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- README.md +99 -0
- README_zh.md +99 -0
- data/oc20/s2ef_200k_uncompressed/0.extxyz +3 -0
- data/oc20/s2ef_200k_uncompressed/1.extxyz +3 -0
- data/oc20/s2ef_val_id_uncompressed/0.extxyz +3 -0
- data/oc20/s2ef_val_id_uncompressed/1.extxyz +3 -0
- data/oc20/s2ef_val_id_uncompressed/2.extxyz +3 -0
- data/oc20/s2ef_val_id_uncompressed/3.extxyz +3 -0
- manifest.yaml +430 -0
- metadata/schema.yaml +123 -0
- metadata/sha256_manifest.txt +6 -0
- onescience_relations.yaml +19 -0
- scripts/validate_oc20.py +197 -0
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README.md
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| 1 |
+
---
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| 2 |
+
license: apache-2.0
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tags:
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- OC20
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- Open Catalyst
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| 6 |
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- catalysis
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| 7 |
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- S2EF
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| 8 |
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- UMA
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| 9 |
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- extxyz
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| 10 |
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- ASE-lmdb
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language:
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- en
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- zh
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---
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<p align="center">
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<strong>
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<span style="font-size: 30px;">OC20</span>
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</strong>
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</p>
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## Dataset Description
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The OC20 dataset is an extxyz subset of the Open Catalyst 2020 (OC20) S2EF (Structure to Energy and Forces) dataset. It contains atomic coordinates, unit-cell information, energies, and forces for adsorption configurations on catalytic material surfaces. Its energy and force fields are consistent with those in the UMA OC20 configuration, making it a standard benchmark dataset for developing and validating machine-learned interatomic potential methods for catalytic materials.
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This repository currently contains two splits:
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- `s2ef_200k_uncompressed`: Training subset with 2 shards and 10,000 frames in total, with 8–221 atoms per frame.
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- `s2ef_val_id_uncompressed`: In-distribution validation subset with 4 shards and 20,000 frames in total, with 8–223 atoms per frame.
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The original data comes from the [Open Catalyst Project / fair-chem OC20](https://fair-chem.github.io/oc20/). This repository provides the accompanying data package for the OneScience UMA fine-tuning example.
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The current data package contains approximately 8 files totaling approximately 1.2 GB.
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## Supported Tasks
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| 37 |
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This standardized data repository organizes the complete OC20 S2EF subset package, including training and validation sets, to support:
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| 38 |
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- Fine-tuning machine-learned interatomic potentials on adsorption configurations at catalytic material surfaces
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- Training and validation of energy and force prediction models
|
| 40 |
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- Functional testing and benchmark evaluation of the UMA framework
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| 41 |
+
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## Dataset Format and Structure
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| 43 |
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The data files are located in the `data/oc20/` directory and organized into shards by split:
|
| 45 |
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| 46 |
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| File Path | Format | Shape / Content | Description |
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| 47 |
+
|---|---|---|---|
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| 48 |
+
| `oc20/s2ef_200k_uncompressed/0.extxyz` | extxyz | `[N_frames, N_atoms]` | Training subset shard 0, 5,000 frames |
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| 49 |
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| `oc20/s2ef_200k_uncompressed/1.extxyz` | extxyz | `[N_frames, N_atoms]` | Training subset shard 1, 5,000 frames |
|
| 50 |
+
| `oc20/s2ef_val_id_uncompressed/0.extxyz` | extxyz | `[N_frames, N_atoms]` | Validation subset shard 0, 5,000 frames |
|
| 51 |
+
| `oc20/s2ef_val_id_uncompressed/1.extxyz` | extxyz | `[N_frames, N_atoms]` | Validation subset shard 1, 5,000 frames |
|
| 52 |
+
| `oc20/s2ef_val_id_uncompressed/2.extxyz` | extxyz | `[N_frames, N_atoms]` | Validation subset shard 2, 5,000 frames |
|
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| `oc20/s2ef_val_id_uncompressed/3.extxyz` | extxyz | `[N_frames, N_atoms]` | Validation subset shard 3, 5,000 frames |
|
| 54 |
+
| `metadata/schema.yaml` | YAML | Data structure description | extxyz field schema definition |
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| 55 |
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| `metadata/sha256_manifest.txt` | SHA256 | Checksum manifest | File integrity verification |
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| 56 |
+
|
| 57 |
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### extxyz Data Format
|
| 58 |
+
|
| 59 |
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Each configuration consists of an atom-count line, a comment line, and atom lines. The comment line contains `Lattice`, `Properties`, `energy`, `free_energy`, and `pbc`. Each atom line contains the element, coordinates, `move_mask`, `tags`, and `forces`.
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| 60 |
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| 61 |
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| Field | Type | Shape | Description |
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| 62 |
+
|---|---|---|---|
|
| 63 |
+
| `species` | str | `[N_atoms]` | Element symbols spanning various metals and nonmetals |
|
| 64 |
+
| `pos` | float | `[N_atoms, 3]` | Atomic coordinates in Å |
|
| 65 |
+
| `move_mask` | bool | `[N_atoms]` | Whether each atom can move, `T` or `F` |
|
| 66 |
+
| `tags` | int | `[N_atoms]` | Atomic labels distinguishing adsorbates, surfaces, subsurfaces, and other categories |
|
| 67 |
+
| `forces` | float | `[N_atoms, 3]` | Atomic forces in eV/Å |
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| 68 |
+
| `energy` | float | `[1]` | Total configuration energy in eV |
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| 69 |
+
| `free_energy` | float | `[1]` | Configuration free energy in eV |
|
| 70 |
+
| `pbc` | bool | `[3]` | Periodic boundary conditions |
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| 71 |
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| `Lattice` | float | `[3, 3]` | Periodic cell matrix |
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| 72 |
+
|
| 73 |
+
|
| 74 |
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## How to Use the Dataset
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| 75 |
+
|
| 76 |
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### Download the Dataset
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| 77 |
+
|
| 78 |
+
```bash
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| 79 |
+
hf download --dataset OneScience-Sugon/oc20 --local-dir ./data
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| 80 |
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```
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| 81 |
+
|
| 82 |
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## Official OneScience Information
|
| 83 |
+
|
| 84 |
+
| Platform | OneScience Main Repository | Skills Repository |
|
| 85 |
+
|---|---|---|
|
| 86 |
+
| Gitee | https://gitee.com/onescience-ai/onescience | https://gitee.com/onescience-ai/oneskills |
|
| 87 |
+
| GitHub | https://github.com/onescience-ai/OneScience | https://github.com/onescience-ai/oneskills |
|
| 88 |
+
|
| 89 |
+
## Limitations and License
|
| 90 |
+
|
| 91 |
+
This dataset is an official S2EF subset of Open Catalyst 2020 (OC20). No new samples were generated, and the original data content was not altered.
|
| 92 |
+
|
| 93 |
+
- **Original source**: [Open Catalyst Project / fair-chem OC20](https://fair-chem.github.io/oc20/)
|
| 94 |
+
- **License**: Apache License 2.0
|
| 95 |
+
- **Usage restrictions**: Refer to the original OC20 data source and the information provided by the OneScience repository and ModelScope page
|
| 96 |
+
|
| 97 |
+
When using the OC20 dataset, cite the original Open Catalyst paper:
|
| 98 |
+
|
| 99 |
+
- Chanussot, L.; Das, A.; Goyal, S.; Lavril, T.; Shuaibi, M.; Riviere, M.; Tran, K.; Heras-Domingo, J.; Ho, C.; Hu, W.; Palizhati, A.; Sriram, A.; Wood, B.; Yoon, J.; Parikh, D.; Zitnick, C. L.; Ulissi, Z. Open Catalyst 2020 (OC20) Dataset and Community Challenges. *ACS Catal.* **2021**, *11* (10), 6059–6072. https://doi.org/10.1021/acscatal.0c04525
|
README_zh.md
ADDED
|
@@ -0,0 +1,99 @@
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|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: Apache-2.0
|
| 3 |
+
tags:
|
| 4 |
+
- OC20
|
| 5 |
+
- Open Catalyst
|
| 6 |
+
- catalysis
|
| 7 |
+
- S2EF
|
| 8 |
+
- UMA
|
| 9 |
+
- extxyz
|
| 10 |
+
- ASE-lmdb
|
| 11 |
+
language:
|
| 12 |
+
- en
|
| 13 |
+
- zh
|
| 14 |
+
---
|
| 15 |
+
|
| 16 |
+
<p align="center">
|
| 17 |
+
<strong>
|
| 18 |
+
<span style="font-size: 30px;">OC20</span>
|
| 19 |
+
</strong>
|
| 20 |
+
</p>
|
| 21 |
+
|
| 22 |
+
## 数据集描述
|
| 23 |
+
|
| 24 |
+
OC20 数据集是Open Catalyst 2020 (OC20) S2EF(Structure to Energy and Forces)extxyz 子集。数据包含催化材料表面吸附构型的原子坐标、晶胞信息、能量和受力数据,字段与 UMA OC20 配置中的能量、受力字段一致,是学习和验证催化材料机器学习原子间势方法的标准基准数据集。
|
| 25 |
+
|
| 26 |
+
本仓库当前包含两个 split:
|
| 27 |
+
|
| 28 |
+
- `s2ef_200k_uncompressed`:训练子集,2 个分片,共 10000 帧,每帧 8–221 个原子。
|
| 29 |
+
- `s2ef_val_id_uncompressed`:验证子集(in-distribution),4 个分片,共 20000 帧,每帧 8–223 个原子。
|
| 30 |
+
|
| 31 |
+
原始数据来自 [Open Catalyst Project / fair-chem OC20](https://fair-chem.github.io/oc20/),本仓库是其面向 OneScience UMA 微调示例的配套数据包。
|
| 32 |
+
|
| 33 |
+
当前数据包包含约 8 个文件,约 1.2 GB。
|
| 34 |
+
|
| 35 |
+
## 数据集支持的任务
|
| 36 |
+
|
| 37 |
+
本标准化数据仓库整理了 OC20 S2EF 子集的完整数据包,包含训练集和验证集,可用于:
|
| 38 |
+
- 催化材料表面吸附构型的机器学习原子间势微调
|
| 39 |
+
- 能量与受力预测模型的训练与验证
|
| 40 |
+
- UMA 框架的功能测试与基准评测
|
| 41 |
+
|
| 42 |
+
## 数据集的格式和结构
|
| 43 |
+
|
| 44 |
+
数据文件位于 `data/oc20/` 目录下,按 split 分片组织:
|
| 45 |
+
|
| 46 |
+
| 文件路径 | 格式 | shape / 内容 | 说明 |
|
| 47 |
+
|---|---|---|---|
|
| 48 |
+
| `oc20/s2ef_200k_uncompressed/0.extxyz` | extxyz | `[N_frames, N_atoms]` | 训练子集分片 0,5000 帧 |
|
| 49 |
+
| `oc20/s2ef_200k_uncompressed/1.extxyz` | extxyz | `[N_frames, N_atoms]` | 训练子集分片 1,5000 帧 |
|
| 50 |
+
| `oc20/s2ef_val_id_uncompressed/0.extxyz` | extxyz | `[N_frames, N_atoms]` | 验证子集分片 0,5000 帧 |
|
| 51 |
+
| `oc20/s2ef_val_id_uncompressed/1.extxyz` | extxyz | `[N_frames, N_atoms]` | 验证子集分片 1,5000 帧 |
|
| 52 |
+
| `oc20/s2ef_val_id_uncompressed/2.extxyz` | extxyz | `[N_frames, N_atoms]` | 验证子集分片 2,5000 帧 |
|
| 53 |
+
| `oc20/s2ef_val_id_uncompressed/3.extxyz` | extxyz | `[N_frames, N_atoms]` | 验证子集分片 3,5000 帧 |
|
| 54 |
+
| `metadata/schema.yaml` | YAML | 数据结构说明 | extxyz 字段 schema 定义 |
|
| 55 |
+
| `metadata/sha256_manifest.txt` | SHA256 | 校验清单 | 文件完整性校验 |
|
| 56 |
+
|
| 57 |
+
### extxyz 数据格式
|
| 58 |
+
|
| 59 |
+
每个构型由原子数行、comment 行和原子行组成。comment 行包含 `Lattice`、`Properties`、`energy`、`free_energy` 和 `pbc`。原子行包含元素、坐标、`move_mask`、`tags` 和 `forces`。
|
| 60 |
+
|
| 61 |
+
| 字段 | 类型 | shape | 说明 |
|
| 62 |
+
|---|---|---|---|
|
| 63 |
+
| `species` | str | `[N_atoms]` | 元素符号,覆盖多种金属、非金属元素 |
|
| 64 |
+
| `pos` | float | `[N_atoms, 3]` | 原子坐标,单位 Å |
|
| 65 |
+
| `move_mask` | bool | `[N_atoms]` | 原子是否可移动,`T` 或 `F` |
|
| 66 |
+
| `tags` | int | `[N_atoms]` | 原子标签,区分吸附质、表面、次表面等 |
|
| 67 |
+
| `forces` | float | `[N_atoms, 3]` | 原子受力,单位 eV/Å |
|
| 68 |
+
| `energy` | float | `[1]` | 构型总能量,单位 eV |
|
| 69 |
+
| `free_energy` | float | `[1]` | 构型自由能,单位 eV |
|
| 70 |
+
| `pbc` | bool | `[3]` | 周期边界条件 |
|
| 71 |
+
| `Lattice` | float | `[3, 3]` | 周期盒矩阵 |
|
| 72 |
+
|
| 73 |
+
|
| 74 |
+
## 数据集使用方式
|
| 75 |
+
|
| 76 |
+
### 下载数据集
|
| 77 |
+
|
| 78 |
+
```bash
|
| 79 |
+
hf download --dataset OneScience-Sugon/oc20 --local-dir ./data
|
| 80 |
+
```
|
| 81 |
+
|
| 82 |
+
## OneScience 官方信息
|
| 83 |
+
|
| 84 |
+
| 平台 | OneScience 主仓库 | Skills 仓库 |
|
| 85 |
+
|---|---|---|
|
| 86 |
+
| Gitee | https://gitee.com/onescience-ai/onescience | https://gitee.com/onescience-ai/oneskills |
|
| 87 |
+
| GitHub | https://github.com/onescience-ai/OneScience | https://github.com/onescience-ai/oneskills |
|
| 88 |
+
|
| 89 |
+
## 限制与许可证
|
| 90 |
+
|
| 91 |
+
本数据集为 Open Catalyst 2020 (OC20) 官方 S2EF 子集,未生成新样本或改变原始数据内容。
|
| 92 |
+
|
| 93 |
+
- **原始来源**:[Open Catalyst Project / fair-chem OC20](https://fair-chem.github.io/oc20/)
|
| 94 |
+
- **许可证**:Apache License 2.0
|
| 95 |
+
- **使用限制**:以原始 OC20 数据来源、OneScience 仓库及 ModelScope 页面说明为准
|
| 96 |
+
|
| 97 |
+
使用 OC20 数据集时请引用原始 Open Catalyst 论文:
|
| 98 |
+
|
| 99 |
+
- Chanussot, L.; Das, A.; Goyal, S.; Lavril, T.; Shuaibi, M.; Riviere, M.; Tran, K.; Heras-Domingo, J.; Ho, C.; Hu, W.; Palizhati, A.; Sriram, A.; Wood, B.; Yoon, J.; Parikh, D.; Zitnick, C. L.; Ulissi, Z. Open Catalyst 2020 (OC20) Dataset and Community Challenges. *ACS Catal.* **2021**, *11* (10), 6059–6072. https://doi.org/10.1021/acscatal.0c04525
|
data/oc20/s2ef_200k_uncompressed/0.extxyz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c1498dcf9304060c19fcdd75b4f527ed56ed2c9a56678a19783884cb6744190a
|
| 3 |
+
size 43774115
|
data/oc20/s2ef_200k_uncompressed/1.extxyz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:803b86307583bc351a843c8b773a0297abb9bccc784369fdf26455d5ddd1c249
|
| 3 |
+
size 44149032
|
data/oc20/s2ef_val_id_uncompressed/0.extxyz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c73976d4ee4e584bed87bd4cdc58555a468f8fe9c4325f3df46b5e24b408902f
|
| 3 |
+
size 43464190
|
data/oc20/s2ef_val_id_uncompressed/1.extxyz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:137f740e3bbe21fa4f103d0cd0fd22aed109a33ec59ebe4a6715688d1948c2a8
|
| 3 |
+
size 44072937
|
data/oc20/s2ef_val_id_uncompressed/2.extxyz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1cf2998fa84110cbf21cc0ca4dd5461c654bf9960e5a8bd90bf1399d74b9ac64
|
| 3 |
+
size 43857708
|
data/oc20/s2ef_val_id_uncompressed/3.extxyz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9361f52f466a08ce04d381d162532f5a2ec18a10feb559e8c067fbbe9edd0ffa
|
| 3 |
+
size 43572013
|
manifest.yaml
ADDED
|
@@ -0,0 +1,430 @@
|
|
|
|
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|
| 1 |
+
onescience_manifest_version: "0.1"
|
| 2 |
+
resource_type: dataset
|
| 3 |
+
resource:
|
| 4 |
+
id: OneScience/oc20
|
| 5 |
+
name: OC20
|
| 6 |
+
domain: matchem
|
| 7 |
+
domain_tags:
|
| 8 |
+
- matchem
|
| 9 |
+
- catalysis
|
| 10 |
+
- oc20
|
| 11 |
+
- atomistic_dataset
|
| 12 |
+
task: mlip_training_data
|
| 13 |
+
task_tags:
|
| 14 |
+
- mlip
|
| 15 |
+
- energy_prediction
|
| 16 |
+
- force_prediction
|
| 17 |
+
- extxyz_training
|
| 18 |
+
modalities:
|
| 19 |
+
- atomistic_structure
|
| 20 |
+
input_formats:
|
| 21 |
+
- extxyz
|
| 22 |
+
output_formats: []
|
| 23 |
+
summary: 面向 OneScience/UMA 微调和训练评测示例的 Open Catalyst 2020 (OC20) S2EF extxyz 子集。
|
| 24 |
+
|
| 25 |
+
platform_resource:
|
| 26 |
+
primary:
|
| 27 |
+
platform: modelscope
|
| 28 |
+
repo_id: OneScience/oc20
|
| 29 |
+
repo_type: dataset
|
| 30 |
+
url: https://modelscope.cn/datasets/OneScience/oc20
|
| 31 |
+
revision: main
|
| 32 |
+
readme_path: README.md
|
| 33 |
+
manifest_path: manifest.yaml
|
| 34 |
+
mirrors: []
|
| 35 |
+
access:
|
| 36 |
+
visibility: public
|
| 37 |
+
license: Apache License 2.0
|
| 38 |
+
|
| 39 |
+
website_integration:
|
| 40 |
+
enabled: true
|
| 41 |
+
click_target:
|
| 42 |
+
platform: modelscope
|
| 43 |
+
resource_url: https://modelscope.cn/datasets/OneScience/oc20
|
| 44 |
+
llm_handoff:
|
| 45 |
+
readme_required: true
|
| 46 |
+
manifest_required: true
|
| 47 |
+
download_readme_first: true
|
| 48 |
+
resolve_related_models: true
|
| 49 |
+
default_run_goal: minimal_validation
|
| 50 |
+
|
| 51 |
+
runtime:
|
| 52 |
+
enabled: true
|
| 53 |
+
onescience_domain: matchem
|
| 54 |
+
min_onescience_version: null
|
| 55 |
+
supported_execution:
|
| 56 |
+
- local
|
| 57 |
+
- local_slurm
|
| 58 |
+
- remote_slurm
|
| 59 |
+
- scnet_mcp
|
| 60 |
+
|
| 61 |
+
onescience:
|
| 62 |
+
repo: https://gitee.com/onescience-ai/onescience
|
| 63 |
+
official_links:
|
| 64 |
+
gitee:
|
| 65 |
+
doc: https://gitee.com/onescience-ai/onescience-doc
|
| 66 |
+
onescience: https://gitee.com/onescience-ai/onescience
|
| 67 |
+
skills: https://gitee.com/onescience-ai/oneskills
|
| 68 |
+
github:
|
| 69 |
+
doc: https://github.com/onescience-ai/OneScience-doc
|
| 70 |
+
onescience: https://github.com/onescience-ai/OneScience
|
| 71 |
+
skills: https://github.com/onescience-ai/oneskills
|
| 72 |
+
install:
|
| 73 |
+
required_by_default: false
|
| 74 |
+
command: bash install.sh matchem
|
| 75 |
+
source_paths:
|
| 76 |
+
- matchem/uma/oc20
|
| 77 |
+
compatibility:
|
| 78 |
+
examples_path: examples/matchem/uma
|
| 79 |
+
status: examples_compatible
|
| 80 |
+
|
| 81 |
+
runtime_package:
|
| 82 |
+
kind: standard_runtime_package
|
| 83 |
+
package_root: .
|
| 84 |
+
standard_layout:
|
| 85 |
+
workdir: .
|
| 86 |
+
config_dir: metadata
|
| 87 |
+
checkpoint_dir: null
|
| 88 |
+
data_dir: data
|
| 89 |
+
output_dir: outputs
|
| 90 |
+
apply_policy:
|
| 91 |
+
mode: direct_use
|
| 92 |
+
target: session_workdir
|
| 93 |
+
overwrite: true
|
| 94 |
+
protect_installed_onescience: true
|
| 95 |
+
entry_files:
|
| 96 |
+
- scripts/validate_oc20.py
|
| 97 |
+
- metadata/schema.yaml
|
| 98 |
+
- metadata/sha256_manifest.txt
|
| 99 |
+
entrypoints:
|
| 100 |
+
preflight: scripts/validate_oc20.py
|
| 101 |
+
inference: null
|
| 102 |
+
train: null
|
| 103 |
+
finetune: null
|
| 104 |
+
evaluate: null
|
| 105 |
+
visualize: null
|
| 106 |
+
deploy: null
|
| 107 |
+
|
| 108 |
+
files:
|
| 109 |
+
model_files: []
|
| 110 |
+
dataset_files:
|
| 111 |
+
- id: oc20_s2ef_200k_uncompressed
|
| 112 |
+
path: data/oc20/s2ef_200k_uncompressed
|
| 113 |
+
role: train_split
|
| 114 |
+
description_zh: OC20 S2EF 200k 训练子集 extxyz 文件,当前包含 2 个分片、共 10000 帧。
|
| 115 |
+
required: true
|
| 116 |
+
required_for: [preflight, train]
|
| 117 |
+
format: extxyz
|
| 118 |
+
source:
|
| 119 |
+
platform: modelscope
|
| 120 |
+
repo_id: OneScience/oc20
|
| 121 |
+
repo_type: dataset
|
| 122 |
+
path: data/oc20/s2ef_200k_uncompressed
|
| 123 |
+
revision: main
|
| 124 |
+
url: null
|
| 125 |
+
download_method: command_ref
|
| 126 |
+
command_ref: commands.download.download_dataset_package
|
| 127 |
+
mirrors: []
|
| 128 |
+
local_path: session_workdir/data/oc20/s2ef_200k_uncompressed
|
| 129 |
+
size: 84M
|
| 130 |
+
checksum: metadata/sha256_manifest.txt
|
| 131 |
+
large_file: true
|
| 132 |
+
- id: oc20_s2ef_val_id_uncompressed
|
| 133 |
+
path: data/oc20/s2ef_val_id_uncompressed
|
| 134 |
+
role: validation_split
|
| 135 |
+
description_zh: OC20 S2EF val_id 验证子集 extxyz 文件,当前包含 4 个分片、共 20000 帧。
|
| 136 |
+
required: true
|
| 137 |
+
required_for: [preflight, evaluate]
|
| 138 |
+
format: extxyz
|
| 139 |
+
source:
|
| 140 |
+
platform: modelscope
|
| 141 |
+
repo_id: OneScience/oc20
|
| 142 |
+
repo_type: dataset
|
| 143 |
+
path: data/oc20/s2ef_val_id_uncompressed
|
| 144 |
+
revision: main
|
| 145 |
+
url: null
|
| 146 |
+
download_method: command_ref
|
| 147 |
+
command_ref: commands.download.download_dataset_package
|
| 148 |
+
mirrors: []
|
| 149 |
+
local_path: session_workdir/data/oc20/s2ef_val_id_uncompressed
|
| 150 |
+
size: 167M
|
| 151 |
+
checksum: metadata/sha256_manifest.txt
|
| 152 |
+
large_file: true
|
| 153 |
+
config_files:
|
| 154 |
+
- id: schema
|
| 155 |
+
path: metadata/schema.yaml
|
| 156 |
+
role: schema
|
| 157 |
+
description_zh: OC20 extxyz 数据结构、字段名、shape、单位、split 和 UMA 配置键说明。
|
| 158 |
+
required: true
|
| 159 |
+
required_for: [preflight, train, evaluate]
|
| 160 |
+
format: yaml
|
| 161 |
+
source:
|
| 162 |
+
platform: modelscope
|
| 163 |
+
repo_id: OneScience/oc20
|
| 164 |
+
repo_type: dataset
|
| 165 |
+
path: metadata/schema.yaml
|
| 166 |
+
revision: main
|
| 167 |
+
url: null
|
| 168 |
+
download_method: command_ref
|
| 169 |
+
command_ref: commands.download.download_dataset_package
|
| 170 |
+
mirrors: []
|
| 171 |
+
local_path: session_workdir/metadata/schema.yaml
|
| 172 |
+
size: null
|
| 173 |
+
checksum: null
|
| 174 |
+
large_file: false
|
| 175 |
+
- id: sha256_manifest
|
| 176 |
+
path: metadata/sha256_manifest.txt
|
| 177 |
+
role: checksum
|
| 178 |
+
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。
|
| 179 |
+
required: true
|
| 180 |
+
required_for: [preflight]
|
| 181 |
+
format: txt
|
| 182 |
+
source:
|
| 183 |
+
platform: modelscope
|
| 184 |
+
repo_id: OneScience/oc20
|
| 185 |
+
repo_type: dataset
|
| 186 |
+
path: metadata/sha256_manifest.txt
|
| 187 |
+
revision: main
|
| 188 |
+
url: null
|
| 189 |
+
download_method: command_ref
|
| 190 |
+
command_ref: commands.download.download_dataset_package
|
| 191 |
+
mirrors: []
|
| 192 |
+
local_path: session_workdir/metadata/sha256_manifest.txt
|
| 193 |
+
size: null
|
| 194 |
+
checksum: null
|
| 195 |
+
large_file: false
|
| 196 |
+
sample_files:
|
| 197 |
+
- id: validate_script
|
| 198 |
+
path: scripts/validate_oc20.py
|
| 199 |
+
role: script
|
| 200 |
+
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。
|
| 201 |
+
required: true
|
| 202 |
+
required_for: [preflight]
|
| 203 |
+
format: py
|
| 204 |
+
source:
|
| 205 |
+
platform: modelscope
|
| 206 |
+
repo_id: OneScience/oc20
|
| 207 |
+
repo_type: dataset
|
| 208 |
+
path: scripts/validate_oc20.py
|
| 209 |
+
revision: main
|
| 210 |
+
url: null
|
| 211 |
+
download_method: command_ref
|
| 212 |
+
command_ref: commands.download.download_dataset_package
|
| 213 |
+
mirrors: []
|
| 214 |
+
local_path: session_workdir/scripts/validate_oc20.py
|
| 215 |
+
size: null
|
| 216 |
+
checksum: null
|
| 217 |
+
large_file: false
|
| 218 |
+
|
| 219 |
+
dataset:
|
| 220 |
+
format:
|
| 221 |
+
- extxyz
|
| 222 |
+
sample_unit: 单个催化剂表面吸附构型,包含元素、坐标、energy、free_energy 和 forces。
|
| 223 |
+
schema:
|
| 224 |
+
path: metadata/schema.yaml
|
| 225 |
+
splits:
|
| 226 |
+
train:
|
| 227 |
+
path: data/oc20/s2ef_200k_uncompressed
|
| 228 |
+
frames: 10000
|
| 229 |
+
validation:
|
| 230 |
+
path: data/oc20/s2ef_val_id_uncompressed
|
| 231 |
+
frames: 20000
|
| 232 |
+
test:
|
| 233 |
+
path: null
|
| 234 |
+
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。"
|
| 235 |
+
|
| 236 |
+
relations:
|
| 237 |
+
required_datasets: []
|
| 238 |
+
optional_datasets: []
|
| 239 |
+
compatible_models:
|
| 240 |
+
- id: OneScience/UMA
|
| 241 |
+
role: finetune_data
|
| 242 |
+
required_for: [preflight, train, evaluate]
|
| 243 |
+
resource_ref:
|
| 244 |
+
platform: modelscope
|
| 245 |
+
repo_id: OneScience/UMA
|
| 246 |
+
repo_type: model
|
| 247 |
+
url: https://modelscope.cn/models/OneScience/UMA
|
| 248 |
+
revision: main
|
| 249 |
+
readme_path: README.md
|
| 250 |
+
manifest_path: manifest.yaml
|
| 251 |
+
expected_local_path: session_workdir/data/oc20
|
| 252 |
+
adapter: null
|
| 253 |
+
|
| 254 |
+
run_matrix:
|
| 255 |
+
scenarios:
|
| 256 |
+
- name: validate_dataset
|
| 257 |
+
default: true
|
| 258 |
+
capability: preflight
|
| 259 |
+
required_datasets:
|
| 260 |
+
- id: OneScience/oc20
|
| 261 |
+
role: train_data
|
| 262 |
+
local_path: data/oc20
|
| 263 |
+
required_model_files: []
|
| 264 |
+
required_data_files:
|
| 265 |
+
- data/oc20/s2ef_200k_uncompressed
|
| 266 |
+
- data/oc20/s2ef_val_id_uncompressed
|
| 267 |
+
- metadata/sha256_manifest.txt
|
| 268 |
+
preconditions:
|
| 269 |
+
- 已下载数据集仓库 OneScience/oc20。
|
| 270 |
+
command_refs:
|
| 271 |
+
- commands.preflight.validate_dataset
|
| 272 |
+
outputs:
|
| 273 |
+
- path: stdout
|
| 274 |
+
description_zh: 数据字段、帧数、元素集合和 SHA256 检查结果。
|
| 275 |
+
|
| 276 |
+
capabilities:
|
| 277 |
+
inference: false
|
| 278 |
+
train: false
|
| 279 |
+
finetune: false
|
| 280 |
+
evaluate: false
|
| 281 |
+
visualize: false
|
| 282 |
+
deploy: false
|
| 283 |
+
|
| 284 |
+
commands:
|
| 285 |
+
download:
|
| 286 |
+
- name: download_dataset_package
|
| 287 |
+
target: dataset
|
| 288 |
+
repo_id: OneScience/oc20
|
| 289 |
+
source: .
|
| 290 |
+
local_path: session_workdir/
|
| 291 |
+
required: true
|
| 292 |
+
required_for: [preflight, train, evaluate]
|
| 293 |
+
cwd: .
|
| 294 |
+
command: modelscope download --dataset OneScience/oc20 --local_dir session_workdir
|
| 295 |
+
expected_outputs:
|
| 296 |
+
- path: session_workdir/data/oc20/s2ef_200k_uncompressed
|
| 297 |
+
type: file
|
| 298 |
+
success_criteria:
|
| 299 |
+
- exit_code == 0
|
| 300 |
+
- output_path_exists
|
| 301 |
+
preflight:
|
| 302 |
+
- name: validate_dataset
|
| 303 |
+
description: 验证 OC20 extxyz 文件结构、字段名、帧数和 SHA256。
|
| 304 |
+
cwd: .
|
| 305 |
+
command: python scripts/validate_oc20.py --dataset-root data/oc20 --checksum-manifest metadata/sha256_manifest.txt
|
| 306 |
+
required_files:
|
| 307 |
+
- data/oc20/s2ef_200k_uncompressed
|
| 308 |
+
- data/oc20/s2ef_val_id_uncompressed
|
| 309 |
+
- metadata/sha256_manifest.txt
|
| 310 |
+
- scripts/validate_oc20.py
|
| 311 |
+
required_env:
|
| 312 |
+
- python
|
| 313 |
+
expected_outputs:
|
| 314 |
+
- path: stdout
|
| 315 |
+
type: text
|
| 316 |
+
success_criteria:
|
| 317 |
+
- exit_code == 0
|
| 318 |
+
prepare: []
|
| 319 |
+
inference: []
|
| 320 |
+
train: []
|
| 321 |
+
finetune: []
|
| 322 |
+
evaluate: []
|
| 323 |
+
visualize: []
|
| 324 |
+
deploy: []
|
| 325 |
+
|
| 326 |
+
expected_outputs:
|
| 327 |
+
- path: stdout
|
| 328 |
+
type: text
|
| 329 |
+
description_zh: 验证脚本输出每个 split、字段和 SHA256 的 OK 结果。
|
| 330 |
+
|
| 331 |
+
diagnostics:
|
| 332 |
+
- error_pattern: "缺少文件"
|
| 333 |
+
likely_cause: 数据集下载不完整或运行 cwd 不在数据集仓库根目录。
|
| 334 |
+
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。
|
| 335 |
+
- error_pattern: "SHA256 不一致"
|
| 336 |
+
likely_cause: 文件被截断、损坏或被替换。
|
| 337 |
+
action: 删除损坏文件后重新下载数据集��
|
| 338 |
+
- error_pattern: "energy"
|
| 339 |
+
likely_cause: extxyz comment 中缺少 UMA OC20 配置要求的能量字段。
|
| 340 |
+
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。
|
| 341 |
+
- error_pattern: "forces"
|
| 342 |
+
likely_cause: extxyz Properties 中缺少 UMA OC20 配置要求的力字段。
|
| 343 |
+
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。
|
| 344 |
+
|
| 345 |
+
domain_extension:
|
| 346 |
+
matchem:
|
| 347 |
+
chemical_system:
|
| 348 |
+
elements:
|
| 349 |
+
- Ag
|
| 350 |
+
- Al
|
| 351 |
+
- As
|
| 352 |
+
- Au
|
| 353 |
+
- B
|
| 354 |
+
- Bi
|
| 355 |
+
- C
|
| 356 |
+
- Ca
|
| 357 |
+
- Cd
|
| 358 |
+
- Cl
|
| 359 |
+
- Co
|
| 360 |
+
- Cr
|
| 361 |
+
- Cs
|
| 362 |
+
- Cu
|
| 363 |
+
- Fe
|
| 364 |
+
- Ga
|
| 365 |
+
- Ge
|
| 366 |
+
- H
|
| 367 |
+
- Hf
|
| 368 |
+
- Hg
|
| 369 |
+
- In
|
| 370 |
+
- Ir
|
| 371 |
+
- K
|
| 372 |
+
- Mn
|
| 373 |
+
- Mo
|
| 374 |
+
- N
|
| 375 |
+
- Na
|
| 376 |
+
- Nb
|
| 377 |
+
- Ni
|
| 378 |
+
- O
|
| 379 |
+
- Os
|
| 380 |
+
- P
|
| 381 |
+
- Pb
|
| 382 |
+
- Pd
|
| 383 |
+
- Pt
|
| 384 |
+
- Rb
|
| 385 |
+
- Re
|
| 386 |
+
- Rh
|
| 387 |
+
- Ru
|
| 388 |
+
- S
|
| 389 |
+
- Sb
|
| 390 |
+
- Sc
|
| 391 |
+
- Se
|
| 392 |
+
- Si
|
| 393 |
+
- Sn
|
| 394 |
+
- Sr
|
| 395 |
+
- Ta
|
| 396 |
+
- Tc
|
| 397 |
+
- Te
|
| 398 |
+
- Ti
|
| 399 |
+
- Tl
|
| 400 |
+
- V
|
| 401 |
+
- W
|
| 402 |
+
- Y
|
| 403 |
+
- Zn
|
| 404 |
+
- Zr
|
| 405 |
+
properties:
|
| 406 |
+
- energy
|
| 407 |
+
- forces
|
| 408 |
+
units:
|
| 409 |
+
energy: eV
|
| 410 |
+
forces: eV/Angstrom
|
| 411 |
+
structure_format:
|
| 412 |
+
- extxyz
|
| 413 |
+
|
| 414 |
+
large_resource:
|
| 415 |
+
enabled: true
|
| 416 |
+
total_size: 251M
|
| 417 |
+
file_count: 6
|
| 418 |
+
download_policy: full
|
| 419 |
+
default_download: full
|
| 420 |
+
minimal_files:
|
| 421 |
+
- data/oc20/s2ef_200k_uncompressed
|
| 422 |
+
- data/oc20/s2ef_val_id_uncompressed
|
| 423 |
+
|
| 424 |
+
reproducibility:
|
| 425 |
+
level: minimal
|
| 426 |
+
goal: 完成一次 OC20 extxyz 数据读取和 SHA256 校验。
|
| 427 |
+
command_ref: commands.preflight.validate_dataset
|
| 428 |
+
expected_runtime: 2-5 minutes
|
| 429 |
+
expected_outputs:
|
| 430 |
+
- stdout
|
metadata/schema.yaml
ADDED
|
@@ -0,0 +1,123 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
dataset: OC20
|
| 2 |
+
standardized_repo_id: OneScience/oc20
|
| 3 |
+
domain: matchem
|
| 4 |
+
format:
|
| 5 |
+
- extxyz
|
| 6 |
+
splits:
|
| 7 |
+
train:
|
| 8 |
+
path: data/oc20/s2ef_200k_uncompressed
|
| 9 |
+
pattern: "*.extxyz"
|
| 10 |
+
files:
|
| 11 |
+
- 0.extxyz
|
| 12 |
+
- 1.extxyz
|
| 13 |
+
frames: 10000
|
| 14 |
+
atoms_per_frame: 8-221
|
| 15 |
+
validation:
|
| 16 |
+
path: data/oc20/s2ef_val_id_uncompressed
|
| 17 |
+
pattern: "*.extxyz"
|
| 18 |
+
files:
|
| 19 |
+
- 0.extxyz
|
| 20 |
+
- 1.extxyz
|
| 21 |
+
- 2.extxyz
|
| 22 |
+
- 3.extxyz
|
| 23 |
+
frames: 20000
|
| 24 |
+
atoms_per_frame: 8-223
|
| 25 |
+
sample_schema:
|
| 26 |
+
extxyz_comment_fields:
|
| 27 |
+
- Lattice
|
| 28 |
+
- Properties
|
| 29 |
+
- energy
|
| 30 |
+
- free_energy
|
| 31 |
+
- pbc
|
| 32 |
+
properties:
|
| 33 |
+
species:
|
| 34 |
+
dtype: string
|
| 35 |
+
shape: [num_atoms]
|
| 36 |
+
description_zh: 元素符号。
|
| 37 |
+
pos:
|
| 38 |
+
dtype: float
|
| 39 |
+
shape: [num_atoms, 3]
|
| 40 |
+
unit: Angstrom
|
| 41 |
+
description_zh: 原子坐标。
|
| 42 |
+
move_mask:
|
| 43 |
+
dtype: bool
|
| 44 |
+
shape: [num_atoms]
|
| 45 |
+
description_zh: 原子是否可移动。
|
| 46 |
+
tags:
|
| 47 |
+
dtype: int
|
| 48 |
+
shape: [num_atoms]
|
| 49 |
+
description_zh: 原子标签,用于区分吸附质、表面等。
|
| 50 |
+
forces:
|
| 51 |
+
dtype: float
|
| 52 |
+
shape: [num_atoms, 3]
|
| 53 |
+
unit: eV/Angstrom
|
| 54 |
+
description_zh: 原子受力。
|
| 55 |
+
config_fields:
|
| 56 |
+
energy:
|
| 57 |
+
dtype: float
|
| 58 |
+
unit: eV
|
| 59 |
+
description_zh: 构型总能量。
|
| 60 |
+
free_energy:
|
| 61 |
+
dtype: float
|
| 62 |
+
unit: eV
|
| 63 |
+
description_zh: 构型自由能。
|
| 64 |
+
model_expected_keys:
|
| 65 |
+
energy_key: energy
|
| 66 |
+
forces_key: forces
|
| 67 |
+
elements:
|
| 68 |
+
- Ag
|
| 69 |
+
- Al
|
| 70 |
+
- As
|
| 71 |
+
- Au
|
| 72 |
+
- B
|
| 73 |
+
- Bi
|
| 74 |
+
- C
|
| 75 |
+
- Ca
|
| 76 |
+
- Cd
|
| 77 |
+
- Cl
|
| 78 |
+
- Co
|
| 79 |
+
- Cr
|
| 80 |
+
- Cs
|
| 81 |
+
- Cu
|
| 82 |
+
- Fe
|
| 83 |
+
- Ga
|
| 84 |
+
- Ge
|
| 85 |
+
- H
|
| 86 |
+
- Hf
|
| 87 |
+
- Hg
|
| 88 |
+
- In
|
| 89 |
+
- Ir
|
| 90 |
+
- K
|
| 91 |
+
- Mn
|
| 92 |
+
- Mo
|
| 93 |
+
- N
|
| 94 |
+
- Na
|
| 95 |
+
- Nb
|
| 96 |
+
- Ni
|
| 97 |
+
- O
|
| 98 |
+
- Os
|
| 99 |
+
- P
|
| 100 |
+
- Pb
|
| 101 |
+
- Pd
|
| 102 |
+
- Pt
|
| 103 |
+
- Rb
|
| 104 |
+
- Re
|
| 105 |
+
- Rh
|
| 106 |
+
- Ru
|
| 107 |
+
- S
|
| 108 |
+
- Sb
|
| 109 |
+
- Sc
|
| 110 |
+
- Se
|
| 111 |
+
- Si
|
| 112 |
+
- Sn
|
| 113 |
+
- Sr
|
| 114 |
+
- Ta
|
| 115 |
+
- Tc
|
| 116 |
+
- Te
|
| 117 |
+
- Ti
|
| 118 |
+
- Tl
|
| 119 |
+
- V
|
| 120 |
+
- W
|
| 121 |
+
- Y
|
| 122 |
+
- Zn
|
| 123 |
+
- Zr
|
metadata/sha256_manifest.txt
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
c1498dcf9304060c19fcdd75b4f527ed56ed2c9a56678a19783884cb6744190a data/oc20/s2ef_200k_uncompressed/0.extxyz
|
| 2 |
+
803b86307583bc351a843c8b773a0297abb9bccc784369fdf26455d5ddd1c249 data/oc20/s2ef_200k_uncompressed/1.extxyz
|
| 3 |
+
c73976d4ee4e584bed87bd4cdc58555a468f8fe9c4325f3df46b5e24b408902f data/oc20/s2ef_val_id_uncompressed/0.extxyz
|
| 4 |
+
137f740e3bbe21fa4f103d0cd0fd22aed109a33ec59ebe4a6715688d1948c2a8 data/oc20/s2ef_val_id_uncompressed/1.extxyz
|
| 5 |
+
1cf2998fa84110cbf21cc0ca4dd5461c654bf9960e5a8bd90bf1399d74b9ac64 data/oc20/s2ef_val_id_uncompressed/2.extxyz
|
| 6 |
+
9361f52f466a08ce04d381d162532f5a2ec18a10feb559e8c067fbbe9edd0ffa data/oc20/s2ef_val_id_uncompressed/3.extxyz
|
onescience_relations.yaml
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
required_datasets: []
|
| 2 |
+
optional_datasets: []
|
| 3 |
+
compatible_models:
|
| 4 |
+
- id: OneScience/UMA
|
| 5 |
+
role: finetune_data
|
| 6 |
+
required_for:
|
| 7 |
+
- preflight
|
| 8 |
+
- train
|
| 9 |
+
- evaluate
|
| 10 |
+
resource_ref:
|
| 11 |
+
platform: modelscope
|
| 12 |
+
repo_id: OneScience/UMA
|
| 13 |
+
repo_type: model
|
| 14 |
+
url: https://modelscope.cn/models/OneScience/UMA
|
| 15 |
+
revision: main
|
| 16 |
+
readme_path: README.md
|
| 17 |
+
manifest_path: manifest.yaml
|
| 18 |
+
expected_local_path: session_workdir/data/oc20
|
| 19 |
+
adapter: null
|
scripts/validate_oc20.py
ADDED
|
@@ -0,0 +1,197 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""Validate the standardized OC20 extxyz dataset package."""
|
| 3 |
+
|
| 4 |
+
from __future__ import annotations
|
| 5 |
+
|
| 6 |
+
import argparse
|
| 7 |
+
import hashlib
|
| 8 |
+
import re
|
| 9 |
+
from pathlib import Path
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
EXPECTED_SPLITS = {
|
| 13 |
+
"s2ef_200k_uncompressed": {
|
| 14 |
+
"files": ["0.extxyz", "1.extxyz"],
|
| 15 |
+
"expected_total_frames": 10000,
|
| 16 |
+
},
|
| 17 |
+
"s2ef_val_id_uncompressed": {
|
| 18 |
+
"files": ["0.extxyz", "1.extxyz", "2.extxyz", "3.extxyz"],
|
| 19 |
+
"expected_total_frames": 20000,
|
| 20 |
+
},
|
| 21 |
+
}
|
| 22 |
+
EXPECTED_ENERGY_KEY = "energy"
|
| 23 |
+
EXPECTED_FORCES_KEY = "forces"
|
| 24 |
+
EXPECTED_ELEMENTS = {
|
| 25 |
+
"Ag", "Al", "As", "Au", "B", "Bi", "C", "Ca", "Cd", "Cl", "Co", "Cr", "Cs", "Cu",
|
| 26 |
+
"Fe", "Ga", "Ge", "H", "Hf", "Hg", "In", "Ir", "K", "Mn", "Mo", "N", "Na", "Nb",
|
| 27 |
+
"Ni", "O", "Os", "P", "Pb", "Pd", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc",
|
| 28 |
+
"Se", "Si", "Sn", "Sr", "Ta", "Tc", "Te", "Ti", "Tl", "V", "W", "Y", "Zn", "Zr",
|
| 29 |
+
}
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
def sha256_file(path: Path) -> str:
|
| 33 |
+
h = hashlib.sha256()
|
| 34 |
+
with path.open("rb") as f:
|
| 35 |
+
for chunk in iter(lambda: f.read(1024 * 1024), b""):
|
| 36 |
+
h.update(chunk)
|
| 37 |
+
return h.hexdigest()
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
def validate_checksum_manifest(dataset_root: Path, manifest_path: Path) -> None:
|
| 41 |
+
checked = 0
|
| 42 |
+
with manifest_path.open("r", encoding="utf-8") as f:
|
| 43 |
+
for line in f:
|
| 44 |
+
line = line.strip()
|
| 45 |
+
if not line or line.startswith("#"):
|
| 46 |
+
continue
|
| 47 |
+
digest, rel = line.split(maxsplit=1)
|
| 48 |
+
path = dataset_root.parent.parent / rel
|
| 49 |
+
if not path.exists():
|
| 50 |
+
raise SystemExit(f"[FAIL] 清单文件不存在: {path}")
|
| 51 |
+
actual = sha256_file(path)
|
| 52 |
+
if actual != digest:
|
| 53 |
+
raise SystemExit(f"[FAIL] SHA256 不一致: {rel}")
|
| 54 |
+
checked += 1
|
| 55 |
+
print(f"[OK] SHA256 清单验证通过: {checked} 个文件")
|
| 56 |
+
|
| 57 |
+
|
| 58 |
+
def parse_properties(comment: str) -> list[tuple[str, str, int]]:
|
| 59 |
+
match = re.search(r'Properties=("[^"]+"|\S+)', comment)
|
| 60 |
+
if not match:
|
| 61 |
+
raise SystemExit("[FAIL] extxyz comment 缺少 Properties")
|
| 62 |
+
raw = match.group(1).strip('"')
|
| 63 |
+
parts = raw.split(":")
|
| 64 |
+
if len(parts) % 3:
|
| 65 |
+
raise SystemExit(f"[FAIL] Properties 格式异常: {raw}")
|
| 66 |
+
parsed = []
|
| 67 |
+
for i in range(0, len(parts), 3):
|
| 68 |
+
name, kind, width = parts[i], parts[i + 1], int(parts[i + 2])
|
| 69 |
+
parsed.append((name, kind, width))
|
| 70 |
+
return parsed
|
| 71 |
+
|
| 72 |
+
|
| 73 |
+
def validate_xyz(path: Path) -> int:
|
| 74 |
+
frames = 0
|
| 75 |
+
elements: set[str] = set()
|
| 76 |
+
min_atoms: int | None = None
|
| 77 |
+
max_atoms = 0
|
| 78 |
+
|
| 79 |
+
with path.open("r", encoding="utf-8") as f:
|
| 80 |
+
while True:
|
| 81 |
+
first = f.readline()
|
| 82 |
+
if not first:
|
| 83 |
+
break
|
| 84 |
+
if not first.strip():
|
| 85 |
+
continue
|
| 86 |
+
try:
|
| 87 |
+
atom_count = int(first.strip())
|
| 88 |
+
except ValueError as exc:
|
| 89 |
+
raise SystemExit(f"[FAIL] 原子数行不是整数: {path}:{frames + 1}") from exc
|
| 90 |
+
comment = f.readline().rstrip("\n")
|
| 91 |
+
if f"{EXPECTED_ENERGY_KEY}=" not in comment:
|
| 92 |
+
raise SystemExit(f"[FAIL] comment 缺少 {EXPECTED_ENERGY_KEY}: {path} frame {frames}")
|
| 93 |
+
if "free_energy=" not in comment:
|
| 94 |
+
raise SystemExit(f"[FAIL] comment 缺少 free_energy: {path} frame {frames}")
|
| 95 |
+
if "pbc=" not in comment:
|
| 96 |
+
raise SystemExit(f"[FAIL] comment 缺少 pbc: {path} frame {frames}")
|
| 97 |
+
if "Lattice=" not in comment:
|
| 98 |
+
raise SystemExit(f"[FAIL] comment 缺少 Lattice: {path} frame {frames}")
|
| 99 |
+
props = parse_properties(comment)
|
| 100 |
+
prop_names = [p[0] for p in props]
|
| 101 |
+
if prop_names[0:2] != ["species", "pos"]:
|
| 102 |
+
raise SystemExit(f"[FAIL] Properties 前两项必须是 species,pos: {path} frame {frames}")
|
| 103 |
+
if EXPECTED_FORCES_KEY not in prop_names:
|
| 104 |
+
raise SystemExit(f"[FAIL] Properties 缺少 {EXPECTED_FORCES_KEY}: {path} frame {frames}")
|
| 105 |
+
if "move_mask" not in prop_names:
|
| 106 |
+
raise SystemExit(f"[FAIL] Properties 缺少 move_mask: {path} frame {frames}")
|
| 107 |
+
if "tags" not in prop_names:
|
| 108 |
+
raise SystemExit(f"[FAIL] Properties 缺少 tags: {path} frame {frames}")
|
| 109 |
+
expected_cols = sum(width for _, _, width in props)
|
| 110 |
+
|
| 111 |
+
for atom_index in range(atom_count):
|
| 112 |
+
atom_line = f.readline()
|
| 113 |
+
if not atom_line:
|
| 114 |
+
raise SystemExit(f"[FAIL] 文件提前结束: {path} frame {frames}")
|
| 115 |
+
cols = atom_line.split()
|
| 116 |
+
if len(cols) != expected_cols:
|
| 117 |
+
raise SystemExit(
|
| 118 |
+
f"[FAIL] 原子列数异常: {path} frame {frames} atom {atom_index}: "
|
| 119 |
+
f"{len(cols)} != {expected_cols}"
|
| 120 |
+
)
|
| 121 |
+
elements.add(cols[0])
|
| 122 |
+
col_idx = 1
|
| 123 |
+
for _, kind, width in props:
|
| 124 |
+
if kind == "S":
|
| 125 |
+
continue
|
| 126 |
+
values = cols[col_idx:col_idx + width]
|
| 127 |
+
if kind == "R":
|
| 128 |
+
for value in values:
|
| 129 |
+
float(value)
|
| 130 |
+
elif kind == "I":
|
| 131 |
+
for value in values:
|
| 132 |
+
int(value)
|
| 133 |
+
elif kind == "L":
|
| 134 |
+
for value in values:
|
| 135 |
+
if value not in ("T", "F"):
|
| 136 |
+
raise SystemExit(
|
| 137 |
+
f"[FAIL] bool 字段值异常: {value} at {path} frame {frames}"
|
| 138 |
+
)
|
| 139 |
+
else:
|
| 140 |
+
raise SystemExit(f"[FAIL] 不支持的 Properties 类型: {kind}")
|
| 141 |
+
col_idx += width
|
| 142 |
+
frames += 1
|
| 143 |
+
min_atoms = atom_count if min_atoms is None else min(min_atoms, atom_count)
|
| 144 |
+
max_atoms = max(max_atoms, atom_count)
|
| 145 |
+
|
| 146 |
+
if not elements.issubset(EXPECTED_ELEMENTS):
|
| 147 |
+
raise SystemExit(f"[FAIL] 元素集合异常: {sorted(elements)}")
|
| 148 |
+
print(
|
| 149 |
+
f"[OK] {path.name}: frames={frames}, atoms={min_atoms}-{max_atoms}, "
|
| 150 |
+
f"elements={sorted(elements)[:5]}..."
|
| 151 |
+
)
|
| 152 |
+
return frames
|
| 153 |
+
|
| 154 |
+
|
| 155 |
+
def main() -> int:
|
| 156 |
+
parser = argparse.ArgumentParser()
|
| 157 |
+
parser.add_argument("--dataset-root", default="data/oc20")
|
| 158 |
+
parser.add_argument("--checksum-manifest", default="metadata/sha256_manifest.txt")
|
| 159 |
+
args = parser.parse_args()
|
| 160 |
+
|
| 161 |
+
repo_root = Path.cwd()
|
| 162 |
+
dataset_root = Path(args.dataset_root)
|
| 163 |
+
if not dataset_root.is_absolute():
|
| 164 |
+
dataset_root = repo_root / dataset_root
|
| 165 |
+
checksum_manifest = Path(args.checksum_manifest)
|
| 166 |
+
if not checksum_manifest.is_absolute():
|
| 167 |
+
checksum_manifest = repo_root / checksum_manifest
|
| 168 |
+
|
| 169 |
+
if not dataset_root.exists():
|
| 170 |
+
raise SystemExit(f"[FAIL] 数据目录不存在: {dataset_root}")
|
| 171 |
+
|
| 172 |
+
for split_name, split_info in EXPECTED_SPLITS.items():
|
| 173 |
+
split_dir = dataset_root / split_name
|
| 174 |
+
if not split_dir.exists():
|
| 175 |
+
raise SystemExit(f"[FAIL] 缺少 split 目录: {split_dir}")
|
| 176 |
+
total_frames = 0
|
| 177 |
+
for file_name in split_info["files"]:
|
| 178 |
+
path = split_dir / file_name
|
| 179 |
+
if not path.exists():
|
| 180 |
+
raise SystemExit(f"[FAIL] 缺少文件: {path}")
|
| 181 |
+
if path.stat().st_size <= 0:
|
| 182 |
+
raise SystemExit(f"[FAIL] 文件为空: {path}")
|
| 183 |
+
total_frames += validate_xyz(path)
|
| 184 |
+
expected = split_info["expected_total_frames"]
|
| 185 |
+
if total_frames != expected:
|
| 186 |
+
raise SystemExit(
|
| 187 |
+
f"[FAIL] {split_name} 总帧数异常: {total_frames} != {expected}"
|
| 188 |
+
)
|
| 189 |
+
print(f"[OK] {split_name}: total_frames={total_frames}")
|
| 190 |
+
|
| 191 |
+
validate_checksum_manifest(dataset_root, checksum_manifest)
|
| 192 |
+
print("[OK] OC20 数据集读取验证通过")
|
| 193 |
+
return 0
|
| 194 |
+
|
| 195 |
+
|
| 196 |
+
if __name__ == "__main__":
|
| 197 |
+
raise SystemExit(main())
|