Create README.md
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by heloise-chomet - opened
README.md
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---
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# For reference on dataset card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/datasetcard.md?plain=1
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# Doc / guide: https://huggingface.co/docs/hub/datasets-cards
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{}
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---
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# SPICE2_curated_v2
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Following the mlip v0.2.0 release, we provide here a new SPICE curated dataset, used to train new pre-trained models.
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This dataset is based on the SPICE subset of the OMOL25 dataset, comprising approximately 2 million structures computed at the ωB97M-V/def2-TZVPD level of theory.
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When compared to the data provided with the mlip v0.1.2 release [linked here](https://huggingface.co/datasets/InstaDeepAI/SPICE2-curated),
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this version introduces the following modifications:
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- **Updated data source:** Filtering is now conducted on the SPICE subset of OMOL25, replacing the original SPICE dataset.
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- **Charged systems:** The dataset now explicitly includes charged systems.
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- **Expanded chemical coverage:** The number of covered elements has grown from 12 to 17, through the addition of Ca, K, Li, Mg and Na.
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## Dataset Structure
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The provided dataset is split into a training set, validation set and test set with a 90/9/1 split. The split was done per molecular
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SMILES, ensuring that different conformations of the same molecule do not appear across sets. The final training set contains
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1,763,962 structures covering 17 chemical elements (B, Br, C, Ca, Cl, F, H, I, K, Li, Mg, N, Na, O, P, S, Si), the validation set
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172,838 structures across 17 elements, while the test set contains 17,477 structures across 13 elements (natural result of the per-SMILES split).
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## Filtering Process
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The SPICE subset of OMOL25 was filtered by removing the following structures:
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- **Unphysical structures:** Only keeping structures where all hydrogen atoms have exactly one bond.
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- **High forces:** Applying a total force filter of 0.1 eV/Å and a maximum force filter of 15 eV/Å.
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## OMOL25 dataset source
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https://doi.org/10.48550/arXiv.2505.08762
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