[mlpack-git] [mlpack/mlpack] Spill trees (#747)

Ryan Curtin notifications at github.com
Sat Aug 13 01:05:49 EDT 2016


> +         typename MatType,
> +         template<typename HyperplaneMetricType> class HyperplaneType,
> +         template<typename SplitBoundT, typename SplitMatT> class SplitType>
> +void SpillSearch<MetricType, MatType, HyperplaneType, SplitType>::
> +Search(const MatType& querySet,
> +       const size_t k,
> +       arma::Mat<size_t>& neighbors,
> +       arma::mat& distances)
> +{
> +  if (Naive() || SingleMode())
> +    neighborSearch.Search(querySet, k, neighbors, distances);
> +  else
> +  {
> +    // For Dual Tree Search on SpillTrees, the queryTree must be built with non
> +    // overlapping (tau = 0).
> +    Tree queryTree(querySet, 0 /* tau */, leafSize, rho);

It seems that the entire necessity for the `SpillSearch` class arises from this line; is that correct, or have I overlooked some other difference between `SpillSearch` and `NeighborSearch`?

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