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Yaozhong/
FLAPS

Name: FLAPS
Availability: InStock

function-space-regression

2606.22346

mit

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FAPS

This Hugging Face repository hosts checkpoints and prepared datasets for Flow Annealing Posterior Sampling for Function-Space Regression and Inverse Problems.

The source code and runnable scripts are available on GitHub:

https://github.com/yzshi5/FLAPS

text

PDE_inverse/checkpoints/
PDE_inverse/datasets/
Regression/checkpoints/FAPS_prior/GP_gibbs_epoch_500.pt
Regression/checkpoints/FAPS_prior/GP_matern_epoch_500.pt

The PDE inverse folders contain FNO surrogate checkpoints, FAPS prior checkpoints, and small prepared test datasets used by the example scripts. The Regression folder currently includes the GP Gibbs and GP Matern prior checkpoints. For details, please visit the FAPS Github repository

GitHub repository: https://github.com/yzshi5/FLAPS

Download Artifacts

Download these Hugging Face artifacts into the GitHub repo:

bash

python - <<'PY'
from huggingface_hub import snapshot_download

snapshot_download(
    repo_id="Yaozhong/FAPS",
    repo_type="model",
    local_dir=".",
    allow_patterns=[
        "config.json",
        "PDE_inverse/checkpoints/**",
        "PDE_inverse/datasets/**",
        "Regression/checkpoints/FAPS_prior/GP_gibbs_epoch_500.pt",
        "Regression/checkpoints/FAPS_prior/GP_matern_epoch_500.pt",
    ],
)
PY

Full PDE Dataset Download and Preprocessing

The helper Python files for downloading and preprocessing the full PDE datasets are under:

PDE_inverse/datasets/

Download the original PDE data shards:

bash

cd PDE_inverse
python datasets/download_dataset.py all --output-dir datasets/PDE_inverse

Convert Hugging Face Arrow shards to .npy files:

bash

python datasets/inital_process.py \
  --input-root datasets/PDE_inverse \
  --output-root datasets/PDE_inverse_npy

Citation

If you use this code or artifacts, please cite the associated FAPS paper when available.

bibtex

@article{shi2026flow,
  title={Flow Annealing Posterior Sampling for Function-Space Regression and Inverse Problems},
  author={Shi, Yaozhong and Ross, Zachary E and Yue, Yisong},
  journal={arXiv preprint arXiv:2606.22346v1},
  year={2026}
}

Yaozhong/FLAPS

FAPS

Contents

Download Artifacts

Full PDE Dataset Download and Preprocessing

Citation

Yaozhong/
FLAPS