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Add support for fitting estimators on dask bags

Amir MOHAMMADI requested to merge fit-dask-bags into master

The estimators that can handle dask bags should set the bob_fit_supports_dask_bag as True. This commit also includes

  • Adds a new tag: bob_fit_supports_dask_bag
  • Adds a new tag: bob_checkpoint_features for when you want to always avoid checkpointing features for a specific estimator.
  • Expose dask_tags, get_bob_tags in the main API
  • The SampleWrapper was modified to support bob_fit_supports_dask_bag
  • The CheckpointWrapper now loads estimators without losing references correctly.

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