Pykeen

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Added
~~~~~
- Added testing on Windows with AppVeyor and documentation for installation on Windows
(https://github.com/pykeen/pykeen/pull/95)
- Add ability to specify custom datasets in HPO and ablation studies (https://github.com/pykeen/pykeen/pull/54)
- Add functions for plotting entities and relations (as well as an accompanying tutorial)
(https://github.com/pykeen/pykeen/pull/99)

Changed
~~~~~~~
- Replaced BCE loss with BCEWithLogits loss (https://github.com/pykeen/pykeen/pull/109)
- Store default HPO ranges in loss classes (https://github.com/pykeen/pykeen/pull/111)
- Use entrypoints for datasets (https://github.com/pykeen/pykeen/pull/115) to allow
registering of custom datasets
- Improved WANDB results tracker (https://github.com/pykeen/pykeen/pull/117, thanks kantholtz)
- Reorganized ablation study generation and execution (https://github.com/pykeen/pykeen/pull/54)

Fixed
~~~~~
- Fixed bug in the initialization of ConvE (https://github.com/pykeen/pykeen/pull/100)
- Fixed cross-platform issue with random integer generation (https://github.com/pykeen/pykeen/pull/98)
- Fixed documentation build on ReadTheDocs (https://github.com/pykeen/pykeen/pull/104)

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Added
~~~~~
- Enable restricted evaluation on a subset of entities/relations (https://github.com/pykeen/pykeen/pull/62,
https://github.com/pykeen/pykeen/pull/83)

Changed
~~~~~~~
- Use number of epochs as step instead of number of checks (https://github.com/pykeen/pykeen/pull/72)

Fixed
~~~~~
- Fix bug in early stopping (https://github.com/pykeen/pykeen/pull/77)

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Added
~~~~~
- Side-specific evaluation (https://github.com/pykeen/pykeen/pull/44)
- Grid Sampler (https://github.com/pykeen/pykeen/pull/52)
- Weights & Biases Tracker (https://github.com/pykeen/pykeen/pull/68), thanks migalkin!

Changed
~~~~~~~
- Update to Optuna 2.0 (https://github.com/pykeen/pykeen/pull/52)
- Generalize specification of tracker (https://github.com/pykeen/pykeen/pull/39)

Fixed
~~~~~
- Fix bug in triples factory splitter (https://github.com/pykeen/pykeen/pull/59)
- Device mismatch bug (https://github.com/pykeen/pykeen/pull/50)

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Added
~~~~~
- Add default values for margin and adversarial temperature in NSSA loss (https://github.com/pykeen/pykeen/pull/29)
- Added FTP uploader (https://github.com/pykeen/pykeen/pull/35)
- Add AWS S3 uploader (https://github.com/pykeen/pykeen/pull/39)

Changed
~~~~~~~
- Improved MLflow support (https://github.com/pykeen/pykeen/pull/40)
- Lots of improvements to documentation!

Fixed
~~~~~
- Fix triples factory splitting bug (https://github.com/pykeen/pykeen/pull/21)
- Fix problem with tensors' device during prediction (https://github.com/pykeen/pykeen/pull/41)
- Fix RotatE relation embeddings re-initialization (https://github.com/pykeen/pykeen/pull/26)

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Added
~~~~~
- Add fractional hitsk (https://github.com/pykeen/pykeen/pull/17)
- Add link prediction pipeline (https://github.com/pykeen/pykeen/pull/10)

Changed
~~~~~~~
- Update documentation (https://github.com/pykeen/pykeen/pull/10)