Initial upload: extxyz splits
Browse files- .gitattributes +3 -58
- CITATION.cff +22 -0
- LICENSE +1 -0
- README.md +83 -0
- data/test.extxyz +3 -0
- data/train.extxyz +3 -0
- data/val.extxyz +3 -0
- index.json +34 -0
- index_gen.py +69 -0
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CITATION.cff
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cff-version: 1.2.0
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message: "If you use this dataset, please cite it as below."
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title: "My-MLIAP-Dataset: Train/Val/Test extxyz for <system/domain>"
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authors:
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- family-names: "<Surname>"
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given-names: "<Given name>"
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affiliation: "<Affiliation>"
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orcid: "<ORCID>"
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version: "1.0.0"
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doi: "<optional DOI>"
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date-released: "<YYYY-MM-DD>"
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repository-code: "https://huggingface.co/datasets/<user>/my-mliap-dataset"
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license: "CC-BY-4.0"
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preferred-citation:
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type: article
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authors:
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- family-names: "<Surname>"
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given-names: "<Given name>"
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title: "<Related paper title>"
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journal: "<Journal/Preprint>"
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year: <YYYY>
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doi: "<paper DOI>"
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LICENSE
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License will be here
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README.md
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# My-MLIAP-Dataset: Train/Val/Test extxyz for <system/domain>
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**Pretty name:** My MLIAP Dataset
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**Tags:** materials-science, atomistic-simulations, extxyz, ase, mliap
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**License:** CC-BY-4.0
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**Dataset type:** splits (train/val/test)
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## Summary
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This dataset provides three `.extxyz` splits (train/val/test) for training and benchmarking machine-learning interatomic potentials (MLIAPs).
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- **Format:** ASE/EXTXYZ with keys: `REF_energy`, `REF_forces`, `REF_stress`
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- **Units:** energy (eV), forces (eV/Å), stress (eV/ų)
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- **Systems:** <brief description, e.g., perovskites ABO3, Li-containing oxides, ...>
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- **Provenance:** <DFT/MD details: functional, code, cutoffs, k-points, thermostat/barostat, etc.>
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## Files
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- `data/train.extxyz` — <N_train> frames
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- `data/val.extxyz` — <N_val> frames
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- `data/test.extxyz` — <N_test> frames
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- `index.json` — split counts, checksums, and schema
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### Schema (per-frame)
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- Energies stored in `info["REF_energy"]` (float, eV)
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- Forces stored in `arrays["REF_forces"]` (shape: (N,3), eV/Å)
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- Stress stored in `info["REF_stress"]` (Voigt 6 or 3x3; eV/ų). Specify exact convention below.
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**Stress convention:** <Voigt order and sign convention; e.g., [σ_xx, σ_yy, σ_zz, σ_yz, σ_xz, σ_xy]>
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## Quickstart
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### Python: Download entire repository
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```python
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from huggingface_hub import snapshot_download
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local_dir = snapshot_download(
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repo_id="<your-username>/my-mliap-dataset",
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repo_type="dataset",
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local_dir="my-mliap-dataset",
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local_dir_use_symlinks=False
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)
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```
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### Python: Load a split with ASE
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```python
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from ase.io import read
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train = read('hf://datasets/<your-username>/my-mliap-dataset/data/train.extxyz', ':')
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```
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### Python: Fetch a single file
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```python
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from huggingface_hub import hf_hub_download
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path = hf_hub_download(
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repo_id="<your-username>/my-mliap-dataset",
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repo_type="dataset",
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filename="data/train.extxyz"
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)
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from ase.io import read
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train = read(path, ':')
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```
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## Benchmarks / Intended use
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- Primary task: supervised learning of energies/forces/stresses for MLIAPs.
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- Suggested splits: train/val/test as provided.
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- Recommended metrics: energy MAE (meV/atom), force MAE (meV/Å), virial/stress MAE (GPa or eV/ų).
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## Provenance & generation
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| 66 |
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- **Code:** <e.g., VASP/PBE or CP2K/R2SCAN, etc.>
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- **Settings:** <ENCUT, K-mesh, smearing, thresholds, etc.>
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| 68 |
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- **MD Sampling:** <NVT/NPT, T/P ranges, timesteps>
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- **Post-processing:** <relaxations, filters, deduplication, unit conversions>
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| 70 |
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## License
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| 72 |
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This dataset is released under **CC-BY-4.0**. See `LICENSE`.
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| 73 |
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## How to cite
|
| 75 |
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Please cite:
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| 76 |
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1. <Your article / preprint / DOI>
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| 77 |
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2. This dataset (see `CITATION.cff`)
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| 78 |
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## Changelog
|
| 80 |
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- v1.0.0 — initial release.
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| 81 |
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| 82 |
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---
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| 83 |
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**Contact:** <name, affiliation, email or GitHub handle>
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data/test.extxyz
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version https://git-lfs.github.com/spec/v1
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oid sha256:3f592658225bbd57ac361d924c64fffc62c092085eeb8b71fc11c2ea512fd530
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size 87246759
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data/train.extxyz
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version https://git-lfs.github.com/spec/v1
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oid sha256:02bfa5d7e6c72762de02055873adad2feec4e35b8c286813dc1c97cca17eca07
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size 610602201
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data/val.extxyz
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version https://git-lfs.github.com/spec/v1
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oid sha256:1b705480a15a23844621fcea89ab5edfbded91650f4e722540f9a038ab7c022f
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size 99866454
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index.json
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{
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"format": "extxyz",
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"properties": {
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"energy_key": "REF_energy",
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"forces_key": "REF_forces",
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"stress_key": "REF_stress",
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"units": {
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"energy": "eV",
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"forces": "eV/Å",
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"stress": "eV/ų"
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},
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"stress_convention": "Voigt: [xx, yy, zz, yz, xz, xy]; sign: +tension"
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},
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"splits": [
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{
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"name": "train",
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"file": "data/train.extxyz",
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"num_frames": 53426,
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"sha256": "02bfa5d7e6c72762de02055873adad2feec4e35b8c286813dc1c97cca17eca07"
|
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},
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{
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"name": "val",
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"file": "data/val.extxyz",
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| 24 |
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"num_frames": 8670,
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| 25 |
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"sha256": "1b705480a15a23844621fcea89ab5edfbded91650f4e722540f9a038ab7c022f"
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| 26 |
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},
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| 27 |
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{
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"name": "test",
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| 29 |
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"file": "data/test.extxyz",
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| 30 |
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"num_frames": 7656,
|
| 31 |
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"sha256": "3f592658225bbd57ac361d924c64fffc62c092085eeb8b71fc11c2ea512fd530"
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| 32 |
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}
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]
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}
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index_gen.py
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#!/usr/bin/env python3
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| 2 |
+
import argparse, json, hashlib, os
|
| 3 |
+
from ase.io import iread
|
| 4 |
+
|
| 5 |
+
def sha256(path, chunk=1024*1024):
|
| 6 |
+
h = hashlib.sha256()
|
| 7 |
+
with open(path, "rb") as f:
|
| 8 |
+
while True:
|
| 9 |
+
b = f.read(chunk)
|
| 10 |
+
if not b:
|
| 11 |
+
break
|
| 12 |
+
h.update(b)
|
| 13 |
+
return h.hexdigest()
|
| 14 |
+
|
| 15 |
+
def count_frames(path):
|
| 16 |
+
n = 0
|
| 17 |
+
for _ in iread(path, ":"):
|
| 18 |
+
n += 1
|
| 19 |
+
return n
|
| 20 |
+
|
| 21 |
+
def main():
|
| 22 |
+
ap = argparse.ArgumentParser(description="Generate index.json for MLIAP extxyz splits")
|
| 23 |
+
ap.add_argument("--root", default=".", help="Dataset root containing data/train.extxyz, data/val.extxyz, data/test.extxyz")
|
| 24 |
+
ap.add_argument("--energy-key", default="REF_energy")
|
| 25 |
+
ap.add_argument("--forces-key", default="REF_forces")
|
| 26 |
+
ap.add_argument("--stress-key", default="REF_stress")
|
| 27 |
+
ap.add_argument("--energy-unit", default="eV")
|
| 28 |
+
ap.add_argument("--forces-unit", default="eV/Å")
|
| 29 |
+
ap.add_argument("--stress-unit", default="eV/ų")
|
| 30 |
+
ap.add_argument("--stress-convention", default="Voigt: [xx, yy, zz, yz, xz, xy]; sign: +tension")
|
| 31 |
+
args = ap.parse_args()
|
| 32 |
+
|
| 33 |
+
root = args.root
|
| 34 |
+
splits = ["train", "val", "test"]
|
| 35 |
+
entries = []
|
| 36 |
+
for s in splits:
|
| 37 |
+
rel = os.path.join("data", f"{s}.extxyz")
|
| 38 |
+
path = os.path.join(root, rel)
|
| 39 |
+
if not os.path.exists(path):
|
| 40 |
+
print(f"WARNING: missing {path}; skipping")
|
| 41 |
+
continue
|
| 42 |
+
entries.append({
|
| 43 |
+
"name": s,
|
| 44 |
+
"file": rel,
|
| 45 |
+
"num_frames": count_frames(path),
|
| 46 |
+
"sha256": sha256(path)
|
| 47 |
+
})
|
| 48 |
+
meta = {
|
| 49 |
+
"format": "extxyz",
|
| 50 |
+
"properties": {
|
| 51 |
+
"energy_key": args.energy_key,
|
| 52 |
+
"forces_key": args.forces_key,
|
| 53 |
+
"stress_key": args.stress_key,
|
| 54 |
+
"units": {
|
| 55 |
+
"energy": args.energy_unit,
|
| 56 |
+
"forces": args.forces_unit,
|
| 57 |
+
"stress": args.stress_unit
|
| 58 |
+
},
|
| 59 |
+
"stress_convention": args.stress_convention
|
| 60 |
+
},
|
| 61 |
+
"splits": entries
|
| 62 |
+
}
|
| 63 |
+
out = os.path.join(root, "index.json")
|
| 64 |
+
with open(out, "w", encoding="utf-8") as f:
|
| 65 |
+
json.dump(meta, f, indent=2, ensure_ascii=False)
|
| 66 |
+
print(f"Wrote {out}")
|
| 67 |
+
|
| 68 |
+
if __name__ == "__main__":
|
| 69 |
+
main()
|