Pete Walsh

- [ ] add coloring to output based on log-level - [ ] add folds to output based on epoch (only applies to stdout)

See https://sharksforarms.dev/posts/neovim-rust/

- [x] Reformat scripts - [ ] Implement `prepare_linux.sh` script for installing dependencies - [ ] Add python virtualenv setup to `prepare_all.sh` - [ ] Build Makefile and Dockerfile starting...

Switch over to using torch.testing.assert_close in tests

2

`assert_allclose` is being deprecated. See https://github.com/pytorch/pytorch/issues/61844.

Implement CopyNext model

10

https://api.semanticscholar.org/CorpusID:225103260 This is similar to [`CopyNet`](https://docs.allennlp.org/models/main/models/generation/models/copynet_seq2seq/#copynetseq2seq) from [Gu et al., 2016](https://api.semanticscholar.org/CorpusID:8174613), but adds an inductive bias for copying contiguous tokens. ~~The implementation is actually just a simple extension of `CopyNet`:...

Fast influence functions

3

Add an implementation of "FastIF" (https://arxiv.org/abs/2012.15781) to the `interpret.influence_functions` module.

Investigate plotext as alternative to matplotlib for find-lr command output

6

See https://pypi.org/project/plotext/. Plots right in terminal with ASCII. Would be nice to see the results right in the terminal, especially when you're working on a remote server.

(from our discussion in stand-up) This wouldn't be too hard. If had a function or method for rendering a `ModelCard` as Markdown, we could just output the rendered markdown files...

From our discussion on Slack. This could be markdown docs, ideally automatically generated. Could also publish to our API docs. Kind of related to #4720

Use isort in CI

3

https://pypi.org/project/isort/ Sorts imports according to [PEP 8](https://www.python.org/dev/peps/pep-0008/#imports). Compatible with black.