pykeen

Tutorials

Installation
First Steps
A Toy Example with Translational Distance Models
Inductive Link Prediction

How-to Guides

Bring Your Own Data
Bring Your Own Interaction
Extending the Datasets
Extending the Models
Splitting
Getting Started with NodePiece
Using Resolvers
Saving Checkpoints during Training
Optimizing a Model’s Hyper-parameters
Running an Ablation Study
Tracking Results during Training
Troubleshooting

Explanation

Knowledge Graph Embedding Models
Interaction Functions
Representations
Normalizer, Constrainer & Regularizer
Understanding the Evaluation
Performance Tricks
Dataset Degree Distributions

Reference

Pipeline
Models
Datasets
Inductive Datasets
Entity Alignment
- pykeen.datasets.ea.base Module
  - Classes
    - EADataset
    - EADatasetKwargs
- pykeen.datasets.ea.combination Module
Triples
Triples Workflows
Inverse Relations
Training
Stoppers
Loss Functions
Loss Weighting
Regularizers
Result Trackers
Negative Sampling
Filtering
Optimizers
Evaluation
Metrics
Hyper-parameter Optimization
Ablation
Prediction
Uncertainty
Sealant
Constants
Flexible Weight Checkpoints
pykeen.nn
PyTorch Lightning Integration
Utilities

Appendix

References

pykeen

Datasets
EADatasetKwargs
View page source

EADatasetKwargs

class EADatasetKwargs[source]

Bases: LazyDatasetKwargs

Keyword arguments for an entity alignment dataset.

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