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/*
 * LensKit, an open source recommender systems toolkit.
 * Copyright 2010-2014 LensKit Contributors.  See CONTRIBUTORS.md.
 * Work on LensKit has been funded by the National Science Foundation under
 * grants IIS 05-34939, 08-08692, 08-12148, and 10-17697.
 *
 * This program is free software; you can redistribute it and/or modify
 * it under the terms of the GNU Lesser General Public License as
 * published by the Free Software Foundation; either version 2.1 of the
 * License, or (at your option) any later version.
 *
 * This program is distributed in the hope that it will be useful, but WITHOUT
 * ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
 * FOR A PARTICULAR PURPOSE. See the GNU General Public License for more
 * details.
 *
 * You should have received a copy of the GNU General Public License along with
 * this program; if not, write to the Free Software Foundation, Inc., 51
 * Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
 */
package org.lenskit.knn.item.model;

import com.google.common.base.Preconditions;
import it.unimi.dsi.fastutil.longs.Long2ObjectMap;
import it.unimi.dsi.fastutil.longs.LongIterator;
import it.unimi.dsi.fastutil.longs.LongSortedSet;
import it.unimi.dsi.fastutil.longs.LongSortedSets;
import org.grouplens.grapht.annotation.DefaultProvider;
import org.lenskit.inject.Shareable;
import org.grouplens.lenskit.transform.normalize.VectorNormalizer;
import org.grouplens.lenskit.vectors.SparseVector;
import org.lenskit.inject.Transient;
import org.lenskit.util.keys.SortedKeyIndex;

import javax.annotation.Nonnull;
import java.io.Serializable;
import java.util.Iterator;

/**
 * Encapsulation of data needed during an item-item model build.  This class
 * provides access to item vectors and the item universe for use in  building
 * up the model in the accumulator.
 *
 * 

This is shareable to make it more usable in the evaluator. Typical built models * will not include it, and any dependencies on it should be {@link Transient}.

* * @author GroupLens Research * @see ItemItemModelBuilder */ @DefaultProvider(ItemItemBuildContextProvider.class) @Shareable public class ItemItemBuildContext implements Serializable { private static final long serialVersionUID = 1L; @Nonnull private SortedKeyIndex items; @Nonnull private SparseVector[] itemVectors; @Nonnull private Long2ObjectMap userItems; /** * Set up a new item build context. * * @param universe The set of items for the model. * @param vectors Map of item IDs to item rating vectors. * @param userItems Map of user IDs to candidate items */ ItemItemBuildContext(@Nonnull SortedKeyIndex universe, @Nonnull SparseVector[] vectors, @Nonnull Long2ObjectMap userItems) { this.userItems = userItems; items = universe; itemVectors = vectors; } /** * Get the set of items. * * @return The set of all items to build a model over. */ @Nonnull public LongSortedSet getItems() { return items.keySet(); } /** * Get the rating vector for an item. Rating vectors contain normalized ratings, * using the applicable {@link VectorNormalizer} on the user rating vectors. * * @param item The item to query. * @return The rating vector for {@code item}. * @throws IllegalArgumentException if {@code item} is not a valid item. */ @Nonnull public SparseVector itemVector(long item) { int idx = items.tryGetIndex(item); Preconditions.checkArgument(idx >= 0, "unknown item"); return itemVectors[idx]; } /** * Get the items rated by a particular user. * * @param user The user to query for. * @return The items rated by {@code user}. */ @Nonnull public LongSortedSet getUserItems(long user) { LongSortedSet items = userItems.get(user); if (items == null) { items = LongSortedSets.EMPTY_SET; } return items; } /** * Provides an Iterable over ItemVecPairs * * @return An Iterable over ItemVecPairs, objects * pairing item ids and their corresponding vectors. * @deprecated This will go away in LensKit 3.0. */ @Deprecated public Iterable getItemPairs() { return new Iterable() { @Override public Iterator iterator() { return getItemPairIterator(); } }; } /** * Returns an Iterator over all item vector pairs. * * @return An Iterator over ItemVecPairs, an object * offering public access to the item ids and their * corresponding vectors. * @deprecated This will go away in LensKit 3.0. */ @Deprecated public Iterator getItemPairIterator() { return new FastIteratorImpl(items.keySet(), items.keySet()); } /** * An Iterator implementation iterating over all ItemVecPairs from * the parameter LongSortedSets of item ids. */ private final class FastIteratorImpl implements Iterator { private ItemVecPair itemVecPair; private LongIterator iter1; private LongSortedSet list2; private LongIterator iter2; public FastIteratorImpl(LongSortedSet list1, LongSortedSet list2) { itemVecPair = new ItemVecPair(); iter1 = list1.iterator(); if (iter1.hasNext()) { itemVecPair.setItem1(iter1.nextLong()); } this.list2 = list2; iter2 = list2.iterator(); } @Override public boolean hasNext() { return iter1.hasNext() || iter2.hasNext(); } @Override public ItemVecPair next() { if (!iter2.hasNext()) { itemVecPair.setItem1(iter1.nextLong()); iter2 = list2.iterator(); } itemVecPair.setItem2(iter2.nextLong()); itemVecPair.lastInRow = !iter2.hasNext(); return itemVecPair; } @Override public void remove() { throw new UnsupportedOperationException(); } } /** * A pair of item ids and their corresponding item * vectors, avoiding (un)boxing the ids. */ public final class ItemVecPair { public long itemId1; public long itemId2; public SparseVector vec1; public SparseVector vec2; public boolean lastInRow; public void setItem1(long itemId1) { this.itemId1 = itemId1; vec1 = itemVector(itemId1); } public void setItem2(long itemId2) { this.itemId2 = itemId2; vec2 = itemVector(itemId2); } } }




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