Add a BERT embedder

author: Jon Bratseth <bratseth@gmail.com> 2021-12-16 18:35:11 +0100
committer: Jon Bratseth <bratseth@gmail.com> 2021-12-16 18:35:11 +0100
commit: 767cb63af0f530605180f5438767406e1db27520 (patch)
tree: c0ea9e8ec4ded2dea6064a45334e6f8a1408f7b8 /linguistics-components
parent: 1eefb9854bcd7ca264889239b32e7fc8c8830672 (diff)
10 files changed, 31009 insertions, 43 deletions
diff --git a/linguistics-components/abi-spec.json b/linguistics-components/abi-spec.json
index f1deac67dc2..6dba8b602bd 100644
--- a/linguistics-components/abi-spec.json
+++ b/linguistics-components/abi-spec.json
@@ -1,4 +1,132 @@
 {
+  "com.yahoo.language.bert.BertConfig$Builder": {
+    "superClass": "java.lang.Object",
+    "interfaces": [
+      "com.yahoo.config.ConfigInstance$Builder"
+    ],
+    "attributes": [
+      "public"
+    ],
+    "methods": [
+      "public void <init>()",
+      "public void <init>(com.yahoo.language.bert.BertConfig)",
+      "public com.yahoo.language.bert.BertConfig$Builder model(com.yahoo.language.bert.BertConfig$Model$Builder)",
+      "public com.yahoo.language.bert.BertConfig$Builder model(java.util.function.Consumer)",
+      "public com.yahoo.language.bert.BertConfig$Builder model(java.util.List)",
+      "public final boolean dispatchGetConfig(com.yahoo.config.ConfigInstance$Producer)",
+      "public final java.lang.String getDefMd5()",
+      "public final java.lang.String getDefName()",
+      "public final java.lang.String getDefNamespace()",
+      "public final boolean getApplyOnRestart()",
+      "public final void setApplyOnRestart(boolean)",
+      "public com.yahoo.language.bert.BertConfig build()"
+    ],
+    "fields": [
+      "public java.util.List model"
+    ]
+  },
+  "com.yahoo.language.bert.BertConfig$Model$Builder": {
+    "superClass": "java.lang.Object",
+    "interfaces": [
+      "com.yahoo.config.ConfigBuilder"
+    ],
+    "attributes": [
+      "public"
+    ],
+    "methods": [
+      "public void <init>()",
+      "public void <init>(com.yahoo.language.bert.BertConfig$Model)",
+      "public com.yahoo.language.bert.BertConfig$Model$Builder language(java.lang.String)",
+      "public com.yahoo.language.bert.BertConfig$Model$Builder path(com.yahoo.config.FileReference)",
+      "public com.yahoo.language.bert.BertConfig$Model build()"
+    ],
+    "fields": []
+  },
+  "com.yahoo.language.bert.BertConfig$Model": {
+    "superClass": "com.yahoo.config.InnerNode",
+    "interfaces": [],
+    "attributes": [
+      "public",
+      "final"
+    ],
+    "methods": [
+      "public void <init>(com.yahoo.language.bert.BertConfig$Model$Builder)",
+      "public java.lang.String language()",
+      "public java.nio.file.Path path()"
+    ],
+    "fields": []
+  },
+  "com.yahoo.language.bert.BertConfig$Producer": {
+    "superClass": "java.lang.Object",
+    "interfaces": [
+      "com.yahoo.config.ConfigInstance$Producer"
+    ],
+    "attributes": [
+      "public",
+      "interface",
+      "abstract"
+    ],
+    "methods": [
+      "public abstract void getConfig(com.yahoo.language.bert.BertConfig$Builder)"
+    ],
+    "fields": []
+  },
+  "com.yahoo.language.bert.BertConfig": {
+    "superClass": "com.yahoo.config.ConfigInstance",
+    "interfaces": [],
+    "attributes": [
+      "public",
+      "final"
+    ],
+    "methods": [
+      "public static java.lang.String getDefMd5()",
+      "public static java.lang.String getDefName()",
+      "public static java.lang.String getDefNamespace()",
+      "public static java.lang.String getDefVersion()",
+      "public void <init>(com.yahoo.language.bert.BertConfig$Builder)",
+      "public java.util.List model()",
+      "public com.yahoo.language.bert.BertConfig$Model model(int)"
+    ],
+    "fields": [
+      "public static final java.lang.String CONFIG_DEF_MD5",
+      "public static final java.lang.String CONFIG_DEF_NAME",
+      "public static final java.lang.String CONFIG_DEF_NAMESPACE",
+      "public static final java.lang.String CONFIG_DEF_VERSION",
+      "public static final java.lang.String[] CONFIG_DEF_SCHEMA"
+    ]
+  },
+  "com.yahoo.language.bert.BertEmbedder$Builder": {
+    "superClass": "java.lang.Object",
+    "interfaces": [],
+    "attributes": [
+      "public"
+    ],
+    "methods": [
+      "public void <init>()",
+      "public void addModel(com.yahoo.language.Language, java.nio.file.Path)",
+      "public com.yahoo.language.bert.BertEmbedder$Builder addDefaultModel(java.nio.file.Path)",
+      "public java.util.Map getModels()",
+      "public com.yahoo.language.bert.BertEmbedder build()"
+    ],
+    "fields": []
+  },
+  "com.yahoo.language.bert.BertEmbedder": {
+    "superClass": "java.lang.Object",
+    "interfaces": [
+      "com.yahoo.language.process.Embedder",
+      "com.yahoo.language.process.Segmenter"
+    ],
+    "attributes": [
+      "public"
+    ],
+    "methods": [
+      "public void <init>(com.yahoo.language.bert.BertConfig)",
+      "public java.util.List segment(java.lang.String, com.yahoo.language.Language)",
+      "public java.util.List embed(java.lang.String, com.yahoo.language.process.Embedder$Context)",
+      "public com.yahoo.tensor.Tensor embed(java.lang.String, com.yahoo.language.process.Embedder$Context, com.yahoo.tensor.TensorType)"
+    ],
+    "fields": []
+  },
   "com.yahoo.language.sentencepiece.Scoring": {
     "superClass": "java.lang.Enum",
     "interfaces": [],
diff --git a/linguistics-components/src/main/java/com/yahoo/language/bert/BertEmbedder.java b/linguistics-components/src/main/java/com/yahoo/language/bert/BertEmbedder.java
new file mode 100644
index 00000000000..c2b19391e74
--- /dev/null
+++ b/linguistics-components/src/main/java/com/yahoo/language/bert/BertEmbedder.java
@@ -0,0 +1,131 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+package com.yahoo.language.bert;
+
+import com.google.inject.Inject;
+import com.yahoo.language.tools.Embed;
+import com.yahoo.language.Language;
+import com.yahoo.language.process.Embedder;
+import com.yahoo.language.process.Segmenter;
+import com.yahoo.language.process.Tokenizer;
+import com.yahoo.language.simple.SimpleLinguistics;
+import com.yahoo.tensor.Tensor;
+import com.yahoo.tensor.TensorType;
+
+import java.nio.file.Path;
+import java.util.EnumMap;
+import java.util.List;
+import java.util.Map;
+import java.util.stream.Collectors;
+
+/**
+ * An embedder to use with BERT models: Text is tokenized into tokens from a configured vocabulary,
+ * and optionally returned as a 1-d dense tensor of token ids.
+ *
+ * @author bratseth
+ */
+public class BertEmbedder implements Embedder, Segmenter {
+
+    private final Map<Language, Model> models;
+
+    private final Tokenizer tokenizer;
+
+    @Inject
+    public BertEmbedder(BertConfig config) {
+        this(new Builder(config));
+    }
+
+    private BertEmbedder(Builder builder) {
+        super();
+        this.tokenizer = new SimpleLinguistics().getTokenizer(); // always just split on spaces etc. and lowercase
+        models = builder.getModels().entrySet()
+                        .stream()
+                        .map(e -> new Model(e.getKey(), e.getValue()))
+                        .collect(Collectors.toUnmodifiableMap(m -> m.language, m -> m));
+        if (models.isEmpty())
+            throw new IllegalArgumentException("BertEmbedder requires at least one model configured");
+    }
+
+    /**
+     * Segments the given text into token segments from the BERT vocabulary.
+     *
+     * @param text the text to segment. The text should be of a language using space-separated words.
+     * @return the list of zero or more token ids resulting from segmenting the input text
+     */
+    @Override
+    public List<String> segment(String text, Language language) {
+        return resolveModelFrom(language).segment(text, tokenizer);
+    }
+
+    /**
+     * Segments the given text into token segments from the BERT vocabulary and returns the token ids.
+     *
+     * @param text the text to segment. The text should be of a language using space-separated words.
+     * @param context the context which specifies the language used to select a model
+     * @return the list of zero or more token ids resulting from segmenting the input text
+     */
+    @Override
+    public List<Integer> embed(String text, Context context) {
+        return resolveModelFrom(context.getLanguage()).embed(text, tokenizer);
+    }
+
+    /**
+     * <p>Embeds text into a tensor.</p>
+     *
+     * <p>If the tensor type is indexed 1-d (bound or unbound) this will return a tensor containing the token ids in the order
+     * they were encountered in the text. If the dimension is bound and too large it will be zero padded, if too small
+     * it will be truncated.</p>
+     *
+     * <p>If the tensor is any other type IllegalArgumentException is thrown.</p>
+     *
+     * @param text the text to segment. The text should be of a language using space-separated words.
+     * @param context the context which specifies the language used to select a model
+     * @return the list of zero or more token ids resulting from segmenting the input text
+     */
+    @Override
+    public Tensor embed(String text, Context context, TensorType type) {
+        return Embed.asTensor(text, this, context, type);
+    }
+
+    private Model resolveModelFrom(Language language) {
+        // Disregard language if there is default model
+        if (models.size() == 1 && models.containsKey(Language.UNKNOWN)) return models.get(Language.UNKNOWN);
+        if (models.containsKey(language)) return models.get(language);
+        throw new IllegalArgumentException("No BERT model for language " + language + " is configured");
+    }
+
+    public static class Builder {
+
+        private final Map<Language, Path> models = new EnumMap<>(Language.class);
+
+        public Builder() {
+        }
+
+        private Builder(BertConfig config) {
+            for (BertConfig.Model model : config.model())
+                addModel(Language.fromLanguageTag(model.language()), model.path());
+        }
+
+        public void addModel(Language language, Path model) {
+            models.put(language, model);
+        }
+
+        /**
+         * Adds the model that will be used if the language is unknown, OR only one model is specified.
+         * The same as addModel(Language.UNKNOWN, model).
+         */
+        public BertEmbedder.Builder addDefaultModel(Path model) {
+            addModel(Language.UNKNOWN, model);
+            return this;
+        }
+
+        public Map<Language, Path> getModels() { return models; }
+
+        public BertEmbedder build() {
+            if (models.isEmpty()) throw new IllegalStateException("At least one model must be supplied");
+            return new BertEmbedder(this);
+        }
+
+    }
+
+}
+
diff --git a/linguistics-components/src/main/java/com/yahoo/language/bert/Model.java b/linguistics-components/src/main/java/com/yahoo/language/bert/Model.java
new file mode 100644
index 00000000000..54f37d597ce
--- /dev/null
+++ b/linguistics-components/src/main/java/com/yahoo/language/bert/Model.java
@@ -0,0 +1,105 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+package com.yahoo.language.bert;
+
+import com.yahoo.collections.Tuple2;
+import com.yahoo.language.Language;
+import com.yahoo.language.process.StemMode;
+import com.yahoo.language.process.Token;
+import com.yahoo.language.process.Tokenizer;
+
+import java.io.BufferedReader;
+import java.io.FileInputStream;
+import java.io.IOException;
+import java.io.InputStreamReader;
+import java.nio.charset.StandardCharsets;
+import java.nio.file.Path;
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.NavigableMap;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+/**
+ * A BERT embedder "model" - just a vocabulary of strings with a fixed id (index).
+ *
+ * Adapted from
+ * https://github.com/eclipse/deeplearning4j/blob/master/deeplearning4j/deeplearning4j-nlp-parent/deeplearning4j-nlp/src/main/java/org/deeplearning4j/text/tokenization/tokenizer/BertWordPieceTokenizer.java
+ * licensed under the Apache License, Version 2.0
+ *
+ * @author bergum
+ * @author bratseth
+ */
+class Model {
+
+    final Path source;
+    final Language language;
+    private final NavigableMap<String, Integer> vocabulary;
+    private final Map<Integer, String> tokenId2Token;
+
+    Model(Language language, Path path) {
+        this.source = path;
+        this.language = language;
+
+        this.vocabulary = new TreeMap<>(Collections.reverseOrder());
+        this.tokenId2Token = new HashMap<>();
+        try (BufferedReader reader = new BufferedReader(new InputStreamReader(new FileInputStream(path.toFile()),
+                                                                              StandardCharsets.UTF_8))) {
+            String token;
+            int i = 0;
+            while ((token = reader.readLine()) != null) {
+                this.vocabulary.put(token, i);
+                this.tokenId2Token.put(i, token);
+                i++;
+            }
+        }
+        catch (IOException e) {
+            throw new IllegalArgumentException("Could not read a BERT model from " + path, e);
+        }
+
+    }
+
+    public List<Integer> embed(String text, Tokenizer tokenizer) {
+        List<Integer> ids = new ArrayList<>();
+        text = text.toLowerCase();
+        for (Token t : tokenizer.tokenize(text, language, StemMode.NONE, true)) {
+            String originalToken = t.getTokenString();
+            String candidate = originalToken;
+            int count = 0;
+            while (candidate.length() > 0 && !"##".equals(candidate)) {
+                Tuple2<String, Integer> entry = findLongestSubstring(candidate);
+                if (entry == null) break;
+                ids.add(entry.second);
+                candidate = "##" + candidate.substring(entry.first.length());
+                if (count++ > originalToken.length()) break;
+            }
+        }
+
+        return ids;
+    }
+
+    public List<String> segment(String text, Tokenizer tokenizer) {
+        return embed(text, tokenizer).stream().map(tokenId -> tokenId2Token.get(tokenId)).collect(Collectors.toList());
+    }
+
+    private Tuple2<String, Integer> findLongestSubstring(String candidate) {
+        NavigableMap<String, Integer> tailMap = this.vocabulary.tailMap(candidate, true);
+        if (tailMap.isEmpty())
+            return null;
+        String longestSubstring = tailMap.firstKey();
+        Integer id = tailMap.firstEntry().getValue();
+        int subStringLength = Math.min(candidate.length(), longestSubstring.length());
+        while (!candidate.startsWith(longestSubstring)) {
+            subStringLength--;
+            tailMap = tailMap.tailMap(candidate.substring(0, subStringLength), true);
+            if (tailMap.isEmpty())
+                return null;
+            longestSubstring = tailMap.firstKey();
+            id = tailMap.firstEntry().getValue();
+        }
+        return new Tuple2<>(longestSubstring, id);
+    }
+
+}
diff --git a/linguistics-components/src/main/java/com/yahoo/language/bert/package-info.java b/linguistics-components/src/main/java/com/yahoo/language/bert/package-info.java
new file mode 100644
index 00000000000..e3f612f4114
--- /dev/null
+++ b/linguistics-components/src/main/java/com/yahoo/language/bert/package-info.java
@@ -0,0 +1,7 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+@ExportPackage
+@PublicApi
+package com.yahoo.language.bert;
+
+import com.yahoo.api.annotations.PublicApi;
+import com.yahoo.osgi.annotation.ExportPackage;
diff --git a/linguistics-components/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEmbedder.java b/linguistics-components/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEmbedder.java
index 3afc85300d4..ff7f4ae42bc 100644
--- a/linguistics-components/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEmbedder.java
+++ b/linguistics-components/src/main/java/com/yahoo/language/sentencepiece/SentencePieceEmbedder.java
@@ -3,17 +3,17 @@ package com.yahoo.language.sentencepiece;
 
 import com.yahoo.api.annotations.Beta;
 import com.google.inject.Inject;
+import com.yahoo.language.tools.Embed;
 import com.yahoo.language.Language;
 import com.yahoo.language.process.Embedder;
 import com.yahoo.language.process.Segmenter;
 import com.yahoo.tensor.Tensor;
-import com.yahoo.tensor.TensorAddress;
 import com.yahoo.tensor.TensorType;
 
 import java.nio.file.Path;
 import java.util.ArrayList;
 import java.util.Collections;
-import java.util.HashMap;
+import java.util.EnumMap;
 import java.util.List;
 import java.util.Map;
 import java.util.stream.Collectors;
@@ -38,7 +38,7 @@ public class SentencePieceEmbedder implements Segmenter, Embedder {
     }
 
     public SentencePieceEmbedder(Builder builder) {
-        algorithm = new SentencePieceAlgorithm(builder.collapseUnknowns, builder.getScoring());
+        algorithm = new SentencePieceAlgorithm(builder.getCollapseUnknowns(), builder.getScoring());
 
         models = builder.getModels().entrySet()
                         .stream()
@@ -94,9 +94,6 @@ public class SentencePieceEmbedder implements Segmenter, Embedder {
      * they were encountered in the text. If the dimension is bound and too large it will be zero padded, if too small
      * it will be truncated.</p>
      *
-     * <p>If the tensor type is1-d sparse this will return a tensor containing the token strings as keys and the token
-     * position as value.</p>
-     *
      * <p>If the tensor is any other type IllegalArgumentException is thrown.</p>
      *
      * @param rawInput the text to segment. Any sequence of BMP (Unicode-16 the True Unicode) is supported.
@@ -105,40 +102,15 @@ public class SentencePieceEmbedder implements Segmenter, Embedder {
      */
     @Override
     public Tensor embed(String rawInput, Embedder.Context context, TensorType type) {
-        if (type.dimensions().size() == 1 && type.dimensions().get(0).isIndexed()) {
-            // Build to a list first since we can't reverse a tensor builder
-            List<Integer> values = embed(rawInput, context);
-
-            long maxSize = values.size();
-            if (type.dimensions().get(0).size().isPresent())
-                maxSize = Math.min(maxSize, type.dimensions().get(0).size().get());
-
-            Tensor.Builder builder = Tensor.Builder.of(type);
-            for (int i = 0; i < maxSize; i++)
-                builder.cell(values.get(i), i);
-            return builder.build();
-        }
-        else if (type.dimensions().size() == 1 && type.dimensions().get(0).isMapped()) {
-            // Build to a list first since we can't reverse a tensor builder
-            List<String> values = segment(rawInput, context.getLanguage());
-
-            Tensor.Builder builder = Tensor.Builder.of(type);
-            for (int i = 0; i < values.size(); i++)
-                builder.cell(TensorAddress.ofLabels(values.get(i)), i);
-            return builder.build();
-        }
-        else {
-            throw new IllegalArgumentException("Don't know how to embed with SentencePiece into " + type);
-        }
+        return Embed.asTensor(rawInput, this, context, type);
     }
 
     private <RESULTTYPE> void segment(String input, Language language,
                                       ResultBuilder<RESULTTYPE> resultBuilder) {
-        Model model = resolveFrom(language);
-        algorithm.segment(input, resultBuilder, model);
+        algorithm.segment(input, resultBuilder, resolveModelFrom(language));
     }
 
-    private Model resolveFrom(Language language) {
+    private Model resolveModelFrom(Language language) {
         // Disregard language if there is default model
         if (models.size() == 1 && models.containsKey(Language.UNKNOWN)) return models.get(Language.UNKNOWN);
         if (models.containsKey(language)) return models.get(language);
@@ -166,7 +138,7 @@ public class SentencePieceEmbedder implements Segmenter, Embedder {
 
     public static class Builder {
 
-        private final Map<Language, Path> models = new HashMap<>();
+        private final Map<Language, Path> models = new EnumMap<>(Language.class);
         private boolean collapseUnknowns = true;
         private Scoring scoring = Scoring.fewestSegments;
 
@@ -177,9 +149,8 @@ public class SentencePieceEmbedder implements Segmenter, Embedder {
             collapseUnknowns = config.collapseUnknowns();
             scoring = config.scoring() == SentencePieceConfig.Scoring.fewestSegments ? Scoring.fewestSegments
                                                                                      : Scoring.highestScore;
-            for (SentencePieceConfig.Model model : config.model()) {
+            for (SentencePieceConfig.Model model : config.model())
                 addModel(Language.fromLanguageTag(model.language()), model.path());
-            }
         }
 
         public void addModel(Language language, Path model) {
diff --git a/linguistics-components/src/main/java/com/yahoo/language/tools/Embed.java b/linguistics-components/src/main/java/com/yahoo/language/tools/Embed.java
new file mode 100644
index 00000000000..401347cc452
--- /dev/null
+++ b/linguistics-components/src/main/java/com/yahoo/language/tools/Embed.java
@@ -0,0 +1,43 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+package com.yahoo.language.tools;
+
+import com.yahoo.language.process.Embedder;
+import com.yahoo.tensor.Tensor;
+import com.yahoo.tensor.TensorType;
+
+import java.util.List;
+
+/**
+ * Component internal helpers for embedding
+ *
+ * @author bratseth
+ */
+public class Embed {
+
+    /**
+     * Convenience function which embeds the given string into the given tensor type (if possible),
+     * using the given embedder.
+     */
+    public static Tensor asTensor(String text,
+                                  Embedder embedder,
+                                  Embedder.Context context,
+                                  TensorType type) {
+        if (type.dimensions().size() == 1 && type.dimensions().get(0).isIndexed()) {
+            // Build to a list first since we can't reverse a tensor builder
+            List<Integer> values = embedder.embed(text, context);
+
+            long maxSize = values.size();
+            if (type.dimensions().get(0).size().isPresent())
+                maxSize = Math.min(maxSize, type.dimensions().get(0).size().get());
+
+            Tensor.Builder builder = Tensor.Builder.of(type);
+            for (int i = 0; i < maxSize; i++)
+                builder.cell(values.get(i), i);
+            return builder.build();
+        }
+        else {
+            throw new IllegalArgumentException("Don't know how to embed into " + type);
+        }
+    }
+
+}
diff --git a/linguistics-components/src/main/resources/configdefinitions/language.bert.bert.def b/linguistics-components/src/main/resources/configdefinitions/language.bert.bert.def
new file mode 100644
index 00000000000..86d338758d0
--- /dev/null
+++ b/linguistics-components/src/main/resources/configdefinitions/language.bert.bert.def
@@ -0,0 +1,11 @@
+# Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+
+# Configures com.yahoo.language.bert.BertEmbedder
+
+namespace=language.bert
+
+# The language a model is for, one of the language tags in com.yahoo.language.Language.
+# Use "unknown" for a model to be used for any language (i.e by default).
+model[].language string
+# The path to the model relative to the application package root
+model[].path path
diff --git a/linguistics-components/src/test/java/com/yahoo/language/bert/BertEmbedderTest.java b/linguistics-components/src/test/java/com/yahoo/language/bert/BertEmbedderTest.java
new file mode 100644
index 00000000000..1bc25e0d217
--- /dev/null
+++ b/linguistics-components/src/test/java/com/yahoo/language/bert/BertEmbedderTest.java
@@ -0,0 +1,54 @@
+// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
+package com.yahoo.language.bert;
+
+import com.yahoo.config.FileReference;
+import com.yahoo.language.Language;
+import com.yahoo.language.process.Embedder;
+import com.yahoo.language.simple.SimpleLinguistics;
+import com.yahoo.tensor.Tensor;
+import com.yahoo.tensor.TensorAddress;
+import org.junit.Test;
+
+import java.io.File;
+import java.util.List;
+
+import static org.junit.Assert.assertEquals;
+
+/**
+ * Tests the BERT embedder
+ *
+ * @author bratseth
+ */
+public class BertEmbedderTest {
+
+    private static final String vocabulary = "src/test/models/bert/bert-base-uncased-vocab.txt";
+
+    @Test
+    public void testBertEmbedder() {
+        var embedder = new BertEmbedder.Builder().addDefaultModel(new File(vocabulary).toPath()).build();
+        var expectedTokenIds = List.of(2054, 2001, 1996, 4254, 1997, 1996, 7128, 2622);
+        assertEquals(expectedTokenIds, embedder.embed("what was the impact of the manhattan project",
+                                                      new Embedder.Context("destination")));
+
+        var expectedTokens = List.of("what", "was", "the", "impact", "of", "the", "manhattan", "project");
+        assertEquals(expectedTokens, embedder.segment("what was the impact of the manhattan project",
+                                                      Language.ENGLISH));
+
+        var expectedDenseTensor = Tensor.from("tensor(x[8]):" + expectedTokenIds);
+        assertEquals(expectedDenseTensor, embedder.embed("what was the impact of the manhattan project",
+                                                         new Embedder.Context("destination"),
+                                                         expectedDenseTensor.type()));
+    }
+
+    @Test
+    public void testBertEmbedderConfiguration() {
+        var config = new BertConfig.Builder().model(new BertConfig.Model.Builder().language("unknown")
+                                                                                  .path(new FileReference(vocabulary)))
+                                             .build();
+        var embedder = new BertEmbedder(config);
+        var expectedTokenIds = List.of(2054, 2001, 1996, 4254, 1997, 1996, 7128, 2622);
+        assertEquals(expectedTokenIds, embedder.embed("what was the impact of the manhattan project",
+                                                      new Embedder.Context("destination")));
+    }
+
+}
diff --git a/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java b/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java
index 939f8ebe9d3..8b3e2988c43 100644
--- a/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java
+++ b/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTest.java
@@ -51,12 +51,6 @@ public class SentencePieceTest {
     }
 
     @Test
-    public void testSparseTensorEncoding() {
-        var tester = new SentencePieceTester(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath());
-        tester.assertEmbedded("hello", "tensor(token{})", "{lo:1.0,'▁hel':0.0}");
-    }
-
-    @Test
     public void testNoCollapse() {
         var tester = new SentencePieceTester(new SentencePieceEmbedder.Builder()
                                                      .addDefaultModel(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath())
diff --git a/linguistics-components/src/test/models/bert/bert-base-uncased-vocab.txt b/linguistics-components/src/test/models/bert/bert-base-uncased-vocab.txt
new file mode 100644
index 00000000000..fb140275c15
--- /dev/null
+++ b/linguistics-components/src/test/models/bert/bert-base-uncased-vocab.txt
@@ -0,0 +1,30522 @@
+[PAD]
+[unused0]
+[unused1]
+[unused2]
+[unused3]
+[unused4]
+[unused5]
+[unused6]
+[unused7]
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+[unused31]
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+[unused35]
+[unused36]
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+[unused40]
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+[unused79]
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+[unused82]
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author	Jon Bratseth <bratseth@gmail.com>	2021-12-16 18:35:11 +0100
committer	Jon Bratseth <bratseth@gmail.com>	2021-12-16 18:35:11 +0100
commit	767cb63af0f530605180f5438767406e1db27520 (patch)
tree	c0ea9e8ec4ded2dea6064a45334e6f8a1408f7b8 /linguistics-components
parent	1eefb9854bcd7ca264889239b32e7fc8c8830672 (diff)