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authorJon Bratseth <bratseth@gmail.com>2021-09-17 00:03:14 +0200
committerJon Bratseth <bratseth@gmail.com>2021-09-17 00:03:14 +0200
commitef7854b61b38c6b1c1bd671b0c8e6d76554ce354 (patch)
tree7a57cc612a4ae58444a9652bc6fffa52d4401bbe /linguistics
parent583101eec4032dda2310df146962e8471d70f188 (diff)
Refactor to separate classes
Diffstat (limited to 'linguistics')
-rw-r--r--linguistics/src/main/java/com/yahoo/language/sentencepiece/Model.java62
-rw-r--r--linguistics/src/main/java/com/yahoo/language/sentencepiece/ResultBuilder.java47
-rw-r--r--linguistics/src/main/java/com/yahoo/language/sentencepiece/Scoring.java17
-rw-r--r--linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceAlgorithm.java92
-rw-r--r--linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEncoder.java210
-rw-r--r--linguistics/src/main/java/com/yahoo/language/sentencepiece/TokenType.java13
-rw-r--r--linguistics/src/main/java/com/yahoo/language/sentencepiece/Trie.java38
-rw-r--r--linguistics/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java3
8 files changed, 279 insertions, 203 deletions
diff --git a/linguistics/src/main/java/com/yahoo/language/sentencepiece/Model.java b/linguistics/src/main/java/com/yahoo/language/sentencepiece/Model.java
new file mode 100644
index 00000000000..1e2d5c87f66
--- /dev/null
+++ b/linguistics/src/main/java/com/yahoo/language/sentencepiece/Model.java
@@ -0,0 +1,62 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+//
+
+package com.yahoo.language.sentencepiece;
+
+import com.yahoo.io.IOUtils;
+import com.yahoo.language.Language;
+import sentencepiece.SentencepieceModel;
+
+import java.io.IOException;
+import java.nio.file.Path;
+
+/**
+ * A SentencePiece model
+ *
+ * @author bratseth
+ */
+final class Model {
+
+ final Path source;
+ final Language language;
+ final float minScore;
+ final float maxScore;
+ final Trie tokens = new Trie();
+
+ Model(Language language, Path path) {
+ try {
+ this.source = path;
+ this.language = language;
+ var sp = SentencepieceModel.ModelProto.parseFrom(IOUtils.readFileBytes(path.toFile()));
+ float minScore = Float.MAX_VALUE;
+ float maxScore = Float.MIN_VALUE;
+ for (int i = 0; i < sp.getPiecesCount(); i++) {
+ var piece = sp.getPieces(i);
+ tokens.add(toTokenType(piece.getType()), i, piece.getPiece(), piece.getScore());
+ minScore = Math.min(piece.getScore(), minScore);
+ maxScore = Math.max(piece.getScore(), maxScore);
+ }
+ this.minScore = minScore;
+ this.maxScore = maxScore;
+ } catch (IOException e) {
+ throw new IllegalArgumentException("Could not read a SentencePiece model from " + path, e);
+ }
+ }
+
+ private static TokenType toTokenType(SentencepieceModel.ModelProto.SentencePiece.Type type) {
+ switch (type) {
+ case USER_DEFINED : return TokenType.userDefined;
+ case UNKNOWN : return TokenType.unknown;
+ case NORMAL : return TokenType.text;
+ case CONTROL : return TokenType.control;
+ case UNUSED : return TokenType.unused;
+ default : throw new IllegalArgumentException("Unknkown token type " + type);
+ }
+ }
+
+ @Override
+ public String toString() {
+ return "SentencePiece model for " + language + ": '" + source + "'";
+ }
+
+}
diff --git a/linguistics/src/main/java/com/yahoo/language/sentencepiece/ResultBuilder.java b/linguistics/src/main/java/com/yahoo/language/sentencepiece/ResultBuilder.java
new file mode 100644
index 00000000000..2141505374c
--- /dev/null
+++ b/linguistics/src/main/java/com/yahoo/language/sentencepiece/ResultBuilder.java
@@ -0,0 +1,47 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+package com.yahoo.language.sentencepiece;
+
+/**
+ * Builds a result from a sentencepiece tokenization by being called for each segment in reverse
+ *
+ * @param <RESULTTYPE> the type of result this produces
+ * @author bratseth
+ */
+abstract class ResultBuilder<RESULTTYPE> {
+
+ private final RESULTTYPE result;
+
+ ResultBuilder(RESULTTYPE result) {
+ this.result = result;
+ }
+
+ /** Called for each segment, starting from the last and working backwards */
+ abstract void add(int start, int end, SentencePieceAlgorithm.SegmentEnd[] segmentEnds);
+
+ RESULTTYPE result() {return result;}
+
+ void build(String input, SentencePieceAlgorithm.SegmentEnd[] segmentEnds, boolean collapseUnknowns) {
+ if (collapseUnknowns) {
+ int segmentEnd = input.length();
+ int collapsedSegmentEnd = segmentEnd;
+ while (segmentEnd > 0) {
+ if (segmentEnds[segmentEnd].type != TokenType.unknown ) {
+ if (collapsedSegmentEnd != segmentEnd) { // We have deferred an unknown collapsed segment
+ add(segmentEnd, collapsedSegmentEnd, segmentEnds);
+ }
+ add(segmentEnds[segmentEnd].segmentStart, segmentEnd, segmentEnds);
+ collapsedSegmentEnd = segmentEnds[segmentEnd].segmentStart;
+ }
+ segmentEnd = segmentEnds[segmentEnd].segmentStart;
+ }
+ }
+ else {
+ int segmentEnd = input.length();
+ while (segmentEnd > 0) {
+ add(segmentEnds[segmentEnd].segmentStart, segmentEnd, segmentEnds);
+ segmentEnd = segmentEnds[segmentEnd].segmentStart;
+ }
+ }
+ }
+
+}
diff --git a/linguistics/src/main/java/com/yahoo/language/sentencepiece/Scoring.java b/linguistics/src/main/java/com/yahoo/language/sentencepiece/Scoring.java
new file mode 100644
index 00000000000..6c8560abee7
--- /dev/null
+++ b/linguistics/src/main/java/com/yahoo/language/sentencepiece/Scoring.java
@@ -0,0 +1,17 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+package com.yahoo.language.sentencepiece;
+
+/**
+ * The scoring strategy to use for picking segments
+ *
+ * @author bratseth
+ */
+public enum Scoring {
+
+ /** Find the segmentation that has the highest score */
+ highestScore,
+
+ /** Find the segmentation that has the fewest segments, resolve ties by score sum */
+ fewestSegments
+
+}
diff --git a/linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceAlgorithm.java b/linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceAlgorithm.java
new file mode 100644
index 00000000000..0446b13f0ee
--- /dev/null
+++ b/linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceAlgorithm.java
@@ -0,0 +1,92 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+//
+
+package com.yahoo.language.sentencepiece;
+
+/**
+ * SentencePiece algorithm implementation
+ *
+ * @author bratseth
+ */
+class SentencePieceAlgorithm {
+
+ // TODO: Support characters beyond BMP
+
+ static final char spaceSymbol = '▁';
+
+ private final boolean collapseUnknowns;
+ private final Scoring scoring;
+
+ SentencePieceAlgorithm(boolean collapseUnknowns, Scoring scoring) {
+ this.collapseUnknowns = collapseUnknowns;
+ this.scoring = scoring;
+ }
+
+ public <RESULTTYPE> void segment(String input, ResultBuilder<RESULTTYPE> resultBuilder, Model model) {
+ SegmentEnd[] segmentEnds = new SegmentEnd[input.length() + 1];
+ segmentEnds[0] = new SegmentEnd(TokenType.unknown, 0, 0, 0, 0);
+ int start = 0;
+ while (start < input.length()) { // segment from this position to the end of the text
+ Trie.Node node = model.tokens.root;
+ int characterPosition = start;
+ while (node != null && characterPosition < input.length()) { // traverse the trie one character at the time from this position
+ node = node.children.get(input.charAt(characterPosition++));
+ int length = characterPosition - start;
+ if (node != null && node.isToken() && node.type != TokenType.unused) {
+ float score = node.type == TokenType.userDefined ? (length * model.maxScore - 0.1f) : node.score;
+ addSegment(TokenType.text, node.id, start, characterPosition, score, segmentEnds);
+ }
+ else if (length == 1) { // add an 'unknown' length 1 token to make the next position reachable
+ addSegment(TokenType.unknown, 0, start, start + 1, model.minScore - 10.0f, segmentEnds);
+ }
+ }
+ start++;
+ }
+ resultBuilder.build(input, segmentEnds, collapseUnknowns);
+ }
+
+ private void addSegment(TokenType type, int id, int start, int end, float score, SegmentEnd[] segmentEnds) {
+ if (segmentEnds[end] == null ||
+ segmentEnds[start].scoreWith(score) > segmentEnds[end].score()) {
+ segmentEnds[end] = new SegmentEnd(type, id,
+ segmentEnds[start].pathScoreSum + score,
+ segmentEnds[start].pathSegmentCount + 1,
+ start);
+ }
+ }
+
+ final class SegmentEnd {
+
+ final TokenType type;
+ final int id;
+ final float pathScoreSum;
+ final int pathSegmentCount;
+ final int segmentStart;
+
+ SegmentEnd(TokenType type, int id, float pathScoreSum, int pathSegmentCount, int segmentStart) {
+ this.type = type;
+ this.id = id;
+ this.pathScoreSum = pathScoreSum;
+ this.pathSegmentCount = pathSegmentCount;
+ this.segmentStart = segmentStart;
+ }
+
+ public float score() {
+ switch (scoring) {
+ case fewestSegments: return 1f / pathSegmentCount * 10_000_000 + pathScoreSum;
+ case highestScore: return pathScoreSum;
+ default : throw new IllegalArgumentException("Unknown scoring " + scoring);
+ }
+ }
+
+ public float scoreWith(float additionalSegmentScore) {
+ switch (scoring) {
+ case fewestSegments: return 1f / (pathSegmentCount + 1) * 10_000_000 + (pathScoreSum + additionalSegmentScore );
+ case highestScore: return pathScoreSum + additionalSegmentScore;
+ default : throw new IllegalArgumentException("Unknown scoring " + scoring);
+ }
+ }
+
+ }
+
+}
diff --git a/linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEncoder.java b/linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEncoder.java
index 74ed79b267b..53e8513a611 100644
--- a/linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEncoder.java
+++ b/linguistics/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEncoder.java
@@ -4,16 +4,13 @@ package com.yahoo.language.sentencepiece;
import com.google.common.annotations.Beta;
import com.google.inject.Inject;
-import com.yahoo.io.IOUtils;
import com.yahoo.language.Language;
import com.yahoo.language.process.Encoder;
import com.yahoo.language.process.Segmenter;
import com.yahoo.tensor.Tensor;
import com.yahoo.tensor.TensorAddress;
import com.yahoo.tensor.TensorType;
-import sentencepiece.SentencepieceModel;
-import java.io.IOException;
import java.nio.file.Path;
import java.util.ArrayList;
import java.util.Collections;
@@ -33,32 +30,17 @@ import java.util.stream.Collectors;
@Beta
public class SentencePieceEncoder implements Segmenter, Encoder {
- // TODO: Support characters beyond BMP
- enum TokenType { text, control, userDefined, unknown, unused }
-
- /** The scoring strategy to use for picking segments */
- public enum Scoring {
- /** Find the segmentation that has the highest score */
- highestScore,
- /** Find the segmentation that has the fewest segments, resolve ties by score sum */
- fewestSegments
- }
-
- private static final char spaceSymbol = '▁';
-
- private final boolean collapseUnknowns;
- private final Scoring scoring;
-
private final Map<Language, Model> models;
+ private final SentencePieceAlgorithm algorithm;
+
@Inject
public SentencePieceEncoder(SentencePieceConfig config) {
this(new Builder(config));
}
public SentencePieceEncoder(Builder builder) {
- collapseUnknowns = builder.getCollapseUnknowns();
- scoring = builder.getScoring();
+ algorithm = new SentencePieceAlgorithm(builder.collapseUnknowns, builder.getScoring());
models = builder.getModels().entrySet()
.stream()
@@ -79,7 +61,7 @@ public class SentencePieceEncoder implements Segmenter, Encoder {
public List<String> segment(String rawInput, Language language) {
String input = normalize(rawInput);
var resultBuilder = new ResultBuilder<List<String>>(new ArrayList<>()) {
- public void add(int segmentStart, int segmentEnd, SegmentEnd[] segmentEnds) {
+ public void add(int segmentStart, int segmentEnd, SentencePieceAlgorithm.SegmentEnd[] segmentEnds) {
result().add(input.substring(segmentStart, segmentEnd));
}
};
@@ -98,7 +80,7 @@ public class SentencePieceEncoder implements Segmenter, Encoder {
@Override
public List<Integer> encode(String rawInput, Language language) {
var resultBuilder = new ResultBuilder<List<Integer>>(new ArrayList<>()) {
- public void add(int segmentStart, int segmentEnd, SegmentEnd[] segmentEnds) {
+ public void add(int segmentStart, int segmentEnd, SentencePieceAlgorithm.SegmentEnd[] segmentEnds) {
result().add(segmentEnds[segmentEnd].id);
}
};
@@ -148,29 +130,10 @@ public class SentencePieceEncoder implements Segmenter, Encoder {
}
}
- private <RESULTTYPE> void segment(String input, Language language, ResultBuilder<RESULTTYPE> resultBuilder) {
+ private <RESULTTYPE> void segment(String input, Language language,
+ ResultBuilder<RESULTTYPE> resultBuilder) {
Model model = resolveFrom(language);
-
- SegmentEnd[] segmentEnds = new SegmentEnd[input.length() + 1];
- segmentEnds[0] = new SegmentEnd(TokenType.unknown, 0, 0, 0, 0);
- int start = 0;
- while (start < input.length()) { // segment from this position to the end of the text
- Trie.Node node = model.tokens.root;
- int characterPosition = start;
- while (node != null && characterPosition < input.length()) { // traverse the trie one character at the time from this position
- node = node.children.get(input.charAt(characterPosition++));
- int length = characterPosition - start;
- if (node != null && node.isToken() && node.type != TokenType.unused) {
- float score = node.type == TokenType.userDefined ? (length * model.maxScore - 0.1f) : node.score;
- addSegment(TokenType.text, node.id, start, characterPosition, score, segmentEnds);
- }
- else if (length == 1) { // add an 'unknown' length 1 token to make the next position reachable
- addSegment(TokenType.unknown, 0, start, start + 1, model.minScore - 10.0f, segmentEnds);
- }
- }
- start++;
- }
- createResult(input, segmentEnds, resultBuilder);
+ algorithm.segment(input, resultBuilder, model);
}
private Model resolveFrom(Language language) {
@@ -180,88 +143,6 @@ public class SentencePieceEncoder implements Segmenter, Encoder {
throw new IllegalArgumentException("No SentencePiece model for language " + language + " is configured");
}
- private void addSegment(TokenType type, int id, int start, int end, float score, SegmentEnd[] segmentEnds) {
- if (segmentEnds[end] == null ||
- segmentEnds[start].scoreWith(score) > segmentEnds[end].score()) {
- segmentEnds[end] = new SegmentEnd(type, id,
- segmentEnds[start].pathScoreSum + score,
- segmentEnds[start].pathSegmentCount + 1,
- start);
- }
- }
-
- private <RESULTTYPE> void createResult(String input, SegmentEnd[] segmentEnds, ResultBuilder<RESULTTYPE> resultBuilder) {
- if (collapseUnknowns) {
- int segmentEnd = input.length();
- int collapsedSegmentEnd = segmentEnd;
- while (segmentEnd > 0) {
- if (segmentEnds[segmentEnd].type != TokenType.unknown ) {
- if (collapsedSegmentEnd != segmentEnd) { // We have deferred an unknown collapsed segment
- resultBuilder.add(segmentEnd, collapsedSegmentEnd, segmentEnds);
- }
- resultBuilder.add(segmentEnds[segmentEnd].segmentStart, segmentEnd, segmentEnds);
- collapsedSegmentEnd = segmentEnds[segmentEnd].segmentStart;
- }
- segmentEnd = segmentEnds[segmentEnd].segmentStart;
- }
- }
- else {
- int segmentEnd = input.length();
- while (segmentEnd > 0) {
- resultBuilder.add(segmentEnds[segmentEnd].segmentStart, segmentEnd, segmentEnds);
- segmentEnd = segmentEnds[segmentEnd].segmentStart;
- }
- }
- }
-
- private static abstract class ResultBuilder<RESULTTYPE> {
-
- private final RESULTTYPE result;
-
- ResultBuilder(RESULTTYPE result) {
- this.result = result;
- }
-
- abstract void add(int start, int end, SegmentEnd[] segmentEnds);
-
- RESULTTYPE result() { return result; }
-
- }
-
- private final class SegmentEnd {
-
- final TokenType type;
- final int id;
- final float pathScoreSum;
- final int pathSegmentCount;
- final int segmentStart;
-
- SegmentEnd(TokenType type, int id, float pathScoreSum, int pathSegmentCount, int segmentStart) {
- this.type = type;
- this.id = id;
- this.pathScoreSum = pathScoreSum;
- this.pathSegmentCount = pathSegmentCount;
- this.segmentStart = segmentStart;
- }
-
- public float score() {
- switch (scoring) {
- case fewestSegments: return 1f / pathSegmentCount * 10_000_000 + pathScoreSum;
- case highestScore: return pathScoreSum;
- default : throw new IllegalArgumentException("Unknown scoring " + scoring);
- }
- }
-
- public float scoreWith(float additionalSegmentScore) {
- switch (scoring) {
- case fewestSegments: return 1f / (pathSegmentCount + 1) * 10_000_000 + (pathScoreSum + additionalSegmentScore );
- case highestScore: return pathScoreSum + additionalSegmentScore;
- default : throw new IllegalArgumentException("Unknown scoring " + scoring);
- }
- }
-
- }
-
public String normalize(String s) {
StringBuilder b = new StringBuilder(s.length() + 1);
boolean queuedSpace = true; // Always start by one space
@@ -272,7 +153,7 @@ public class SentencePieceEncoder implements Segmenter, Encoder {
}
else {
if (queuedSpace) {
- b.append(spaceSymbol);
+ b.append(SentencePieceAlgorithm.spaceSymbol);
queuedSpace = false;
}
b.append(c);
@@ -281,79 +162,6 @@ public class SentencePieceEncoder implements Segmenter, Encoder {
return b.toString();
}
- private static TokenType toTokenType(SentencepieceModel.ModelProto.SentencePiece.Type type) {
- switch (type) {
- case USER_DEFINED : return TokenType.userDefined;
- case UNKNOWN : return TokenType.unknown;
- case NORMAL : return TokenType.text;
- case CONTROL : return TokenType.control;
- case UNUSED : return TokenType.unused;
- default : throw new IllegalArgumentException("Unknkown token type " + type);
- }
- }
-
- private static class Trie {
-
- final Node root = new Node();
-
- void add(TokenType type, int id, String word, float score) {
- Node current = root;
- for (char l : word.toCharArray())
- current = current.children.computeIfAbsent(l, c -> new Node());
- current.type = type;
- current.id = id;
- current.score = score;
- }
-
- static class Node {
-
- Integer id;
- TokenType type;
- Float score;
- private final Map<Character, Node> children = new HashMap<>();
-
- boolean isToken() { return type != null; }
-
- }
-
- }
-
- private static final class Model {
-
- final Path source;
- final Language language;
- final float minScore;
- final float maxScore;
- final Trie tokens = new Trie();
-
- Model(Language language, Path path) {
- try {
- this.source = path;
- this.language = language;
- var sp = SentencepieceModel.ModelProto.parseFrom(IOUtils.readFileBytes(path.toFile()));
- float minScore = Float.MAX_VALUE;
- float maxScore = Float.MIN_VALUE;
- for (int i = 0; i < sp.getPiecesCount(); i++) {
- var piece = sp.getPieces(i);
- tokens.add(toTokenType(piece.getType()), i, piece.getPiece(), piece.getScore());
- minScore = Math.min(piece.getScore(), minScore);
- maxScore = Math.max(piece.getScore(), maxScore);
- }
- this.minScore = minScore;
- this.maxScore = maxScore;
- }
- catch (IOException e) {
- throw new IllegalArgumentException("Could not read a SentencePiece model from " + path, e);
- }
- }
-
- @Override
- public String toString() {
- return "SentencePiece model for " + language + ": '" + source + "'";
- }
-
- }
-
public static class Builder {
private final Map<Language, Path> models = new HashMap<>();
diff --git a/linguistics/src/main/java/com/yahoo/language/sentencepiece/TokenType.java b/linguistics/src/main/java/com/yahoo/language/sentencepiece/TokenType.java
new file mode 100644
index 00000000000..ac78b5c78a6
--- /dev/null
+++ b/linguistics/src/main/java/com/yahoo/language/sentencepiece/TokenType.java
@@ -0,0 +1,13 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+//
+
+package com.yahoo.language.sentencepiece;
+
+/**
+ * SentencePiece token types
+ *
+ * @author bratseth
+ */
+enum TokenType {
+ text, control, userDefined, unknown, unused
+}
diff --git a/linguistics/src/main/java/com/yahoo/language/sentencepiece/Trie.java b/linguistics/src/main/java/com/yahoo/language/sentencepiece/Trie.java
new file mode 100644
index 00000000000..ca54d94f88a
--- /dev/null
+++ b/linguistics/src/main/java/com/yahoo/language/sentencepiece/Trie.java
@@ -0,0 +1,38 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+//
+
+package com.yahoo.language.sentencepiece;
+
+import java.util.HashMap;
+import java.util.Map;
+
+/**
+ * A simple trie for sentencepiece token lookup
+ *
+ * @author bratseth
+ */
+public class Trie {
+
+ final Node root = new Node();
+
+ void add(TokenType type, int id, String word, float score) {
+ Node current = root;
+ for (char l : word.toCharArray())
+ current = current.children.computeIfAbsent(l, c -> new Node());
+ current.type = type;
+ current.id = id;
+ current.score = score;
+ }
+
+ static class Node {
+
+ Integer id;
+ TokenType type;
+ Float score;
+ final Map<Character, Node> children = new HashMap<>();
+
+ boolean isToken() { return type != null; }
+
+ }
+
+}
diff --git a/linguistics/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java b/linguistics/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java
index 5b77324a6fc..d60d7386d4b 100644
--- a/linguistics/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java
+++ b/linguistics/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java
@@ -3,7 +3,6 @@
package com.yahoo.language.sentencepiece;
import com.yahoo.language.Language;
-import com.yahoo.tensor.Tensor;
import org.junit.Test;
import java.io.File;
@@ -69,7 +68,7 @@ public class SentencePieceTest {
public void testHighestScore() {
var tester = new SentencePieceTester(new SentencePieceEncoder.Builder()
.addDefaultModel(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath())
- .setScoring(SentencePieceEncoder.Scoring.highestScore));
+ .setScoring(Scoring.highestScore));
tester.assertSegmented("h", "▁h");
tester.assertSegmented("he", "▁he");
tester.assertSegmented("hel", "▁h", "el");