From 601b117281b74a578126a0f3effead55bc79c680 Mon Sep 17 00:00:00 2001 From: Jon Bratseth Date: Fri, 17 Dec 2021 12:41:17 +0100 Subject: BERT -> WordPiece, make subword prefix configurable --- linguistics-components/abi-spec.json | 236 +- .../java/com/yahoo/language/bert/BertEmbedder.java | 131 - .../main/java/com/yahoo/language/bert/Model.java | 105 - .../java/com/yahoo/language/bert/package-info.java | 7 - .../sentencepiece/SentencePieceEmbedder.java | 8 +- .../java/com/yahoo/language/wordpiece/Model.java | 114 + .../language/wordpiece/WordPieceEmbedder.java | 147 + .../com/yahoo/language/wordpiece/package-info.java | 7 + .../configdefinitions/language.bert.bert.def | 11 - .../language.wordpiece.word-piece.def | 14 + .../com/yahoo/language/bert/BertEmbedderTest.java | 54 - .../SentencePieceConfigurationTest.java | 9 +- .../language/sentencepiece/SentencePieceTest.java | 38 +- .../sentencepiece/SentencePieceTester.java | 50 - .../com/yahoo/language/tools/EmbedderTester.java | 59 + .../language/wordpiece/WordPieceEmbedderTest.java | 38 + .../test/models/bert/bert-base-uncased-vocab.txt | 30522 ------------------- .../models/wordpiece/bert-base-uncased-vocab.txt | 30522 +++++++++++++++++++ 18 files changed, 31051 insertions(+), 31021 deletions(-) delete mode 100644 linguistics-components/src/main/java/com/yahoo/language/bert/BertEmbedder.java delete mode 100644 linguistics-components/src/main/java/com/yahoo/language/bert/Model.java delete mode 100644 linguistics-components/src/main/java/com/yahoo/language/bert/package-info.java create mode 100644 linguistics-components/src/main/java/com/yahoo/language/wordpiece/Model.java create mode 100644 linguistics-components/src/main/java/com/yahoo/language/wordpiece/WordPieceEmbedder.java create mode 100644 linguistics-components/src/main/java/com/yahoo/language/wordpiece/package-info.java delete mode 100644 linguistics-components/src/main/resources/configdefinitions/language.bert.bert.def create mode 100644 linguistics-components/src/main/resources/configdefinitions/language.wordpiece.word-piece.def delete mode 100644 linguistics-components/src/test/java/com/yahoo/language/bert/BertEmbedderTest.java delete mode 100644 linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTester.java create mode 100644 linguistics-components/src/test/java/com/yahoo/language/tools/EmbedderTester.java create mode 100644 linguistics-components/src/test/java/com/yahoo/language/wordpiece/WordPieceEmbedderTest.java delete mode 100644 linguistics-components/src/test/models/bert/bert-base-uncased-vocab.txt create mode 100644 linguistics-components/src/test/models/wordpiece/bert-base-uncased-vocab.txt diff --git a/linguistics-components/abi-spec.json b/linguistics-components/abi-spec.json index 6dba8b602bd..39666fd93a3 100644 --- a/linguistics-components/abi-spec.json +++ b/linguistics-components/abi-spec.json @@ -1,5 +1,22 @@ { - "com.yahoo.language.bert.BertConfig$Builder": { + "com.yahoo.language.sentencepiece.Scoring": { + "superClass": "java.lang.Enum", + "interfaces": [], + "attributes": [ + "public", + "final", + "enum" + ], + "methods": [ + "public static com.yahoo.language.sentencepiece.Scoring[] values()", + "public static com.yahoo.language.sentencepiece.Scoring valueOf(java.lang.String)" + ], + "fields": [ + "public static final enum com.yahoo.language.sentencepiece.Scoring highestScore", + "public static final enum com.yahoo.language.sentencepiece.Scoring fewestSegments" + ] + }, + "com.yahoo.language.sentencepiece.SentencePieceConfig$Builder": { "superClass": "java.lang.Object", "interfaces": [ "com.yahoo.config.ConfigInstance$Builder" @@ -9,23 +26,25 @@ ], "methods": [ "public void ()", - "public void (com.yahoo.language.bert.BertConfig)", - "public com.yahoo.language.bert.BertConfig$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 void (com.yahoo.language.sentencepiece.SentencePieceConfig)", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder collapseUnknowns(boolean)", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder scoring(com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum)", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder model(com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder)", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder model(java.util.function.Consumer)", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder model(java.util.List)", "public final boolean dispatchGetConfig(com.yahoo.config.ConfigInstance$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()" + "public com.yahoo.language.sentencepiece.SentencePieceConfig build()" ], "fields": [ "public java.util.List model" ] }, - "com.yahoo.language.bert.BertConfig$Model$Builder": { + "com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder": { "superClass": "java.lang.Object", "interfaces": [ "com.yahoo.config.ConfigBuilder" @@ -35,14 +54,14 @@ ], "methods": [ "public void ()", - "public void (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()" + "public void (com.yahoo.language.sentencepiece.SentencePieceConfig$Model)", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder language(java.lang.String)", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder path(com.yahoo.config.FileReference)", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Model build()" ], "fields": [] }, - "com.yahoo.language.bert.BertConfig$Model": { + "com.yahoo.language.sentencepiece.SentencePieceConfig$Model": { "superClass": "com.yahoo.config.InnerNode", "interfaces": [], "attributes": [ @@ -50,13 +69,13 @@ "final" ], "methods": [ - "public void (com.yahoo.language.bert.BertConfig$Model$Builder)", + "public void (com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder)", "public java.lang.String language()", "public java.nio.file.Path path()" ], "fields": [] }, - "com.yahoo.language.bert.BertConfig$Producer": { + "com.yahoo.language.sentencepiece.SentencePieceConfig$Producer": { "superClass": "java.lang.Object", "interfaces": [ "com.yahoo.config.ConfigInstance$Producer" @@ -67,11 +86,44 @@ "abstract" ], "methods": [ - "public abstract void getConfig(com.yahoo.language.bert.BertConfig$Builder)" + "public abstract void getConfig(com.yahoo.language.sentencepiece.SentencePieceConfig$Builder)" ], "fields": [] }, - "com.yahoo.language.bert.BertConfig": { + "com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum": { + "superClass": "java.lang.Enum", + "interfaces": [], + "attributes": [ + "public", + "final", + "enum" + ], + "methods": [ + "public static com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum[] values()", + "public static com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum valueOf(java.lang.String)" + ], + "fields": [ + "public static final enum com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum highestScore", + "public static final enum com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum fewestSegments" + ] + }, + "com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring": { + "superClass": "com.yahoo.config.EnumNode", + "interfaces": [], + "attributes": [ + "public", + "final" + ], + "methods": [ + "public void ()", + "public void (com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum)" + ], + "fields": [ + "public static final com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum highestScore", + "public static final com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum fewestSegments" + ] + }, + "com.yahoo.language.sentencepiece.SentencePieceConfig": { "superClass": "com.yahoo.config.ConfigInstance", "interfaces": [], "attributes": [ @@ -83,9 +135,11 @@ "public static java.lang.String getDefName()", "public static java.lang.String getDefNamespace()", "public static java.lang.String getDefVersion()", - "public void (com.yahoo.language.bert.BertConfig$Builder)", + "public void (com.yahoo.language.sentencepiece.SentencePieceConfig$Builder)", + "public boolean collapseUnknowns()", + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum scoring()", "public java.util.List model()", - "public com.yahoo.language.bert.BertConfig$Model model(int)" + "public com.yahoo.language.sentencepiece.SentencePieceConfig$Model model(int)" ], "fields": [ "public static final java.lang.String CONFIG_DEF_MD5", @@ -95,56 +149,47 @@ "public static final java.lang.String[] CONFIG_DEF_SCHEMA" ] }, - "com.yahoo.language.bert.BertEmbedder$Builder": { + "com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder": { "superClass": "java.lang.Object", "interfaces": [], "attributes": [ - "public" + "public", + "final" ], "methods": [ "public void ()", + "public void (java.lang.String)", "public void addModel(com.yahoo.language.Language, java.nio.file.Path)", - "public com.yahoo.language.bert.BertEmbedder$Builder addDefaultModel(java.nio.file.Path)", + "public com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder addDefaultModel(java.nio.file.Path)", "public java.util.Map getModels()", - "public com.yahoo.language.bert.BertEmbedder build()" + "public com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder setCollapseUnknowns(boolean)", + "public boolean getCollapseUnknowns()", + "public com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder setScoring(com.yahoo.language.sentencepiece.Scoring)", + "public com.yahoo.language.sentencepiece.Scoring getScoring()", + "public com.yahoo.language.sentencepiece.SentencePieceEmbedder build()" ], "fields": [] }, - "com.yahoo.language.bert.BertEmbedder": { + "com.yahoo.language.sentencepiece.SentencePieceEmbedder": { "superClass": "java.lang.Object", "interfaces": [ - "com.yahoo.language.process.Embedder", - "com.yahoo.language.process.Segmenter" + "com.yahoo.language.process.Segmenter", + "com.yahoo.language.process.Embedder" ], "attributes": [ "public" ], "methods": [ - "public void (com.yahoo.language.bert.BertConfig)", + "public void (com.yahoo.language.sentencepiece.SentencePieceConfig)", + "public void (com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder)", "public java.util.List segment(java.lang.String, com.yahoo.language.Language)", "public java.util.List embed(java.lang.String, com.yahoo.language.process.Embedder$Context)", - "public com.yahoo.tensor.Tensor embed(java.lang.String, com.yahoo.language.process.Embedder$Context, com.yahoo.tensor.TensorType)" + "public com.yahoo.tensor.Tensor embed(java.lang.String, com.yahoo.language.process.Embedder$Context, com.yahoo.tensor.TensorType)", + "public java.lang.String normalize(java.lang.String)" ], "fields": [] }, - "com.yahoo.language.sentencepiece.Scoring": { - "superClass": "java.lang.Enum", - "interfaces": [], - "attributes": [ - "public", - "final", - "enum" - ], - "methods": [ - "public static com.yahoo.language.sentencepiece.Scoring[] values()", - "public static com.yahoo.language.sentencepiece.Scoring valueOf(java.lang.String)" - ], - "fields": [ - "public static final enum com.yahoo.language.sentencepiece.Scoring highestScore", - "public static final enum com.yahoo.language.sentencepiece.Scoring fewestSegments" - ] - }, - "com.yahoo.language.sentencepiece.SentencePieceConfig$Builder": { + "com.yahoo.language.wordpiece.WordPieceConfig$Builder": { "superClass": "java.lang.Object", "interfaces": [ "com.yahoo.config.ConfigInstance$Builder" @@ -154,25 +199,24 @@ ], "methods": [ "public void ()", - "public void (com.yahoo.language.sentencepiece.SentencePieceConfig)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder collapseUnknowns(boolean)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder scoring(com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder model(com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder model(java.util.function.Consumer)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Builder model(java.util.List)", + "public void (com.yahoo.language.wordpiece.WordPieceConfig)", + "public com.yahoo.language.wordpiece.WordPieceConfig$Builder subwordPrefix(java.lang.String)", + "public com.yahoo.language.wordpiece.WordPieceConfig$Builder model(com.yahoo.language.wordpiece.WordPieceConfig$Model$Builder)", + "public com.yahoo.language.wordpiece.WordPieceConfig$Builder model(java.util.function.Consumer)", + "public com.yahoo.language.wordpiece.WordPieceConfig$Builder model(java.util.List)", "public final boolean dispatchGetConfig(com.yahoo.config.ConfigInstance$Producer)", "public final java.lang.String getDefMd5()", "public final java.lang.String getDefName()", "public final java.lang.String getDefNamespace()", "public final boolean getApplyOnRestart()", "public final void setApplyOnRestart(boolean)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig build()" + "public com.yahoo.language.wordpiece.WordPieceConfig build()" ], "fields": [ "public java.util.List model" ] }, - "com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder": { + "com.yahoo.language.wordpiece.WordPieceConfig$Model$Builder": { "superClass": "java.lang.Object", "interfaces": [ "com.yahoo.config.ConfigBuilder" @@ -182,14 +226,14 @@ ], "methods": [ "public void ()", - "public void (com.yahoo.language.sentencepiece.SentencePieceConfig$Model)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder language(java.lang.String)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder path(com.yahoo.config.FileReference)", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Model build()" + "public void (com.yahoo.language.wordpiece.WordPieceConfig$Model)", + "public com.yahoo.language.wordpiece.WordPieceConfig$Model$Builder language(java.lang.String)", + "public com.yahoo.language.wordpiece.WordPieceConfig$Model$Builder path(com.yahoo.config.FileReference)", + "public com.yahoo.language.wordpiece.WordPieceConfig$Model build()" ], "fields": [] }, - "com.yahoo.language.sentencepiece.SentencePieceConfig$Model": { + "com.yahoo.language.wordpiece.WordPieceConfig$Model": { "superClass": "com.yahoo.config.InnerNode", "interfaces": [], "attributes": [ @@ -197,13 +241,13 @@ "final" ], "methods": [ - "public void (com.yahoo.language.sentencepiece.SentencePieceConfig$Model$Builder)", + "public void (com.yahoo.language.wordpiece.WordPieceConfig$Model$Builder)", "public java.lang.String language()", "public java.nio.file.Path path()" ], "fields": [] }, - "com.yahoo.language.sentencepiece.SentencePieceConfig$Producer": { + "com.yahoo.language.wordpiece.WordPieceConfig$Producer": { "superClass": "java.lang.Object", "interfaces": [ "com.yahoo.config.ConfigInstance$Producer" @@ -214,44 +258,11 @@ "abstract" ], "methods": [ - "public abstract void getConfig(com.yahoo.language.sentencepiece.SentencePieceConfig$Builder)" + "public abstract void getConfig(com.yahoo.language.wordpiece.WordPieceConfig$Builder)" ], "fields": [] }, - "com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum": { - "superClass": "java.lang.Enum", - "interfaces": [], - "attributes": [ - "public", - "final", - "enum" - ], - "methods": [ - "public static com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum[] values()", - "public static com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum valueOf(java.lang.String)" - ], - "fields": [ - "public static final enum com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum highestScore", - "public static final enum com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum fewestSegments" - ] - }, - "com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring": { - "superClass": "com.yahoo.config.EnumNode", - "interfaces": [], - "attributes": [ - "public", - "final" - ], - "methods": [ - "public void ()", - "public void (com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum)" - ], - "fields": [ - "public static final com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum highestScore", - "public static final com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum fewestSegments" - ] - }, - "com.yahoo.language.sentencepiece.SentencePieceConfig": { + "com.yahoo.language.wordpiece.WordPieceConfig": { "superClass": "com.yahoo.config.ConfigInstance", "interfaces": [], "attributes": [ @@ -263,11 +274,10 @@ "public static java.lang.String getDefName()", "public static java.lang.String getDefNamespace()", "public static java.lang.String getDefVersion()", - "public void (com.yahoo.language.sentencepiece.SentencePieceConfig$Builder)", - "public boolean collapseUnknowns()", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Scoring$Enum scoring()", + "public void (com.yahoo.language.wordpiece.WordPieceConfig$Builder)", + "public java.lang.String subwordPrefix()", "public java.util.List model()", - "public com.yahoo.language.sentencepiece.SentencePieceConfig$Model model(int)" + "public com.yahoo.language.wordpiece.WordPieceConfig$Model model(int)" ], "fields": [ "public static final java.lang.String CONFIG_DEF_MD5", @@ -277,41 +287,39 @@ "public static final java.lang.String[] CONFIG_DEF_SCHEMA" ] }, - "com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder": { + "com.yahoo.language.wordpiece.WordPieceEmbedder$Builder": { "superClass": "java.lang.Object", "interfaces": [], "attributes": [ - "public" + "public", + "final" ], "methods": [ "public void ()", + "public void (java.lang.String)", + "public com.yahoo.language.wordpiece.WordPieceEmbedder$Builder setSubwordPrefix(java.lang.String)", + "public java.lang.String getSubwordPrefix()", "public void addModel(com.yahoo.language.Language, java.nio.file.Path)", - "public com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder addDefaultModel(java.nio.file.Path)", + "public com.yahoo.language.wordpiece.WordPieceEmbedder$Builder addDefaultModel(java.nio.file.Path)", "public java.util.Map getModels()", - "public com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder setCollapseUnknowns(boolean)", - "public boolean getCollapseUnknowns()", - "public com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder setScoring(com.yahoo.language.sentencepiece.Scoring)", - "public com.yahoo.language.sentencepiece.Scoring getScoring()", - "public com.yahoo.language.sentencepiece.SentencePieceEmbedder build()" + "public com.yahoo.language.wordpiece.WordPieceEmbedder build()" ], "fields": [] }, - "com.yahoo.language.sentencepiece.SentencePieceEmbedder": { + "com.yahoo.language.wordpiece.WordPieceEmbedder": { "superClass": "java.lang.Object", "interfaces": [ - "com.yahoo.language.process.Segmenter", - "com.yahoo.language.process.Embedder" + "com.yahoo.language.process.Embedder", + "com.yahoo.language.process.Segmenter" ], "attributes": [ "public" ], "methods": [ - "public void (com.yahoo.language.sentencepiece.SentencePieceConfig)", - "public void (com.yahoo.language.sentencepiece.SentencePieceEmbedder$Builder)", + "public void (com.yahoo.language.wordpiece.WordPieceConfig)", "public java.util.List segment(java.lang.String, com.yahoo.language.Language)", "public java.util.List embed(java.lang.String, com.yahoo.language.process.Embedder$Context)", - "public com.yahoo.tensor.Tensor embed(java.lang.String, com.yahoo.language.process.Embedder$Context, com.yahoo.tensor.TensorType)", - "public java.lang.String normalize(java.lang.String)" + "public com.yahoo.tensor.Tensor embed(java.lang.String, com.yahoo.language.process.Embedder$Context, com.yahoo.tensor.TensorType)" ], "fields": [] } 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 deleted file mode 100644 index c2b19391e74..00000000000 --- a/linguistics-components/src/main/java/com/yahoo/language/bert/BertEmbedder.java +++ /dev/null @@ -1,131 +0,0 @@ -// 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 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 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 embed(String text, Context context) { - return resolveModelFrom(context.getLanguage()).embed(text, tokenizer); - } - - /** - *

Embeds text into a tensor.

- * - *

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.

- * - *

If the tensor is any other type IllegalArgumentException is thrown.

- * - * @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 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 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 deleted file mode 100644 index 54f37d597ce..00000000000 --- a/linguistics-components/src/main/java/com/yahoo/language/bert/Model.java +++ /dev/null @@ -1,105 +0,0 @@ -// 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 vocabulary; - private final Map 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 embed(String text, Tokenizer tokenizer) { - List 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 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 segment(String text, Tokenizer tokenizer) { - return embed(text, tokenizer).stream().map(tokenId -> tokenId2Token.get(tokenId)).collect(Collectors.toList()); - } - - private Tuple2 findLongestSubstring(String candidate) { - NavigableMap 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 deleted file mode 100644 index e3f612f4114..00000000000 --- a/linguistics-components/src/main/java/com/yahoo/language/bert/package-info.java +++ /dev/null @@ -1,7 +0,0 @@ -// 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 ff7f4ae42bc..31964eac514 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 @@ -10,6 +10,7 @@ import com.yahoo.language.process.Segmenter; import com.yahoo.tensor.Tensor; import com.yahoo.tensor.TensorType; +import java.io.File; import java.nio.file.Path; import java.util.ArrayList; import java.util.Collections; @@ -136,13 +137,16 @@ public class SentencePieceEmbedder implements Segmenter, Embedder { return b.toString(); } - public static class Builder { + public static final class Builder { private final Map models = new EnumMap<>(Language.class); private boolean collapseUnknowns = true; private Scoring scoring = Scoring.fewestSegments; - public Builder() { + public Builder() {} + + public Builder(String defaultModelFile) { + addDefaultModel(new File(defaultModelFile).toPath()); } private Builder(SentencePieceConfig config) { diff --git a/linguistics-components/src/main/java/com/yahoo/language/wordpiece/Model.java b/linguistics-components/src/main/java/com/yahoo/language/wordpiece/Model.java new file mode 100644 index 00000000000..ce996b85313 --- /dev/null +++ b/linguistics-components/src/main/java/com/yahoo/language/wordpiece/Model.java @@ -0,0 +1,114 @@ +// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root. +package com.yahoo.language.wordpiece; + +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 WordPiece 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 { + + private final String subwordPrefix; + private final Path source; + private final Language language; + private final NavigableMap vocabulary; + private final Map tokenId2Token; + + Model(String subwordPrefix, Language language, Path path) { + this.subwordPrefix = subwordPrefix; + 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 WordPiece model from " + path, e); + } + + } + + Language language() { return language; } + + List embed(String text, Tokenizer tokenizer) { + List 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 && !candidate.equals(subwordPrefix)) { + Tuple2 entry = findLongestSubstring(candidate); + if (entry == null) break; + ids.add(entry.second); + candidate = subwordPrefix + candidate.substring(entry.first.length()); + if (count++ > originalToken.length()) break; + } + } + + return ids; + } + + List segment(String text, Tokenizer tokenizer) { + return embed(text, tokenizer).stream().map(tokenId -> tokenId2Token.get(tokenId)).collect(Collectors.toList()); + } + + private Tuple2 findLongestSubstring(String candidate) { + NavigableMap 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); + } + + @Override + public String toString() { + return "WordPiece model for " + language + ": '" + source + "'"; + } + +} diff --git a/linguistics-components/src/main/java/com/yahoo/language/wordpiece/WordPieceEmbedder.java b/linguistics-components/src/main/java/com/yahoo/language/wordpiece/WordPieceEmbedder.java new file mode 100644 index 00000000000..08de05f351a --- /dev/null +++ b/linguistics-components/src/main/java/com/yahoo/language/wordpiece/WordPieceEmbedder.java @@ -0,0 +1,147 @@ +// Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root. +package com.yahoo.language.wordpiece; + +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 com.yahoo.language.wordpiece.WordPieceConfig; + +import java.io.File; +import java.nio.file.Path; +import java.util.EnumMap; +import java.util.List; +import java.util.Map; +import java.util.stream.Collectors; + +/** + * An implementation of the WordPiece embedder, usually used with BERT models, + * see https://arxiv.org/pdf/1609.08144v2.pdf + * 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 WordPieceEmbedder implements Embedder, Segmenter { + + private final Map models; + + private final Tokenizer tokenizer; + + @Inject + public WordPieceEmbedder(WordPieceConfig config) { + this(new Builder(config)); + } + + private WordPieceEmbedder(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(builder.getSubwordPrefix(), e.getKey(), e.getValue())) + .collect(Collectors.toUnmodifiableMap(m -> m.language(), m -> m)); + if (models.isEmpty()) + throw new IllegalArgumentException("WordPieceEmbedder requires at least one model configured"); + } + + /** + * Segments the given text into token segments from the WordPiece 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 segment(String text, Language language) { + return resolveModelFrom(language).segment(text, tokenizer); + } + + /** + * Segments the given text into token segments from the WordPiece 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 embed(String text, Context context) { + return resolveModelFrom(context.getLanguage()).embed(text, tokenizer); + } + + /** + *

Embeds text into a tensor.

+ * + *

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.

+ * + *

If the tensor is any other type IllegalArgumentException is thrown.

+ * + * @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 WordPiece model for language " + language + " is configured"); + } + + public static final class Builder { + + private String subwordPrefix = "##"; + private final Map models = new EnumMap<>(Language.class); + + public Builder() {} + + public Builder(String defaultModelFile) { + addDefaultModel(new File(defaultModelFile).toPath()); + } + + private Builder(WordPieceConfig config) { + this.subwordPrefix = config.subwordPrefix(); + for (WordPieceConfig.Model model : config.model()) + addModel(Language.fromLanguageTag(model.language()), model.path()); + } + + public Builder setSubwordPrefix(String prefix) { + this.subwordPrefix = subwordPrefix; + return this; + } + + public String getSubwordPrefix() { return subwordPrefix; } + + 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 WordPieceEmbedder.Builder addDefaultModel(Path model) { + addModel(Language.UNKNOWN, model); + return this; + } + + public Map getModels() { return models; } + + public WordPieceEmbedder build() { + if (models.isEmpty()) throw new IllegalStateException("At least one model must be supplied"); + return new WordPieceEmbedder(this); + } + + } + +} + diff --git a/linguistics-components/src/main/java/com/yahoo/language/wordpiece/package-info.java b/linguistics-components/src/main/java/com/yahoo/language/wordpiece/package-info.java new file mode 100644 index 00000000000..0bbb6f001f5 --- /dev/null +++ b/linguistics-components/src/main/java/com/yahoo/language/wordpiece/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.wordpiece; + +import com.yahoo.api.annotations.PublicApi; +import com.yahoo.osgi.annotation.ExportPackage; diff --git a/linguistics-components/src/main/resources/configdefinitions/language.bert.bert.def b/linguistics-components/src/main/resources/configdefinitions/language.bert.bert.def deleted file mode 100644 index 86d338758d0..00000000000 --- a/linguistics-components/src/main/resources/configdefinitions/language.bert.bert.def +++ /dev/null @@ -1,11 +0,0 @@ -# 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/main/resources/configdefinitions/language.wordpiece.word-piece.def b/linguistics-components/src/main/resources/configdefinitions/language.wordpiece.word-piece.def new file mode 100644 index 00000000000..08592250eb5 --- /dev/null +++ b/linguistics-components/src/main/resources/configdefinitions/language.wordpiece.word-piece.def @@ -0,0 +1,14 @@ +# Copyright Yahoo. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root. + +# Configures com.yahoo.language.wordpiece.WordPieceEmbedder + +namespace=language.wordpiece + +# The prefix to prepend to subword tokens +subwordPrefix string default="##" + +# 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 deleted file mode 100644 index 1bc25e0d217..00000000000 --- a/linguistics-components/src/test/java/com/yahoo/language/bert/BertEmbedderTest.java +++ /dev/null @@ -1,54 +0,0 @@ -// 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/SentencePieceConfigurationTest.java b/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceConfigurationTest.java index 1ed2271f774..19cb2267655 100644 --- a/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceConfigurationTest.java +++ b/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceConfigurationTest.java @@ -4,6 +4,7 @@ package com.yahoo.language.sentencepiece; import com.yahoo.config.FileReference; import com.yahoo.language.Language; +import com.yahoo.language.tools.EmbedderTester; import org.junit.Test; /** @@ -15,7 +16,7 @@ public class SentencePieceConfigurationTest { public void testEnglishTokenization() { var b = new SentencePieceConfig.Builder(); addModel("unknown", "src/test/models/sentencepiece/en.wiki.bpe.vs10000.model", b); - var tester = new SentencePieceTester(new SentencePieceEmbedder(b.build())); + var tester = new EmbedderTester(new SentencePieceEmbedder(b.build())); tester.assertSegmented("this is another sentence", "▁this", "▁is", "▁another", "▁sentence"); tester.assertSegmented("KHJKJHHKJHHSH hello", "▁", "KHJKJHHKJHHSH", "▁hel", "lo"); } @@ -25,7 +26,7 @@ public class SentencePieceConfigurationTest { var b = new SentencePieceConfig.Builder(); addModel("unknown", "src/test/models/sentencepiece/en.wiki.bpe.vs10000.model", b); b.collapseUnknowns(false); - var tester = new SentencePieceTester(new SentencePieceEmbedder(b.build())); + var tester = new EmbedderTester(new SentencePieceEmbedder(b.build())); tester.assertSegmented("KHJ hello", "▁", "K", "H", "J", "▁hel", "lo"); } @@ -34,7 +35,7 @@ public class SentencePieceConfigurationTest { var b = new SentencePieceConfig.Builder(); addModel("unknown", "src/test/models/sentencepiece/en.wiki.bpe.vs10000.model", b); b.scoring(SentencePieceConfig.Scoring.highestScore); - var tester = new SentencePieceTester(new SentencePieceEmbedder(b.build())); + var tester = new EmbedderTester(new SentencePieceEmbedder(b.build())); tester.assertSegmented("hello", "▁h", "el", "lo"); } @@ -43,7 +44,7 @@ public class SentencePieceConfigurationTest { var b = new SentencePieceConfig.Builder(); addModel("ja", "src/test/models/sentencepiece/ja.wiki.bpe.vs5000.model", b); addModel("en", "src/test/models/sentencepiece/en.wiki.bpe.vs10000.model", b); - var tester = new SentencePieceTester(new SentencePieceEmbedder(b.build())); + var tester = new EmbedderTester(new SentencePieceEmbedder(b.build())); tester.assertSegmented(Language.JAPANESE, "いくつかの通常のテキスト", "▁", "いく", "つか", "の", "通常", "の", "テ", "キ", "スト"); tester.assertSegmented(Language.ENGLISH, "hello", "▁hel", "lo"); tester.assertSegmented(Language.JAPANESE, "hello", "▁h", "ell", "o"); 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 8b3e2988c43..2fbafb23485 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 @@ -3,6 +3,7 @@ package com.yahoo.language.sentencepiece; import com.yahoo.language.Language; +import com.yahoo.language.tools.EmbedderTester; import org.junit.Test; import java.io.File; @@ -13,8 +14,8 @@ import java.io.File; public class SentencePieceTest { @Test - public void testEnglishTokenization() { - var tester = new SentencePieceTester(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath()); + public void testEnglishSegmenting() { + var tester = new EmbedderTester(new SentencePieceEmbedder.Builder("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").build()); tester.assertSegmented("h", "▁h"); tester.assertSegmented("he", "▁he"); tester.assertSegmented("hel", "▁hel"); @@ -36,33 +37,28 @@ public class SentencePieceTest { } @Test - public void testIntegerListEncoding() { - var tester = new SentencePieceTester(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath()); - tester.assertEmbedded("hello, world!", 908, 1418, 9934, 501, 9960); - tester.assertEmbedded("Hello, world!", 9912, 0, 6595, 9934, 501, 9960); - } - - @Test - public void testDenseTensorEncoding() { - var tester = new SentencePieceTester(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath()); - tester.assertEmbedded("hello, world!", "tensor(d[10])", "[908,1418,9934,501,9960,0,0,0,0,0]"); - tester.assertEmbedded("Hello, world!", "tensor(d[10])", "[9912,0,6595,9934,501,9960,0,0,0,0]"); - tester.assertEmbedded("hello, world!", "tensor(d[2])", "[908,1418]"); + public void testEnglishEmbedding() { + var tester = new EmbedderTester(new SentencePieceEmbedder.Builder("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").build()); + tester.assertEmbedded("hello, world!", "tensor(d[10])", 908, 1418, 9934, 501, 9960); + tester.assertEmbedded("Hello, world!", "tensor(d[10])", 9912, 0, 6595, 9934, 501, 9960); + tester.assertEmbedded("hello, world!", "tensor(d[2])", 908, 1418, 9934, 501, 9960); } @Test public void testNoCollapse() { - var tester = new SentencePieceTester(new SentencePieceEmbedder.Builder() - .addDefaultModel(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath()) - .setCollapseUnknowns(false)); + var builder = new SentencePieceEmbedder.Builder() + .addDefaultModel(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath()) + .setCollapseUnknowns(false); + var tester = new EmbedderTester(builder.build()); tester.assertSegmented("KHJ hello", "▁", "K", "H", "J", "▁hel", "lo"); } @Test public void testHighestScore() { - var tester = new SentencePieceTester(new SentencePieceEmbedder.Builder() - .addDefaultModel(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath()) - .setScoring(Scoring.highestScore)); + var builder = new SentencePieceEmbedder.Builder() + .addDefaultModel(new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath()) + .setScoring(Scoring.highestScore); + var tester = new EmbedderTester(builder.build()); tester.assertSegmented("h", "▁h"); tester.assertSegmented("he", "▁he"); tester.assertSegmented("hel", "▁h", "el"); @@ -74,7 +70,7 @@ public class SentencePieceTest { SentencePieceEmbedder.Builder builder = new SentencePieceEmbedder.Builder(); builder.addModel(Language.JAPANESE, new File("src/test/models/sentencepiece/ja.wiki.bpe.vs5000.model").toPath()); builder.addModel(Language.ENGLISH, new File("src/test/models/sentencepiece/en.wiki.bpe.vs10000.model").toPath()); - var tester = new SentencePieceTester(builder); + var tester = new EmbedderTester(builder.build()); tester.assertSegmented(Language.JAPANESE, "いくつかの通常のテキスト", "▁", "いく", "つか", "の", "通常", "の", "テ", "キ", "スト"); tester.assertSegmented(Language.ENGLISH, "hello", "▁hel", "lo"); tester.assertSegmented(Language.JAPANESE, "hello", "▁h", "ell", "o"); diff --git a/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTester.java b/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTester.java deleted file mode 100644 index 4dae53c60df..00000000000 --- a/linguistics-components/src/test/java/com/yahoo/language/sentencepiece/SentencePieceTester.java +++ /dev/null @@ -1,50 +0,0 @@ -// 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.language.Language; -import com.yahoo.language.process.Embedder; -import com.yahoo.tensor.Tensor; -import com.yahoo.tensor.TensorType; - -import java.nio.file.Path; - -import static org.junit.Assert.assertArrayEquals; -import static org.junit.Assert.assertEquals; - -class SentencePieceTester { - - private final SentencePieceEmbedder embedder; - - public SentencePieceTester(Path model) { - this(new SentencePieceEmbedder.Builder().addDefaultModel(model)); - } - - public SentencePieceTester(SentencePieceEmbedder.Builder builder) { - this(builder.build()); - } - - public SentencePieceTester(SentencePieceEmbedder embedder) { - this.embedder = embedder; - } - - public void assertEmbedded(String input, Integer... expectedCodes) { - assertArrayEquals(expectedCodes, embedder.embed(input, new Embedder.Context("test")).toArray()); - } - - public void assertEmbedded(String input, String tensorType, String tensor) { - TensorType type = TensorType.fromSpec(tensorType); - Tensor expected = Tensor.from(type, tensor); - assertEquals(expected, embedder.embed(input, new Embedder.Context("test"), type)); - } - - public void assertSegmented(String input, String... expectedSegments) { - assertSegmented(Language.UNKNOWN, input, expectedSegments); - } - - public void assertSegmented(Language language, String input, String... expectedSegments) { - assertArrayEquals(expectedSegments, embedder.segment(input, language).toArray()); - } - -} diff --git a/linguistics-components/src/test/java/com/yahoo/language/tools/EmbedderTester.java b/linguistics-components/src/test/java/com/yahoo/language/tools/EmbedderTester.java new file mode 100644 index 00000000000..9599e60e556 --- /dev/null +++ b/linguistics-components/src/test/java/com/yahoo/language/tools/EmbedderTester.java @@ -0,0 +1,59 @@ +// 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.Language; +import com.yahoo.language.process.Embedder; +import com.yahoo.language.process.Segmenter; +import com.yahoo.tensor.Tensor; +import com.yahoo.tensor.TensorType; + +import java.util.Arrays; + +import static org.junit.Assert.assertArrayEquals; +import static org.junit.Assert.assertEquals; +import static org.junit.Assert.assertTrue; + +/** + * Tester of embedders. + * + * @author bratseth + */ +public class EmbedderTester { + + private final Embedder embedder; + + public EmbedderTester(Embedder embedder) { + this.embedder = embedder; + } + + /** + * Tests both embedding to a list of id's and encoding the same ids to a vector of the given type. + * + * @param expectedCodes all the expected codes of the given input, not including any trailing 0-paddings + * required for the tensor only + */ + public void assertEmbedded(String input, String tensorType, Integer... expectedCodes) { + TensorType type = TensorType.fromSpec(tensorType); + assertEquals(1, type.dimensions().size()); + assertTrue(type.dimensions().get(0).isIndexed()); + + int tensorSize = type.dimensions().get(0).size().get().intValue(); + + assertArrayEquals(expectedCodes, embedder.embed(input, new Embedder.Context("test")).toArray()); + + var builder = Tensor.Builder.of(type); + for (int i = 0; i < tensorSize; i++) + builder.cell(i < expectedCodes.length ? expectedCodes[i] : 0, i); + assertEquals(builder.build(), embedder.embed(input, new Embedder.Context("destination"), type)); + } + + public void assertSegmented(String input, String... expectedSegments) { + assertSegmented(Language.UNKNOWN, input, expectedSegments); + } + + public void assertSegmented(Language language, String input, String... expectedSegments) { + assertArrayEquals(expectedSegments, ((Segmenter)embedder).segment(input, language).toArray()); + } + +} diff --git a/linguistics-components/src/test/java/com/yahoo/language/wordpiece/WordPieceEmbedderTest.java b/linguistics-components/src/test/java/com/yahoo/language/wordpiece/WordPieceEmbedderTest.java new file mode 100644 index 00000000000..4cbfe541327 --- /dev/null +++ b/linguistics-components/src/test/java/com/yahoo/language/wordpiece/WordPieceEmbedderTest.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.wordpiece; + +import com.yahoo.config.FileReference; +import com.yahoo.language.tools.EmbedderTester; +import org.junit.Test; + +/** + * Tests the WordPiece embedder + * + * @author bratseth + */ +public class WordPieceEmbedderTest { + + private static final String vocabulary = "src/test/models/wordpiece/bert-base-uncased-vocab.txt"; + + @Test + public void testWordPieceEmbedder() { + var tester = new EmbedderTester(new WordPieceEmbedder.Builder(vocabulary).build()); + tester.assertEmbedded("what was the impact of the manhattan project", + "tensor(x[8])", + 2054, 2001, 1996, 4254, 1997, 1996, 7128, 2622); + tester.assertSegmented("what was the impact of the manhattan project", + "what", "was", "the", "impact", "of", "the", "manhattan", "project"); + } + + @Test + public void testWordPieceEmbedderConfiguration() { + var config = new WordPieceConfig.Builder().model(new WordPieceConfig.Model.Builder() + .language("unknown") + .path(new FileReference(vocabulary))) + .build(); + var tester = new EmbedderTester(new WordPieceEmbedder(config)); + tester.assertSegmented("what was the impact of the manhattan project", + "what", "was", "the", "impact", "of", "the", "manhattan", "project"); + } + +} 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 deleted file mode 100644 index fb140275c15..00000000000 --- a/linguistics-components/src/test/models/bert/bert-base-uncased-vocab.txt +++ /dev/null @@ -1,30522 +0,0 @@ -[PAD] -[unused0] -[unused1] -[unused2] -[unused3] -[unused4] -[unused5] -[unused6] -[unused7] -[unused8] -[unused9] -[unused10] -[unused11] -[unused12] -[unused13] -[unused14] -[unused15] -[unused16] -[unused17] -[unused18] -[unused19] -[unused20] -[unused21] -[unused22] -[unused23] -[unused24] -[unused25] -[unused26] -[unused27] -[unused28] -[unused29] -[unused30] -[unused31] -[unused32] -[unused33] -[unused34] -[unused35] -[unused36] -[unused37] -[unused38] -[unused39] -[unused40] -[unused41] -[unused42] -[unused43] -[unused44] -[unused45] -[unused46] -[unused47] -[unused48] -[unused49] -[unused50] -[unused51] -[unused52] -[unused53] -[unused54] -[unused55] -[unused56] -[unused57] -[unused58] -[unused59] -[unused60] -[unused61] -[unused62] -[unused63] -[unused64] -[unused65] -[unused66] -[unused67] -[unused68] -[unused69] -[unused70] -[unused71] -[unused72] -[unused73] -[unused74] -[unused75] -[unused76] -[unused77] -[unused78] -[unused79] -[unused80] -[unused81] -[unused82] -[unused83] -[unused84] -[unused85] -[unused86] -[unused87] -[unused88] -[unused89] -[unused90] -[unused91] -[unused92] -[unused93] -[unused94] -[unused95] -[unused96] -[unused97] -[unused98] -[UNK] -[CLS] -[SEP] -[MASK] -[unused99] -[unused100] -[unused101] -[unused102] -[unused103] -[unused104] -[unused105] -[unused106] -[unused107] -[unused108] -[unused109] -[unused110] -[unused111] 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