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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, andMFM_testdatasets:
- 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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