[enc] Support training continuation with sklearn.

[trivialfis]

Ref #11088

• Support training continuation with the sklearn interface.
• Avoid duplicated re-coding with the validation dataset.
  The validation dataset is already re-coded during construction. There's no need to recode it during inference.
• Cleanup the lazy imports.

[trivialfis]

cc @rongou