traja

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Duration for functional tests can be shortened by using [pytest fixtures](https://realpython.com/pytest-python-testing/) and reducing epochs from 10 in neural network tests (`test_models`). Here are some extensive durations: ``` 154.86s call traja/tests/test_models.py::test_ae_jaguar...

JustinShenk

Assertion in `test_ae_classification_network_converges` in `test_models.py` fails in [CI on Python 3.8](https://travis-ci.org/github/traja-team/traja/jobs/765577067 ) for unknown reason. ``` > assert classification_loss_post_training < classification_loss_pre_training E assert 0.04000916234824969 < 0.040007756348105446 ```

JustinShenk

HybridTrainer docstring includes several unimplemented args, like [`device`](https://github.com/traja-team/traja/blob/f87978d02042503ebba57a2f1d1a3b7263a96893/traja/models/train.py#L18). These should be cleaned to reflect the imlemented arguments.

JustinShenk

Add delay coordinate embeddings

1

Delay coordinate embeddings are a technique for visualising time series. You compute a mapping, (x(t), x(t+k)), where k > 0 is an offset. This gives you a 2-d graph that...

WolfByttner

Saran-nns

Linting

1

Analyze source code for bugs and style errors. If you lint any module from any branch, please mark them done below - [x] visualizer - [ ] optimizer - [...

Saran-nns

Add latent space visualisers

3

WolfByttner

WolfByttner

Empty manifold module

3

https://github.com/traja-team/traja/blob/master/traja/models/manifold.py is empty and has no test coverage. Please motivate inclusion or remove it.

JustinShenk

Unused variable

1

https://github.com/traja-team/traja/blob/e3dcf25d69a08e3f58844e96d55bc1ca9917c794/traja/models/visualizer.py#L64 Please remove unused variable `self_connections`, and in the future lint before committing code.

JustinShenk