Prevent last checkpoint being deleted after resumed training with changed dirpath

[krshrimali]

What does this PR do?

Fixes #11379. Also addresses #12045 (comment).

Does your PR introduce any breaking changes? If yes, please list them.

Yes, if the checkpoint's dirpath has changed on resumed training, last_model_path won't be reloaded. In the PR before (#12045), we stopped reloading best_model_score, kth_best_model_path, kth_value, best_k_models.

Before submitting

• Was this discussed/approved via a GitHub issue? (not for typos and docs)
• Did you read the contributor guideline, Pull Request section?
• Did you make sure your PR does only one thing, instead of bundling different changes together?
• Did you make sure to update the documentation with your changes? (if necessary)
• Did you write any new necessary tests? (not for typos and docs)
• Did you verify new and existing tests pass locally with your changes?
• Did you list all the breaking changes introduced by this pull request?
• Did you update the CHANGELOG? (not for typos, docs, test updates, or internal minor changes/refactorings)

PR review

Anyone in the community is welcome to review the PR.
Before you start reviewing make sure you have read Review guidelines. In short, see the following bullet-list:

• Is this pull request ready for review? (if not, please submit in draft mode)
• Check that all items from Before submitting are resolved
• Make sure the title is self-explanatory and the description concisely explains the PR
• Add labels and milestones (and optionally projects) to the PR so it can be classified

Did you have fun?

Make sure you had fun coding 🙃

cc @Borda @carmocca @awaelchli @ninginthecloud @jjenniferdai @rohitgr7

[Borda]

lgtm

[krshrimali]

Reviews: will fix merge conflicts in an hour, and hopefully we can merge then if all is good. :)