Published April 20, 2023 | Version v1
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CaloFlow model checkpoints

  • 1. Heidelberg University
  • 2. Rutgers University

Description

These are the model checkpoints for each normalizing flow that was used in "CaloFlow: Fast and Accurate Generation of Calorimeter Showers with Normalizing Flows" and "CaloFlow II: Even Faster and Still Accurate Generation of Calorimeter Showers with Normalizing Flows". The training and evaluation scripts can be found in this git repository.

The training data was based on the same GEANT4 configuration file as the original CaloGAN samples. Said configuration can be found at the CaloGAN repository; the original CaloGAN samples are available at this DOI. The training data can be found at this DOI.

Model checkpoints for each particle (eplus, gamma, piplus) are stored in a separate .tar.gz file. Each tarball contains the following files:

Each .pt file can be loaded using the functions given in this git repository.

Files

Files (2.0 GB)

Name Size Download all
md5:b19290d6ebdbd7241f058285f4ef7aeb
681.0 MB Download
md5:023ba7a613cb9687e8da30a97850f198
681.0 MB Download
md5:b9afd912578606f2eeb3aa738b9e5293
681.0 MB Download

Additional details

Related works

Is supplement to
Preprint: https://arxiv.org/abs/2106.05285 (URL)
Preprint: https://arxiv.org/abs/2110.11377 (URL)
Journal article: 10.1103/PhysRevD.107.113003 (DOI)
Journal article: 10.1103/PhysRevD.107.113004 (DOI)
Dataset: 10.5281/zenodo.7849133 (DOI)