[mlpack-git] master: Add test for CoverTreeDTNNKMeans. (2c4b63b)
gitdub at big.cc.gt.atl.ga.us
gitdub at big.cc.gt.atl.ga.us
Thu Mar 5 22:01:49 EST 2015
Repository : https://github.com/mlpack/mlpack
On branch : master
Link : https://github.com/mlpack/mlpack/compare/904762495c039e345beba14c1142fd719b3bd50e...f94823c800ad6f7266995c700b1b630d5ffdcf40
>---------------------------------------------------------------
commit 2c4b63b3f03a7dac4c9a24988535ba43e6b94ff0
Author: Ryan Curtin <ryan at ratml.org>
Date: Tue Oct 14 06:15:25 2014 +0000
Add test for CoverTreeDTNNKMeans.
>---------------------------------------------------------------
2c4b63b3f03a7dac4c9a24988535ba43e6b94ff0
src/mlpack/tests/kmeans_test.cpp | 36 +++++++++++++++++++++++++++++++++++-
1 file changed, 35 insertions(+), 1 deletion(-)
diff --git a/src/mlpack/tests/kmeans_test.cpp b/src/mlpack/tests/kmeans_test.cpp
index 0b22195..ef8aa2c 100644
--- a/src/mlpack/tests/kmeans_test.cpp
+++ b/src/mlpack/tests/kmeans_test.cpp
@@ -12,6 +12,8 @@
#include <mlpack/methods/kmeans/pelleg_moore_kmeans.hpp>
#include <mlpack/methods/kmeans/dtnn_kmeans.hpp>
+#include <mlpack/core/tree/cover_tree/cover_tree.hpp>
+
#include <boost/test/unit_test.hpp>
#include "old_boost_test_definitions.hpp"
@@ -618,7 +620,39 @@ BOOST_AUTO_TEST_CASE(DTNNTest)
for (size_t i = 0; i < dataset.n_cols; ++i)
BOOST_REQUIRE_EQUAL(assignments[i], dtnnAssignments[i]);
- for (size_t i = 0; i < centroids.n_cols; ++i)
+ for (size_t i = 0; i < centroids.n_elem; ++i)
+ BOOST_REQUIRE_CLOSE(naiveCentroids[i], dtnnCentroids[i], 1e-5);
+ }
+}
+
+BOOST_AUTO_TEST_CASE(DTNNCoverTreeTest)
+{
+ const size_t trials = 5;
+
+ for (size_t t = 0; t < trials; ++t)
+ {
+ arma::mat dataset(10, 1000);
+ dataset.randu();
+
+ const size_t k = 5 * (t + 1);
+ arma::mat centroids(10, k);
+ centroids.randu();
+
+ arma::mat naiveCentroids(centroids);
+ KMeans<> km;
+ arma::Col<size_t> assignments;
+ km.Cluster(dataset, k, assignments, naiveCentroids, false, true);
+
+ KMeans<metric::EuclideanDistance, RandomPartition, MaxVarianceNewCluster,
+ CoverTreeDTNNKMeans> dtnn;
+ arma::Col<size_t> dtnnAssignments;
+ arma::mat dtnnCentroids(centroids);
+ dtnn.Cluster(dataset, k, dtnnAssignments, dtnnCentroids, false, true);
+
+ for (size_t i = 0; i < dataset.n_cols; ++i)
+ BOOST_REQUIRE_EQUAL(assignments[i], dtnnAssignments[i]);
+
+ for (size_t i = 0; i < centroids.n_elem; ++i)
BOOST_REQUIRE_CLOSE(naiveCentroids[i], dtnnCentroids[i], 1e-5);
}
}
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