On Thu, May 24, 2012 at 5:07 PM, David Warde-Farley
<[email protected]> wrote:
> 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. It starts off as True, gets set to False
>> whenever coef_ executes, and gets set to True whenever self.fit is
>> called. Am I overlooking any other situations that should affect the
>> dirty bit?
>
> An alternative might be to just compute it in fit() if kernel == 'linear',
> and make the property function return the precomputed vector in that case.
> That probably minimizes the number of bugs introduced by either neglecting to
> update current functionality to use the dirty bit or future, orthogonal
> functionality forgetting to respect the dirty bit.

I don't see how this solves anything.

Any future functionality that would need to update the dirty bit in my proposal
would need to update the entire precomputed vector in your proposal.

The only current functionality that needs to check the dirty bit is
coef_ itself.
Everything else is written in terms of coef_ because coef_cached_ doesn't
exist yet. As long as all new code refers to coef_ rather than coef_cached_,
the new code won't need to check the dirty bit.

>
>> BTW I think now there is no bug in coef_. My script earlier was
>> getting weird results due to broadcasting behavior I didn't expect,
>> since coef_ returns an ndarray of shape (1,1000) and I'd been
>> expecting (1000,).
>
> Ah. The docs say "(n_class - 1, n_features)", which makes sense, but is a bit
> annoying in the binary case.
>
> David
>
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