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resource_type: dataset
resource:
id: OneScience/oc20
name: OC20
domain: matchem
domain_tags:
- matchem
- catalysis
- oc20
- 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 OneScience/UMA 微调和训练评测示例的 Open Catalyst 2020 (OC20) S2EF extxyz 子集。
platform_resource:
primary:
platform: modelscope
repo_id: OneScience/oc20
repo_type: dataset
url: https://modelscope.cn/datasets/OneScience/oc20
revision: main
readme_path: README.md
manifest_path: manifest.yaml
mirrors: []
access:
visibility: public
license: Apache License 2.0
website_integration:
enabled: true
click_target:
platform: modelscope
resource_url: https://modelscope.cn/datasets/OneScience/oc20
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/uma/oc20
compatibility:
examples_path: examples/matchem/uma
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_oc20.py
- metadata/schema.yaml
- metadata/sha256_manifest.txt
entrypoints:
preflight: scripts/validate_oc20.py
inference: null
train: null
finetune: null
evaluate: null
visualize: null
deploy: null
files:
model_files: []
dataset_files:
- id: oc20_s2ef_200k_uncompressed
path: data/oc20/s2ef_200k_uncompressed
role: train_split
description_zh: OC20 S2EF 200k 训练子集 extxyz 文件,当前包含 2 个分片、共 10000 帧。
required: true
required_for: [preflight, train]
format: extxyz
source:
platform: modelscope
repo_id: OneScience/oc20
repo_type: dataset
path: data/oc20/s2ef_200k_uncompressed
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/data/oc20/s2ef_200k_uncompressed
size: 84M
checksum: metadata/sha256_manifest.txt
large_file: true
- id: oc20_s2ef_val_id_uncompressed
path: data/oc20/s2ef_val_id_uncompressed
role: validation_split
description_zh: OC20 S2EF val_id 验证子集 extxyz 文件,当前包含 4 个分片、共 20000 帧。
required: true
required_for: [preflight, evaluate]
format: extxyz
source:
platform: modelscope
repo_id: OneScience/oc20
repo_type: dataset
path: data/oc20/s2ef_val_id_uncompressed
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/data/oc20/s2ef_val_id_uncompressed
size: 167M
checksum: metadata/sha256_manifest.txt
large_file: true
config_files:
- id: schema
path: metadata/schema.yaml
role: schema
description_zh: OC20 extxyz 数据结构、字段名、shape、单位、split 和 UMA 配置键说明。
required: true
required_for: [preflight, train, evaluate]
format: yaml
source:
platform: modelscope
repo_id: OneScience/oc20
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: OC20 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/oc20
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_oc20.py
role: script
description_zh: OC20 数据读取验证脚本,检查 extxyz 字段、shape、帧数、元素集合和 SHA256。
required: true
required_for: [preflight]
format: py
source:
platform: modelscope
repo_id: OneScience/oc20
repo_type: dataset
path: scripts/validate_oc20.py
revision: main
url: null
download_method: command_ref
command_ref: commands.download.download_dataset_package
mirrors: []
local_path: session_workdir/scripts/validate_oc20.py
size: null
checksum: null
large_file: false
dataset:
format:
- extxyz
sample_unit: 单个催化剂表面吸附构型,包含元素、坐标、energy、free_energy 和 forces。
schema:
path: metadata/schema.yaml
splits:
train:
path: data/oc20/s2ef_200k_uncompressed
frames: 10000
validation:
path: data/oc20/s2ef_val_id_uncompressed
frames: 20000
test:
path: null
note_zh: "当前未提供独立测试集;如需测试可使用 s2ef_val_id_uncompressed 或从 OC20 官网下载完整 split。"
relations:
required_datasets: []
optional_datasets: []
compatible_models:
- id: OneScience/UMA
role: finetune_data
required_for: [preflight, train, evaluate]
resource_ref:
platform: modelscope
repo_id: OneScience/UMA
repo_type: model
url: https://modelscope.cn/models/OneScience/UMA
revision: main
readme_path: README.md
manifest_path: manifest.yaml
expected_local_path: session_workdir/data/oc20
adapter: null
run_matrix:
scenarios:
- name: validate_dataset
default: true
capability: preflight
required_datasets:
- id: OneScience/oc20
role: train_data
local_path: data/oc20
required_model_files: []
required_data_files:
- data/oc20/s2ef_200k_uncompressed
- data/oc20/s2ef_val_id_uncompressed
- metadata/sha256_manifest.txt
preconditions:
- 已下载数据集仓库 OneScience/oc20。
command_refs:
- commands.preflight.validate_dataset
outputs:
- path: stdout
description_zh: 数据字段、帧数、元素集合和 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/oc20
source: .
local_path: session_workdir/
required: true
required_for: [preflight, train, evaluate]
cwd: .
command: modelscope download --dataset OneScience/oc20 --local_dir session_workdir
expected_outputs:
- path: session_workdir/data/oc20/s2ef_200k_uncompressed
type: file
success_criteria:
- exit_code == 0
- output_path_exists
preflight:
- name: validate_dataset
description: 验证 OC20 extxyz 文件结构、字段名、帧数和 SHA256。
cwd: .
command: python scripts/validate_oc20.py --dataset-root data/oc20 --checksum-manifest metadata/sha256_manifest.txt
required_files:
- data/oc20/s2ef_200k_uncompressed
- data/oc20/s2ef_val_id_uncompressed
- metadata/sha256_manifest.txt
- scripts/validate_oc20.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/oc20,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: "energy"
likely_cause: extxyz comment 中缺少 UMA OC20 配置要求的能量字段。
action: 检查数据是否为本仓库 OC20 数据,或同步修改模型配置 energy_key。
- error_pattern: "forces"
likely_cause: extxyz Properties 中缺少 UMA OC20 配置要求的力字段。
action: 检查数据是否为本仓库 OC20 数据,或同步修改模型配置 forces_key。
domain_extension:
matchem:
chemical_system:
elements:
- Ag
- Al
- As
- Au
- B
- Bi
- C
- Ca
- Cd
- Cl
- Co
- Cr
- Cs
- Cu
- Fe
- Ga
- Ge
- H
- Hf
- Hg
- In
- Ir
- K
- Mn
- Mo
- N
- Na
- Nb
- Ni
- O
- Os
- P
- Pb
- Pd
- Pt
- Rb
- Re
- Rh
- Ru
- S
- Sb
- Sc
- Se
- Si
- Sn
- Sr
- Ta
- Tc
- Te
- Ti
- Tl
- V
- W
- Y
- Zn
- Zr
properties:
- energy
- forces
units:
energy: eV
forces: eV/Angstrom
structure_format:
- extxyz
large_resource:
enabled: true
total_size: 251M
file_count: 6
download_policy: full
default_download: full
minimal_files:
- data/oc20/s2ef_200k_uncompressed
- data/oc20/s2ef_val_id_uncompressed
reproducibility:
level: minimal
goal: 完成一次 OC20 extxyz 数据读取和 SHA256 校验。
command_ref: commands.preflight.validate_dataset
expected_runtime: 2-5 minutes
expected_outputs:
- stdout
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