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-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTree.java28
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnified.java12
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnifiedFactory.java10
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeHeader.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeSettings.java6
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppDirectoryEntry.java4
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppEntry.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppLeafEntry.java4
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTree.java144
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeFactory.java22
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeIndex.java33
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeNode.java12
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeSettings.java6
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/PolynomialApproximation.java5
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/package-info.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ApproximationLine.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ConvexHull.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPDirectoryEntry.java4
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPEntry.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPLeafEntry.java4
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTree.java211
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeIndex.java63
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeNode.java12
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCopTreeFactory.java22
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/package-info.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxDirectoryEntry.java4
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxEntry.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxLeafEntry.java4
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTree.java79
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeFactory.java22
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeIndex.java39
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeNode.java14
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/package-info.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabDirectoryEntry.java6
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabEntry.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabLeafEntry.java6
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTree.java82
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeFactory.java20
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeIndex.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeNode.java10
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/package-info.java2
-rw-r--r--src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/package-info.java2
42 files changed, 447 insertions, 508 deletions
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTree.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTree.java
index aec4410e..2f71f540 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTree.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTree.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -31,12 +31,11 @@ import de.lmu.ifi.dbs.elki.database.ids.DBIDIter;
import de.lmu.ifi.dbs.elki.database.ids.DBIDRef;
import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
import de.lmu.ifi.dbs.elki.database.ids.DBIDs;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDList;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNList;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.KNNList;
import de.lmu.ifi.dbs.elki.database.query.distance.DistanceQuery;
import de.lmu.ifi.dbs.elki.database.query.knn.KNNQuery;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTree;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.MTreeEntry;
@@ -51,21 +50,20 @@ import de.lmu.ifi.dbs.elki.persistent.PageFile;
*
* @author Elke Achtert
* @param <O> the type of DatabaseObject to be stored in the metrical index
- * @param <D> the type of Distance used in the metrical index
* @param <N> the type of MetricalNode used in the metrical index
* @param <E> the type of MetricalEntry used in the metrical index
* @param <S> the type of Settings kept.
*/
-public abstract class AbstractMkTree<O, D extends NumberDistance<D, ?>, N extends AbstractMTreeNode<O, D, N, E>, E extends MTreeEntry, S extends MTreeSettings<O, D, N, E>> extends AbstractMTree<O, D, N, E, S> {
+public abstract class AbstractMkTree<O, N extends AbstractMTreeNode<O, N, E>, E extends MTreeEntry, S extends MTreeSettings<O, N, E>> extends AbstractMTree<O, N, E, S> {
/**
* Internal class for performing knn queries
*/
- protected KNNQuery<O, D> knnq;
+ protected KNNQuery<O> knnq;
/**
* Distance query to use.
*/
- private DistanceQuery<O, D> distanceQuery;
+ private DistanceQuery<O> distanceQuery;
/**
* Constructor.
@@ -82,9 +80,9 @@ public abstract class AbstractMkTree<O, D extends NumberDistance<D, ?>, N extend
}
@Override
- public D distance(DBIDRef id1, DBIDRef id2) {
- if (id1 == null || id2 == null) {
- return getDistanceFactory().undefinedDistance();
+ public double distance(DBIDRef id1, DBIDRef id2) {
+ if(id1 == null || id2 == null) {
+ return Double.NaN;
}
statistics.countDistanceCalculation();
return distanceQuery.distance(id1, id2);
@@ -98,7 +96,7 @@ public abstract class AbstractMkTree<O, D extends NumberDistance<D, ?>, N extend
* @param k the number of nearest neighbors to be returned
* @return a List of the query results
*/
- public abstract DistanceDBIDList<D> reverseKNNQuery(final DBIDRef id, int k);
+ public abstract DoubleDBIDList reverseKNNQuery(final DBIDRef id, int k);
/**
* Performs a batch k-nearest neighbor query for a list of query objects.
@@ -111,9 +109,9 @@ public abstract class AbstractMkTree<O, D extends NumberDistance<D, ?>, N extend
* @deprecated Change to use by-object NN lookups instead.
*/
@Deprecated
- protected final Map<DBID, KNNList<D>> batchNN(N node, DBIDs ids, int kmax) {
- Map<DBID, KNNList<D>> res = new HashMap<>(ids.size());
- for (DBIDIter iter = ids.iter(); iter.valid(); iter.advance()) {
+ protected final Map<DBID, KNNList> batchNN(N node, DBIDs ids, int kmax) {
+ Map<DBID, KNNList> res = new HashMap<>(ids.size());
+ for(DBIDIter iter = ids.iter(); iter.valid(); iter.advance()) {
DBID id = DBIDUtil.deref(iter);
res.put(id, knnq.getKNNForDBID(id, kmax));
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnified.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnified.java
index 455d372a..4c43e667 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnified.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnified.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -28,10 +28,9 @@ import java.util.Map;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
+import de.lmu.ifi.dbs.elki.database.ids.KNNList;
import de.lmu.ifi.dbs.elki.database.ids.ModifiableDBIDs;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNList;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.TreeIndexHeader;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.MTreeEntry;
@@ -48,12 +47,11 @@ import de.lmu.ifi.dbs.elki.persistent.PageFile;
* @apiviz.composedOf MkTreeSettings
*
* @param <O> the type of DatabaseObject to be stored in the metrical index
- * @param <D> the type of Distance used in the metrical index
* @param <N> the type of MetricalNode used in the metrical index
* @param <E> the type of MetricalEntry used in the metrical index
* @param <S> the type of Settings used.
*/
-public abstract class AbstractMkTreeUnified<O, D extends NumberDistance<D, ?>, N extends AbstractMTreeNode<O, D, N, E>, E extends MTreeEntry, S extends MkTreeSettings<O, D, N, E>> extends AbstractMkTree<O, D, N, E, S> {
+public abstract class AbstractMkTreeUnified<O, N extends AbstractMTreeNode<O, N, E>, E extends MTreeEntry, S extends MkTreeSettings<O, N, E>> extends AbstractMkTree<O, N, E, S> {
/**
* Constructor.
*
@@ -92,7 +90,7 @@ public abstract class AbstractMkTreeUnified<O, D extends NumberDistance<D, ?>, N
}
// do batch nn
- Map<DBID, KNNList<D>> knnLists = batchNN(getRoot(), ids, settings.k_max);
+ Map<DBID, KNNList> knnLists = batchNN(getRoot(), ids, settings.k_max);
// adjust the knn distances
kNNdistanceAdjustment(getRootEntry(), knnLists);
@@ -108,7 +106,7 @@ public abstract class AbstractMkTreeUnified<O, D extends NumberDistance<D, ?>, N
* @param entry the root entry of the current subtree
* @param knnLists a map of knn lists for each leaf entry
*/
- protected abstract void kNNdistanceAdjustment(E entry, Map<DBID, KNNList<D>> knnLists);
+ protected abstract void kNNdistanceAdjustment(E entry, Map<DBID, KNNList> knnLists);
/**
* Get the value of k_max.
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnifiedFactory.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnifiedFactory.java
index 996b2438..9997713d 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnifiedFactory.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/AbstractMkTreeUnifiedFactory.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -23,7 +23,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees;
along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.Index;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeFactory;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
@@ -43,12 +42,11 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.IntParameter;
* @apiviz.uses AbstractMkTreeUnified oneway - - «create»
*
* @param <O> Object type
- * @param <D> Distance type
* @param <N> Node type
* @param <E> Entry type
* @param <I> Index type
*/
-public abstract class AbstractMkTreeUnifiedFactory<O, D extends NumberDistance<D, ?>, N extends AbstractMTreeNode<O, D, N, E>, E extends MTreeEntry, I extends AbstractMkTree<O, D, N, E, S> & Index, S extends MkTreeSettings<O, D, N, E>> extends AbstractMTreeFactory<O, D, N, E, I, S> {
+public abstract class AbstractMkTreeUnifiedFactory<O, N extends AbstractMTreeNode<O, N, E>, E extends MTreeEntry, I extends AbstractMkTree<O, N, E, S> & Index, S extends MkTreeSettings<O, N, E>> extends AbstractMTreeFactory<O, N, E, I, S> {
/**
* Constructor.
*
@@ -66,7 +64,7 @@ public abstract class AbstractMkTreeUnifiedFactory<O, D extends NumberDistance<D
*
* @apiviz.exclude
*/
- public abstract static class Parameterizer<O, D extends NumberDistance<D, ?>, N extends AbstractMTreeNode<O, D, N, E>, E extends MTreeEntry, S extends MkTreeSettings<O, D, N, E>> extends AbstractMTreeFactory.Parameterizer<O, D, N, E, S> {
+ public abstract static class Parameterizer<O, N extends AbstractMTreeNode<O, N, E>, E extends MTreeEntry, S extends MkTreeSettings<O, N, E>> extends AbstractMTreeFactory.Parameterizer<O, N, E, S> {
/**
* Parameter specifying the maximal number k of reverse k nearest neighbors
* to be supported, must be an integer greater than 0.
@@ -88,6 +86,6 @@ public abstract class AbstractMkTreeUnifiedFactory<O, D extends NumberDistance<D
}
@Override
- protected abstract AbstractMkTreeUnifiedFactory<O, D, N, E, ?, S> makeInstance();
+ protected abstract AbstractMkTreeUnifiedFactory<O, N, E, ?, S> makeInstance();
}
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeHeader.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeHeader.java
index ff49d789..47f0eda0 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeHeader.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeHeader.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeSettings.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeSettings.java
index 6a957bd7..8d5fa450 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeSettings.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/MkTreeSettings.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -23,7 +23,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees;
along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.MTreeEntry;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.MTreeSettings;
@@ -34,11 +33,10 @@ import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.MTreeSettings;
* @author Erich Schubert
*
* @param <O> Object type
- * @param <D> Distance type
* @param <N> Node type
* @param <E> Entry type
*/
-public class MkTreeSettings<O, D extends NumberDistance<D, ?>, N extends AbstractMTreeNode<O, D, N, E>, E extends MTreeEntry> extends MTreeSettings<O, D, N, E> {
+public class MkTreeSettings<O, N extends AbstractMTreeNode<O, N, E>, E extends MTreeEntry> extends MTreeSettings<O, N, E> {
/**
* Holds the maximum value of k to support.
*/
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppDirectoryEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppDirectoryEntry.java
index fd6f6bab..89d0cba1 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppDirectoryEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppDirectoryEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -56,7 +56,7 @@ class MkAppDirectoryEntry extends MTreeDirectoryEntry implements MkAppEntry {
}
/**
- * Provides a new MkCoPDirectoryEntry with the given parameters.
+ * Constructor.
*
* @param objectID the id of the routing object
* @param parentDistance the distance from the object to its parent
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppEntry.java
index 5424f6f1..54cfcc29 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppLeafEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppLeafEntry.java
index e1f2305a..c2f81af2 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppLeafEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppLeafEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -56,7 +56,7 @@ class MkAppLeafEntry extends MTreeLeafEntry implements MkAppEntry {
}
/**
- * Provides a new MkAppLeafEntry with the given parameters.
+ * Constructor.
*
* @param objectID the id of the underlying data object
* @param parentDistance the distance from the underlying data object to its
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTree.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTree.java
index 1ff0a030..41a83fcf 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTree.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTree.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -23,7 +23,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
-import java.util.ArrayList;
import java.util.List;
import java.util.Map;
@@ -33,22 +32,21 @@ import de.lmu.ifi.dbs.elki.database.ids.DBIDIter;
import de.lmu.ifi.dbs.elki.database.ids.DBIDRef;
import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
import de.lmu.ifi.dbs.elki.database.ids.DBIDs;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDListIter;
+import de.lmu.ifi.dbs.elki.database.ids.KNNList;
import de.lmu.ifi.dbs.elki.database.ids.ModifiableDBIDs;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDList;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDListIter;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNList;
-import de.lmu.ifi.dbs.elki.database.ids.generic.GenericDistanceDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.ModifiableDoubleDBIDList;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.LeafEntry;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.AbstractMkTree;
import de.lmu.ifi.dbs.elki.index.tree.query.GenericMTreeDistanceSearchCandidate;
import de.lmu.ifi.dbs.elki.logging.Logging;
import de.lmu.ifi.dbs.elki.math.statistics.PolynomialRegression;
-import de.lmu.ifi.dbs.elki.persistent.ByteArrayUtil;
import de.lmu.ifi.dbs.elki.persistent.PageFile;
import de.lmu.ifi.dbs.elki.utilities.datastructures.heap.Heap;
import de.lmu.ifi.dbs.elki.utilities.datastructures.heap.UpdatableHeap;
+import de.lmu.ifi.dbs.elki.utilities.io.ByteArrayUtil;
/**
* MkAppTree is a metrical index structure based on the concepts of the M-Tree
@@ -61,9 +59,8 @@ import de.lmu.ifi.dbs.elki.utilities.datastructures.heap.UpdatableHeap;
* @apiviz.has MkAppTreeNode oneway - - contains
*
* @param <O> the type of DatabaseObject to be stored in the metrical index
- * @param <D> the type of NumberDistance used in the metrical index
*/
-public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree<O, D, MkAppTreeNode<O, D>, MkAppEntry, MkAppTreeSettings<O, D>> {
+public class MkAppTree<O> extends AbstractMkTree<O, MkAppTreeNode<O>, MkAppEntry, MkAppTreeSettings<O>> {
/**
* The logger for this class.
*/
@@ -76,7 +73,7 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param pageFile Page file
* @param settings Tree settings
*/
- public MkAppTree(Relation<O> relation, PageFile<MkAppTreeNode<O, D>> pageFile, MkAppTreeSettings<O, D> settings) {
+ public MkAppTree(Relation<O> relation, PageFile<MkAppTreeNode<O>> pageFile, MkAppTreeSettings<O> settings) {
super(relation, pageFile, settings);
}
@@ -103,34 +100,34 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
*/
@Override
public void insertAll(List<MkAppEntry> entries) {
- if (entries.isEmpty()) {
+ if(entries.isEmpty()) {
return;
}
- if (LOG.isDebugging()) {
+ if(LOG.isDebugging()) {
LOG.debugFine("insert " + entries + "\n");
}
- if (!initialized) {
+ if(!initialized) {
initialize(entries.get(0));
}
ModifiableDBIDs ids = DBIDUtil.newArray(entries.size());
// insert
- for (MkAppEntry entry : entries) {
+ for(MkAppEntry entry : entries) {
ids.add(entry.getRoutingObjectID());
// insert the object
super.insert(entry, false);
}
// do batch nn
- Map<DBID, KNNList<D>> knnLists = batchNN(getRoot(), ids, settings.k_max + 1);
+ Map<DBID, KNNList> knnLists = batchNN(getRoot(), ids, settings.k_max + 1);
// adjust the knn distances
adjustApproximatedKNNDistances(getRootEntry(), knnLists);
- if (EXTRA_INTEGRITY_CHECKS) {
+ if(EXTRA_INTEGRITY_CHECKS) {
getRoot().integrityCheck(this, getRootEntry());
}
}
@@ -144,49 +141,48 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a List of the query results
*/
@Override
- public DistanceDBIDList<D> reverseKNNQuery(DBIDRef id, int k) {
- GenericDistanceDBIDList<D> result = new GenericDistanceDBIDList<>();
+ public DoubleDBIDList reverseKNNQuery(DBIDRef id, int k) {
+ ModifiableDoubleDBIDList result = DBIDUtil.newDistanceDBIDList();
final Heap<GenericMTreeDistanceSearchCandidate> pq = new UpdatableHeap<>();
// push root
pq.add(new GenericMTreeDistanceSearchCandidate(0., getRootID(), null));
// search in tree
- while (!pq.isEmpty()) {
+ while(!pq.isEmpty()) {
GenericMTreeDistanceSearchCandidate pqNode = pq.poll();
// FIXME: cache the distance to the routing object in the queue node!
- MkAppTreeNode<O, D> node = getNode(pqNode.nodeID);
+ MkAppTreeNode<O> node = getNode(pqNode.nodeID);
// directory node
- if (!node.isLeaf()) {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ if(!node.isLeaf()) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkAppEntry entry = node.getEntry(i);
- double distance = distance(entry.getRoutingObjectID(), id).doubleValue();
+ double distance = distance(entry.getRoutingObjectID(), id);
double minDist = (entry.getCoveringRadius() > distance) ? 0. : distance - entry.getCoveringRadius();
double approxValue = settings.log ? Math.exp(entry.approximatedValueAt(k)) : entry.approximatedValueAt(k);
- if (approxValue < 0) {
+ if(approxValue < 0) {
approxValue = 0;
}
- if (minDist <= approxValue) {
+ if(minDist <= approxValue) {
pq.add(new GenericMTreeDistanceSearchCandidate(minDist, getPageID(entry), entry.getRoutingObjectID()));
}
}
}
// data node
else {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkAppLeafEntry entry = (MkAppLeafEntry) node.getEntry(i);
- D distance = distance(entry.getRoutingObjectID(), id);
+ double distance = distance(entry.getRoutingObjectID(), id);
double approxValue = settings.log ? StrictMath.exp(entry.approximatedValueAt(k)) : entry.approximatedValueAt(k);
- if (approxValue < 0) {
+ if(approxValue < 0) {
approxValue = 0;
}
- D approximatedKnnDist = getDistanceFactory().fromDouble(approxValue);
- if (distance.compareTo(approximatedKnnDist) <= 0) {
+ if(distance <= approxValue) {
result.add(distance, entry.getRoutingObjectID());
}
}
@@ -213,7 +209,7 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// overhead = index(4), numEntries(4), id(4), isLeaf(0.125)
double overhead = 12.125;
- if (getPageSize() - overhead < 0) {
+ if(getPageSize() - overhead < 0) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
@@ -221,11 +217,11 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// coveringRadius + parentDistance + approx) + 1
dirCapacity = (int) (getPageSize() - overhead) / (4 + 4 + distanceSize + distanceSize + (settings.p + 1) * 4 + 2) + 1;
- if (dirCapacity <= 1) {
+ if(dirCapacity <= 1) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
- if (dirCapacity < 10) {
+ if(dirCapacity < 10) {
LOG.warning("Page size is choosen too small! Maximum number of entries " + "in a directory node = " + (dirCapacity - 1));
}
@@ -234,39 +230,37 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// approx) + 1
leafCapacity = (int) (getPageSize() - overhead) / (4 + distanceSize + (settings.p + 1) * 4 + 2) + 1;
- if (leafCapacity <= 1) {
+ if(leafCapacity <= 1) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
- if (leafCapacity < 10) {
+ if(leafCapacity < 10) {
LOG.warning("Page size is choosen too small! Maximum number of entries " + "in a leaf node = " + (leafCapacity - 1));
}
initialized = true;
- if (LOG.isVerbose()) {
+ if(LOG.isVerbose()) {
LOG.verbose("Directory Capacity: " + (dirCapacity - 1) + "\nLeaf Capacity: " + (leafCapacity - 1));
}
}
- private List<D> getMeanKNNList(DBIDs ids, Map<DBID, KNNList<D>> knnLists) {
+ private double[] getMeanKNNList(DBIDs ids, Map<DBID, KNNList> knnLists) {
double[] means = new double[settings.k_max];
- for (DBIDIter iter = ids.iter(); iter.valid(); iter.advance()) {
+ for(DBIDIter iter = ids.iter(); iter.valid(); iter.advance()) {
DBID id = DBIDUtil.deref(iter);
- KNNList<D> knns = knnLists.get(id);
+ KNNList knns = knnLists.get(id);
int k = 0;
- for (DistanceDBIDListIter<D> it = knns.iter(); k < settings.k_max && it.valid(); it.advance(), k++) {
- means[k] += it.getDistance().doubleValue();
+ for(DoubleDBIDListIter it = knns.iter(); k < settings.k_max && it.valid(); it.advance(), k++) {
+ means[k] += it.doubleValue();
}
}
- List<D> result = new ArrayList<>();
- for (int k = 0; k < settings.k_max; k++) {
+ for(int k = 0; k < settings.k_max; k++) {
means[k] /= ids.size();
- result.add(getDistanceFactory().fromDouble(means[k]));
}
- return result;
+ return means;
}
/**
@@ -275,19 +269,20 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param entry the root entry of the current subtree
* @param knnLists a map of knn lists for each leaf entry
*/
- private void adjustApproximatedKNNDistances(MkAppEntry entry, Map<DBID, KNNList<D>> knnLists) {
- MkAppTreeNode<O, D> node = getNode(entry);
+ private void adjustApproximatedKNNDistances(MkAppEntry entry, Map<DBID, KNNList> knnLists) {
+ MkAppTreeNode<O> node = getNode(entry);
- if (node.isLeaf()) {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ if(node.isLeaf()) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkAppLeafEntry leafEntry = (MkAppLeafEntry) node.getEntry(i);
// approximateKnnDistances(leafEntry,
// getKNNList(leafEntry.getRoutingObjectID(), knnLists));
PolynomialApproximation approx = approximateKnnDistances(getMeanKNNList(leafEntry.getDBID(), knnLists));
leafEntry.setKnnDistanceApproximation(approx);
}
- } else {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ }
+ else {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkAppEntry dirEntry = node.getEntry(i);
adjustApproximatedKNNDistances(dirEntry, knnLists);
}
@@ -307,15 +302,16 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param result the result list containing the ids of the leaf entries stored
* in the specified subtree
*/
- private void leafEntryIDs(MkAppTreeNode<O, D> node, ModifiableDBIDs result) {
- if (node.isLeaf()) {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ private void leafEntryIDs(MkAppTreeNode<O> node, ModifiableDBIDs result) {
+ if(node.isLeaf()) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkAppEntry entry = node.getEntry(i);
result.add(((LeafEntry) entry).getDBID());
}
- } else {
- for (int i = 0; i < node.getNumEntries(); i++) {
- MkAppTreeNode<O, D> childNode = getNode(node.getEntry(i));
+ }
+ else {
+ for(int i = 0; i < node.getNumEntries(); i++) {
+ MkAppTreeNode<O> childNode = getNode(node.getEntry(i));
leafEntryIDs(childNode, result);
}
}
@@ -327,17 +323,18 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param knnDistances the knn-distances of the leaf entry
* @return the polynomial approximation of the specified knn-distances.
*/
- private PolynomialApproximation approximateKnnDistances(List<D> knnDistances) {
+ private PolynomialApproximation approximateKnnDistances(double[] knnDistances) {
StringBuilder msg = new StringBuilder();
// count the zero distances (necessary of log-log space is used)
int k_0 = 0;
- if (settings.log) {
- for (int i = 0; i < settings.k_max; i++) {
- double dist = knnDistances.get(i).doubleValue();
- if (dist == 0) {
+ if(settings.log) {
+ for(int i = 0; i < settings.k_max; i++) {
+ double dist = knnDistances[i];
+ if(dist == 0) {
k_0++;
- } else {
+ }
+ else {
break;
}
}
@@ -346,20 +343,21 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
de.lmu.ifi.dbs.elki.math.linearalgebra.Vector x = new de.lmu.ifi.dbs.elki.math.linearalgebra.Vector(settings.k_max - k_0);
de.lmu.ifi.dbs.elki.math.linearalgebra.Vector y = new de.lmu.ifi.dbs.elki.math.linearalgebra.Vector(settings.k_max - k_0);
- for (int k = 0; k < settings.k_max - k_0; k++) {
- if (settings.log) {
+ for(int k = 0; k < settings.k_max - k_0; k++) {
+ if(settings.log) {
x.set(k, Math.log(k + k_0));
- y.set(k, Math.log(knnDistances.get(k + k_0).doubleValue()));
- } else {
+ y.set(k, Math.log(knnDistances[k + k_0]));
+ }
+ else {
x.set(k, k + k_0);
- y.set(k, knnDistances.get(k + k_0).doubleValue());
+ y.set(k, knnDistances[k + k_0]);
}
}
PolynomialRegression regression = new PolynomialRegression(y, x, settings.p);
PolynomialApproximation approximation = new PolynomialApproximation(regression.getEstimatedCoefficients().getArrayCopy());
- if (LOG.isDebugging()) {
+ if(LOG.isDebugging()) {
msg.append("approximation ").append(approximation);
LOG.debugFine(msg.toString());
}
@@ -373,7 +371,7 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a new leaf node
*/
@Override
- protected MkAppTreeNode<O, D> createNewLeafNode() {
+ protected MkAppTreeNode<O> createNewLeafNode() {
return new MkAppTreeNode<>(leafCapacity, true);
}
@@ -383,7 +381,7 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a new directory node
*/
@Override
- protected MkAppTreeNode<O, D> createNewDirectoryNode() {
+ protected MkAppTreeNode<O> createNewDirectoryNode() {
return new MkAppTreeNode<>(dirCapacity, false);
}
@@ -396,7 +394,7 @@ public class MkAppTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* the routing object of the parent node
*/
@Override
- protected MkAppEntry createNewDirectoryEntry(MkAppTreeNode<O, D> node, DBID routingObjectID, double parentDistance) {
+ protected MkAppEntry createNewDirectoryEntry(MkAppTreeNode<O> node, DBID routingObjectID, double parentDistance) {
return new MkAppDirectoryEntry(routingObjectID, parentDistance, node.getPageID(), node.coveringRadius(routingObjectID, this), null);
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeFactory.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeFactory.java
index 1d4b7fe4..0bffdd29 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeFactory.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeFactory.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -24,7 +24,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
*/
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeFactory;
import de.lmu.ifi.dbs.elki.persistent.PageFile;
import de.lmu.ifi.dbs.elki.persistent.PageFileFactory;
@@ -44,9 +43,8 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.IntParameter;
* @apiviz.uses MkAppTreeIndex oneway - - «create»
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkAppTreeFactory<O, D extends NumberDistance<D, ?>> extends AbstractMTreeFactory<O, D, MkAppTreeNode<O, D>, MkAppEntry, MkAppTreeIndex<O, D>, MkAppTreeSettings<O, D>> {
+public class MkAppTreeFactory<O> extends AbstractMTreeFactory<O, MkAppTreeNode<O>, MkAppEntry, MkAppTreeIndex<O>, MkAppTreeSettings<O>> {
/**
* Parameter for nolog
*/
@@ -68,17 +66,17 @@ public class MkAppTreeFactory<O, D extends NumberDistance<D, ?>> extends Abstrac
* @param pageFileFactory Data storage
* @param settings Tree settings
*/
- public MkAppTreeFactory(PageFileFactory<?> pageFileFactory, MkAppTreeSettings<O, D> settings) {
+ public MkAppTreeFactory(PageFileFactory<?> pageFileFactory, MkAppTreeSettings<O> settings) {
super(pageFileFactory, settings);
}
@Override
- public MkAppTreeIndex<O, D> instantiate(Relation<O> relation) {
- PageFile<MkAppTreeNode<O, D>> pagefile = makePageFile(getNodeClass());
+ public MkAppTreeIndex<O> instantiate(Relation<O> relation) {
+ PageFile<MkAppTreeNode<O>> pagefile = makePageFile(getNodeClass());
return new MkAppTreeIndex<>(relation, pagefile, settings);
}
- protected Class<MkAppTreeNode<O, D>> getNodeClass() {
+ protected Class<MkAppTreeNode<O>> getNodeClass() {
return ClassGenericsUtil.uglyCastIntoSubclass(MkAppTreeNode.class);
}
@@ -88,8 +86,10 @@ public class MkAppTreeFactory<O, D extends NumberDistance<D, ?>> extends Abstrac
* @author Erich Schubert
*
* @apiviz.exclude
+ *
+ * @param <O> Object type
*/
- public static class Parameterizer<O, D extends NumberDistance<D, ?>> extends AbstractMTreeFactory.Parameterizer<O, D, MkAppTreeNode<O, D>, MkAppEntry, MkAppTreeSettings<O, D>> {
+ public static class Parameterizer<O> extends AbstractMTreeFactory.Parameterizer<O, MkAppTreeNode<O>, MkAppEntry, MkAppTreeSettings<O>> {
@Override
protected void makeOptions(Parameterization config) {
super.makeOptions(config);
@@ -112,12 +112,12 @@ public class MkAppTreeFactory<O, D extends NumberDistance<D, ?>> extends Abstrac
}
@Override
- protected MkAppTreeFactory<O, D> makeInstance() {
+ protected MkAppTreeFactory<O> makeInstance() {
return new MkAppTreeFactory<>(pageFileFactory, settings);
}
@Override
- protected MkAppTreeSettings<O, D> makeSettings() {
+ protected MkAppTreeSettings<O> makeSettings() {
return new MkAppTreeSettings<>();
}
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeIndex.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeIndex.java
index 2a630bf0..5db5d03c 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeIndex.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeIndex.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -36,8 +36,6 @@ import de.lmu.ifi.dbs.elki.database.query.range.RangeQuery;
import de.lmu.ifi.dbs.elki.database.query.rknn.RKNNQuery;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.distance.distancefunction.DistanceFunction;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.KNNIndex;
import de.lmu.ifi.dbs.elki.index.RKNNIndex;
import de.lmu.ifi.dbs.elki.index.RangeIndex;
@@ -51,9 +49,8 @@ import de.lmu.ifi.dbs.elki.persistent.PageFile;
* @author Erich Schubert
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkAppTreeIndex<O, D extends NumberDistance<D, ?>> extends MkAppTree<O, D> implements RangeIndex<O>, KNNIndex<O>, RKNNIndex<O> {
+public class MkAppTreeIndex<O> extends MkAppTree<O> implements RangeIndex<O>, KNNIndex<O>, RKNNIndex<O> {
/**
* The relation indexed
*/
@@ -66,7 +63,7 @@ public class MkAppTreeIndex<O, D extends NumberDistance<D, ?>> extends MkAppTree
* @param pageFile Page file
* @param settings Tree settings
*/
- public MkAppTreeIndex(Relation<O> relation, PageFile<MkAppTreeNode<O, D>> pageFile, MkAppTreeSettings<O, D> settings) {
+ public MkAppTreeIndex(Relation<O> relation, PageFile<MkAppTreeNode<O>> pageFile, MkAppTreeSettings<O> settings) {
super(relation, pageFile, settings);
this.relation = relation;
}
@@ -95,14 +92,13 @@ public class MkAppTreeIndex<O, D extends NumberDistance<D, ?>> extends MkAppTree
insertAll(objs);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> KNNQuery<O, S> getKNNQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
+ public KNNQuery<O> getKNNQuery(DistanceQuery<O> distanceQuery, Object... hints) {
// Query on the relation we index
if (distanceQuery.getRelation() != relation) {
return null;
}
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -115,18 +111,16 @@ public class MkAppTreeIndex<O, D extends NumberDistance<D, ?>> extends MkAppTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (KNNQuery<O, S>) MTreeQueryUtil.getKNNQuery(this, dq, hints);
+ return MTreeQueryUtil.getKNNQuery(this, distanceQuery, hints);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> RangeQuery<O, S> getRangeQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
+ public RangeQuery<O> getRangeQuery(DistanceQuery<O> distanceQuery, Object... hints) {
// Query on the relation we index
if (distanceQuery.getRelation() != relation) {
return null;
}
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -139,14 +133,12 @@ public class MkAppTreeIndex<O, D extends NumberDistance<D, ?>> extends MkAppTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (RangeQuery<O, S>) MTreeQueryUtil.getRangeQuery(this, dq, hints);
+ return MTreeQueryUtil.getRangeQuery(this, distanceQuery, hints);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> RKNNQuery<O, S> getRKNNQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ public RKNNQuery<O> getRKNNQuery(DistanceQuery<O> distanceQuery, Object... hints) {
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -159,8 +151,7 @@ public class MkAppTreeIndex<O, D extends NumberDistance<D, ?>> extends MkAppTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (RKNNQuery<O, S>) new MkTreeRKNNQuery<>(this, dq);
+ return (RKNNQuery<O>) new MkTreeRKNNQuery<>(this, distanceQuery);
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeNode.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeNode.java
index 29609274..e9eb66b3 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeNode.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeNode.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -27,7 +27,6 @@ import java.util.Arrays;
import java.util.logging.Logger;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTree;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
import de.lmu.ifi.dbs.elki.logging.LoggingConfiguration;
@@ -41,9 +40,8 @@ import de.lmu.ifi.dbs.elki.utilities.FormatUtil;
* @apiviz.has MkAppEntry oneway - - contains
*
* @param <O> object type
- * @param <D> distance type
*/
-class MkAppTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode<O, D, MkAppTreeNode<O, D>, MkAppEntry> {
+class MkAppTreeNode<O> extends AbstractMTreeNode<O, MkAppTreeNode<O>, MkAppEntry> {
private static final long serialVersionUID = 2;
/**
@@ -92,7 +90,7 @@ class MkAppTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
if(LoggingConfiguration.DEBUG) {
StringBuilder msg = new StringBuilder();
- msg.append("b " + FormatUtil.format(b, 4));
+ msg.append("b " + FormatUtil.format(b, FormatUtil.NF4));
Logger.getLogger(this.getClass().getName()).fine(msg.toString());
}
@@ -109,13 +107,13 @@ class MkAppTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
* @param mTree the M-Tree object holding this node
*/
@Override
- public void adjustEntry(MkAppEntry entry, DBID routingObjectID, double parentDistance, AbstractMTree<O, D, MkAppTreeNode<O, D>, MkAppEntry, ?> mTree) {
+ public void adjustEntry(MkAppEntry entry, DBID routingObjectID, double parentDistance, AbstractMTree<O, MkAppTreeNode<O>, MkAppEntry, ?> mTree) {
super.adjustEntry(entry, routingObjectID, parentDistance, mTree);
// entry.setKnnDistanceApproximation(knnDistanceApproximation());
}
@Override
- protected void integrityCheckParameters(MkAppEntry parentEntry, MkAppTreeNode<O, D> parent, int index, AbstractMTree<O, D, MkAppTreeNode<O, D>, MkAppEntry, ?> mTree) {
+ protected void integrityCheckParameters(MkAppEntry parentEntry, MkAppTreeNode<O> parent, int index, AbstractMTree<O, MkAppTreeNode<O>, MkAppEntry, ?> mTree) {
super.integrityCheckParameters(parentEntry, parent, index, mTree);
MkAppEntry entry = parent.getEntry(index);
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeSettings.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeSettings.java
index b9e0b8aa..3871586e 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeSettings.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/MkAppTreeSettings.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -23,7 +23,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.MkTreeSettings;
/**
@@ -32,9 +31,8 @@ import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.MkTreeSetti
* @author Erich Schubert
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkAppTreeSettings<O, D extends NumberDistance<D, ?>> extends MkTreeSettings<O, D, MkAppTreeNode<O, D>, MkAppEntry> {
+public class MkAppTreeSettings<O> extends MkTreeSettings<O, MkAppTreeNode<O>, MkAppEntry> {
/**
* Parameter p.
*/
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/PolynomialApproximation.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/PolynomialApproximation.java
index f156c607..7d801a81 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/PolynomialApproximation.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/PolynomialApproximation.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -28,7 +28,6 @@ import java.io.IOException;
import java.io.ObjectInput;
import java.io.ObjectOutput;
-import de.lmu.ifi.dbs.elki.math.MathUtil;
import de.lmu.ifi.dbs.elki.utilities.FormatUtil;
/**
@@ -149,6 +148,6 @@ public class PolynomialApproximation implements Externalizable {
*/
@Override
public String toString() {
- return FormatUtil.format(b, 4);
+ return FormatUtil.format(b, FormatUtil.NF4);
}
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/package-info.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/package-info.java
index 7b897fe3..c7597169 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/package-info.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkapp/package-info.java
@@ -5,7 +5,7 @@
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2013
+Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ApproximationLine.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ApproximationLine.java
index 318c437b..bae501f3 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ApproximationLine.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ApproximationLine.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ConvexHull.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ConvexHull.java
index fe0e20b0..7cdb0728 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ConvexHull.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/ConvexHull.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPDirectoryEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPDirectoryEntry.java
index 8b6282a3..aeb8e0ce 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPDirectoryEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPDirectoryEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -56,7 +56,7 @@ class MkCoPDirectoryEntry extends MTreeDirectoryEntry implements MkCoPEntry {
}
/**
- * Provides a new MkCoPDirectoryEntry with the given parameters.
+ * Constructor.
*
* @param objectID the id of the routing object
* @param parentDistance the distance from the object to its parent
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPEntry.java
index ae569d03..393a6c72 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPLeafEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPLeafEntry.java
index 7d241eba..b4b78ec5 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPLeafEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPLeafEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -61,7 +61,7 @@ class MkCoPLeafEntry extends MTreeLeafEntry implements MkCoPEntry {
}
/**
- * Provides a new MkCoPLeafEntry with the given parameters.
+ * Constructor.
*
* @param objectID the id of the underlying data object
* @param parentDistance the distance from the underlying data object to its
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTree.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTree.java
index b98d6821..126013b1 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTree.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTree.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -31,21 +31,20 @@ import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.DBIDIter;
import de.lmu.ifi.dbs.elki.database.ids.DBIDRef;
import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDListIter;
+import de.lmu.ifi.dbs.elki.database.ids.KNNList;
import de.lmu.ifi.dbs.elki.database.ids.ModifiableDBIDs;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDList;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDListIter;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNList;
-import de.lmu.ifi.dbs.elki.database.ids.generic.GenericDistanceDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.ModifiableDoubleDBIDList;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.AbstractMkTree;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.MkTreeSettings;
import de.lmu.ifi.dbs.elki.index.tree.query.GenericMTreeDistanceSearchCandidate;
import de.lmu.ifi.dbs.elki.logging.Logging;
-import de.lmu.ifi.dbs.elki.persistent.ByteArrayUtil;
import de.lmu.ifi.dbs.elki.persistent.PageFile;
import de.lmu.ifi.dbs.elki.utilities.FormatUtil;
import de.lmu.ifi.dbs.elki.utilities.datastructures.heap.ComparableMinHeap;
+import de.lmu.ifi.dbs.elki.utilities.io.ByteArrayUtil;
/**
* MkCopTree is a metrical index structure based on the concepts of the M-Tree
@@ -58,9 +57,8 @@ import de.lmu.ifi.dbs.elki.utilities.datastructures.heap.ComparableMinHeap;
* @apiviz.has ConvexHull
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree<O, D, MkCoPTreeNode<O, D>, MkCoPEntry, MkTreeSettings<O, D, MkCoPTreeNode<O, D>, MkCoPEntry>> {
+public class MkCoPTree<O> extends AbstractMkTree<O, MkCoPTreeNode<O>, MkCoPEntry, MkTreeSettings<O, MkCoPTreeNode<O>, MkCoPEntry>> {
/**
* The logger for this class.
*/
@@ -78,11 +76,11 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param pagefile Page file
* @param settings Tree settings
*/
- public MkCoPTree(Relation<O> relation, PageFile<MkCoPTreeNode<O, D>> pagefile, MkTreeSettings<O, D, MkCoPTreeNode<O, D>, MkCoPEntry> settings) {
+ public MkCoPTree(Relation<O> relation, PageFile<MkCoPTreeNode<O>> pagefile, MkTreeSettings<O, MkCoPTreeNode<O>, MkCoPEntry> settings) {
super(relation, pagefile, settings);
// init log k
log_k = new double[settings.k_max];
- for (int k = 1; k <= settings.k_max; k++) {
+ for(int k = 1; k <= settings.k_max; k++) {
log_k[k - 1] = Math.log(k);
}
}
@@ -105,34 +103,34 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
@Override
public void insertAll(List<MkCoPEntry> entries) {
- if (entries.isEmpty()) {
+ if(entries.isEmpty()) {
return;
}
- if (LOG.isDebugging()) {
+ if(LOG.isDebugging()) {
LOG.debugFine("insert " + entries + "\n");
}
- if (!initialized) {
+ if(!initialized) {
initialize(entries.get(0));
}
ModifiableDBIDs ids = DBIDUtil.newArray(entries.size());
// insert
- for (MkCoPEntry entry : entries) {
+ for(MkCoPEntry entry : entries) {
ids.add(entry.getRoutingObjectID());
// insert the object
super.insert(entry, false);
}
// perform nearest neighbor queries
- Map<DBID, KNNList<D>> knnLists = batchNN(getRoot(), ids, settings.k_max);
+ Map<DBID, KNNList> knnLists = batchNN(getRoot(), ids, settings.k_max);
// adjust the knn distances
adjustApproximatedKNNDistances(getRootEntry(), knnLists);
- if (EXTRA_INTEGRITY_CHECKS) {
+ if(EXTRA_INTEGRITY_CHECKS) {
getRoot().integrityCheck(this, getRootEntry());
}
}
@@ -146,17 +144,17 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a List of the query results
*/
@Override
- public DistanceDBIDList<D> reverseKNNQuery(DBIDRef id, int k) {
- if (k > settings.k_max) {
+ public DoubleDBIDList reverseKNNQuery(DBIDRef id, int k) {
+ if(k > settings.k_max) {
throw new IllegalArgumentException("Parameter k has to be less or equal than " + "parameter kmax of the MCop-Tree!");
}
- GenericDistanceDBIDList<D> result = new GenericDistanceDBIDList<>();
+ ModifiableDoubleDBIDList result = DBIDUtil.newDistanceDBIDList();
ModifiableDBIDs candidates = DBIDUtil.newArray();
doReverseKNNQuery(k, id, result, candidates);
// refinement of candidates
- Map<DBID, KNNList<D>> knnLists = batchNN(getRoot(), candidates, k);
+ Map<DBID, KNNList> knnLists = batchNN(getRoot(), candidates, k);
result.sort();
// Collections.sort(candidates);
@@ -165,12 +163,12 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// rkNNStatistics.addCandidates(candidates.size());
// rkNNStatistics.addTrueHits(result.size());
- for (DBIDIter iter = candidates.iter(); iter.valid(); iter.advance()) {
+ for(DBIDIter iter = candidates.iter(); iter.valid(); iter.advance()) {
DBID cid = DBIDUtil.deref(iter);
- KNNList<D> cands = knnLists.get(cid);
- for (DistanceDBIDListIter<D> iter2 = cands.iter(); iter2.valid(); iter2.advance()) {
- if (DBIDUtil.equal(id, iter2)) {
- result.add(iter2.getDistance(), cid);
+ KNNList cands = knnLists.get(cid);
+ for(DoubleDBIDListIter iter2 = cands.iter(); iter2.valid(); iter2.advance()) {
+ if(DBIDUtil.equal(id, iter2)) {
+ result.add(iter2.doubleValue(), cid);
break;
}
}
@@ -200,7 +198,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// overhead = index(4), numEntries(4), id(4), isLeaf(0.125)
double overhead = 12.125;
- if (getPageSize() - overhead < 0) {
+ if(getPageSize() - overhead < 0) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
@@ -208,11 +206,11 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// coveringRadius + parentDistance + consApprox) + 1
dirCapacity = (int) (getPageSize() - overhead) / (4 + 4 + distanceSize + distanceSize + 10) + 1;
- if (dirCapacity <= 1) {
+ if(dirCapacity <= 1) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
- if (dirCapacity < 10) {
+ if(dirCapacity < 10) {
LOG.warning("Page size is choosen too small! Maximum number of entries " + "in a directory node = " + (dirCapacity - 1));
}
@@ -221,17 +219,17 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// consApprox + progrApprox) + 1
leafCapacity = (int) (getPageSize() - overhead) / (4 + distanceSize + 2 * 10) + 1;
- if (leafCapacity <= 1) {
+ if(leafCapacity <= 1) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
- if (leafCapacity < 10) {
+ if(leafCapacity < 10) {
LOG.warning("Page size is choosen too small! Maximum number of entries " + "in a leaf node = " + (leafCapacity - 1));
}
initialized = true;
- if (LOG.isVerbose()) {
+ if(LOG.isVerbose()) {
LOG.verbose("Directory Capacity: " + (dirCapacity - 1) + "\nLeaf Capacity: " + (leafCapacity - 1));
}
}
@@ -245,45 +243,46 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param candidates holds possible candidates for the result (they need a
* refinement)
*/
- private void doReverseKNNQuery(int k, DBIDRef q, GenericDistanceDBIDList<D> result, ModifiableDBIDs candidates) {
+ private void doReverseKNNQuery(int k, DBIDRef q, ModifiableDoubleDBIDList result, ModifiableDBIDs candidates) {
final ComparableMinHeap<GenericMTreeDistanceSearchCandidate> pq = new ComparableMinHeap<>();
// push root
pq.add(new GenericMTreeDistanceSearchCandidate(0., getRootID(), null));
// search in tree
- while (!pq.isEmpty()) {
+ while(!pq.isEmpty()) {
GenericMTreeDistanceSearchCandidate pqNode = pq.poll();
// FIXME: cache the distance to the routing object in the queue node!
- MkCoPTreeNode<O, D> node = getNode(pqNode.nodeID);
+ MkCoPTreeNode<O> node = getNode(pqNode.nodeID);
// directory node
- if (!node.isLeaf()) {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ if(!node.isLeaf()) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkCoPEntry entry = node.getEntry(i);
- double distance = distance(entry.getRoutingObjectID(), q).doubleValue();
+ double distance = distance(entry.getRoutingObjectID(), q);
double minDist = entry.getCoveringRadius() > distance ? 0. : distance - entry.getCoveringRadius();
double approximatedKnnDist_cons = entry.approximateConservativeKnnDistance(k);
- if (minDist <= approximatedKnnDist_cons) {
+ if(minDist <= approximatedKnnDist_cons) {
pq.add(new GenericMTreeDistanceSearchCandidate(minDist, getPageID(entry), entry.getRoutingObjectID()));
}
}
}
// data node
else {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkCoPLeafEntry entry = (MkCoPLeafEntry) node.getEntry(i);
- D distance = distance(entry.getRoutingObjectID(), q);
+ double distance = distance(entry.getRoutingObjectID(), q);
double approximatedKnnDist_prog = entry.approximateProgressiveKnnDistance(k);
- if (distance.doubleValue() <= approximatedKnnDist_prog) {
+ if(distance <= approximatedKnnDist_prog) {
result.add(distance, entry.getRoutingObjectID());
- } else {
+ }
+ else {
double approximatedKnnDist_cons = entry.approximateConservativeKnnDistance(k);
- double diff = distance.doubleValue() - approximatedKnnDist_cons;
- if (diff <= 1E-10) {
+ double diff = distance - approximatedKnnDist_cons;
+ if(diff <= 1E-10) {
candidates.add(entry.getRoutingObjectID());
}
}
@@ -298,16 +297,17 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param entry the root entry of the current subtree
* @param knnLists a map of knn lists for each leaf entry
*/
- private void adjustApproximatedKNNDistances(MkCoPEntry entry, Map<DBID, KNNList<D>> knnLists) {
- MkCoPTreeNode<O, D> node = getNode(entry);
+ private void adjustApproximatedKNNDistances(MkCoPEntry entry, Map<DBID, KNNList> knnLists) {
+ MkCoPTreeNode<O> node = getNode(entry);
- if (node.isLeaf()) {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ if(node.isLeaf()) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkCoPLeafEntry leafEntry = (MkCoPLeafEntry) node.getEntry(i);
approximateKnnDistances(leafEntry, knnLists.get(leafEntry.getRoutingObjectID()));
}
- } else {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ }
+ else {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkCoPEntry dirEntry = node.getEntry(i);
adjustApproximatedKNNDistances(dirEntry, knnLists);
}
@@ -323,7 +323,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
private double ssqerr(int k0, int kmax, double[] logk, double[] log_kDist, double m, double t) {
int k = kmax - k0;
double result = 0;
- for (int i = 0; i < k; i++) {
+ for(int i = 0; i < k; i++) {
// double h = log_kDist[i] - (m * (logk[i] - logk[0]) + t); ???
double h = log_kDist[i] - m * logk[i] - t;
result += h * h;
@@ -349,19 +349,20 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param knnDistances TODO: Spezialbehandlung fuer identische Punkte in DB
* (insbes. Distanz 0)
*/
- private void approximateKnnDistances(MkCoPLeafEntry entry, KNNList<D> knnDistances) {
+ private void approximateKnnDistances(MkCoPLeafEntry entry, KNNList knnDistances) {
StringBuilder msg = LOG.isDebugging() ? new StringBuilder() : null;
- if (msg != null) {
+ if(msg != null) {
msg.append("\nknnDistances ").append(knnDistances);
}
// count the zero distances
int k_0 = 0;
- for (int i = 0; i < settings.k_max; i++) {
- double dist = knnDistances.get(i).getDistance().doubleValue();
- if (dist == 0) {
+ for(int i = 0; i < settings.k_max; i++) {
+ double dist = knnDistances.get(i).doubleValue();
+ if(dist == 0) {
k_0++;
- } else {
+ }
+ else {
break;
}
}
@@ -374,8 +375,8 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
double sum_log_k_kDist = 0;
double[] log_kDist = new double[settings.k_max - k_0];
- for (int i = 0; i < settings.k_max - k_0; i++) {
- double dist = knnDistances.get(i + k_0).getDistance().doubleValue();
+ for(int i = 0; i < settings.k_max - k_0; i++) {
+ double dist = knnDistances.get(i + k_0).doubleValue();
log_kDist[i] = Math.log(dist);
sum_log_kDist += log_kDist[i];
sum_log_k_kDist += log_kDist[i] * log_k[i];
@@ -384,12 +385,12 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
double sum_log_k = 0;
double sum_log_k2 = 0;
// noinspection ForLoopReplaceableByForEach
- for (int i = 0; i < log_k.length; i++) {
+ for(int i = 0; i < log_k.length; i++) {
sum_log_k += log_k[i];
sum_log_k2 += (log_k[i] * log_k[i]);
}
- if (msg != null) {
+ if(msg != null) {
msg.append("\nk_0 ").append(k_0);
msg.append("\nk_max ").append(settings.k_max);
msg.append("\nlog_k(").append(log_k.length).append(") ").append(FormatUtil.format(log_k));
@@ -412,12 +413,12 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
double err1 = ssqerr(k_0, settings.k_max, log_k, log_kDist, conservative.getM(), conservative.getT());
double err2 = ssqerr(k_0, settings.k_max, log_k, log_kDist, c2.getM(), c2.getT());
- if (msg != null) {
+ if(msg != null) {
msg.append("err1 ").append(err1);
msg.append("err2 ").append(err2);
}
- if (err1 > err2 && err1 - err2 > 0.000000001) {
+ if(err1 > err2 && err1 - err2 > 0.000000001) {
// if (err1 > err2) {
StringBuilder warning = new StringBuilder();
@@ -431,7 +432,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
warning.append("\nconservative1 ").append(conservative);
warning.append("\nconservative2 ").append(c2);
- for (int i = 0; i < u; i++) {
+ for(int i = 0; i < u; i++) {
warning.append("\nlog_k[").append(upperHull[i]).append("] = ").append(log_k[upperHull[i]]);
warning.append("\nlog_kDist[").append(upperHull[i]).append("] = ").append(log_kDist[upperHull[i]]);
}
@@ -444,7 +445,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
entry.setConservativeKnnDistanceApproximation(conservative);
entry.setProgressiveKnnDistanceApproximation(progressive);
- if (msg != null) {
+ if(msg != null) {
LOG.debugFine(msg.toString());
}
}
@@ -470,12 +471,12 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
double low_m = 0.0;
double low_t = 0.0;
- for (int i = 1; i < l; i++) {
+ for(int i = 1; i < l; i++) {
double cur_m = (log_kDist[lowerHull[i]] - log_kDist[lowerHull[i - 1]]) / (log_k[lowerHull[i]] - log_k[lowerHull[i - 1]]);
double cur_t = log_kDist[lowerHull[i]] - cur_m * log_k[lowerHull[i]];
double cur_error = ssqerr(k_0, settings.k_max, log_k, log_kDist, cur_m, cur_t);
msg.append(" Segment = ").append(i).append(" m = ").append(cur_m).append(" t = ").append(cur_t).append(" lowerror = ").append(cur_error).append("\n");
- if (cur_error < low_error) {
+ if(cur_error < low_error) {
low_error = cur_error;
low_m = cur_m;
low_t = cur_t;
@@ -484,13 +485,13 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// linear search on all points of the lower convex hull
boolean is_right = true; // NEEDED FOR PROOF CHECK
- for (int i = 0; i < l; i++) {
+ for(int i = 0; i < l; i++) {
double cur_m = optimize(k_0, settings.k_max, sum_log_k, sum_log_k2, log_k[lowerHull[i]], log_kDist[lowerHull[i]], sum_log_k_kDist, sum_log_kDist);
double cur_t = log_kDist[lowerHull[i]] - cur_m * log_k[lowerHull[i]];
// only valid if both neighboring points are underneath y=mx+t
- if ((i == 0 || log_kDist[lowerHull[i - 1]] >= log_kDist[lowerHull[i]] - cur_m * (log_k[lowerHull[i]] - log_k[lowerHull[i - 1]])) && (i == l - 1 || log_kDist[lowerHull[i + 1]] >= log_kDist[lowerHull[i]] + cur_m * (log_k[lowerHull[i + 1]] - log_k[lowerHull[i]]))) {
+ if((i == 0 || log_kDist[lowerHull[i - 1]] >= log_kDist[lowerHull[i]] - cur_m * (log_k[lowerHull[i]] - log_k[lowerHull[i - 1]])) && (i == l - 1 || log_kDist[lowerHull[i + 1]] >= log_kDist[lowerHull[i]] + cur_m * (log_k[lowerHull[i + 1]] - log_k[lowerHull[i]]))) {
double cur_error = ssqerr(k_0, settings.k_max, log_k, log_kDist, cur_m, cur_t);
- if (cur_error < low_error) {
+ if(cur_error < low_error) {
low_error = cur_error;
low_m = cur_m;
low_t = cur_t;
@@ -498,9 +499,9 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
}
// check proof of bisection search
- if (!(i > 0 && log_kDist[lowerHull[i - 1]] < log_kDist[lowerHull[i]] - cur_m * (log_k[lowerHull[i]] - log_k[lowerHull[i - 1]])) && !is_right) {
+ if(!(i > 0 && log_kDist[lowerHull[i - 1]] < log_kDist[lowerHull[i]] - cur_m * (log_k[lowerHull[i]] - log_k[lowerHull[i - 1]])) && !is_right) {
// warning("ERROR lower: The bisection search will not work properly !");
- if (!(i < l - 1 && log_kDist[lowerHull[i + 1]] < log_kDist[lowerHull[i]] + cur_m * (log_k[lowerHull[i + 1]] - log_k[lowerHull[i]]))) {
+ if(!(i < l - 1 && log_kDist[lowerHull[i + 1]] < log_kDist[lowerHull[i]] + cur_m * (log_k[lowerHull[i + 1]] - log_k[lowerHull[i]]))) {
is_right = false;
}
}
@@ -519,14 +520,14 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
ApproximationLine approx = null;
double error = Double.POSITIVE_INFINITY;
- for (int i = 0; i < u - 1; i++) {
+ for(int i = 0; i < u - 1; i++) {
int ii = upperHull[i];
int jj = upperHull[i + 1];
double current_m = (log_kDist[jj] - log_kDist[ii]) / (log_k[jj] - log_k[ii]);
double current_t = log_kDist[ii] - current_m * log_k[ii];
ApproximationLine current_approx = new ApproximationLine(k_0, current_m, current_t);
- if (LOG.isDebugging()) {
+ if(LOG.isDebugging()) {
msg.append("\nlog_kDist[").append(jj).append("] ").append(log_kDist[jj]);
msg.append("\nlog_kDist[").append(ii).append("] ").append(log_kDist[ii]);
msg.append("\nlog_k[").append(jj).append("] ").append(log_k[jj]);
@@ -537,22 +538,22 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
boolean ok = true;
double currentError = 0;
- for (int k = k_0; k <= settings.k_max; k++) {
+ for(int k = k_0; k <= settings.k_max; k++) {
double appDist = current_approx.getValueAt(k);
- if (appDist < log_kDist[k - k_0] && log_kDist[k - k_0] - appDist > 0.000000001) {
+ if(appDist < log_kDist[k - k_0] && log_kDist[k - k_0] - appDist > 0.000000001) {
ok = false;
break;
}
currentError += (appDist - log_kDist[k - k_0]);
}
- if (ok && currentError < error) {
+ if(ok && currentError < error) {
approx = current_approx;
error = currentError;
}
}
- if (LOG.isDebugging()) {
+ if(LOG.isDebugging()) {
msg.append("\nupper Approx ").append(approx);
LOG.debugFine(msg.toString());
}
@@ -570,7 +571,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
int k_0 = settings.k_max - upperHull.length + 1;
int a = u / 2;
- while (marked.size() != u) {
+ while(marked.size() != u) {
marked.add(a);
double x_a = log_k[upperHull[a]];
double y_a = log_kDist[upperHull[a]];
@@ -578,7 +579,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
double m_a = optimize(k_0, settings.k_max, sum_log_k, sum_log_k2, x_a, y_a, sum_log_k_kDist, sum_log_kDist);
double t_a = y_a - m_a * x_a;
- if (msg != null) {
+ if(msg != null) {
msg.append("\na=").append(a).append(" m_a=").append(m_a).append(", t_a=").append(t_a);
msg.append("\n err ").append(ssqerr(k_0, settings.k_max, log_k, log_kDist, m_a, m_a));
}
@@ -591,23 +592,24 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
boolean lessThanPre = a == 0 || y_p <= m_a * x_p + t_a;
boolean lessThanSuc = a == u || y_s <= m_a * x_s + t_a;
- if (lessThanPre && lessThanSuc) {
+ if(lessThanPre && lessThanSuc) {
ApproximationLine appr = new ApproximationLine(k_0, m_a, t_a);
- if (msg != null) {
+ if(msg != null) {
msg.append("\n1 anchor = ").append(a);
LOG.debugFine(msg.toString());
}
return appr;
- } else if (!lessThanPre) {
- if (marked.contains(a - 1)) {
+ }
+ else if(!lessThanPre) {
+ if(marked.contains(a - 1)) {
m_a = (y_a - y_p) / (x_a - x_p);
- if (y_a == y_p) {
+ if(y_a == y_p) {
m_a = 0;
}
t_a = y_a - m_a * x_a;
ApproximationLine appr = new ApproximationLine(k_0, m_a, t_a);
- if (msg != null) {
+ if(msg != null) {
msg.append("2 anchor = ").append(a);
msg.append(" appr1 ").append(appr);
msg.append(" x_a ").append(x_a).append(", y_a ").append(y_a);
@@ -617,25 +619,28 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
LOG.debugFine(msg.toString());
}
return appr;
- } else {
+ }
+ else {
a = a - 1;
}
- } else {
- if (marked.contains(a + 1)) {
+ }
+ else {
+ if(marked.contains(a + 1)) {
m_a = (y_a - y_s) / (x_a - x_s);
- if (y_a == y_p) {
+ if(y_a == y_p) {
m_a = 0;
}
t_a = y_a - m_a * x_a;
ApproximationLine appr = new ApproximationLine(k_0, m_a, t_a);
- if (msg != null) {
+ if(msg != null) {
msg.append("3 anchor = ").append(a).append(" -- ").append((a + 1));
msg.append(" appr2 ").append(appr);
LOG.debugFine(msg.toString());
}
return appr;
- } else {
+ }
+ else {
a = a + 1;
}
}
@@ -657,11 +662,11 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
double upp_error = Double.MAX_VALUE;
double upp_m = 0.0;
double upp_t = 0.0;
- for (int i = 1; i < u; i++) {
+ for(int i = 1; i < u; i++) {
double cur_m = (log_kDist[upperHull[i]] - log_kDist[upperHull[i - 1]]) / (log_k[upperHull[i]] - log_k[upperHull[i - 1]]);
double cur_t = log_kDist[upperHull[i]] - cur_m * log_k[upperHull[i]];
double cur_error = ssqerr(k_0, settings.k_max, log_k, log_kDist, cur_m, cur_t);
- if (cur_error < upp_error) {
+ if(cur_error < upp_error) {
upp_error = cur_error;
upp_m = cur_m;
upp_t = cur_t;
@@ -669,13 +674,13 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
}
// linear search on all points of the upper convex hull
boolean is_left = true; // NEEDED FOR PROOF CHECK
- for (int i = 0; i < u; i++) {
+ for(int i = 0; i < u; i++) {
double cur_m = optimize(k_0, settings.k_max, sum_log_k, sum_log_k2, log_k[upperHull[i]], log_kDist[upperHull[i]], sum_log_k_kDist, sum_log_kDist);
double cur_t = log_kDist[upperHull[i]] - cur_m * log_k[upperHull[i]];
// only valid if both neighboring points are underneath y=mx+t
- if ((i == 0 || log_kDist[upperHull[i - 1]] <= log_kDist[upperHull[i]] - cur_m * (log_k[upperHull[i]] - log_k[upperHull[i - 1]])) && (i == u - 1 || log_kDist[upperHull[i + 1]] <= log_kDist[upperHull[i]] + cur_m * (log_k[upperHull[i + 1]] - log_k[upperHull[i]]))) {
+ if((i == 0 || log_kDist[upperHull[i - 1]] <= log_kDist[upperHull[i]] - cur_m * (log_k[upperHull[i]] - log_k[upperHull[i - 1]])) && (i == u - 1 || log_kDist[upperHull[i + 1]] <= log_kDist[upperHull[i]] + cur_m * (log_k[upperHull[i + 1]] - log_k[upperHull[i]]))) {
double cur_error = ssqerr(k_0, settings.k_max, log_k, log_kDist, cur_m, cur_t);
- if (cur_error < upp_error) {
+ if(cur_error < upp_error) {
upp_error = cur_error;
upp_m = cur_m;
upp_t = cur_t;
@@ -683,12 +688,12 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
}
// check proof of bisection search
- if (!(i > 0 && log_kDist[upperHull[i - 1]] > log_kDist[upperHull[i]] - cur_m * (log_k[upperHull[i]] - log_k[upperHull[i - 1]])) && !is_left) {
+ if(!(i > 0 && log_kDist[upperHull[i - 1]] > log_kDist[upperHull[i]] - cur_m * (log_k[upperHull[i]] - log_k[upperHull[i - 1]])) && !is_left) {
// warning("ERROR upper: The bisection search will not work properly !"
// +
// "\n" + Util.format(log_kDist));
}
- if (!(i < u - 1 && log_kDist[upperHull[i + 1]] > log_kDist[upperHull[i]] + cur_m * (log_k[upperHull[i + 1]] - log_k[upperHull[i]]))) {
+ if(!(i < u - 1 && log_kDist[upperHull[i + 1]] > log_kDist[upperHull[i]] + cur_m * (log_k[upperHull[i + 1]] - log_k[upperHull[i]]))) {
is_left = false;
}
}
@@ -703,7 +708,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a new leaf node
*/
@Override
- protected MkCoPTreeNode<O, D> createNewLeafNode() {
+ protected MkCoPTreeNode<O> createNewLeafNode() {
return new MkCoPTreeNode<>(leafCapacity, true);
}
@@ -713,7 +718,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a new directory node
*/
@Override
- protected MkCoPTreeNode<O, D> createNewDirectoryNode() {
+ protected MkCoPTreeNode<O> createNewDirectoryNode() {
return new MkCoPTreeNode<>(dirCapacity, false);
}
@@ -726,7 +731,7 @@ public class MkCoPTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* the routing object of the parent node
*/
@Override
- protected MkCoPEntry createNewDirectoryEntry(MkCoPTreeNode<O, D> node, DBID routingObjectID, double parentDistance) {
+ protected MkCoPEntry createNewDirectoryEntry(MkCoPTreeNode<O> node, DBID routingObjectID, double parentDistance) {
return new MkCoPDirectoryEntry(routingObjectID, parentDistance, node.getPageID(), node.coveringRadius(routingObjectID, this), null);
// node.conservativeKnnDistanceApproximation(k_max));
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeIndex.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeIndex.java
index 96def76b..1cce0a01 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeIndex.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeIndex.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -36,8 +36,6 @@ import de.lmu.ifi.dbs.elki.database.query.range.RangeQuery;
import de.lmu.ifi.dbs.elki.database.query.rknn.RKNNQuery;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.distance.distancefunction.DistanceFunction;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.KNNIndex;
import de.lmu.ifi.dbs.elki.index.RKNNIndex;
import de.lmu.ifi.dbs.elki.index.RangeIndex;
@@ -52,9 +50,8 @@ import de.lmu.ifi.dbs.elki.persistent.PageFile;
* @author Erich Schubert
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkCoPTreeIndex<O, D extends NumberDistance<D, ?>> extends MkCoPTree<O, D> implements RangeIndex<O>, KNNIndex<O>, RKNNIndex<O> {
+public class MkCoPTreeIndex<O> extends MkCoPTree<O> implements RangeIndex<O>, KNNIndex<O>, RKNNIndex<O> {
/**
* Relation indexed
*/
@@ -67,7 +64,7 @@ public class MkCoPTreeIndex<O, D extends NumberDistance<D, ?>> extends MkCoPTree
* @param pageFile Page file
* @param settings Tree settings
*/
- public MkCoPTreeIndex(Relation<O> relation, PageFile<MkCoPTreeNode<O, D>> pageFile, MkTreeSettings<O, D, MkCoPTreeNode<O, D>, MkCoPEntry> settings) {
+ public MkCoPTreeIndex(Relation<O> relation, PageFile<MkCoPTreeNode<O>> pageFile, MkTreeSettings<O, MkCoPTreeNode<O>, MkCoPEntry> settings) {
super(relation, pageFile, settings);
this.relation = relation;
}
@@ -89,7 +86,7 @@ public class MkCoPTreeIndex<O, D extends NumberDistance<D, ?>> extends MkCoPTree
public void initialize() {
super.initialize();
List<MkCoPEntry> objs = new ArrayList<>(relation.size());
- for (DBIDIter iter = relation.iterDBIDs(); iter.valid(); iter.advance()) {
+ for(DBIDIter iter = relation.iterDBIDs(); iter.valid(); iter.advance()) {
DBID id = DBIDUtil.deref(iter); // FIXME: expensive
final O object = relation.get(id);
objs.add(createNewLeafEntry(id, object, Double.NaN));
@@ -97,72 +94,66 @@ public class MkCoPTreeIndex<O, D extends NumberDistance<D, ?>> extends MkCoPTree
insertAll(objs);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> KNNQuery<O, S> getKNNQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
+ public KNNQuery<O> getKNNQuery(DistanceQuery<O> distanceQuery, Object... hints) {
// Query on the relation we index
- if (distanceQuery.getRelation() != relation) {
+ if(distanceQuery.getRelation() != relation) {
return null;
}
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
- if (!this.getDistanceFunction().equals(distanceFunction)) {
- if (getLogger().isDebugging()) {
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
+ if(!this.getDistanceFunction().equals(distanceFunction)) {
+ if(getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
}
return null;
}
// Bulk is not yet supported
- for (Object hint : hints) {
- if (hint == DatabaseQuery.HINT_BULK) {
+ for(Object hint : hints) {
+ if(hint == DatabaseQuery.HINT_BULK) {
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (KNNQuery<O, S>) MTreeQueryUtil.getKNNQuery(this, dq, hints);
+ return MTreeQueryUtil.getKNNQuery(this, distanceQuery, hints);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> RangeQuery<O, S> getRangeQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
+ public RangeQuery<O> getRangeQuery(DistanceQuery<O> distanceQuery, Object... hints) {
// Query on the relation we index
- if (distanceQuery.getRelation() != relation) {
+ if(distanceQuery.getRelation() != relation) {
return null;
}
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
- if (!this.getDistanceFunction().equals(distanceFunction)) {
- if (getLogger().isDebugging()) {
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
+ if(!this.getDistanceFunction().equals(distanceFunction)) {
+ if(getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
}
return null;
}
// Bulk is not yet supported
- for (Object hint : hints) {
- if (hint == DatabaseQuery.HINT_BULK) {
+ for(Object hint : hints) {
+ if(hint == DatabaseQuery.HINT_BULK) {
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (RangeQuery<O, S>) MTreeQueryUtil.getRangeQuery(this, dq, hints);
+ return MTreeQueryUtil.getRangeQuery(this, distanceQuery, hints);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> RKNNQuery<O, S> getRKNNQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
- if (!this.getDistanceFunction().equals(distanceFunction)) {
- if (getLogger().isDebugging()) {
+ public RKNNQuery<O> getRKNNQuery(DistanceQuery<O> distanceQuery, Object... hints) {
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
+ if(!this.getDistanceFunction().equals(distanceFunction)) {
+ if(getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
}
return null;
}
// Bulk is not yet supported
- for (Object hint : hints) {
- if (hint == DatabaseQuery.HINT_BULK) {
+ for(Object hint : hints) {
+ if(hint == DatabaseQuery.HINT_BULK) {
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (RKNNQuery<O, S>) new MkTreeRKNNQuery<>(this, dq);
+ return new MkTreeRKNNQuery<>(this, distanceQuery);
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeNode.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeNode.java
index 79a9c6cc..dcaa7e05 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeNode.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCoPTreeNode.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -24,7 +24,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
*/
import de.lmu.ifi.dbs.elki.database.ids.DBID;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTree;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
@@ -36,9 +35,8 @@ import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
* @apiviz.has MkCoPEntry oneway - - contains
*
* @param <O> object type
- * @param <D> distance type
*/
-class MkCoPTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode<O, D, MkCoPTreeNode<O, D>, MkCoPEntry> {
+class MkCoPTreeNode<O> extends AbstractMTreeNode<O, MkCoPTreeNode<O>, MkCoPEntry> {
/**
* Serial version UID
*/
@@ -142,7 +140,7 @@ class MkCoPTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
}
@Override
- public void adjustEntry(MkCoPEntry entry, DBID routingObjectID, double parentDistance, AbstractMTree<O, D, MkCoPTreeNode<O, D>, MkCoPEntry, ?> mTree) {
+ public void adjustEntry(MkCoPEntry entry, DBID routingObjectID, double parentDistance, AbstractMTree<O, MkCoPTreeNode<O>, MkCoPEntry, ?> mTree) {
super.adjustEntry(entry, routingObjectID, parentDistance, mTree);
// adjust conservative distance approximation
// int k_max = ((MkCoPTree<O,D>) mTree).getK_max();
@@ -150,11 +148,11 @@ class MkCoPTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
}
@Override
- protected void integrityCheckParameters(MkCoPEntry parentEntry, MkCoPTreeNode<O, D> parent, int index, AbstractMTree<O, D, MkCoPTreeNode<O, D>, MkCoPEntry, ?> mTree) {
+ protected void integrityCheckParameters(MkCoPEntry parentEntry, MkCoPTreeNode<O> parent, int index, AbstractMTree<O, MkCoPTreeNode<O>, MkCoPEntry, ?> mTree) {
super.integrityCheckParameters(parentEntry, parent, index, mTree);
// test conservative approximation
MkCoPEntry entry = parent.getEntry(index);
- int k_max = ((MkCoPTree<O, D>) mTree).getK_max();
+ int k_max = ((MkCoPTree<O>) mTree).getK_max();
ApproximationLine approx = conservativeKnnDistanceApproximation(k_max);
if(!entry.getConservativeKnnDistanceApproximation().equals(approx)) {
String soll = approx.toString();
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCopTreeFactory.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCopTreeFactory.java
index fa7afbe2..e6b0ab12 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCopTreeFactory.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/MkCopTreeFactory.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -24,7 +24,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop;
*/
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeFactory;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.MkTreeSettings;
import de.lmu.ifi.dbs.elki.persistent.PageFile;
@@ -44,9 +43,8 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.IntParameter;
* @apiviz.uses MkCoPTreeIndex oneway - - «create»
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkCopTreeFactory<O, D extends NumberDistance<D, ?>> extends AbstractMTreeFactory<O, D, MkCoPTreeNode<O, D>, MkCoPEntry, MkCoPTreeIndex<O, D>, MkTreeSettings<O, D, MkCoPTreeNode<O, D>, MkCoPEntry>> {
+public class MkCopTreeFactory<O> extends AbstractMTreeFactory<O, MkCoPTreeNode<O>, MkCoPEntry, MkCoPTreeIndex<O>, MkTreeSettings<O, MkCoPTreeNode<O>, MkCoPEntry>> {
/**
* Parameter for k
*/
@@ -58,17 +56,17 @@ public class MkCopTreeFactory<O, D extends NumberDistance<D, ?>> extends Abstrac
* @param pageFileFactory Data storage
* @param settings Tree settings
*/
- public MkCopTreeFactory(PageFileFactory<?> pageFileFactory, MkTreeSettings<O, D, MkCoPTreeNode<O, D>, MkCoPEntry> settings) {
+ public MkCopTreeFactory(PageFileFactory<?> pageFileFactory, MkTreeSettings<O, MkCoPTreeNode<O>, MkCoPEntry> settings) {
super(pageFileFactory, settings);
}
@Override
- public MkCoPTreeIndex<O, D> instantiate(Relation<O> relation) {
- PageFile<MkCoPTreeNode<O, D>> pagefile = makePageFile(getNodeClass());
+ public MkCoPTreeIndex<O> instantiate(Relation<O> relation) {
+ PageFile<MkCoPTreeNode<O>> pagefile = makePageFile(getNodeClass());
return new MkCoPTreeIndex<>(relation, pagefile, settings);
}
- protected Class<MkCoPTreeNode<O, D>> getNodeClass() {
+ protected Class<MkCoPTreeNode<O>> getNodeClass() {
return ClassGenericsUtil.uglyCastIntoSubclass(MkCoPTreeNode.class);
}
@@ -78,8 +76,10 @@ public class MkCopTreeFactory<O, D extends NumberDistance<D, ?>> extends Abstrac
* @author Erich Schubert
*
* @apiviz.exclude
+ *
+ * @param <O> Object type
*/
- public static class Parameterizer<O, D extends NumberDistance<D, ?>> extends AbstractMTreeFactory.Parameterizer<O, D, MkCoPTreeNode<O, D>, MkCoPEntry, MkTreeSettings<O, D, MkCoPTreeNode<O, D>, MkCoPEntry>> {
+ public static class Parameterizer<O> extends AbstractMTreeFactory.Parameterizer<O, MkCoPTreeNode<O>, MkCoPEntry, MkTreeSettings<O, MkCoPTreeNode<O>, MkCoPEntry>> {
@Override
protected void makeOptions(Parameterization config) {
super.makeOptions(config);
@@ -91,12 +91,12 @@ public class MkCopTreeFactory<O, D extends NumberDistance<D, ?>> extends Abstrac
}
@Override
- protected MkCopTreeFactory<O, D> makeInstance() {
+ protected MkCopTreeFactory<O> makeInstance() {
return new MkCopTreeFactory<>(pageFileFactory, settings);
}
@Override
- protected MkTreeSettings<O, D, MkCoPTreeNode<O, D>, MkCoPEntry> makeSettings() {
+ protected MkTreeSettings<O, MkCoPTreeNode<O>, MkCoPEntry> makeSettings() {
return new MkTreeSettings<>();
}
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/package-info.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/package-info.java
index c767c565..4adea565 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/package-info.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkcop/package-info.java
@@ -5,7 +5,7 @@
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2013
+Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxDirectoryEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxDirectoryEntry.java
index b3e39ca0..1cd28215 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxDirectoryEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxDirectoryEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -57,7 +57,7 @@ class MkMaxDirectoryEntry extends MTreeDirectoryEntry implements MkMaxEntry {
}
/**
- * Provides a new MkMaxDirectoryEntry with the given parameters.
+ * Constructor.
*
* @param objectID the id of the routing object
* @param parentDistance the distance from the routing object of this entry to
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxEntry.java
index 9e5133c9..5db6d22c 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxLeafEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxLeafEntry.java
index d49f18ec..274e6a68 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxLeafEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxLeafEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -56,7 +56,7 @@ class MkMaxLeafEntry extends MTreeLeafEntry implements MkMaxEntry {
}
/**
- * Provides a new MkMaxLeafEntry with the given parameters.
+ * Constructor.
*
* @param objectID the id of the underlying data object
* @param parentDistance the distance from the underlying data object to its
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTree.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTree.java
index e3e4f71f..d099533b 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTree.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTree.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -30,20 +30,18 @@ import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.DBIDIter;
import de.lmu.ifi.dbs.elki.database.ids.DBIDRef;
import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDListIter;
+import de.lmu.ifi.dbs.elki.database.ids.KNNHeap;
+import de.lmu.ifi.dbs.elki.database.ids.KNNList;
import de.lmu.ifi.dbs.elki.database.ids.ModifiableDBIDs;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDList;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDListIter;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNHeap;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNList;
-import de.lmu.ifi.dbs.elki.database.ids.distance.ModifiableDistanceDBIDList;
-import de.lmu.ifi.dbs.elki.database.ids.generic.GenericDistanceDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.ModifiableDoubleDBIDList;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.AbstractMkTreeUnified;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.MkTreeSettings;
import de.lmu.ifi.dbs.elki.logging.Logging;
-import de.lmu.ifi.dbs.elki.persistent.ByteArrayUtil;
import de.lmu.ifi.dbs.elki.persistent.PageFile;
+import de.lmu.ifi.dbs.elki.utilities.io.ByteArrayUtil;
import de.lmu.ifi.dbs.elki.utilities.pairs.DoubleIntPair;
/**
@@ -57,9 +55,8 @@ import de.lmu.ifi.dbs.elki.utilities.pairs.DoubleIntPair;
* @apiviz.has MkMaxTreeNode oneway - - contains
*
* @param <O> the type of DatabaseObject to be stored in the MkMaxTree
- * @param <D> the type of Distance used in the MkMaxTree
*/
-public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTreeUnified<O, D, MkMaxTreeNode<O, D>, MkMaxEntry, MkTreeSettings<O, D, MkMaxTreeNode<O, D>, MkMaxEntry>> {
+public class MkMaxTree<O> extends AbstractMkTreeUnified<O, MkMaxTreeNode<O>, MkMaxEntry, MkTreeSettings<O, MkMaxTreeNode<O>, MkMaxEntry>> {
/**
* The logger for this class.
*/
@@ -72,7 +69,7 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param pagefile Page file
* @param settings Tree settings
*/
- public MkMaxTree(Relation<O> relation, PageFile<MkMaxTreeNode<O, D>> pagefile, MkTreeSettings<O, D, MkMaxTreeNode<O, D>, MkMaxEntry> settings) {
+ public MkMaxTree(Relation<O> relation, PageFile<MkMaxTreeNode<O>> pagefile, MkTreeSettings<O, MkMaxTreeNode<O>, MkMaxEntry> settings) {
super(relation, pagefile, settings);
}
@@ -83,13 +80,13 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* in a second step.
*/
@Override
- public DistanceDBIDList<D> reverseKNNQuery(DBIDRef id, int k) {
+ public DoubleDBIDList reverseKNNQuery(DBIDRef id, int k) {
if (k > this.getKmax()) {
throw new IllegalArgumentException("Parameter k has to be equal or less than " + "parameter k of the MkMax-Tree!");
}
// get the candidates
- GenericDistanceDBIDList<D> candidates = new GenericDistanceDBIDList<>();
+ ModifiableDoubleDBIDList candidates = DBIDUtil.newDistanceDBIDList();
doReverseKNNQuery(id, getRoot(), null, candidates);
if (k == this.getKmax()) {
@@ -105,15 +102,15 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
for (DBIDIter candidate = candidates.iter(); candidate.valid(); candidate.advance()) {
candidateIDs.add(candidate);
}
- Map<DBID, KNNList<D>> knnLists = batchNN(getRoot(), candidateIDs, k);
+ Map<DBID, KNNList> knnLists = batchNN(getRoot(), candidateIDs, k);
- GenericDistanceDBIDList<D> result = new GenericDistanceDBIDList<>();
+ ModifiableDoubleDBIDList result = DBIDUtil.newDistanceDBIDList();
for (DBIDIter iter = candidateIDs.iter(); iter.valid(); iter.advance()) {
DBID cid = DBIDUtil.deref(iter);
- KNNList<D> cands = knnLists.get(cid);
- for (DistanceDBIDListIter<D> iter2 = cands.iter(); iter2.valid(); iter2.advance()) {
+ KNNList cands = knnLists.get(cid);
+ for (DoubleDBIDListIter iter2 = cands.iter(); iter2.valid(); iter2.advance()) {
if (DBIDUtil.equal(id, iter2)) {
- result.add(iter2.getDistance(), cid);
+ result.add(iter2.doubleValue(), cid);
break;
}
}
@@ -132,7 +129,7 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
*/
@Override
protected void preInsert(MkMaxEntry entry) {
- KNNHeap<D> knns_o = DBIDUtil.newHeap(getDistanceFactory(), getKmax());
+ KNNHeap knns_o = DBIDUtil.newHeap(getKmax());
preInsert(entry, getRootEntry(), knns_o);
}
@@ -140,13 +137,13 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* Adjusts the knn distance in the subtree of the specified root entry.
*/
@Override
- protected void kNNdistanceAdjustment(MkMaxEntry entry, Map<DBID, KNNList<D>> knnLists) {
- MkMaxTreeNode<O, D> node = getNode(entry);
+ protected void kNNdistanceAdjustment(MkMaxEntry entry, Map<DBID, KNNList> knnLists) {
+ MkMaxTreeNode<O> node = getNode(entry);
double knnDist_node = 0.;
if (node.isLeaf()) {
for (int i = 0; i < node.getNumEntries(); i++) {
MkMaxEntry leafEntry = node.getEntry(i);
- leafEntry.setKnnDistance(knnLists.get(leafEntry.getRoutingObjectID()).getKNNDistance().doubleValue());
+ leafEntry.setKnnDistance(knnLists.get(leafEntry.getRoutingObjectID()).getKNNDistance());
knnDist_node = Math.max(knnDist_node, leafEntry.getKnnDistance());
}
} else {
@@ -170,13 +167,13 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param node_entry the entry representing the node
* @param result the list for the query result
*/
- private void doReverseKNNQuery(DBIDRef q, MkMaxTreeNode<O, D> node, MkMaxEntry node_entry, ModifiableDistanceDBIDList<D> result) {
+ private void doReverseKNNQuery(DBIDRef q, MkMaxTreeNode<O> node, MkMaxEntry node_entry, ModifiableDoubleDBIDList result) {
// data node
if (node.isLeaf()) {
for (int i = 0; i < node.getNumEntries(); i++) {
MkMaxEntry entry = node.getEntry(i);
- D distance = distance(entry.getRoutingObjectID(), q);
- if (distance.doubleValue() <= entry.getKnnDistance()) {
+ double distance = distance(entry.getRoutingObjectID(), q);
+ if (distance <= entry.getKnnDistance()) {
result.add(distance, entry.getRoutingObjectID());
}
}
@@ -188,11 +185,11 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
MkMaxEntry entry = node.getEntry(i);
double node_knnDist = node_entry != null ? node_entry.getKnnDistance() : Double.POSITIVE_INFINITY;
- double distance = distance(entry.getRoutingObjectID(), q).doubleValue();
+ double distance = distance(entry.getRoutingObjectID(), q);
double minDist = (entry.getCoveringRadius() > distance) ? 0.0 : distance - entry.getCoveringRadius();
if (minDist <= node_knnDist) {
- MkMaxTreeNode<O, D> childNode = getNode(entry);
+ MkMaxTreeNode<O> childNode = getNode(entry);
doReverseKNNQuery(q, childNode, entry, result);
}
}
@@ -206,39 +203,39 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param nodeEntry the entry representing the root of the current subtree
* @param knns_q the knns of q
*/
- private void preInsert(MkMaxEntry q, MkMaxEntry nodeEntry, KNNHeap<D> knns_q) {
+ private void preInsert(MkMaxEntry q, MkMaxEntry nodeEntry, KNNHeap knns_q) {
if (LOG.isDebugging()) {
LOG.debugFine("preInsert " + q + " - " + nodeEntry + "\n");
}
- double knnDist_q = knns_q.getKNNDistance().doubleValue();
- MkMaxTreeNode<O, D> node = getNode(nodeEntry);
+ double knnDist_q = knns_q.getKNNDistance();
+ MkMaxTreeNode<O> node = getNode(nodeEntry);
double knnDist_node = 0.;
// leaf node
if (node.isLeaf()) {
for (int i = 0; i < node.getNumEntries(); i++) {
MkMaxEntry p = node.getEntry(i);
- D dist_pq = distance(p.getRoutingObjectID(), q.getRoutingObjectID());
+ double dist_pq = distance(p.getRoutingObjectID(), q.getRoutingObjectID());
// p is nearer to q than the farthest kNN-candidate of q
// ==> p becomes a knn-candidate
- if (dist_pq.doubleValue() <= knnDist_q) {
+ if (dist_pq <= knnDist_q) {
knns_q.insert(dist_pq, p.getRoutingObjectID());
if (knns_q.size() >= getKmax()) {
- knnDist_q = knns_q.getKNNDistance().doubleValue();
+ knnDist_q = knns_q.getKNNDistance();
q.setKnnDistance(knnDist_q);
}
}
// p is nearer to q than to its farthest knn-candidate
// q becomes knn of p
- if (dist_pq.doubleValue() <= p.getKnnDistance()) {
- KNNList<D> knns_p = knnq.getKNNForDBID(p.getRoutingObjectID(), getKmax() - 1);
+ if (dist_pq <= p.getKnnDistance()) {
+ KNNList knns_p = knnq.getKNNForDBID(p.getRoutingObjectID(), getKmax() - 1);
if (knns_p.size() + 1 < getKmax()) {
p.setKnnDistance(Double.NaN);
} else {
- double knnDist_p = Math.max(dist_pq.doubleValue(), knns_p.getKNNDistance().doubleValue());
+ double knnDist_p = Math.max(dist_pq, knns_p.getKNNDistance());
p.setKnnDistance(knnDist_p);
}
}
@@ -254,7 +251,7 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
if (distEntry.second < entry_knnDist || distEntry.second < knnDist_q) {
preInsert(q, dirEntry, knns_q);
- knnDist_q = knns_q.getKNNDistance().doubleValue();
+ knnDist_q = knns_q.getKNNDistance();
}
knnDist_node = Math.max(knnDist_node, dirEntry.getKnnDistance());
}
@@ -305,7 +302,7 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a new MkMaxTreeNode which is a leaf node
*/
@Override
- protected MkMaxTreeNode<O, D> createNewLeafNode() {
+ protected MkMaxTreeNode<O> createNewLeafNode() {
return new MkMaxTreeNode<>(leafCapacity, true);
}
@@ -313,7 +310,7 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a new MkMaxTreeNode which is a directory node
*/
@Override
- protected MkMaxTreeNode<O, D> createNewDirectoryNode() {
+ protected MkMaxTreeNode<O> createNewDirectoryNode() {
return new MkMaxTreeNode<>(dirCapacity, false);
}
@@ -321,7 +318,7 @@ public class MkMaxTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a new MkMaxDirectoryEntry representing the specified node
*/
@Override
- protected MkMaxEntry createNewDirectoryEntry(MkMaxTreeNode<O, D> node, DBID routingObjectID, double parentDistance) {
+ protected MkMaxEntry createNewDirectoryEntry(MkMaxTreeNode<O> node, DBID routingObjectID, double parentDistance) {
return new MkMaxDirectoryEntry(routingObjectID, parentDistance, node.getPageID(), node.coveringRadius(routingObjectID, this), node.kNNDistance());
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeFactory.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeFactory.java
index a03006f4..0838e6b6 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeFactory.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeFactory.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -24,7 +24,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
*/
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.AbstractMkTreeUnifiedFactory;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.MkTreeSettings;
import de.lmu.ifi.dbs.elki.persistent.PageFile;
@@ -40,26 +39,25 @@ import de.lmu.ifi.dbs.elki.utilities.ClassGenericsUtil;
* @apiviz.uses MkMaxTreeIndex oneway - - «create»
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkMaxTreeFactory<O, D extends NumberDistance<D, ?>> extends AbstractMkTreeUnifiedFactory<O, D, MkMaxTreeNode<O, D>, MkMaxEntry, MkMaxTreeIndex<O, D>, MkTreeSettings<O, D, MkMaxTreeNode<O, D>, MkMaxEntry>> {
+public class MkMaxTreeFactory<O> extends AbstractMkTreeUnifiedFactory<O, MkMaxTreeNode<O>, MkMaxEntry, MkMaxTreeIndex<O>, MkTreeSettings<O, MkMaxTreeNode<O>, MkMaxEntry>> {
/**
* Constructor.
*
* @param pageFileFactory Data storage
* @param settings Tree settings
*/
- public MkMaxTreeFactory(PageFileFactory<?> pageFileFactory, MkTreeSettings<O, D, MkMaxTreeNode<O, D>, MkMaxEntry> settings) {
+ public MkMaxTreeFactory(PageFileFactory<?> pageFileFactory, MkTreeSettings<O, MkMaxTreeNode<O>, MkMaxEntry> settings) {
super(pageFileFactory, settings);
}
@Override
- public MkMaxTreeIndex<O, D> instantiate(Relation<O> relation) {
- PageFile<MkMaxTreeNode<O, D>> pagefile = makePageFile(getNodeClass());
+ public MkMaxTreeIndex<O> instantiate(Relation<O> relation) {
+ PageFile<MkMaxTreeNode<O>> pagefile = makePageFile(getNodeClass());
return new MkMaxTreeIndex<>(relation, pagefile, settings);
}
- protected Class<MkMaxTreeNode<O, D>> getNodeClass() {
+ protected Class<MkMaxTreeNode<O>> getNodeClass() {
return ClassGenericsUtil.uglyCastIntoSubclass(MkMaxTreeNode.class);
}
@@ -69,15 +67,17 @@ public class MkMaxTreeFactory<O, D extends NumberDistance<D, ?>> extends Abstrac
* @author Erich Schubert
*
* @apiviz.exclude
+ *
+ * @param <O> Object type
*/
- public static class Parameterizer<O, D extends NumberDistance<D, ?>> extends AbstractMkTreeUnifiedFactory.Parameterizer<O, D, MkMaxTreeNode<O, D>, MkMaxEntry, MkTreeSettings<O, D, MkMaxTreeNode<O, D>, MkMaxEntry>> {
+ public static class Parameterizer<O> extends AbstractMkTreeUnifiedFactory.Parameterizer<O, MkMaxTreeNode<O>, MkMaxEntry, MkTreeSettings<O, MkMaxTreeNode<O>, MkMaxEntry>> {
@Override
- protected MkMaxTreeFactory<O, D> makeInstance() {
+ protected MkMaxTreeFactory<O> makeInstance() {
return new MkMaxTreeFactory<>(pageFileFactory, settings);
}
@Override
- protected MkTreeSettings<O, D, MkMaxTreeNode<O, D>, MkMaxEntry> makeSettings() {
+ protected MkTreeSettings<O, MkMaxTreeNode<O>, MkMaxEntry> makeSettings() {
return new MkTreeSettings<>();
}
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeIndex.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeIndex.java
index 482c86eb..4468e8b3 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeIndex.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeIndex.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -31,7 +31,7 @@ import de.lmu.ifi.dbs.elki.database.ids.DBIDIter;
import de.lmu.ifi.dbs.elki.database.ids.DBIDRef;
import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
import de.lmu.ifi.dbs.elki.database.ids.DBIDs;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNList;
+import de.lmu.ifi.dbs.elki.database.ids.KNNList;
import de.lmu.ifi.dbs.elki.database.query.DatabaseQuery;
import de.lmu.ifi.dbs.elki.database.query.distance.DistanceQuery;
import de.lmu.ifi.dbs.elki.database.query.knn.KNNQuery;
@@ -39,8 +39,6 @@ import de.lmu.ifi.dbs.elki.database.query.range.RangeQuery;
import de.lmu.ifi.dbs.elki.database.query.rknn.RKNNQuery;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.distance.distancefunction.DistanceFunction;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.DynamicIndex;
import de.lmu.ifi.dbs.elki.index.KNNIndex;
import de.lmu.ifi.dbs.elki.index.RKNNIndex;
@@ -58,9 +56,8 @@ import de.lmu.ifi.dbs.elki.utilities.exceptions.NotImplementedException;
* @author Elke Achtert
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkMaxTreeIndex<O, D extends NumberDistance<D, ?>> extends MkMaxTree<O, D> implements RangeIndex<O>, KNNIndex<O>, RKNNIndex<O>, DynamicIndex {
+public class MkMaxTreeIndex<O> extends MkMaxTree<O> implements RangeIndex<O>, KNNIndex<O>, RKNNIndex<O>, DynamicIndex {
/**
* Relation indexed.
*/
@@ -73,7 +70,7 @@ public class MkMaxTreeIndex<O, D extends NumberDistance<D, ?>> extends MkMaxTree
* @param pagefile Page file
* @param settings Tree settings
*/
- public MkMaxTreeIndex(Relation<O> relation, PageFile<MkMaxTreeNode<O, D>> pagefile, MkTreeSettings<O, D, MkMaxTreeNode<O, D>, MkMaxEntry> settings) {
+ public MkMaxTreeIndex(Relation<O> relation, PageFile<MkMaxTreeNode<O>> pagefile, MkTreeSettings<O, MkMaxTreeNode<O>, MkMaxEntry> settings) {
super(relation, pagefile, settings);
this.relation = relation;
}
@@ -82,8 +79,8 @@ public class MkMaxTreeIndex<O, D extends NumberDistance<D, ?>> extends MkMaxTree
* @return a new MkMaxLeafEntry representing the specified data object
*/
protected MkMaxLeafEntry createNewLeafEntry(DBID id, O object, double parentDistance) {
- KNNList<D> knns = knnq.getKNNForObject(object, getKmax() - 1);
- double knnDistance = knns.getKNNDistance().doubleValue();
+ KNNList knns = knnq.getKNNForObject(object, getKmax() - 1);
+ double knnDistance = knns.getKNNDistance();
return new MkMaxLeafEntry(id, parentDistance, knnDistance);
}
@@ -133,14 +130,13 @@ public class MkMaxTreeIndex<O, D extends NumberDistance<D, ?>> extends MkMaxTree
throw new NotImplementedException(ExceptionMessages.UNSUPPORTED_NOT_YET);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> KNNQuery<O, S> getKNNQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
+ public KNNQuery<O> getKNNQuery(DistanceQuery<O> distanceQuery, Object... hints) {
// Query on the relation we index
if (distanceQuery.getRelation() != relation) {
return null;
}
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -153,18 +149,16 @@ public class MkMaxTreeIndex<O, D extends NumberDistance<D, ?>> extends MkMaxTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (KNNQuery<O, S>) MTreeQueryUtil.getKNNQuery(this, dq, hints);
+ return MTreeQueryUtil.getKNNQuery(this, distanceQuery, hints);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> RangeQuery<O, S> getRangeQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
+ public RangeQuery<O> getRangeQuery(DistanceQuery<O> distanceQuery, Object... hints) {
// Query on the relation we index
if (distanceQuery.getRelation() != relation) {
return null;
}
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -177,14 +171,12 @@ public class MkMaxTreeIndex<O, D extends NumberDistance<D, ?>> extends MkMaxTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (RangeQuery<O, S>) MTreeQueryUtil.getRangeQuery(this, dq);
+ return MTreeQueryUtil.getRangeQuery(this, distanceQuery);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> RKNNQuery<O, S> getRKNNQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ public RKNNQuery<O> getRKNNQuery(DistanceQuery<O> distanceQuery, Object... hints) {
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -197,8 +189,7 @@ public class MkMaxTreeIndex<O, D extends NumberDistance<D, ?>> extends MkMaxTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (RKNNQuery<O, S>) new MkTreeRKNNQuery<>(this, dq);
+ return new MkTreeRKNNQuery<>(this, distanceQuery);
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeNode.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeNode.java
index 84c8bdc4..0f9588aa 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeNode.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/MkMaxTreeNode.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -24,7 +24,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkmax;
*/
import de.lmu.ifi.dbs.elki.database.ids.DBID;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTree;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
@@ -36,9 +35,8 @@ import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
* @apiviz.has MkMaxEntry oneway - - contains
*
* @param <O> the type of DatabaseObject to be stored in the MkMaxTree
- * @param <D> the type of Distance used in the MkMaxTree
*/
-class MkMaxTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode<O, D, MkMaxTreeNode<O, D>, MkMaxEntry> {
+class MkMaxTreeNode<O> extends AbstractMTreeNode<O, MkMaxTreeNode<O>, MkMaxEntry> {
/**
* Serial version
*/
@@ -70,7 +68,7 @@ class MkMaxTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
*/
protected double kNNDistance() {
double knnDist = 0.;
- for (int i = 0; i < getNumEntries(); i++) {
+ for(int i = 0; i < getNumEntries(); i++) {
MkMaxEntry entry = getEntry(i);
knnDist = Math.max(knnDist, entry.getKnnDistance());
}
@@ -83,7 +81,7 @@ class MkMaxTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
* all its entries.
*/
@Override
- public void adjustEntry(MkMaxEntry entry, DBID routingObjectID, double parentDistance, AbstractMTree<O, D, MkMaxTreeNode<O, D>, MkMaxEntry, ?> mTree) {
+ public void adjustEntry(MkMaxEntry entry, DBID routingObjectID, double parentDistance, AbstractMTree<O, MkMaxTreeNode<O>, MkMaxEntry, ?> mTree) {
super.adjustEntry(entry, routingObjectID, parentDistance, mTree);
// adjust knn distance
entry.setKnnDistance(kNNDistance());
@@ -94,12 +92,12 @@ class MkMaxTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
* node is correctly set.
*/
@Override
- protected void integrityCheckParameters(MkMaxEntry parentEntry, MkMaxTreeNode<O, D> parent, int index, AbstractMTree<O, D, MkMaxTreeNode<O, D>, MkMaxEntry, ?> mTree) {
+ protected void integrityCheckParameters(MkMaxEntry parentEntry, MkMaxTreeNode<O> parent, int index, AbstractMTree<O, MkMaxTreeNode<O>, MkMaxEntry, ?> mTree) {
super.integrityCheckParameters(parentEntry, parent, index, mTree);
// test if knn distance is correctly set
MkMaxEntry entry = parent.getEntry(index);
double knnDistance = kNNDistance();
- if (Math.abs(entry.getKnnDistance() - knnDistance) > 0) {
+ if(Math.abs(entry.getKnnDistance() - knnDistance) > 0) {
throw new RuntimeException("Wrong knnDistance in node " + parent.getPageID() + " at index " + index + " (child " + entry + ")" + "\nsoll: " + knnDistance + ",\n ist: " + entry.getKnnDistance());
}
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/package-info.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/package-info.java
index 7bd90d66..5b368d2e 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/package-info.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mkmax/package-info.java
@@ -5,7 +5,7 @@
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2013
+Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabDirectoryEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabDirectoryEntry.java
index 9f088448..c8c9e040 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabDirectoryEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabDirectoryEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -53,7 +53,7 @@ class MkTabDirectoryEntry extends MTreeDirectoryEntry implements MkTabEntry {
}
/**
- * Provides a new MkMaxDirectoryEntry with the given parameters.
+ * Constructor.
*
* @param objectID the id of the routing object
* @param parentDistance the distance from the routing object of this entry to
@@ -113,7 +113,6 @@ class MkTabDirectoryEntry extends MTreeDirectoryEntry implements MkTabEntry {
* cannot be found.
*/
@Override
- @SuppressWarnings("unchecked")
public void readExternal(ObjectInput in) throws IOException, ClassNotFoundException {
super.readExternal(in);
int k_max = in.readInt();
@@ -132,7 +131,6 @@ class MkTabDirectoryEntry extends MTreeDirectoryEntry implements MkTabEntry {
* knnDistances as this entry.
*/
@Override
- @SuppressWarnings("unchecked")
public boolean equals(Object o) {
if (this == o) {
return true;
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabEntry.java
index a741ed5b..f8e48f2a 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabLeafEntry.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabLeafEntry.java
index 969ba781..122d031e 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabLeafEntry.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabLeafEntry.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -53,7 +53,7 @@ class MkTabLeafEntry extends MTreeLeafEntry implements MkTabEntry {
}
/**
- * Provides a new MkMaxLeafEntry with the given parameters.
+ * Constructor.
*
* @param objectID the id of the underlying data object
* @param parentDistance the distance from the underlying data object to its
@@ -115,7 +115,6 @@ class MkTabLeafEntry extends MTreeLeafEntry implements MkTabEntry {
* cannot be found.
*/
@Override
- @SuppressWarnings("unchecked")
public void readExternal(ObjectInput in) throws IOException, ClassNotFoundException {
super.readExternal(in);
int k_max = in.readInt();
@@ -133,7 +132,6 @@ class MkTabLeafEntry extends MTreeLeafEntry implements MkTabEntry {
* and has the same parameter k_max and knnDistances as this entry.
*/
@Override
- @SuppressWarnings("unchecked")
public boolean equals(Object o) {
if (this == o) {
return true;
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTree.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTree.java
index 481392cb..3a377420 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTree.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTree.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -27,17 +27,17 @@ import java.util.Map;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.DBIDRef;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDList;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDListIter;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNList;
-import de.lmu.ifi.dbs.elki.database.ids.generic.GenericDistanceDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDList;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDListIter;
+import de.lmu.ifi.dbs.elki.database.ids.KNNList;
+import de.lmu.ifi.dbs.elki.database.ids.ModifiableDoubleDBIDList;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.AbstractMkTreeUnified;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.MkTreeSettings;
import de.lmu.ifi.dbs.elki.logging.Logging;
-import de.lmu.ifi.dbs.elki.persistent.ByteArrayUtil;
import de.lmu.ifi.dbs.elki.persistent.PageFile;
+import de.lmu.ifi.dbs.elki.utilities.io.ByteArrayUtil;
/**
* MkTabTree is a metrical index structure based on the concepts of the M-Tree
@@ -50,9 +50,8 @@ import de.lmu.ifi.dbs.elki.persistent.PageFile;
* @apiviz.has MkTabTreeNode oneway - - contains
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTreeUnified<O, D, MkTabTreeNode<O, D>, MkTabEntry, MkTreeSettings<O, D, MkTabTreeNode<O, D>, MkTabEntry>> {
+public class MkTabTree<O> extends AbstractMkTreeUnified<O, MkTabTreeNode<O>, MkTabEntry, MkTreeSettings<O, MkTabTreeNode<O>, MkTabEntry>> {
/**
* The logger for this class.
*/
@@ -65,7 +64,7 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param pagefile Page file
* @param settings Settings
*/
- public MkTabTree(Relation<O> relation, PageFile<MkTabTreeNode<O, D>> pagefile, MkTreeSettings<O, D, MkTabTreeNode<O, D>, MkTabEntry> settings) {
+ public MkTabTree(Relation<O> relation, PageFile<MkTabTreeNode<O>> pagefile, MkTreeSettings<O, MkTabTreeNode<O>, MkTabEntry> settings) {
super(relation, pagefile, settings);
}
@@ -88,12 +87,12 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
}
@Override
- public DistanceDBIDList<D> reverseKNNQuery(DBIDRef id, int k) {
- if (k > this.getKmax()) {
+ public DoubleDBIDList reverseKNNQuery(DBIDRef id, int k) {
+ if(k > this.getKmax()) {
throw new IllegalArgumentException("Parameter k has to be less or equal than " + "parameter kmax of the MkTab-Tree!");
}
- GenericDistanceDBIDList<D> result = new GenericDistanceDBIDList<>();
+ ModifiableDoubleDBIDList result = DBIDUtil.newDistanceDBIDList();
doReverseKNNQuery(k, id, null, getRoot(), result);
result.sort();
@@ -106,7 +105,7 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// overhead = index(4), numEntries(4), id(4), isLeaf(0.125)
double overhead = 12.125;
- if (getPageSize() - overhead < 0) {
+ if(getPageSize() - overhead < 0) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
@@ -114,11 +113,11 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// coveringRadius + parentDistance + kmax + kmax * knnDistance) + 1
dirCapacity = (int) (getPageSize() - overhead) / (4 + 4 + distanceSize + distanceSize + 4 + getKmax() * distanceSize) + 1;
- if (dirCapacity <= 1) {
+ if(dirCapacity <= 1) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
- if (dirCapacity < 10) {
+ if(dirCapacity < 10) {
LOG.warning("Page size is choosen too small! Maximum number of entries " + "in a directory node = " + (dirCapacity - 1));
}
@@ -126,34 +125,35 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// kmax + kmax * knnDistance) + 1
leafCapacity = (int) (getPageSize() - overhead) / (4 + distanceSize + 4 + getKmax() * distanceSize) + 1;
- if (leafCapacity <= 1) {
+ if(leafCapacity <= 1) {
throw new RuntimeException("Node size of " + getPageSize() + " Bytes is chosen too small!");
}
- if (leafCapacity < 10) {
+ if(leafCapacity < 10) {
LOG.warning("Page size is choosen too small! Maximum number of entries " + "in a leaf node = " + (leafCapacity - 1));
}
}
@Override
- protected void kNNdistanceAdjustment(MkTabEntry entry, Map<DBID, KNNList<D>> knnLists) {
- MkTabTreeNode<O, D> node = getNode(entry);
+ protected void kNNdistanceAdjustment(MkTabEntry entry, Map<DBID, KNNList> knnLists) {
+ MkTabTreeNode<O> node = getNode(entry);
double[] knnDistances_node = initKnnDistanceList();
- if (node.isLeaf()) {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ if(node.isLeaf()) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkTabEntry leafEntry = node.getEntry(i);
- KNNList<D> knns = knnLists.get(getPageID(leafEntry));
+ KNNList knns = knnLists.get(getPageID(leafEntry));
double[] distances = new double[knns.size()];
int j = 0;
- for (DistanceDBIDListIter<D> iter = knns.iter(); iter.valid(); iter.advance(), j++) {
- distances[i] = iter.getDistance().doubleValue();
+ for(DoubleDBIDListIter iter = knns.iter(); iter.valid(); iter.advance(), j++) {
+ distances[j] = iter.doubleValue();
}
leafEntry.setKnnDistances(distances);
// FIXME: save copy
knnDistances_node = max(knnDistances_node, leafEntry.getKnnDistances());
}
- } else {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ }
+ else {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkTabEntry dirEntry = node.getEntry(i);
kNNdistanceAdjustment(dirEntry, knnLists);
// FIXME: save copy
@@ -164,7 +164,7 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
}
@Override
- protected MkTabTreeNode<O, D> createNewLeafNode() {
+ protected MkTabTreeNode<O> createNewLeafNode() {
return new MkTabTreeNode<>(leafCapacity, true);
}
@@ -174,7 +174,7 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @return a new directory node
*/
@Override
- protected MkTabTreeNode<O, D> createNewDirectoryNode() {
+ protected MkTabTreeNode<O> createNewDirectoryNode() {
return new MkTabTreeNode<>(dirCapacity, false);
}
@@ -187,7 +187,7 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* the routing object of the parent node
*/
@Override
- protected MkTabEntry createNewDirectoryEntry(MkTabTreeNode<O, D> node, DBID routingObjectID, double parentDistance) {
+ protected MkTabEntry createNewDirectoryEntry(MkTabTreeNode<O> node, DBID routingObjectID, double parentDistance) {
return new MkTabDirectoryEntry(routingObjectID, parentDistance, node.getPageID(), node.coveringRadius(routingObjectID, this), node.kNNDistances());
}
@@ -213,13 +213,13 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* @param node the root of the subtree
* @param result the list holding the query result
*/
- private void doReverseKNNQuery(int k, DBIDRef q, MkTabEntry node_entry, MkTabTreeNode<O, D> node, GenericDistanceDBIDList<D> result) {
+ private void doReverseKNNQuery(int k, DBIDRef q, MkTabEntry node_entry, MkTabTreeNode<O> node, ModifiableDoubleDBIDList result) {
// data node
- if (node.isLeaf()) {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ if(node.isLeaf()) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkTabEntry entry = node.getEntry(i);
- D distance = distance(entry.getRoutingObjectID(), q);
- if (distance.doubleValue() <= entry.getKnnDistance(k)) {
+ double distance = distance(entry.getRoutingObjectID(), q);
+ if(distance <= entry.getKnnDistance(k)) {
result.add(distance, entry.getRoutingObjectID());
}
}
@@ -227,15 +227,15 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
// directory node
else {
- for (int i = 0; i < node.getNumEntries(); i++) {
+ for(int i = 0; i < node.getNumEntries(); i++) {
MkTabEntry entry = node.getEntry(i);
double node_knnDist = node_entry != null ? node_entry.getKnnDistance(k) : Double.POSITIVE_INFINITY;
- double distance = distance(entry.getRoutingObjectID(), q).doubleValue();
+ double distance = distance(entry.getRoutingObjectID(), q);
double minDist = (entry.getCoveringRadius() > distance) ? 0. : distance - entry.getCoveringRadius();
- if (minDist <= node_knnDist) {
- MkTabTreeNode<O, D> childNode = getNode(entry);
+ if(minDist <= node_knnDist) {
+ MkTabTreeNode<O> childNode = getNode(entry);
doReverseKNNQuery(k, q, entry, childNode, result);
}
}
@@ -252,12 +252,12 @@ public class MkTabTree<O, D extends NumberDistance<D, ?>> extends AbstractMkTree
* in each index
*/
private double[] max(double[] distances1, double[] distances2) {
- if (distances1.length != distances2.length) {
+ if(distances1.length != distances2.length) {
throw new RuntimeException("different lengths!");
}
double[] result = new double[distances1.length];
- for (int i = 0; i < distances1.length; i++) {
+ for(int i = 0; i < distances1.length; i++) {
result[i] = Math.max(distances1[i], distances2[i]);
}
return result;
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeFactory.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeFactory.java
index 9ede76ad..565735f1 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeFactory.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeFactory.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -24,7 +24,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
*/
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.AbstractMkTreeUnifiedFactory;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.MkTreeSettings;
import de.lmu.ifi.dbs.elki.persistent.PageFile;
@@ -40,26 +39,25 @@ import de.lmu.ifi.dbs.elki.utilities.ClassGenericsUtil;
* @apiviz.uses MkTabTreeIndex oneway - - «create»
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkTabTreeFactory<O, D extends NumberDistance<D, ?>> extends AbstractMkTreeUnifiedFactory<O, D, MkTabTreeNode<O, D>, MkTabEntry, MkTabTreeIndex<O, D>, MkTreeSettings<O, D, MkTabTreeNode<O, D>, MkTabEntry>> {
+public class MkTabTreeFactory<O> extends AbstractMkTreeUnifiedFactory<O, MkTabTreeNode<O>, MkTabEntry, MkTabTreeIndex<O>, MkTreeSettings<O, MkTabTreeNode<O>, MkTabEntry>> {
/**
* Constructor.
*
* @param pageFileFactory Data storage
* @param settings Tree settings
*/
- public MkTabTreeFactory(PageFileFactory<?> pageFileFactory, MkTreeSettings<O, D, MkTabTreeNode<O, D>, MkTabEntry> settings) {
+ public MkTabTreeFactory(PageFileFactory<?> pageFileFactory, MkTreeSettings<O, MkTabTreeNode<O>, MkTabEntry> settings) {
super(pageFileFactory, settings);
}
@Override
- public MkTabTreeIndex<O, D> instantiate(Relation<O> relation) {
- PageFile<MkTabTreeNode<O, D>> pagefile = makePageFile(getNodeClass());
+ public MkTabTreeIndex<O> instantiate(Relation<O> relation) {
+ PageFile<MkTabTreeNode<O>> pagefile = makePageFile(getNodeClass());
return new MkTabTreeIndex<>(relation, pagefile, settings);
}
- protected Class<MkTabTreeNode<O, D>> getNodeClass() {
+ protected Class<MkTabTreeNode<O>> getNodeClass() {
return ClassGenericsUtil.uglyCastIntoSubclass(MkTabTreeNode.class);
}
@@ -70,14 +68,14 @@ public class MkTabTreeFactory<O, D extends NumberDistance<D, ?>> extends Abstrac
*
* @apiviz.exclude
*/
- public static class Parameterizer<O, D extends NumberDistance<D, ?>> extends AbstractMkTreeUnifiedFactory.Parameterizer<O, D, MkTabTreeNode<O, D>, MkTabEntry, MkTreeSettings<O, D, MkTabTreeNode<O, D>, MkTabEntry>> {
+ public static class Parameterizer<O> extends AbstractMkTreeUnifiedFactory.Parameterizer<O, MkTabTreeNode<O>, MkTabEntry, MkTreeSettings<O, MkTabTreeNode<O>, MkTabEntry>> {
@Override
- protected MkTabTreeFactory<O, D> makeInstance() {
+ protected MkTabTreeFactory<O> makeInstance() {
return new MkTabTreeFactory<>(pageFileFactory, settings);
}
@Override
- protected MkTreeSettings<O, D, MkTabTreeNode<O, D>, MkTabEntry> makeSettings() {
+ protected MkTreeSettings<O, MkTabTreeNode<O>, MkTabEntry> makeSettings() {
return new MkTreeSettings<>();
}
}
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeIndex.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeIndex.java
index 150f03e8..713514ff 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeIndex.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeIndex.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -29,8 +29,8 @@ import java.util.List;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.DBIDIter;
import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
-import de.lmu.ifi.dbs.elki.database.ids.distance.DistanceDBIDListIter;
-import de.lmu.ifi.dbs.elki.database.ids.distance.KNNList;
+import de.lmu.ifi.dbs.elki.database.ids.DoubleDBIDListIter;
+import de.lmu.ifi.dbs.elki.database.ids.KNNList;
import de.lmu.ifi.dbs.elki.database.query.DatabaseQuery;
import de.lmu.ifi.dbs.elki.database.query.distance.DistanceQuery;
import de.lmu.ifi.dbs.elki.database.query.knn.KNNQuery;
@@ -38,8 +38,6 @@ import de.lmu.ifi.dbs.elki.database.query.range.RangeQuery;
import de.lmu.ifi.dbs.elki.database.query.rknn.RKNNQuery;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.distance.distancefunction.DistanceFunction;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.KNNIndex;
import de.lmu.ifi.dbs.elki.index.RKNNIndex;
import de.lmu.ifi.dbs.elki.index.RangeIndex;
@@ -54,9 +52,8 @@ import de.lmu.ifi.dbs.elki.persistent.PageFile;
* @author Erich Schubert
*
* @param <O> Object type
- * @param <D> Distance type
*/
-public class MkTabTreeIndex<O, D extends NumberDistance<D, ?>> extends MkTabTree<O, D> implements RangeIndex<O>, KNNIndex<O>, RKNNIndex<O> {
+public class MkTabTreeIndex<O> extends MkTabTree<O> implements RangeIndex<O>, KNNIndex<O>, RKNNIndex<O> {
/**
* The relation indexed.
*/
@@ -69,7 +66,7 @@ public class MkTabTreeIndex<O, D extends NumberDistance<D, ?>> extends MkTabTree
* @param pagefile Page file
* @param settings Tree settings
*/
- public MkTabTreeIndex(Relation<O> relation, PageFile<MkTabTreeNode<O, D>> pagefile, MkTreeSettings<O, D, MkTabTreeNode<O, D>, MkTabEntry> settings) {
+ public MkTabTreeIndex(Relation<O> relation, PageFile<MkTabTreeNode<O>> pagefile, MkTreeSettings<O, MkTabTreeNode<O>, MkTabEntry> settings) {
super(relation, pagefile, settings);
this.relation = relation;
}
@@ -93,11 +90,11 @@ public class MkTabTreeIndex<O, D extends NumberDistance<D, ?>> extends MkTabTree
* @return the knn distance of the object with the specified id
*/
private double[] knnDistances(O object) {
- KNNList<D> knns = knnq.getKNNForObject(object, getKmax() - 1);
+ KNNList knns = knnq.getKNNForObject(object, getKmax() - 1);
double[] distances = new double[getKmax()];
int i = 0;
- for (DistanceDBIDListIter<D> iter = knns.iter(); iter.valid() && i < getKmax(); iter.advance(), i++) {
- distances[i] = iter.getDistance().doubleValue();
+ for (DoubleDBIDListIter iter = knns.iter(); iter.valid() && i < getKmax(); iter.advance(), i++) {
+ distances[i] = iter.doubleValue();
}
return distances;
}
@@ -114,14 +111,13 @@ public class MkTabTreeIndex<O, D extends NumberDistance<D, ?>> extends MkTabTree
insertAll(objs);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> KNNQuery<O, S> getKNNQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
+ public KNNQuery<O> getKNNQuery(DistanceQuery<O> distanceQuery, Object... hints) {
// Query on the relation we index
if (distanceQuery.getRelation() != relation) {
return null;
}
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -134,18 +130,16 @@ public class MkTabTreeIndex<O, D extends NumberDistance<D, ?>> extends MkTabTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (KNNQuery<O, S>) MTreeQueryUtil.getKNNQuery(this, dq, hints);
+ return MTreeQueryUtil.getKNNQuery(this, distanceQuery, hints);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> RangeQuery<O, S> getRangeQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
+ public RangeQuery<O> getRangeQuery(DistanceQuery<O> distanceQuery, Object... hints) {
// Query on the relation we index
if (distanceQuery.getRelation() != relation) {
return null;
}
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -158,14 +152,12 @@ public class MkTabTreeIndex<O, D extends NumberDistance<D, ?>> extends MkTabTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (RangeQuery<O, S>) MTreeQueryUtil.getRangeQuery(this, dq);
+ return MTreeQueryUtil.getRangeQuery(this, distanceQuery);
}
- @SuppressWarnings("unchecked")
@Override
- public <S extends Distance<S>> RKNNQuery<O, S> getRKNNQuery(DistanceQuery<O, S> distanceQuery, Object... hints) {
- DistanceFunction<? super O, D> distanceFunction = (DistanceFunction<? super O, D>) distanceQuery.getDistanceFunction();
+ public RKNNQuery<O> getRKNNQuery(DistanceQuery<O> distanceQuery, Object... hints) {
+ DistanceFunction<? super O> distanceFunction = (DistanceFunction<? super O>) distanceQuery.getDistanceFunction();
if (!this.getDistanceFunction().equals(distanceFunction)) {
if (getLogger().isDebugging()) {
getLogger().debug("Distance function not supported by index - or 'equals' not implemented right!");
@@ -178,8 +170,7 @@ public class MkTabTreeIndex<O, D extends NumberDistance<D, ?>> extends MkTabTree
return null;
}
}
- DistanceQuery<O, D> dq = distanceFunction.instantiate(relation);
- return (RKNNQuery<O, S>) new MkTreeRKNNQuery<>(this, dq);
+ return new MkTreeRKNNQuery<>(this, distanceQuery);
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeNode.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeNode.java
index 1942a78b..913a3261 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeNode.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/MkTabTreeNode.java
@@ -4,7 +4,7 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
- Copyright (C) 2013
+ Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
@@ -24,7 +24,6 @@ package de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mktab;
*/
import de.lmu.ifi.dbs.elki.database.ids.DBID;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTree;
import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
@@ -36,9 +35,8 @@ import de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.AbstractMTreeNode;
* @apiviz.has MkTabEntry oneway - - contains
*
* @param <O> object type
- * @param <D> distance type
*/
-class MkTabTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode<O, D, MkTabTreeNode<O, D>, MkTabEntry> {
+class MkTabTreeNode<O> extends AbstractMTreeNode<O, MkTabTreeNode<O>, MkTabEntry> {
private static final long serialVersionUID = 2;
/**
@@ -81,7 +79,7 @@ class MkTabTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
}
@Override
- public void adjustEntry(MkTabEntry entry, DBID routingObjectID, double parentDistance, AbstractMTree<O, D, MkTabTreeNode<O, D>, MkTabEntry, ?> mTree) {
+ public void adjustEntry(MkTabEntry entry, DBID routingObjectID, double parentDistance, AbstractMTree<O, MkTabTreeNode<O>, MkTabEntry, ?> mTree) {
super.adjustEntry(entry, routingObjectID, parentDistance, mTree);
// adjust knn distances
entry.setKnnDistances(kNNDistances());
@@ -96,7 +94,7 @@ class MkTabTreeNode<O, D extends NumberDistance<D, ?>> extends AbstractMTreeNode
* @param mTree the underlying M-Tree
*/
@Override
- protected void integrityCheckParameters(MkTabEntry parentEntry, MkTabTreeNode<O, D> parent, int index, AbstractMTree<O, D, MkTabTreeNode<O, D>, MkTabEntry, ?> mTree) {
+ protected void integrityCheckParameters(MkTabEntry parentEntry, MkTabTreeNode<O> parent, int index, AbstractMTree<O, MkTabTreeNode<O>, MkTabEntry, ?> mTree) {
super.integrityCheckParameters(parentEntry, parent, index, mTree);
// test knn distances
MkTabEntry entry = parent.getEntry(index);
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/package-info.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/package-info.java
index ed3e24d3..8b81f375 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/package-info.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/mktab/package-info.java
@@ -5,7 +5,7 @@
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2013
+Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team
diff --git a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/package-info.java b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/package-info.java
index 13b23e16..976b3436 100644
--- a/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/package-info.java
+++ b/src/de/lmu/ifi/dbs/elki/index/tree/metrical/mtreevariants/mktrees/package-info.java
@@ -7,7 +7,7 @@
This file is part of ELKI:
Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2013
+Copyright (C) 2014
Ludwig-Maximilians-Universität München
Lehr- und Forschungseinheit für Datenbanksysteme
ELKI Development Team