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📈 Log and track ML metrics, parameters, models with Git and/or DVC

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> do we need to store these tokens stored somewhere in "${XDG_DATA_HOME:-$HOME/.local/share}/dvclive/credentials.toml"? To be able to cache them and not care about setting them all time. > from @mvshmakov

enhancement
p3-nice-to-have
A: studio

* [ ] ❗ I have followed the [Contributing to DVCLive](https://github.com/iterative/dvclive/blob/master/CONTRIBUTING.md) guide. * [ ] 📖 If this PR requires [documentation](https://dvc.org/doc) updates, I have created a separate PR (or issue,...

We left it here for compatibility until DVC 3.0 release but given that DVC already has a minimum version cap for DVCLive we can drop the code on this side...

p1-important
refactoring
A: dvc

See https://github.com/iterative/example-repos-dev/blob/b8a8f0af39b88c735af0b8065c37b609242b53ed/example-get-started/code/src/evaluate.py#L61. I have to keep two separate live instances to be able to log sklearn plots for both train and test data because there's no way to create multiple...

p2-medium
A: log_plot

Hey, are you guys planning on supporting other languages, aside from python? We have some machine learning projects that are using Rust, for example.

feature request
p3-nice-to-have

With lazily, I mean when doing a filesystem operation on that path, it will try to `os.mkdir` instead of creating on a constructor. https://github.com/iterative/dvclive/blob/2d61715cfcf662908facc942416ac8d6a6006f76/src/dvclive/live.py#L78 I noticed this when there were...

p3-nice-to-have
refactoring

Follow up to #310 > Before creating the experiment ref, DVCLive should write to a `dvc.yaml` file inside the `Live` directory, which should configure parameters, metrics, and plots logged by...

p1-important
A: dvc

E.g. in the Lighting logger there is call: ``` @rank_zero_only def log_hyperparams(self, params, *args, **kwargs): pass ``` should we utilize it to automatically track things? Edit: add checkboxes per framework...

enhancement
p2-medium
A: frameworks

Depends on https://github.com/iterative/dvc/issues/6746. If DVC is installed, DVCLive should be able to create an experiment ref. This should be possible by either: 1. Making `Live` a context manager invoked by...

p1-important
A: dvc

Render the report inline within a notebook instead of in a separate HTML/mardown document. Should be prioritized after we have a basic DVCLive-only workflow for parameters/metrics/plots.

p2-medium
A: report