---
configs:
- config_name: default
  data_files: "co/*.parquet"
- config_name: info
  data_files: "ds.parquet"
- config_name: configuration_sets
  data_files: "cs/*.parquet"
- config_name: config_set_mapping
  data_files: "cs_co_map/*.parquet"
license: lgpl-3.0
tags:
- molecular dynamics
- mlip
- interatomic potential
pretty_name: Ti NPJCM 2021
---
### <details><summary>Cite this dataset </summary>Wen, T., Wang, R., Zhu, L., Zhang, L., Wang, H., Srolovitz, D. J., and Wu, Z. _Ti NPJCM 2021_. ColabFit, 2023. https://doi.org/10.60732/85e47ff3</details>  
#### This dataset has been curated and formatted for the ColabFit Exchange  
#### This dataset is also available on the ColabFit Exchange:  
https://materials.colabfit.org/id/DS_aaocsvp2x40m_0  
#### Visit the ColabFit Exchange to search additional datasets by author, description, element content and more.  
https://materials.colabfit.org
<br><hr>  
# Dataset  Name  
Ti NPJCM 2021  
### Description  
Approximately 7,400 configurations of titanium used for training a deep potential using the DeePMD-kit molecular dynamics package and DP-GEN training scheme.  
### Dataset authors  
Tongqi Wen, Rui Wang, Lingyu Zhu, Linfeng Zhang, Han Wang, David J. Srolovitz, Zhaoxuan Wu  
### Publication  
https://doi.org/10.1038/s41524-021-00661-y  
### Original data link  
https://www.aissquare.com/datasets/detail?pageType=datasets&name=Ti  
### License  
LGPL-3.0-only  
### Number of unique molecular configurations  
7376  
### Number of atoms  
143792  
### Elements included  
Ti  
### Properties included  
energy, atomic forces, cauchy stress  
<br>
<hr>  

# Usage  
- `ds.parquet` : Aggregated dataset information.  
- `co/` directory: Configuration rows each include a structure, calculated properties, and metadata.  
- `cs/` directory : Configuration sets are subsets of configurations grouped by some common characteristic. If `cs/` does not exist, no configurations sets have been defined for this dataset.  
- `cs_co_map/` directory : The mapping of configurations to configuration sets (if defined).  
<br>
#### ColabFit Exchange documentation includes descriptions of content and example code for parsing parquet files:  
- [Parquet parsing: example code](https://materials.colabfit.org/docs/how_to_use_parquet)  
- [Dataset info schema](https://materials.colabfit.org/docs/dataset_schema)  
- [Configuration schema](https://materials.colabfit.org/docs/configuration_schema)  
- [Configuration set schema](https://materials.colabfit.org/docs/configuration_set_schema)  
- [Configuration set to configuration mapping schema](https://materials.colabfit.org/docs/cs_co_mapping_schema)