torch_geometric.datasets.JODIEDataset

class JODIEDataset(root: str, name: str, transform: Optional[Callable] = None, pre_transform: Optional[Callable] = None, force_reload: bool = False)[source]

Bases: InMemoryDataset

The temporal graph datasets from the “JODIE: Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks” paper.

Parameters:

  • root (str) – Root directory where the dataset should be saved.

  • name (str) – The name of the dataset ("Reddit", "Wikipedia", "MOOC", and "LastFM").

  • transform (callable, optional) – A function/transform that takes in an torch_geometric.data.Data object and returns a transformed version. The data object will be transformed before every access. (default: None)

  • pre_transform (callable, optional) – A function/transform that takes in an torch_geometric.data.Data object and returns a transformed version. The data object will be transformed before being saved to disk. (default: None)

  • force_reload (bool, optional) – Whether to re-process the dataset. (default: False)

STATS:

Name

#nodes

#edges

#features

#classes

Reddit

6,509

25,470

172

1

Wikipedia

9,227

157,474

172

2

MOOC

7,144

411,749

4

2

LastFM

1,980

1,293,103

2

1