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Add support for fitting estimators on dask bags
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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