[mlpack] #251
Abhinav Pathak
abhi.pat93 at gmail.com
Sat Jan 18 01:00:16 EST 2014
Is this how we do it?
./bin/mlpack_test
from the terminal ?
Please clarify the exact procedure :)
Regards,
Abhinav
On Sat, Jan 18, 2014 at 11:23 AM, Abhinav Pathak <abhi.pat93 at gmail.com>wrote:
> Yeah this was pretty helpful :)
> Just one more thing, this maybe little naive but i'm actually not clear
> that how do we run mlpack_test ?
> i'm not able to run it when i try running it like other files in
> build/bin. I didnt get any direct documentation also for it.
> Can you clarify how exactly do we run mlpack_test?
>
> Regards,
> Abhinav
>
>
> On Sat, Jan 18, 2014 at 1:35 AM, Ryan Curtin <gth671b at mail.gatech.edu>wrote:
>
>> On Fri, Jan 17, 2014 at 12:07:13PM +0530, Abhinav Pathak wrote:
>> > Hey,
>> > sorry for the delay, now i would be continuing with the work.
>>
>> No worries, there's no hurry.
>>
>> > So basically i'm going to shift the split node function from the
>> > BinarySpaceTree class and put it in a new function. I wanted to ask that
>> > should i create a new class which would for now split the data as it is
>> > doing now and later we can add more methods for splitting the data in
>> this
>> > new class.
>> > But can i let the splitnode be there in BinarySpaceTree class and
>> inside it
>> > remove the splitting code and rather instantiate the object of the new
>> > class and use the splitting method? Is it the correct approach for it?
>>
>> So the approach here is policy-based design [1]. The idea is that we
>> give the user flexibility by allowing them to define their own policy
>> for how the splitting occurs. So the BinarySpaceTree template signature
>> will look like this...
>>
>> template<
>> typename BoundType,
>> typename MetricType,
>> typename StatisticType,
>> typename SplitType
>> >
>> class BinarySpaceTree;
>>
>> And then the user can choose whatever class they want for SplitType
>> presuming it has a function
>>
>> void SplitNode(...).
>>
>> Then, in the BinarySpaceTree code, instead of calling
>> BinarySpaceTree::SplitNode(), call SplitType::SplitNode(). Each
>> SplitType class should not need to know anything about the tree itself,
>> just that it needs to split the points it is given into a left and right
>> set according to some heuristic in a particular dimension.
>>
>> Right now the BinarySpaceTree::SplitNode() function implements mean
>> split, which means that in whichever dimension it is splitting the
>> points on, it finds the mean, then anything above the mean goes to the
>> right and otherwise it goes to the left. So you could move that into a
>> MeanSplit class.
>>
>> If you wanted, you could also make a MedianSplit class, which a user
>> could plug in.
>>
>> The last thing: tests.
>>
>> Once you've refactored BinarySpaceTree, ensure that it still compiles
>> and that when you run mlpack_test, there are no new failures. If you
>> decide to make a MedianSplit class, you should write tests for that too.
>>
>> Let me know if I can further clarify anything.
>>
>> Thanks,
>>
>> Ryan
>>
>> --
>> Ryan Curtin | "Aw, Brian's doing it again, dude. Brian, you ain't
>> ryan at ratml.org | no pimp, dude." "Where's my money?"
>>
>
>
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