANI1x_cc_DFT_rc5_train/*.h5
- data/ani1x/ANI1x_cc_DFT_rc5_val/*.h5
- data/ani1x/ANI1x_cc_DFT_rc5_test/*.h5
- data/ani1x/ANI1x_cc_DFT_rc5_statistics.json
- metadata/sha256_manifest.txt
preconditions:
- 已下载数据集仓库 OneScience/ani1x。
command_refs:
- commands.preflight.validate_dataset
outputs:
- path: stdout
description_zh: 数据结构、统计文件和 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/ani1x
source: .
local_path: session_workdir/
required: true
required_for: [preflight, train, evaluate]
cwd: .
command: modelscope download --dataset OneScience/ani1x --local_dir session_workdir
expected_outputs:
- path: session_workdir/data/ani1x/ANI1x_cc_DFT_rc5_statistics.json
type: file
success_criteria:
- exit_code == 0
- output_path_exists
preflight:
- name: validate_dataset
description: 验证 ANI-1x 文件结构、HDF5 schema、statistics 和 SHA256。
cwd: .
command: python scripts/validate_ani1x.py --dataset-root data/ani1x --checksum-manifest metadata/sha256_manifest.txt
required_files:
- data/ani1x/ANI1x_cc_DFT_rc5_statistics.json
- metadata/sha256_manifest.txt
- scripts/validate_ani1x.py
required_env:
- python
- h5py
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、statistics 和 SHA256 的 OK 结果。
diagnostics:
- error_pattern: "缺少文件"
likely_cause: 数据集下载不完整或本地路径错误。
action: 重新执行 modelscope download --dataset OneScience/ani1x,并确认运行 cwd 是数据集仓库根目录。
- 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: "HDF5"
likely_cause: HDF5 文件损坏或 schema 与 MACE 预期不一致。
action: 运行 scripts/validate_ani1x.py 定位具体文件,并与 metadata/schema.yaml 对照。
- error_pattern: "ModuleNotFoundError"
likely_cause: 缺少 h5py 或 Python 环境未配置。
action: 安装 h5py,或执行 bash install.sh matchem。
domain_extension:
matchem:
chemical_system:
elements:
- H
- C
- N
- O
properties:
- energy
- forces
units:
energy: eV
forces: eV/Angstrom
structure_format:
- hdf5
- extxyz
large_resource:
enabled: false
total_size: 762M
file_count: 28
download_policy: full
default_download: full
minimal_files:
- data/ani1x/ANI1x_cc_DFT_rc5_train/train_0.h5
- data/ani1x/ANI1x_cc_DFT_rc5_val/val_0.h5
- data/ani1x/ANI1x_cc_DFT_rc5_test/Default__0.h5
- data/ani1x/ANI1x_cc_DFT_rc5_statistics.json
reproducibility:
level: minimal
goal: 完成一次数据读取和 SHA256 校验。
command_ref: commands.preflight.validate_dataset
expected_runtime: 1-5 minutes
expected_outputs:
- stdout
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