flambe

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Sample new embedding from maximum likelihood estimate

2

This PR improves over the status quo of producing random embeddings for unknown tokens by learning a normal distribution over the provided embeddings.

jeremyasapp

Improving error messages in case of double key in config

2

**Is your feature request related to a problem? Please describe.** When certain configs have a duplicate key in the config, then `flambe` fails with: ``` ruamel.yaml.constructor.ConstructorError: could not determine a...

iitzco-asapp

Callback based Trainer

4

**Is your feature request related to a problem? Please describe.** Currently, customizing a model requires sometime overriding the Trainer. It would be best if the Trainer was an object that...

jeremyasapp

Allow pickle for saving checkpoints in Experiment

1

Sometimes our custom save format doesn't work well for certain architectures, or users would just prefer pickle, or because the save format isn't as mature as pickle there can be...

nmatthews-asapp

Early checks for constructor argument incompatibilities

2

**Is your feature request related to a problem? Please describe.** Given that an experiment can take a long time to get to the latest object initialization step, any incompatibilities of...

cle-ros

Better data handling for datasets

1

**Is your feature request related to a problem? Please describe.** There is no clean unified interface for datasets. **Describe the solution you'd like** A unified interface should include the following...

cle-ros

Make all Flambe base-models torchscript compatible

1

It would be great if we could extract torchscript models from flambe models, after training. That requires all flambe base models to be compatible with torchscript. After a very superficial...

cle-ros

No in-built functionality for tracking of metrics during training

3

This is a feature request bordering on a bug. Right now, flambe does not allow to track metrics during training. This, however, is essential to monitor learning. One problem that...

cle-ros

Out-of-the-box experiments with standard datasets

1

**Is your feature request related to a problem? Please describe.** For most research, new models/algorithms/etc are tested on specific "standard" datasets. **Describe the solution you'd like** flambe-integrated datasets that could...

cle-ros

Option to write predictions to disk

5

**Is your feature request related to a problem? Please describe.** Use-case: I use flambé to both debug models then grid-search over the stuff I'm happy with. To debug, I often...

ghost