diff --git a/solr/CHANGES.txt b/solr/CHANGES.txt
index b531ed3dee4..202ba78d0ec 100644
--- a/solr/CHANGES.txt
+++ b/solr/CHANGES.txt
@@ -60,6 +60,11 @@ Detailed Change List
New Features
----------------------
+
+* SOLR-2378: A new, automaton-based, implementation of suggest (autocomplete)
+ component, offering an order of magnitude smaller memory consumption
+ compared to ternary trees and jaspell and very fast lookups at runtime.
+ (Dawid Weiss)
* SOLR-571: The autowarmCount for LRUCaches (LRUCache and FastLRUCache) now
supports "percentages" which get evaluated relative the current size of
diff --git a/solr/src/java/org/apache/solr/handler/component/SpellCheckComponent.java b/solr/src/java/org/apache/solr/handler/component/SpellCheckComponent.java
index 162f2eea289..897eb87af9b 100644
--- a/solr/src/java/org/apache/solr/handler/component/SpellCheckComponent.java
+++ b/solr/src/java/org/apache/solr/handler/component/SpellCheckComponent.java
@@ -162,7 +162,7 @@ public class SpellCheckComponent extends SearchComponent implements SolrCoreAwar
} else {
throw new SolrException(SolrException.ErrorCode.NOT_FOUND,
- "Specified dictionary does not exist.");
+ "Specified dictionary does not exist: " + getDictionaryName(params));
}
}
}
diff --git a/solr/src/java/org/apache/solr/spelling/suggest/Lookup.java b/solr/src/java/org/apache/solr/spelling/suggest/Lookup.java
index d8893d12ff1..c7e30ff1c2c 100644
--- a/solr/src/java/org/apache/solr/spelling/suggest/Lookup.java
+++ b/solr/src/java/org/apache/solr/spelling/suggest/Lookup.java
@@ -12,7 +12,6 @@ import org.apache.solr.core.SolrCore;
import org.apache.solr.util.TermFreqIterator;
public abstract class Lookup {
-
/**
* Result of a lookup.
*/
diff --git a/solr/src/java/org/apache/solr/spelling/suggest/fst/FSTLookup.java b/solr/src/java/org/apache/solr/spelling/suggest/fst/FSTLookup.java
new file mode 100644
index 00000000000..5ad8f760f4e
--- /dev/null
+++ b/solr/src/java/org/apache/solr/spelling/suggest/fst/FSTLookup.java
@@ -0,0 +1,556 @@
+package org.apache.solr.spelling.suggest.fst;
+
+import java.io.BufferedInputStream;
+import java.io.BufferedOutputStream;
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.FileOutputStream;
+import java.io.IOException;
+import java.io.InputStream;
+import java.io.OutputStream;
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.Comparator;
+import java.util.List;
+
+import org.apache.lucene.util.IntsRef;
+import org.apache.lucene.util.automaton.fst.Builder;
+import org.apache.lucene.util.automaton.fst.FST;
+import org.apache.lucene.util.automaton.fst.FST.Arc;
+import org.apache.lucene.util.automaton.fst.NoOutputs;
+import org.apache.lucene.util.automaton.fst.Outputs;
+import org.apache.solr.common.util.NamedList;
+import org.apache.solr.core.SolrCore;
+import org.apache.solr.spelling.suggest.Lookup;
+import org.apache.solr.spelling.suggest.tst.TSTLookup;
+import org.apache.solr.util.TermFreqIterator;
+
+import com.google.common.collect.Lists;
+import com.google.common.io.Closeables;
+
+/**
+ * Finite state automata based implementation of {@link Lookup} query
+ * suggestion/ autocomplete interface.
+ *
+ * Implementation details
+ *
+ * The construction step in {@link #build(TermFreqIterator)} works as follows:
+ *
+ * A set of input terms (String) and weights (float) is given.
+ * The range of weights is determined and then all weights are discretized into a fixed set
+ * of values ({@link #buckets}).
+ * Note that this means that minor changes in weights may be lost during automaton construction.
+ * In general, this is not a big problem because the "priorities" of completions can be split
+ * into a fixed set of classes (even as rough as: very frequent, frequent, baseline, marginal).
+ * If you need exact, fine-grained weights, use {@link TSTLookup} instead.
+ * All terms in the input are preprended with a synthetic pseudo-character being the weight
+ * of that term. For example a term abc with a discretized weight equal '1' would
+ * become 1abc.
+ * The terms are sorted by their raw value of utf16 character values (including the synthetic
+ * term in front).
+ * A finite state automaton ({@link FST}) is constructed from the input. The root node has
+ * arcs labeled with all possible weights. We cache all these arcs, highest-weight first.
+ *
+ *
+ * At runtime, in {@link #lookup(String, boolean, int)}, the automaton is utilized as follows:
+ *
+ * For each possible term weight encoded in the automaton (cached arcs from the root above),
+ * starting with the highest one, we descend along the path of the input key. If the key is not
+ * a prefix of a sequence in the automaton (path ends prematurely), we exit immediately.
+ * No completions.
+ * Otherwise, we have found an internal automaton node that ends the key. The entire
+ * subautomaton (all paths) starting from this node form the key's completions. We start
+ * the traversal of this subautomaton. Every time we reach a final state (arc), we add a single
+ * suggestion to the list of results (the weight of this suggestion is constant and equal to the
+ * root path we started from). The tricky part is that because automaton edges are sorted and
+ * we scan depth-first, we can terminate the entire procedure as soon as we collect enough
+ * suggestions the user requested.
+ * In case the number of suggestions collected in the step above is still insufficient,
+ * we proceed to the next (smaller) weight leaving the root node and repeat the same
+ * algorithm again.
+ *
+ *
+ *
+ * Runtime behavior and performance characteristic
+ *
+ * The algorithm described above is optimized for finding suggestions to short prefixes
+ * in a top-weights-first order. This is probably the most common use case: it allows
+ * presenting suggestions early and sorts them by the global frequency (and then alphabetically).
+ *
+ *
If there is an exact match in the automaton, it is returned first on the results
+ * list (even with by-weight sorting).
+ *
+ *
Note that the maximum lookup time for any prefix
+ * is the time of descending to the subtree, plus traversal of the subtree up to the number
+ * of requested suggestions (because they are already presorted by weight on the root level
+ * and alphabetically at any node level).
+ *
+ *
To order alphabetically only (no ordering by priorities), use identical term weights
+ * for all terms. Alphabetical suggestions are returned even if non-constant weights are
+ * used, but the algorithm for doing this is suboptimal.
+ *
+ *
"alphabetically" in any of the documentation above indicates utf16 codepoint order,
+ * nothing else.
+ */
+public class FSTLookup extends Lookup {
+ /** A structure for a single entry (for sorting/ preprocessing). */
+ private static class Entry {
+ char [] term;
+ float weight;
+
+ public Entry(char [] term, float freq) {
+ this.term = term;
+ this.weight = freq;
+ }
+ }
+
+ /**
+ * The number of separate buckets for weights (discretization). The more buckets,
+ * the more fine-grained term weights (priorities) can be assigned. The speed of lookup
+ * will not decrease for prefixes which have highly-weighted completions (because these
+ * are filled-in first), but will decrease significantly for low-weighted terms (but
+ * these should be infrequent, so it is all right).
+ *
+ *
The number of buckets must be within [1, 255] range.
+ */
+ public static final String WEIGHT_BUCKETS = "weightBuckets";
+
+ /**
+ * If true, exact suggestions are returned first, even if they are prefixes
+ * of other strings in the automaton (possibly with larger weights).
+ */
+ public static final String EXACT_MATCH_FIRST = "exactMatchFirst";
+
+ /** Serialized automaton file name (storage). */
+ public static final String FILENAME = "fst.dat";
+
+ /** An empty result. */
+ private static final List EMPTY_RESULT = Lists.newArrayList();
+
+ /**
+ * @see #WEIGHT_BUCKETS
+ */
+ private int buckets = 10;
+
+ /**
+ * #see #EXACT_MATCH_FIRST
+ */
+ private boolean exactMatchFirst = true;
+
+ /**
+ * Finite state automaton encoding all the lookup terms. See class
+ * notes for details.
+ */
+ private FST automaton;
+
+ /**
+ * An array of arcs leaving the root automaton state and encoding weights of all
+ * completions in their sub-trees.
+ */
+ private Arc [] rootArcs;
+
+ /* */
+ @Override
+ @SuppressWarnings("rawtypes")
+ public void init(NamedList config, SolrCore core) {
+ this.buckets = config.get(WEIGHT_BUCKETS) != null
+ ? Integer.parseInt(config.get(WEIGHT_BUCKETS).toString())
+ : 10;
+
+ this.exactMatchFirst = config.get(EXACT_MATCH_FIRST) != null
+ ? Boolean.valueOf(config.get(EXACT_MATCH_FIRST).toString())
+ : true;
+ }
+
+ /* */
+ @Override
+ public void build(TermFreqIterator tfit) throws IOException {
+ // Buffer the input because we will need it twice: for calculating
+ // weights distribution and for the actual automata building.
+ List entries = Lists.newArrayList();
+ while (tfit.hasNext()) {
+ String term = tfit.next();
+ char [] termChars = new char [term.length() + 1]; // add padding for weight.
+ for (int i = 0; i < term.length(); i++)
+ termChars[i + 1] = term.charAt(i);
+ entries.add(new Entry(termChars, tfit.freq()));
+ }
+
+ // Distribute weights into at most N buckets. This is a form of discretization to
+ // limit the number of possible weights so that they can be efficiently encoded in the
+ // automaton.
+ //
+ // It is assumed the distribution of weights is _linear_ so proportional division
+ // of [min, max] range will be enough here. Other approaches could be to sort
+ // weights and divide into proportional ranges.
+ if (entries.size() > 0) {
+ redistributeWeightsProportionalMinMax(entries, buckets);
+ encodeWeightPrefix(entries);
+ }
+
+ // Build the automaton (includes input sorting) and cache root arcs in order from the highest,
+ // to the lowest weight.
+ this.automaton = buildAutomaton(entries);
+ cacheRootArcs();
+ }
+
+ /**
+ * Cache the root node's output arcs starting with completions with the highest weights.
+ */
+ @SuppressWarnings("unchecked")
+ private void cacheRootArcs() throws IOException {
+ if (automaton != null) {
+ List> rootArcs = Lists.newArrayList();
+ Arc arc = automaton.getFirstArc(new Arc());
+ automaton.readFirstTargetArc(arc, arc);
+ while (true) {
+ rootArcs.add(new Arc().copyFrom(arc));
+ if (arc.isLast())
+ break;
+ automaton.readNextArc(arc);
+ }
+
+ Collections.reverse(rootArcs); // we want highest weights first.
+ this.rootArcs = rootArcs.toArray(new Arc[rootArcs.size()]);
+ }
+ }
+
+ /**
+ * Not implemented.
+ */
+ @Override
+ public boolean add(String key, Object value) {
+ // This implementation does not support ad-hoc additions (all input
+ // must be sorted for the builder).
+ return false;
+ }
+
+ /**
+ * Get the (approximated) weight of a single key (if there is a perfect match
+ * for it in the automaton).
+ *
+ * @return Returns the approximated weight of the input key or null
+ * if not found.
+ */
+ @Override
+ public Float get(String key) {
+ return getExactMatchStartingFromRootArc(0, key);
+ }
+
+ /**
+ * Returns the first exact match by traversing root arcs, starting from
+ * the arc i.
+ *
+ * @param i The first root arc index in {@link #rootArcs} to consider when
+ * matching.
+ */
+ private Float getExactMatchStartingFromRootArc(int i, String key) {
+ // Get the UTF-8 bytes representation of the input key.
+ try {
+ final FST.Arc scratch = new FST.Arc();
+ for (; i < rootArcs.length; i++) {
+ final FST.Arc rootArc = rootArcs[i];
+ final FST.Arc arc = scratch.copyFrom(rootArc);
+
+ // Descend into the automaton using the key as prefix.
+ if (descendWithPrefix(arc, key)) {
+ automaton.readFirstTargetArc(arc, arc);
+ if (arc.label == FST.END_LABEL) {
+ // Prefix-encoded weight.
+ return rootArc.label / (float) buckets;
+ }
+ }
+ }
+ } catch (IOException e) {
+ // Should never happen, but anyway.
+ throw new RuntimeException(e);
+ }
+
+ return null;
+ }
+
+ /**
+ * Lookup autocomplete suggestions to key.
+ *
+ * @param key The prefix to which suggestions should be sought.
+ * @param onlyMorePopular Return most popular suggestions first. This is the default
+ * behavior for this implementation. Setting it to false has no effect (use
+ * constant term weights to sort alphabetically only).
+ * @param num At most this number of suggestions will be returned.
+ * @return Returns the suggestions, sorted by their approximated weight first (decreasing)
+ * and then alphabetically (utf16 codepoint order).
+ */
+ @Override
+ public List lookup(String key, boolean onlyMorePopular, int num) {
+ if (key.length() == 0 || automaton == null) {
+ // Keep the result an ArrayList to keep calls monomorphic.
+ return EMPTY_RESULT;
+ }
+
+ try {
+ if (!onlyMorePopular && rootArcs.length > 1) {
+ // We could emit a warning here (?). An optimal strategy for alphabetically sorted
+ // suggestions would be to add them with a constant weight -- this saves unnecessary
+ // traversals and sorting.
+ return lookupSortedAlphabetically(key, num);
+ } else {
+ return lookupSortedByWeight(key, num, true);
+ }
+ } catch (IOException e) {
+ // Should never happen, but anyway.
+ throw new RuntimeException(e);
+ }
+ }
+
+ /**
+ * Lookup suggestions sorted alphabetically if weights are not constant . This
+ * is a workaround: in general, use constant weights for alphabetically sorted result.
+ */
+ private List lookupSortedAlphabetically(String key, int num) throws IOException {
+ // Greedily get num results from each weight branch.
+ List res = lookupSortedByWeight(key, num, false);
+
+ // Sort and trim.
+ Collections.sort(res, new Comparator() {
+ @Override
+ public int compare(LookupResult o1, LookupResult o2) {
+ return o1.key.compareTo(o2.key);
+ }
+ });
+ if (res.size() > num) {
+ res = res.subList(0, num);
+ }
+ return res;
+ }
+
+ /**
+ * Lookup suggestions sorted by weight (descending order).
+ *
+ * @param greedy If true, the routine terminates immediately when num
+ * suggestions have been collected. If false, it will collect suggestions from
+ * all weight arcs (needed for {@link #lookupSortedAlphabetically}.
+ */
+ private ArrayList lookupSortedByWeight(String key, int num, boolean greedy) throws IOException {
+ final ArrayList res = new ArrayList(Math.min(10, num));
+ final StringBuilder output = new StringBuilder(key);
+ final int matchLength = key.length() - 1;
+
+ for (int i = 0; i < rootArcs.length; i++) {
+ final FST.Arc rootArc = rootArcs[i];
+ final FST.Arc arc = new FST.Arc().copyFrom(rootArc);
+
+ // Descend into the automaton using the key as prefix.
+ if (descendWithPrefix(arc, key)) {
+ // Prefix-encoded weight.
+ final float weight = rootArc.label / (float) buckets;
+
+ // A subgraph starting from the current node has the completions
+ // of the key prefix. The arc we're at is the last key's byte,
+ // so we will collect it too.
+ output.setLength(matchLength);
+ if (collect(res, num, weight, output, arc) && greedy) {
+ // We have enough suggestion to return immediately. Keep on looking for an
+ // exact match, if requested.
+ if (exactMatchFirst) {
+ Float exactMatchWeight = getExactMatchStartingFromRootArc(i, key);
+ if (exactMatchWeight != null) {
+ res.add(0, new LookupResult(key, exactMatchWeight));
+ while (res.size() > num) {
+ res.remove(res.size() - 1);
+ }
+ }
+ }
+ break;
+ }
+ }
+ }
+ return res;
+ }
+
+ /**
+ * Descend along the path starting at arc and going through
+ * bytes in utf8 argument.
+ *
+ * @param arc The starting arc. This argument is modified in-place.
+ * @param term The term to descend with.
+ * @return If true, arc will be set to the arc matching
+ * last byte of utf8. false is returned if no such
+ * prefix utf8 exists.
+ */
+ private boolean descendWithPrefix(Arc arc, String term) throws IOException {
+ final int max = term.length();
+
+ for (int i = 0; i < max; i++) {
+ if (automaton.findTargetArc(term.charAt(i) & 0xffff, arc, arc) == null) {
+ // No matching prefixes, return an empty result.
+ return false;
+ }
+ }
+
+ return true;
+ }
+
+ /**
+ * Recursive collect lookup results from the automaton subgraph starting at arc.
+ *
+ * @param num Maximum number of results needed (early termination).
+ * @param weight Weight of all results found during this collection.
+ */
+ private boolean collect(List res, int num, float weight, StringBuilder output, Arc arc) throws IOException {
+ output.append((char) arc.label);
+
+ automaton.readFirstTargetArc(arc, arc);
+ while (true) {
+ if (arc.label == FST.END_LABEL) {
+ res.add(new LookupResult(output.toString(), weight));
+ if (res.size() >= num)
+ return true;
+ } else {
+ int save = output.length();
+ if (collect(res, num, weight, output, new Arc().copyFrom(arc))) {
+ return true;
+ }
+ output.setLength(save);
+ }
+
+ if (arc.isLast()) {
+ break;
+ }
+ automaton.readNextArc(arc);
+ }
+ return false;
+ }
+
+ /**
+ * Builds the final automaton from a list of entries.
+ */
+ private FST buildAutomaton(List entries) throws IOException {
+ if (entries.size() == 0)
+ return null;
+
+ // Sort by utf16 (raw char value)
+ final Comparator comp = new Comparator() {
+ public int compare(Entry o1, Entry o2) {
+ char [] ch1 = o1.term;
+ char [] ch2 = o2.term;
+ int len1 = ch1.length;
+ int len2 = ch2.length;
+
+ int max = Math.min(len1, len2);
+ for (int i = 0; i < max; i++) {
+ int v = ch1[i] - ch2[i];
+ if (v != 0) return v;
+ }
+ return len1 - len2;
+ }
+ };
+ Collections.sort(entries, comp);
+
+ // Avoid duplicated identical entries, if possible. This is required because
+ // it breaks automaton construction otherwise.
+ int len = entries.size();
+ int j = 0;
+ for (int i = 1; i < len; i++) {
+ if (comp.compare(entries.get(j), entries.get(i)) != 0) {
+ entries.set(++j, entries.get(i));
+ }
+ }
+ entries = entries.subList(0, j + 1);
+
+ // Build the automaton.
+ final Outputs outputs = NoOutputs.getSingleton();
+ final Object empty = outputs.getNoOutput();
+ final Builder builder =
+ new Builder(FST.INPUT_TYPE.BYTE4, 0, 0, true, outputs);
+ final IntsRef scratchIntsRef = new IntsRef(10);
+ for (Entry e : entries) {
+ final int termLength = scratchIntsRef.length = e.term.length;
+
+ scratchIntsRef.grow(termLength);
+ final int [] ints = scratchIntsRef.ints;
+ final char [] chars = e.term;
+ for (int i = termLength; --i >= 0;) {
+ ints[i] = chars[i];
+ }
+ builder.add(scratchIntsRef, empty);
+ }
+ return builder.finish();
+ }
+
+ /**
+ * Prepends the entry's weight to each entry, encoded as a single byte, so that the
+ * root automaton node fans out to all possible priorities, starting with the arc that has
+ * the highest weights.
+ */
+ private void encodeWeightPrefix(List entries) {
+ for (Entry e : entries) {
+ int weight = (int) e.weight;
+ assert (weight >= 0 && weight <= buckets) :
+ "Weight out of range: " + weight + " [" + buckets + "]";
+
+ // There should be a single empty char reserved in front for the weight.
+ e.term[0] = (char) weight;
+ }
+ }
+
+ /**
+ * Split [min, max] range into buckets, reassigning weights. Entries' weights are
+ * remapped to [0, buckets] range (so, buckets + 1 buckets, actually).
+ */
+ private void redistributeWeightsProportionalMinMax(List entries, int buckets) {
+ float min = entries.get(0).weight;
+ float max = min;
+ for (Entry e : entries) {
+ min = Math.min(e.weight, min);
+ max = Math.max(e.weight, max);
+ }
+
+ final float range = max - min;
+ for (Entry e : entries) {
+ e.weight = (int) (buckets * ((e.weight - min) / range)); // int cast equiv. to floor()
+ }
+ }
+
+ /**
+ * Deserialization from disk.
+ */
+ @Override
+ public synchronized boolean load(File storeDir) throws IOException {
+ File data = new File(storeDir, FILENAME);
+ if (!data.exists() || !data.canRead()) {
+ return false;
+ }
+
+ InputStream is = new BufferedInputStream(new FileInputStream(data));
+ try {
+ this.automaton = new FST(new InputStreamDataInput(is), NoOutputs.getSingleton());
+ cacheRootArcs();
+ } finally {
+ Closeables.closeQuietly(is);
+ }
+ return true;
+ }
+
+ /**
+ * Serialization to disk.
+ */
+ @Override
+ public synchronized boolean store(File storeDir) throws IOException {
+ if (!storeDir.exists() || !storeDir.isDirectory() || !storeDir.canWrite()) {
+ return false;
+ }
+
+ if (this.automaton == null)
+ return false;
+
+ File data = new File(storeDir, FILENAME);
+ OutputStream os = new BufferedOutputStream(new FileOutputStream(data));
+ try {
+ this.automaton.save(new OutputStreamDataOutput(os));
+ } finally {
+ Closeables.closeQuietly(os);
+ }
+
+ return true;
+ }
+}
diff --git a/solr/src/java/org/apache/solr/spelling/suggest/fst/InputStreamDataInput.java b/solr/src/java/org/apache/solr/spelling/suggest/fst/InputStreamDataInput.java
new file mode 100644
index 00000000000..b204f894d33
--- /dev/null
+++ b/solr/src/java/org/apache/solr/spelling/suggest/fst/InputStreamDataInput.java
@@ -0,0 +1,31 @@
+package org.apache.solr.spelling.suggest.fst;
+
+import java.io.EOFException;
+import java.io.IOException;
+import java.io.InputStream;
+import org.apache.lucene.store.DataInput;
+import com.google.common.io.ByteStreams;
+
+/**
+ * A {@link DataInput} wrapping a plain {@link InputStream}.
+ */
+public class InputStreamDataInput extends DataInput {
+
+ private final InputStream is;
+
+ public InputStreamDataInput(InputStream is) {
+ this.is = is;
+ }
+
+ @Override
+ public byte readByte() throws IOException {
+ int v = is.read();
+ if (v == -1) throw new EOFException();
+ return (byte) v;
+ }
+
+ @Override
+ public void readBytes(byte[] b, int offset, int len) throws IOException {
+ ByteStreams.readFully(is, b, offset, len);
+ }
+}
diff --git a/solr/src/java/org/apache/solr/spelling/suggest/fst/OutputStreamDataOutput.java b/solr/src/java/org/apache/solr/spelling/suggest/fst/OutputStreamDataOutput.java
new file mode 100644
index 00000000000..cba0a33b4d7
--- /dev/null
+++ b/solr/src/java/org/apache/solr/spelling/suggest/fst/OutputStreamDataOutput.java
@@ -0,0 +1,28 @@
+package org.apache.solr.spelling.suggest.fst;
+
+import java.io.IOException;
+import java.io.OutputStream;
+
+import org.apache.lucene.store.DataOutput;
+
+/**
+ * A {@link DataOutput} wrapping a plain {@link OutputStream}.
+ */
+public class OutputStreamDataOutput extends DataOutput {
+
+ private final OutputStream os;
+
+ public OutputStreamDataOutput(OutputStream os) {
+ this.os = os;
+ }
+
+ @Override
+ public void writeByte(byte b) throws IOException {
+ os.write(b);
+ }
+
+ @Override
+ public void writeBytes(byte[] b, int offset, int length) throws IOException {
+ os.write(b, offset, length);
+ }
+}
diff --git a/solr/src/test-files/Top50KWiki.utf8 b/solr/src/test-files/Top50KWiki.utf8
new file mode 100644
index 00000000000..407eac7ec12
--- /dev/null
+++ b/solr/src/test-files/Top50KWiki.utf8
@@ -0,0 +1,50001 @@
+threebyte𤭢char|1
+the|133930524
+of|79805614
+and|53699081
+in|53068784
+to|44691776
+a|43526348
+ref|25333514
+is|23954744
+http|20521931
+for|19632186
+on|17838955
+was|17007097
+as|16107038
+by|14518379
+with|13466629
+that|13234789
+it|12178621
+name|12046054
+1|12038262
+this|10803694
+from|10593806
+at|10368654
+title|10201938
+0|9497175
+2|9350710
+be|9135046
+an|8969365
+he|8892476
+align|8751813
+user|8459205
+utc|8075558
+i|8001581
+date|7948469
+not|7871570
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diff --git a/solr/src/test-files/solr/conf/solrconfig-spellchecker.xml b/solr/src/test-files/solr/conf/solrconfig-spellchecker.xml
index 8835c8afe44..44c15d207b4 100644
--- a/solr/src/test-files/solr/conf/solrconfig-spellchecker.xml
+++ b/solr/src/test-files/solr/conf/solrconfig-spellchecker.xml
@@ -31,7 +31,7 @@
+
suggest
org.apache.solr.spelling.suggest.Suggester
@@ -45,6 +45,38 @@
+
+
+
+ suggest_tst
+ org.apache.solr.spelling.suggest.Suggester
+ org.apache.solr.spelling.suggest.tst.TSTLookup
+ suggest
+ suggest_tst
+ true
+
+
+ 0.0
+
+
+
+
+
+
+ suggest_fst
+ org.apache.solr.spelling.suggest.Suggester
+ org.apache.solr.spelling.suggest.fst.FSTLookup
+ suggest
+ suggest_fst
+ true
+
+
+ 5
+ true
+
+
+
+
true
@@ -52,8 +84,32 @@
true
- suggest
+ suggest_jaspell
+
+
+
+ true
+ suggest_tst
+ true
+
+
+ suggest_tst
+
+
+
+
+
+
+ true
+ suggest_fst
+ false
+
+
+ suggest_fst
+
+
+
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/Average.java b/solr/src/test/org/apache/solr/spelling/suggest/Average.java
new file mode 100644
index 00000000000..1bcbc27b516
--- /dev/null
+++ b/solr/src/test/org/apache/solr/spelling/suggest/Average.java
@@ -0,0 +1,52 @@
+package org.apache.solr.spelling.suggest;
+
+import java.util.List;
+import java.util.Locale;
+
+/**
+ * Average with standard deviation.
+ */
+final class Average
+{
+ /**
+ * Average (in milliseconds).
+ */
+ public final double avg;
+
+ /**
+ * Standard deviation (in milliseconds).
+ */
+ public final double stddev;
+
+ /**
+ *
+ */
+ Average(double avg, double stddev)
+ {
+ this.avg = avg;
+ this.stddev = stddev;
+ }
+
+ public String toString()
+ {
+ return String.format(Locale.ENGLISH, "%.0f [+- %.2f]",
+ avg, stddev);
+ }
+
+ static Average from(List values)
+ {
+ double sum = 0;
+ double sumSquares = 0;
+
+ for (double l : values)
+ {
+ sum += l;
+ sumSquares += l * l;
+ }
+
+ double avg = sum / (double) values.size();
+ return new Average(
+ (sum / (double) values.size()),
+ Math.sqrt(sumSquares / (double) values.size() - avg * avg));
+ }
+}
\ No newline at end of file
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/LookupBenchmarkTest.java b/solr/src/test/org/apache/solr/spelling/suggest/LookupBenchmarkTest.java
new file mode 100644
index 00000000000..f2f0c2f6892
--- /dev/null
+++ b/solr/src/test/org/apache/solr/spelling/suggest/LookupBenchmarkTest.java
@@ -0,0 +1,230 @@
+package org.apache.solr.spelling.suggest;
+
+import java.net.URL;
+import java.util.Collections;
+import java.util.List;
+import java.util.Locale;
+import java.util.Random;
+import java.util.concurrent.Callable;
+
+import org.apache.lucene.util.RamUsageEstimator;
+import org.apache.solr.spelling.suggest.fst.FSTLookup;
+import org.apache.solr.spelling.suggest.jaspell.JaspellLookup;
+import org.apache.solr.spelling.suggest.tst.TSTLookup;
+import org.junit.Assert;
+import org.junit.BeforeClass;
+import org.junit.Ignore;
+import org.junit.Test;
+
+import com.google.common.base.Charsets;
+import com.google.common.base.Function;
+import com.google.common.collect.Iterables;
+import com.google.common.collect.Lists;
+import com.google.common.io.Resources;
+
+/**
+ * Benchmarks tests for implementations of {@link Lookup} interface.
+ */
+@Ignore // COMMENT ME TO RUN BENCHMARKS!
+public class LookupBenchmarkTest {
+ @SuppressWarnings("unchecked")
+ private final List> benchmarkClasses = Lists.newArrayList(
+ JaspellLookup.class,
+ TSTLookup.class,
+ FSTLookup.class);
+
+ private final static int rounds = 15;
+ private final static int warmup = 5;
+
+ private final int num = 7;
+ private final boolean onlyMorePopular = true;
+
+ private final static Random random = new Random(0xdeadbeef);
+
+ /**
+ * Input term/weight pairs.
+ */
+ private static TermFreq [] dictionaryInput;
+
+ /**
+ * Benchmark term/weight pairs (randomized order).
+ */
+ private static List benchmarkInput;
+
+ /**
+ * Loads terms and frequencies from Wikipedia (cached).
+ */
+ @BeforeClass
+ public static void setup() throws Exception {
+ List input = readTop50KWiki();
+ Collections.shuffle(input, random);
+ LookupBenchmarkTest.dictionaryInput = input.toArray(new TermFreq [input.size()]);
+ Collections.shuffle(input, random);
+ LookupBenchmarkTest.benchmarkInput = input;
+ }
+
+ /**
+ * Collect the multilingual input for benchmarks/ tests.
+ */
+ public static List readTop50KWiki() throws Exception {
+ List input = Lists.newArrayList();
+ URL resource = Thread.currentThread().getContextClassLoader().getResource("Top50KWiki.utf8");
+ assert resource != null : "Resource missing: Top50KWiki.utf8";
+
+ for (String line : Resources.readLines(resource, Charsets.UTF_8)) {
+ int tab = line.indexOf('|');
+ Assert.assertTrue("No | separator?: " + line, tab >= 0);
+ float weight = Float.parseFloat(line.substring(tab + 1));
+ String key = line.substring(0, tab);
+ input.add(new TermFreq(key, weight));
+ }
+ return input;
+ }
+
+ /**
+ * Test construction time.
+ */
+ @Test
+ public void testConstructionTime() throws Exception {
+ System.err.println("-- construction time");
+ for (final Class cls : benchmarkClasses) {
+ BenchmarkResult result = measure(new Callable() {
+ public Integer call() throws Exception {
+ final Lookup lookup = buildLookup(cls, dictionaryInput);
+ return lookup.hashCode();
+ }
+ });
+
+ System.err.println(
+ String.format(Locale.ENGLISH, "%-15s input: %d, time[ms]: %s",
+ cls.getSimpleName(),
+ dictionaryInput.length,
+ result.average.toString()));
+ }
+ }
+
+ /**
+ * Test memory required for the storage.
+ */
+ @Test
+ public void testStorageNeeds() throws Exception {
+ System.err.println("-- RAM consumption");
+ final RamUsageEstimator rue = new RamUsageEstimator();
+ for (Class cls : benchmarkClasses) {
+ Lookup lookup = buildLookup(cls, dictionaryInput);
+ System.err.println(
+ String.format(Locale.ENGLISH, "%-15s size[B]:%,13d",
+ lookup.getClass().getSimpleName(),
+ rue.estimateRamUsage(lookup)));
+ }
+ }
+
+ /**
+ * Create {@link Lookup} instance and populate it.
+ */
+ private Lookup buildLookup(Class cls, TermFreq[] input) throws Exception {
+ Lookup lookup = cls.newInstance();
+ lookup.build(new TermFreqArrayIterator(input));
+ return lookup;
+ }
+
+ /**
+ * Test performance of lookup on full hits.
+ */
+ @Test
+ public void testPerformanceOnFullHits() throws Exception {
+ final int minPrefixLen = 100;
+ final int maxPrefixLen = 200;
+ runPerformanceTest(minPrefixLen, maxPrefixLen, num, onlyMorePopular);
+ }
+
+ /**
+ * Test performance of lookup on longer term prefixes (6-9 letters or shorter).
+ */
+ @Test
+ public void testPerformanceOnPrefixes6_9() throws Exception {
+ final int minPrefixLen = 6;
+ final int maxPrefixLen = 9;
+ runPerformanceTest(minPrefixLen, maxPrefixLen, num, onlyMorePopular);
+ }
+
+ /**
+ * Test performance of lookup on short term prefixes (2-4 letters or shorter).
+ */
+ @Test
+ public void testPerformanceOnPrefixes2_4() throws Exception {
+ final int minPrefixLen = 2;
+ final int maxPrefixLen = 4;
+ runPerformanceTest(minPrefixLen, maxPrefixLen, num, onlyMorePopular);
+ }
+
+ /**
+ * Run the actual benchmark.
+ */
+ public void runPerformanceTest(final int minPrefixLen, final int maxPrefixLen,
+ final int num, final boolean onlyMorePopular) throws Exception {
+ System.err.println(String.format(Locale.ENGLISH,
+ "-- prefixes: %d-%d, num: %d, onlyMorePopular: %s",
+ minPrefixLen, maxPrefixLen, num, onlyMorePopular));
+
+ for (Class cls : benchmarkClasses) {
+ final Lookup lookup = buildLookup(cls, dictionaryInput);
+
+ final List input = Lists.newArrayList(Iterables.transform(benchmarkInput, new Function() {
+ public String apply(TermFreq tf) {
+ return tf.term.substring(0, Math.min(tf.term.length(),
+ minPrefixLen + random.nextInt(maxPrefixLen - minPrefixLen + 1)));
+ }
+ }));
+
+ BenchmarkResult result = measure(new Callable() {
+ public Integer call() throws Exception {
+ int v = 0;
+ for (String term : input) {
+ v += lookup.lookup(term, onlyMorePopular, num).size();
+ }
+ return v;
+ }
+ });
+
+ System.err.println(
+ String.format(Locale.ENGLISH, "%-15s queries: %d, time[ms]: %s, ~qps: %.0f",
+ lookup.getClass().getSimpleName(),
+ input.size(),
+ result.average.toString(),
+ input.size() / result.average.avg));
+ }
+ }
+
+ /**
+ * Do the measurements.
+ */
+ private BenchmarkResult measure(Callable callable) {
+ final double NANOS_PER_MS = 1000000;
+
+ try {
+ List times = Lists.newArrayList();
+ for (int i = 0; i < warmup + rounds; i++) {
+ final long start = System.nanoTime();
+ guard = callable.call().intValue();
+ times.add((System.nanoTime() - start) / NANOS_PER_MS);
+ }
+ return new BenchmarkResult(times, warmup, rounds);
+ } catch (Exception e) {
+ throw new RuntimeException(e);
+ }
+ }
+
+ /** Guard against opts. */
+ @SuppressWarnings("unused")
+ private static volatile int guard;
+
+ private static class BenchmarkResult {
+ /** Average time per round (ms). */
+ public final Average average;
+
+ public BenchmarkResult(List times, int warmup, int rounds) {
+ this.average = Average.from(times.subList(warmup, times.size()));
+ }
+ }
+}
\ No newline at end of file
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/PersistenceTest.java b/solr/src/test/org/apache/solr/spelling/suggest/PersistenceTest.java
index 58997c5730e..3bbd3f5cd19 100644
--- a/solr/src/test/org/apache/solr/spelling/suggest/PersistenceTest.java
+++ b/solr/src/test/org/apache/solr/spelling/suggest/PersistenceTest.java
@@ -19,62 +19,74 @@ package org.apache.solr.spelling.suggest;
import java.io.File;
import org.apache.solr.SolrTestCaseJ4;
+import org.apache.solr.spelling.suggest.fst.FSTLookup;
import org.apache.solr.spelling.suggest.jaspell.JaspellLookup;
import org.apache.solr.spelling.suggest.tst.TSTLookup;
import org.junit.Test;
public class PersistenceTest extends SolrTestCaseJ4 {
-
- public static final String[] keys = new String[] {
- "one",
- "two",
- "three",
- "four",
- "oneness",
- "onerous",
- "onesimus",
- "twofold",
- "twonk",
- "thrive",
- "through",
- "threat",
- "foundation",
- "fourier",
- "fourty"
- };
+ public final String[] keys = new String[] {
+ "one",
+ "two",
+ "three",
+ "four",
+ "oneness",
+ "onerous",
+ "onesimus",
+ "twofold",
+ "twonk",
+ "thrive",
+ "through",
+ "threat",
+ "foundation",
+ "fourier",
+ "fourty"};
@Test
public void testTSTPersistence() throws Exception {
- TSTLookup lookup = new TSTLookup();
- for (String k : keys) {
- lookup.add(k, new Float(k.length()));
- }
- File storeDir = new File(TEST_HOME());
- lookup.store(storeDir);
- lookup = new TSTLookup();
- lookup.load(storeDir);
- for (String k : keys) {
- Float val = (Float)lookup.get(k);
- assertNotNull(k, val);
- assertEquals(k, k.length(), val.intValue());
- }
+ runTest(TSTLookup.class, true);
}
@Test
public void testJaspellPersistence() throws Exception {
- JaspellLookup lookup = new JaspellLookup();
- for (String k : keys) {
- lookup.add(k, new Float(k.length()));
- }
- File storeDir = new File(TEST_HOME());
- lookup.store(storeDir);
- lookup = new JaspellLookup();
- lookup.load(storeDir);
- for (String k : keys) {
- Float val = (Float)lookup.get(k);
- assertNotNull(k, val);
- assertEquals(k, k.length(), val.intValue());
- }
+ runTest(JaspellLookup.class, true);
+ }
+
+ @Test
+ public void testFSTPersistence() throws Exception {
+ runTest(FSTLookup.class, false);
}
+ private void runTest(Class lookupClass,
+ boolean supportsExactWeights) throws Exception {
+
+ // Add all input keys.
+ Lookup lookup = lookupClass.newInstance();
+ TermFreq[] keys = new TermFreq[this.keys.length];
+ for (int i = 0; i < keys.length; i++)
+ keys[i] = new TermFreq(this.keys[i], (float) i);
+ lookup.build(new TermFreqArrayIterator(keys));
+
+ // Store the suggester.
+ File storeDir = new File(TEST_HOME());
+ lookup.store(storeDir);
+
+ // Re-read it from disk.
+ lookup = lookupClass.newInstance();
+ lookup.load(storeDir);
+
+ // Assert validity.
+ float previous = Float.NEGATIVE_INFINITY;
+ for (TermFreq k : keys) {
+ Float val = (Float) lookup.get(k.term);
+ assertNotNull(k.term, val);
+
+ if (supportsExactWeights) {
+ assertEquals(k.term, Float.valueOf(k.v), val);
+ } else {
+ assertTrue(val + ">=" + previous, val >= previous);
+ previous = val.floatValue();
+ }
+ }
+ }
}
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/SuggesterFSTTest.java b/solr/src/test/org/apache/solr/spelling/suggest/SuggesterFSTTest.java
new file mode 100644
index 00000000000..9dc62b85abe
--- /dev/null
+++ b/solr/src/test/org/apache/solr/spelling/suggest/SuggesterFSTTest.java
@@ -0,0 +1,7 @@
+package org.apache.solr.spelling.suggest;
+
+public class SuggesterFSTTest extends SuggesterTest {
+ public SuggesterFSTTest() {
+ super.requestUri = "/suggest_fst";
+ }
+}
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/SuggesterTSTTest.java b/solr/src/test/org/apache/solr/spelling/suggest/SuggesterTSTTest.java
new file mode 100644
index 00000000000..1fb336e8090
--- /dev/null
+++ b/solr/src/test/org/apache/solr/spelling/suggest/SuggesterTSTTest.java
@@ -0,0 +1,7 @@
+package org.apache.solr.spelling.suggest;
+
+public class SuggesterTSTTest extends SuggesterTest {
+ public SuggesterTSTTest() {
+ super.requestUri = "/suggest_tst";
+ }
+}
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/SuggesterTest.java b/solr/src/test/org/apache/solr/spelling/suggest/SuggesterTest.java
index 98ca32c5c8c..804842f27fb 100644
--- a/solr/src/test/org/apache/solr/spelling/suggest/SuggesterTest.java
+++ b/solr/src/test/org/apache/solr/spelling/suggest/SuggesterTest.java
@@ -17,28 +17,19 @@
package org.apache.solr.spelling.suggest;
-import org.apache.lucene.util.RamUsageEstimator;
+import java.io.File;
+
import org.apache.solr.SolrTestCaseJ4;
import org.apache.solr.common.params.SpellingParams;
-import org.apache.solr.spelling.suggest.Lookup.LookupResult;
-import org.apache.solr.spelling.suggest.jaspell.JaspellLookup;
-import org.apache.solr.spelling.suggest.tst.TSTLookup;
-import org.apache.solr.util.TermFreqIterator;
import org.junit.BeforeClass;
-import org.junit.Ignore;
import org.junit.Test;
-import com.google.common.collect.Lists;
-
-import java.io.File;
-import java.util.Arrays;
-import java.util.HashMap;
-import java.util.List;
-import java.util.Locale;
-import java.util.Map;
-import java.util.Random;
-
public class SuggesterTest extends SolrTestCaseJ4 {
+ /**
+ * Expected URI at which the given suggester will live.
+ */
+ protected String requestUri = "/suggest";
+
@BeforeClass
public static void beforeClass() throws Exception {
initCore("solrconfig-spellchecker.xml","schema-spellchecker.xml");
@@ -59,10 +50,9 @@ public class SuggesterTest extends SolrTestCaseJ4 {
@Test
public void testSuggestions() throws Exception {
addDocs();
-
assertU(commit()); // configured to do a rebuild on commit
- assertQ(req("qt","/suggest", "q","ac", SpellingParams.SPELLCHECK_COUNT, "2", SpellingParams.SPELLCHECK_ONLY_MORE_POPULAR, "true"),
+ assertQ(req("qt", requestUri, "q", "ac", SpellingParams.SPELLCHECK_COUNT, "2", SpellingParams.SPELLCHECK_ONLY_MORE_POPULAR, "true"),
"//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/int[@name='numFound'][.='2']",
"//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/arr[@name='suggestion']/str[1][.='acquire']",
"//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/arr[@name='suggestion']/str[2][.='accommodate']"
@@ -82,12 +72,12 @@ public class SuggesterTest extends SolrTestCaseJ4 {
dataDir = data;
configString = config;
initCore();
- assertQ(req("qt","/suggest", "q","ac", SpellingParams.SPELLCHECK_COUNT, "2", SpellingParams.SPELLCHECK_ONLY_MORE_POPULAR, "true"),
+ assertQ(req("qt", requestUri, "q", "ac", SpellingParams.SPELLCHECK_COUNT, "2", SpellingParams.SPELLCHECK_ONLY_MORE_POPULAR, "true"),
"//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/int[@name='numFound'][.='2']",
"//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/arr[@name='suggestion']/str[1][.='acquire']",
"//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/arr[@name='suggestion']/str[2][.='accommodate']"
);
-
+
// restore the property
System.setProperty("solr.test.leavedatadir", leaveData);
}
@@ -96,132 +86,13 @@ public class SuggesterTest extends SolrTestCaseJ4 {
public void testRebuild() throws Exception {
addDocs();
assertU(commit());
- assertQ(req("qt","/suggest", "q","ac", SpellingParams.SPELLCHECK_COUNT, "2", SpellingParams.SPELLCHECK_ONLY_MORE_POPULAR, "true"),
- "//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/int[@name='numFound'][.='2']");
+ assertQ(req("qt", requestUri, "q", "ac", SpellingParams.SPELLCHECK_COUNT, "2", SpellingParams.SPELLCHECK_ONLY_MORE_POPULAR, "true"),
+ "//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/int[@name='numFound'][.='2']");
assertU(adoc("id", "4",
"text", "actually"
));
assertU(commit());
- assertQ(req("qt","/suggest", "q","ac", SpellingParams.SPELLCHECK_COUNT, "2", SpellingParams.SPELLCHECK_ONLY_MORE_POPULAR, "true"),
- "//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/int[@name='numFound'][.='2']");
- }
-
-
- private TermFreqIterator getTFIT() {
- final int count = 100000;
- TermFreqIterator tfit = new TermFreqIterator() {
- Random r = new Random(1234567890L);
- Random r1 = new Random(1234567890L);
- int pos;
-
- public float freq() {
- return r1.nextInt(4);
- }
-
- public boolean hasNext() {
- return pos < count;
- }
-
- public String next() {
- pos++;
- return Long.toString(r.nextLong());
- }
-
- public void remove() {
- throw new UnsupportedOperationException();
- }
-
- };
- return tfit;
- }
-
- static class Bench {
- long buildTime;
- long lookupTime;
- }
-
- @Test @Ignore
- public void testBenchmark() throws Exception {
- final List> benchmarkClasses = Lists.newArrayList();
- benchmarkClasses.add(JaspellLookup.class);
- benchmarkClasses.add(TSTLookup.class);
-
- // Run a single pass just to see if everything works fine and provide size estimates.
- final RamUsageEstimator rue = new RamUsageEstimator();
- for (Class cls : benchmarkClasses) {
- Lookup lookup = singleBenchmark(cls, null);
- System.err.println(
- String.format(Locale.ENGLISH,
- "%20s, size[B]=%,d",
- lookup.getClass().getSimpleName(),
- rue.estimateRamUsage(lookup)));
- }
-
- int warmupCount = 10;
- int measuredCount = 100;
- for (Class cls : benchmarkClasses) {
- Bench b = fullBenchmark(cls, warmupCount, measuredCount);
- System.err.println(String.format(Locale.ENGLISH,
- "%s: buildTime[ms]=%,d lookupTime[ms]=%,d",
- cls.getSimpleName(),
- (b.buildTime / measuredCount),
- (b.lookupTime / measuredCount / 1000000)));
- }
- }
-
- private Lookup singleBenchmark(Class cls, Bench bench) throws Exception {
- Lookup lookup = cls.newInstance();
-
- long start = System.currentTimeMillis();
- lookup.build(getTFIT());
- long buildTime = System.currentTimeMillis() - start;
-
- TermFreqIterator tfit = getTFIT();
- long elapsed = 0;
- while (tfit.hasNext()) {
- String key = tfit.next();
- // take only the first part of the key
- int len = key.length() > 4 ? key.length() / 3 : 2;
- String prefix = key.substring(0, len);
- start = System.nanoTime();
- List res = lookup.lookup(prefix, true, 10);
- elapsed += System.nanoTime() - start;
- assertTrue(res.size() > 0);
- for (LookupResult lr : res) {
- assertTrue(lr.key.startsWith(prefix));
- }
- }
-
- if (bench != null) {
- bench.buildTime += buildTime;
- bench.lookupTime += elapsed;
- }
-
- return lookup;
- }
-
- private Bench fullBenchmark(Class cls, int warmupCount, int measuredCount) throws Exception {
- System.err.println("* Running " + measuredCount + " iterations for " + cls.getSimpleName() + " ...");
- System.err.println(" - warm-up " + warmupCount + " iterations...");
- for (int i = 0; i < warmupCount; i++) {
- System.runFinalization();
- System.gc();
- singleBenchmark(cls, null);
- }
-
- Bench b = new Bench();
- System.err.print(" - main iterations:"); System.err.flush();
- for (int i = 0; i < measuredCount; i++) {
- System.runFinalization();
- System.gc();
- singleBenchmark(cls, b);
- if (i > 0 && (i % 10 == 0)) {
- System.err.print(" " + i);
- System.err.flush();
- }
- }
-
- System.err.println();
- return b;
+ assertQ(req("qt", requestUri, "q", "ac", SpellingParams.SPELLCHECK_COUNT, "2", SpellingParams.SPELLCHECK_ONLY_MORE_POPULAR, "true"),
+ "//lst[@name='spellcheck']/lst[@name='suggestions']/lst[@name='ac']/int[@name='numFound'][.='2']");
}
}
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/TermFreq.java b/solr/src/test/org/apache/solr/spelling/suggest/TermFreq.java
new file mode 100644
index 00000000000..c59e5bd74ac
--- /dev/null
+++ b/solr/src/test/org/apache/solr/spelling/suggest/TermFreq.java
@@ -0,0 +1,11 @@
+package org.apache.solr.spelling.suggest;
+
+public final class TermFreq {
+ public final String term;
+ public final float v;
+
+ public TermFreq(String term, float v) {
+ this.term = term;
+ this.v = v;
+ }
+}
\ No newline at end of file
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/TermFreqArrayIterator.java b/solr/src/test/org/apache/solr/spelling/suggest/TermFreqArrayIterator.java
new file mode 100644
index 00000000000..7246edd56cd
--- /dev/null
+++ b/solr/src/test/org/apache/solr/spelling/suggest/TermFreqArrayIterator.java
@@ -0,0 +1,40 @@
+package org.apache.solr.spelling.suggest;
+
+import java.util.Arrays;
+import java.util.Iterator;
+
+import org.apache.solr.util.TermFreqIterator;
+
+/**
+ * A {@link TermFreqIterator} over a sequence of {@link TermFreq}s.
+ */
+public final class TermFreqArrayIterator implements TermFreqIterator {
+ private final Iterator i;
+ private TermFreq current;
+
+ public TermFreqArrayIterator(Iterator i) {
+ this.i = i;
+ }
+
+ public TermFreqArrayIterator(TermFreq [] i) {
+ this(Arrays.asList(i));
+ }
+
+ public TermFreqArrayIterator(Iterable i) {
+ this(i.iterator());
+ }
+
+ public float freq() {
+ return current.v;
+ }
+
+ public boolean hasNext() {
+ return i.hasNext();
+ }
+
+ public String next() {
+ return (current = i.next()).term;
+ }
+
+ public void remove() { throw new UnsupportedOperationException(); }
+}
\ No newline at end of file
diff --git a/solr/src/test/org/apache/solr/spelling/suggest/fst/FSTLookupTest.java b/solr/src/test/org/apache/solr/spelling/suggest/fst/FSTLookupTest.java
new file mode 100644
index 00000000000..4097076ad35
--- /dev/null
+++ b/solr/src/test/org/apache/solr/spelling/suggest/fst/FSTLookupTest.java
@@ -0,0 +1,155 @@
+package org.apache.solr.spelling.suggest.fst;
+
+import java.util.Arrays;
+import java.util.List;
+import java.util.Locale;
+import java.util.Random;
+
+import org.apache.lucene.util.LuceneTestCase;
+import org.apache.solr.spelling.suggest.Lookup.LookupResult;
+import org.apache.solr.spelling.suggest.LookupBenchmarkTest;
+import org.apache.solr.spelling.suggest.TermFreq;
+import org.apache.solr.spelling.suggest.TermFreqArrayIterator;
+import org.junit.Assert;
+import org.junit.Before;
+import org.junit.Test;
+
+import com.google.common.collect.Lists;
+
+/**
+ * Unit tests for {@link FSTLookup}.
+ */
+public class FSTLookupTest extends LuceneTestCase {
+ public static TermFreq tf(String t, float v) {
+ return new TermFreq(t, v);
+ }
+
+ private FSTLookup lookup;
+
+ @Before
+ public void prepare() throws Exception {
+ final TermFreq[] keys = new TermFreq[] {
+ tf("one", 0.5f),
+ tf("oneness", 1),
+ tf("onerous", 1),
+ tf("onesimus", 1),
+ tf("two", 1),
+ tf("twofold", 1),
+ tf("twonk", 1),
+ tf("thrive", 1),
+ tf("through", 1),
+ tf("threat", 1),
+ tf("three", 1),
+ tf("foundation", 1),
+ tf("fourier", 1),
+ tf("four", 1),
+ tf("fourty", 1),
+ tf("xo", 1),
+ };
+
+ lookup = new FSTLookup();
+ lookup.build(new TermFreqArrayIterator(keys));
+ }
+
+ @Test
+ public void testExactMatchHighPriority() throws Exception {
+ assertMatchEquals(lookup.lookup("two", true, 1), "two/1.0");
+ }
+
+ @Test
+ public void testExactMatchLowPriority() throws Exception {
+ assertMatchEquals(lookup.lookup("one", true, 2),
+ "one/0.0",
+ "oneness/1.0");
+ }
+
+ @Test
+ public void testMiss() throws Exception {
+ assertMatchEquals(lookup.lookup("xyz", true, 1));
+ }
+
+ @Test
+ public void testAlphabeticWithWeights() throws Exception {
+ assertEquals(0, lookup.lookup("xyz", false, 1).size());
+ }
+
+ @Test
+ public void testFullMatchList() throws Exception {
+ assertMatchEquals(lookup.lookup("one", true, Integer.MAX_VALUE),
+ "oneness/1.0",
+ "onerous/1.0",
+ "onesimus/1.0",
+ "one/0.0");
+ }
+
+ @Test
+ public void testMultilingualInput() throws Exception {
+ List input = LookupBenchmarkTest.readTop50KWiki();
+
+ lookup = new FSTLookup();
+ lookup.build(new TermFreqArrayIterator(input));
+
+ for (TermFreq tf : input) {
+ assertTrue("Not found: " + tf.term, lookup.get(tf.term) != null);
+ assertEquals(tf.term, lookup.lookup(tf.term, true, 1).get(0).key);
+ }
+ }
+
+ @Test
+ public void testEmptyInput() throws Exception {
+ lookup = new FSTLookup();
+ lookup.build(new TermFreqArrayIterator(new TermFreq[0]));
+
+ assertMatchEquals(lookup.lookup("", true, 10));
+ }
+
+ @Test
+ public void testRandom() throws Exception {
+ List freqs = Lists.newArrayList();
+ Random rnd = random;
+ for (int i = 0; i < 5000; i++) {
+ freqs.add(new TermFreq("" + rnd.nextLong(), rnd.nextInt(100)));
+ }
+ lookup = new FSTLookup();
+ lookup.build(new TermFreqArrayIterator(freqs.toArray(new TermFreq[freqs.size()])));
+
+ for (TermFreq tf : freqs) {
+ final String term = tf.term;
+ for (int i = 1; i < term.length(); i++) {
+ String prefix = term.substring(0, i);
+ for (LookupResult lr : lookup.lookup(prefix, true, 10)) {
+ Assert.assertTrue(lr.key.startsWith(prefix));
+ }
+ }
+ }
+ }
+
+ private void assertMatchEquals(List res, String... expected) {
+ String [] result = new String [res.size()];
+ for (int i = 0; i < res.size(); i++)
+ result[i] = res.get(i).toString();
+
+ if (!Arrays.equals(expected, result)) {
+ int colLen = Math.max(maxLen(expected), maxLen(result));
+
+ StringBuilder b = new StringBuilder();
+ String format = "%" + colLen + "s " + "%" + colLen + "s\n";
+ b.append(String.format(Locale.ENGLISH, format, "Expected", "Result"));
+ for (int i = 0; i < Math.max(result.length, expected.length); i++) {
+ b.append(String.format(Locale.ENGLISH, format,
+ i < expected.length ? expected[i] : "--",
+ i < result.length ? result[i] : "--"));
+ }
+
+ System.err.println(b.toString());
+ fail("Expected different output:\n" + b.toString());
+ }
+ }
+
+ private int maxLen(String[] result) {
+ int len = 0;
+ for (String s : result)
+ len = Math.max(len, s.length());
+ return len;
+ }
+}