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Dataset Overview

The data repository contains four trajectory datasets plus metadata files for train/test splits:

transferable-cg/
├── MFM/
├── MFM_100K/
├── MFM_test/
├── instantaneous_md/
├── training_cath_1000.npy
└── test_cath_50.npy

Dataset Descriptions

Dataset Structures per Domain Number of Domains Purpose
MFM Up to 20 1,000 Mean force estimates (training)
MFM_100K Up to 100 1,000 Mean force estimates (training, extended)
MFM_test Up to 100 50 Mean force estimates (held-out test set)
instantaneous_md Up to 20 simulations 1,000 Concatenated MD trajectories

Important Notes on Mean Force Datasets

⚠️ For MFM, MFM_100K, and MFM_test datasets:

  • Forces are recorded only for backbone atoms (Cα, C, N) of each residue and represent the estimated mean force on the Cα, C, and N for each structure
  • Forces for all other atoms are set to zero and should be ignored
  • Only positions/forces for Cα, C, and N atoms contain valid data

File Descriptions

File Description
training_cath_1000.npy List of 1000 CATH domains IDs used for training
test_cath_50.npy List of 50 CATH domains held out for testing

File Structure

Each dataset folder contains subfolders organized by CATH domain ID:

{Dataset}/
└── {CATH_ID}/
    ├── {CATH_ID}_traj_all.hdf5
    └── {CATH_ID}.pdb
    └── subset_1000_cg.npy        # Only in instantaneous_md/

Per-Domain Files

File Description Datasets
{CATH_ID}.pdb Reference structure defining atom ordering and topology All
{CATH_ID}_traj_all.hdf5 Trajectory data and simulation metadata in HDF5 format All
subset_1000_cg.npy Indices of frames used for training instantaneous_md only

HDF5 File Contents

Datasets

Each HDF5 file contains the following trajectory data:

Dataset Shape Description
positions (n_frames, n_atoms, 3) Atomic coordinates
forces (n_frames, n_atoms, 3) Forces on atoms
velocities (n_frames, n_atoms, 3) Atomic velocities
pe (n_frames,) Potential energy
ke (n_frames,) Kinetic energy

Attributes (Metadata)

Each HDF5 file includes the following attributes:

Attribute Type Description
energy_units str Units for energy values
length_units str Units for positions/distances
time_units str Units for time
save_energy bool If False, energy arrays contain zeros
save_forces bool If False, force arrays contain zeros
save_positions bool If False, position arrays contain zeros
save_velocities bool If False, velocity arrays contain zeros

For details on usage see docs/tutorials/training_dataset.md at https://github.com/rotskoff-group/transferable-cg.

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