+1 too for precomputing coef_ once for all in fit. If you do so, you may
also drop support_vectors_ to make the pickled objects lighter (and keep
support_indices_ only).

Note that for predict, in the multiclass case, you will need to implement
the voting scheme needed for one-vs-one classification.

Mathieu
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