Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Currently, the MLFlow logger always tries to create a new experiment by calling
create_experiment
. If the experiment name already exists, this throws an error - so in practice running your script for the second time will crash the run. Additionally, MLFlow considers anexperiment
as a collection ofrun
s, so we don't want to create a new experiment for each run.This PR modifies this logic by first checking if an experiment exists, creating one if necessary, and otherwise just retrieves the experiment ID.
Additionally, the MLFlow runs should be closed using
mlflow.end_run()
when it's not called as a context manager (as is the case for us). Do we want to add ashutdown
method to theLogger
base class to handle that? I can do that in this PR or in another.