Thanks for your investigations. These are useful comments.

On Thu, May 24, 2012 at 04:22:30PM -0400, Ian Goodfellow wrote:
> I think I need to introduce a dirty bit that determines whether coef_
> needs to be recomputed.

If possible I'd rather avoid that (can create bugs hard to find).

It seems to me that a simple way to avoid the problem would be to do:

    coef_ = self.coef_

outside any for loop. That way the cost of computing the coef_ is
hopefully negligeable.

Do you think that this could work?

Gaƫl

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