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Posted to commits@opennlp.apache.org by ma...@apache.org on 2025/06/18 12:56:59 UTC

(opennlp) 02/08: OPENNLP-1740 OPENNLP-1741 - Modularize maxent ML code. Lays the foundation to separate the other ML related packages into custom modules

This is an automated email from the ASF dual-hosted git repository.

mawiesne pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/opennlp.git

commit e616bea32b2684b62dd1c5f97882a867f22191eb
Author: Richard Zowalla <rz...@apache.org>
AuthorDate: Thu Jun 5 10:34:03 2025 +0200

    OPENNLP-1740 OPENNLP-1741 - Modularize maxent ML code. Lays the foundation to separate the other ML related packages into custom modules
---
 .../main/java/opennlp/tools/ml/AlgorithmType.java  |   108 +
 .../opennlp/tools/util/AbstractObjectStream.java   |     0
 .../src/main/java/opennlp/tools/util/Cache.java    |     0
 .../java/opennlp/tools/util/ObjectStreamUtils.java |     0
 .../main/java/opennlp/tools/util/Parameters.java   |     5 +
 .../opennlp/tools/util/PlainTextByLineStream.java  |     0
 .../opennlp/tools/util/ext/ExtensionLoader.java    |     0
 .../util/ext/ExtensionNotLoadedException.java      |     0
 .../tools/util/ext/ExtensionServiceKeys.java       |     0
 .../java/opennlp/tools/util/ext/package-info.java  |     0
 opennlp-core/opennlp-ml/opennlp-ml-commons/pom.xml |    24 +
 .../ml/AbstractEventModelSequenceTrainer.java      |     0
 .../opennlp/tools/ml/AbstractEventTrainer.java     |     0
 .../opennlp/tools/ml/AbstractMLModelWriter.java    |     0
 .../java/opennlp/tools/ml/AbstractTrainer.java     |     3 +-
 .../src/main/java/opennlp/tools/ml/BeamSearch.java |     0
 .../tools/ml/model/AbstractDataIndexer.java        |     0
 .../java/opennlp/tools/ml/model/AbstractModel.java |    12 +-
 .../tools/ml/model/AbstractModelReader.java        |     0
 .../tools/ml/model/AbstractModelWriter.java        |     0
 .../tools/ml/model/BinaryFileDataReader.java       |     0
 .../tools/ml/model/ChecksumEventStream.java        |     3 +-
 .../opennlp/tools/ml/model/ComparableEvent.java    |     0
 .../tools/ml/model/ComparablePredicate.java        |     0
 .../opennlp/tools/ml/model/DataIndexerFactory.java |     6 +-
 .../tools/ml/model/DynamicEvalParameters.java      |     0
 .../opennlp/tools/ml/model/EvalParameters.java     |     0
 .../opennlp/tools/ml/model/FileEventStream.java    |     0
 .../opennlp/tools/ml/model/GenericModelReader.java |    38 +-
 .../opennlp/tools/ml/model/GenericModelWriter.java |    33 +-
 .../tools/ml/model/ModelParameterChunker.java      |     0
 .../opennlp/tools/ml/model/MutableContext.java     |     0
 .../opennlp/tools/ml/model/ObjectDataReader.java   |     0
 .../opennlp/tools/ml/model/OnePassDataIndexer.java |     0
 .../ml/model/OnePassRealValueDataIndexer.java      |     0
 .../tools/ml/model/PlainTextFileDataReader.java    |     0
 .../tools/ml/model/RealValueFileEventStream.java   |     0
 .../tools/ml/model/SequenceStreamEventStream.java  |     0
 .../tools/ml/model/SimpleEventStreamBuilder.java   |     0
 .../opennlp/tools/ml/model/TwoPassDataIndexer.java |     0
 .../java/opennlp/tools/ml/model/UniformPrior.java  |     0
 .../java/opennlp/tools/ml/model/package-info.java  |     0
 .../monitoring/DefaultTrainingProgressMonitor.java |     0
 .../opennlp/tools/util/TrainingParameters.java     |     0
 .../src/test/java/logback-test.xml                 |    40 +
 .../opennlp/tools/ml/AbstractEventStreamTest.java  |    90 +
 .../tools/ml/model/ChecksumEventStreamTest.java    |     0
 .../java/opennlp/tools/ml/model/EventTest.java     |     0
 .../tools/ml/model/FileEventStreamTest.java        |     0
 .../tools/ml/model/ModelParameterChunkerTest.java  |     0
 .../tools/ml/model/OnePassDataIndexerTest.java     |     0
 .../ml/model/OnePassRealValueDataIndexerTest.java  |     0
 .../ml/model/RealValueFileEventStreamTest.java     |     4 +-
 opennlp-core/opennlp-ml/opennlp-ml-maxent/pom.xml  |    47 +
 .../opennlp/tools/ml/maxent/AllEnglishAffixes.txt  |     0
 .../tools/ml/maxent/BasicContextGenerator.java     |     0
 .../opennlp/tools/ml/maxent/ContextGenerator.java  |     0
 .../java/opennlp/tools/ml/maxent/DataStream.java   |     0
 .../main/java/opennlp/tools/ml/maxent/GISFormat    |     0
 .../java/opennlp/tools/ml/maxent/GISModel.java     |     3 +-
 .../java/opennlp/tools/ml/maxent/GISTrainer.java   |     2 -
 .../tools/ml/maxent/RealBasicEventStream.java      |     0
 .../tools/ml/maxent/URLInputStreamFactory.java     |     0
 .../tools/ml/maxent/io/BinaryGISModelReader.java   |     0
 .../tools/ml/maxent/io/BinaryGISModelWriter.java   |     0
 .../tools/ml/maxent/io/BinaryQNModelReader.java    |     0
 .../tools/ml/maxent/io/BinaryQNModelWriter.java    |     0
 .../opennlp/tools/ml/maxent/io/GISModelReader.java |     0
 .../opennlp/tools/ml/maxent/io/GISModelWriter.java |     0
 .../opennlp/tools/ml/maxent/io/QNModelReader.java  |     0
 .../opennlp/tools/ml/maxent/io/QNModelWriter.java  |     0
 .../opennlp/tools/ml/maxent/io/package-info.java   |     0
 .../java/opennlp/tools/ml/maxent/io/package.html   |     0
 .../java/opennlp/tools/ml/maxent/package-info.java |     0
 .../main/java/opennlp/tools/ml/maxent/package.html |     0
 .../tools/ml/maxent/quasinewton/Function.java      |     0
 .../tools/ml/maxent/quasinewton/LineSearch.java    |     0
 .../ml/maxent/quasinewton/NegLogLikelihood.java    |     0
 .../quasinewton/ParallelNegLogLikelihood.java      |     0
 .../tools/ml/maxent/quasinewton/QNMinimizer.java   |     0
 .../tools/ml/maxent/quasinewton/QNModel.java       |     3 +-
 .../tools/ml/maxent/quasinewton/QNTrainer.java     |     0
 .../tools/ml/maxent/quasinewton/package-info.java  |     0
 .../monitoring/LogLikelihoodThresholdBreached.java |     0
 .../opennlp/tools/ml/AbstractEventStreamTest.java  |    90 +
 .../java/opennlp/tools/ml/PrepAttachDataUtil.java  |    94 +
 .../tools/ml/maxent/FootballEventStream.java       |     0
 .../opennlp/tools/ml/maxent/GISIndexingTest.java   |    43 +-
 .../opennlp/tools/ml/maxent/GISTrainerTest.java    |     8 +-
 .../tools/ml/maxent/MaxentPrepAttachTest.java      |    19 +-
 .../opennlp/tools/ml/maxent/MockDataIndexer.java   |     0
 .../tools/ml/maxent/RealBasicEventStreamTest.java  |     0
 .../tools/ml/maxent/RealValueModelTest.java        |     0
 .../tools/ml/maxent/ScaleDoesntMatterTest.java     |    19 +-
 .../ml/maxent/io/RealValueFileEventStreamTest.java |     0
 .../ml/maxent/quasinewton/LineSearchTest.java      |     0
 .../maxent/quasinewton/NegLogLikelihoodTest.java   |     0
 .../ml/maxent/quasinewton/QNMinimizerTest.java     |     0
 .../ml/maxent/quasinewton/QNPrepAttachTest.java    |    26 +-
 .../tools/ml/maxent/quasinewton/QNTrainerTest.java |     0
 .../opennlp/tools/util/MockInputStreamFactory.java |    57 +
 .../opennlp/maxent/io/rvfes-bug-data-broken.txt    |     2 +
 .../data/opennlp/maxent/io/rvfes-bug-data-ok.txt   |     2 +
 .../maxent/real-valued-weights-training-data.txt   |    20 +
 .../maxent/repeat-weighting-training-data.txt      |    20 +
 .../src/test/resources/data/ppa/NOTICE             |     6 +
 .../src/test/resources/data/ppa/bitstrings         | 52635 +++++++++++++++++++
 .../src/test/resources/data/ppa/devset             |  4039 ++
 .../src/test/resources/data/ppa/test               |  3097 ++
 .../src/test/resources/data/ppa/training           | 20801 ++++++++
 .../src/test/resources/logback-test.xml            |    40 +
 .../resources/opennlp/tools/ml/maxent/football.dat |     0
 opennlp-core/opennlp-ml/pom.xml                    |    19 +-
 opennlp-core/opennlp-runtime/pom.xml               |    14 +-
 .../main/java/opennlp/tools/ml/TrainerFactory.java |    40 +-
 .../tools/ml/naivebayes/NaiveBayesModel.java       |     5 +-
 .../tools/ml/perceptron/PerceptronModel.java       |     3 +-
 .../tools/namefind/NameSampleDataStream.java       |     3 +-
 .../java/opennlp/tools/util/model/ModelUtil.java   |     3 +-
 .../java/opennlp/tools/ml/TrainerFactoryTest.java  |    25 +-
 .../{model => models}/TwoPassDataIndexerTest.java  |     6 +-
 pom.xml                                            |    12 +
 122 files changed, 81418 insertions(+), 151 deletions(-)

diff --git a/opennlp-api/src/main/java/opennlp/tools/ml/AlgorithmType.java b/opennlp-api/src/main/java/opennlp/tools/ml/AlgorithmType.java
new file mode 100644
index 00000000..afe984af
--- /dev/null
+++ b/opennlp-api/src/main/java/opennlp/tools/ml/AlgorithmType.java
@@ -0,0 +1,108 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package opennlp.tools.ml;
+
+public enum AlgorithmType {
+
+  MAXENT("MAXENT", "GIS",
+      "opennlp.tools.ml.maxent.GISTrainer",
+      "opennlp.tools.ml.maxent.io.GISModelReader",
+      "opennlp.tools.ml.maxent.io.BinaryGISModelWriter"),
+  MAXENT_QN("MAXENT_QN", "QN",
+      "opennlp.tools.ml.maxent.quasinewton.QNTrainer",
+      "opennlp.tools.ml.maxent.io.QNModelReader",
+      "opennlp.tools.ml.maxent.io.BinaryQNModelWriter"),
+  PERCEPTRON("PERCEPTRON", "Perceptron",
+      "opennlp.tools.ml.perceptron.PerceptronTrainer",
+      "opennlp.tools.ml.perceptron.PerceptronModelReader",
+      "opennlp.tools.ml.perceptron.BinaryPerceptronModelWriter"),
+  PERCEPTRON_SEQUENCE("PERCEPTRON_SEQUENCE", "Perceptron",
+      "opennlp.tools.ml.perceptron.SimplePerceptronSequenceTrainer",
+      "opennlp.tools.ml.perceptron.PerceptronModelReader",
+      "opennlp.tools.ml.perceptron.BinaryPerceptronModelWriter"),
+  NAIVE_BAYES("NAIVEBAYES", "NaiveBayes",
+      "opennlp.tools.ml.naivebayes.NaiveBayesTrainer",
+      "opennlp.tools.ml.naivebayes.NaiveBayesModelReader",
+      "opennlp.tools.ml.naivebayes.BinaryNaiveBayesModelWriter");
+
+
+  private final String algorithmType;
+  private final String trainerClazz;
+  private final String modelType;
+  private final String readerClazz;
+  private final String writerClazz;
+
+  AlgorithmType(String type, String ioType,
+                String trainerClazz, String readerClazz, String writerClazz) {
+    this.algorithmType = type;
+    this.trainerClazz = trainerClazz;
+    this.modelType = ioType;
+    this.readerClazz = readerClazz;
+    this.writerClazz = writerClazz;
+  }
+
+  public String getAlgorithmType() {
+    return algorithmType;
+  }
+
+  public String getTrainerClazz() {
+    return trainerClazz;
+  }
+
+  public String getModelType() {
+    return modelType;
+  }
+
+  public String getReaderClazz() {
+    return readerClazz;
+  }
+
+  public String getWriterClazz() {
+    return writerClazz;
+  }
+
+  /**
+   * @param type no restriction on the type.
+   * @return the {@link AlgorithmType} corresponding to the given algorithm type.
+   * @throws IllegalArgumentException if the given type is not a valid {@link AlgorithmType}.
+   */
+  public static AlgorithmType fromAlgorithmType(String type) {
+    for (AlgorithmType trainerType : AlgorithmType.values()) {
+      if (trainerType.algorithmType.equals(type)) {
+        return trainerType;
+      }
+    }
+    throw new IllegalArgumentException("Unknown algorithm type: " + type);
+  }
+
+  /**
+   * @param type no restriction on the type.
+   * @return the {@link AlgorithmType} corresponding to the given reader type.
+   * @throws IllegalArgumentException if the given type is not a valid {@link AlgorithmType}.
+   */
+  public static AlgorithmType fromModelType(String type) {
+    for (AlgorithmType trainerType : AlgorithmType.values()) {
+      if (trainerType.modelType.equals(type)) {
+        return trainerType;
+      }
+    }
+    throw new IllegalArgumentException("Unknown reader type: " + type);
+  }
+
+
+}
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/AbstractObjectStream.java b/opennlp-api/src/main/java/opennlp/tools/util/AbstractObjectStream.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/AbstractObjectStream.java
rename to opennlp-api/src/main/java/opennlp/tools/util/AbstractObjectStream.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/Cache.java b/opennlp-api/src/main/java/opennlp/tools/util/Cache.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/Cache.java
rename to opennlp-api/src/main/java/opennlp/tools/util/Cache.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ObjectStreamUtils.java b/opennlp-api/src/main/java/opennlp/tools/util/ObjectStreamUtils.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ObjectStreamUtils.java
rename to opennlp-api/src/main/java/opennlp/tools/util/ObjectStreamUtils.java
diff --git a/opennlp-api/src/main/java/opennlp/tools/util/Parameters.java b/opennlp-api/src/main/java/opennlp/tools/util/Parameters.java
index 02c5967e..df72b1a1 100644
--- a/opennlp-api/src/main/java/opennlp/tools/util/Parameters.java
+++ b/opennlp-api/src/main/java/opennlp/tools/util/Parameters.java
@@ -21,6 +21,8 @@ import java.io.IOException;
 import java.io.OutputStream;
 import java.util.Map;
 
+import opennlp.tools.ml.AlgorithmType;
+
 public interface Parameters {
   
   String ALGORITHM_PARAM = "Algorithm";
@@ -28,6 +30,9 @@ public interface Parameters {
   String ITERATIONS_PARAM = "Iterations";
   String CUTOFF_PARAM = "Cutoff";
   String THREADS_PARAM = "Threads";
+
+  String ALGORITHM_DEFAULT_VALUE = AlgorithmType.MAXENT.getAlgorithmType();
+
   /**
    * The default number of iterations is 100.
    */
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/PlainTextByLineStream.java b/opennlp-api/src/main/java/opennlp/tools/util/PlainTextByLineStream.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/PlainTextByLineStream.java
rename to opennlp-api/src/main/java/opennlp/tools/util/PlainTextByLineStream.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ext/ExtensionLoader.java b/opennlp-api/src/main/java/opennlp/tools/util/ext/ExtensionLoader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ext/ExtensionLoader.java
rename to opennlp-api/src/main/java/opennlp/tools/util/ext/ExtensionLoader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ext/ExtensionNotLoadedException.java b/opennlp-api/src/main/java/opennlp/tools/util/ext/ExtensionNotLoadedException.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ext/ExtensionNotLoadedException.java
rename to opennlp-api/src/main/java/opennlp/tools/util/ext/ExtensionNotLoadedException.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ext/ExtensionServiceKeys.java b/opennlp-api/src/main/java/opennlp/tools/util/ext/ExtensionServiceKeys.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ext/ExtensionServiceKeys.java
rename to opennlp-api/src/main/java/opennlp/tools/util/ext/ExtensionServiceKeys.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ext/package-info.java b/opennlp-api/src/main/java/opennlp/tools/util/ext/package-info.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/ext/package-info.java
rename to opennlp-api/src/main/java/opennlp/tools/util/ext/package-info.java
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-commons/pom.xml b/opennlp-core/opennlp-ml/opennlp-ml-commons/pom.xml
new file mode 100644
index 00000000..985e521c
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/pom.xml
@@ -0,0 +1,24 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+    <parent>
+        <groupId>org.apache.opennlp</groupId>
+        <artifactId>opennlp-ml</artifactId>
+        <version>3.0.0-SNAPSHOT</version>
+    </parent>
+
+    <artifactId>opennlp-ml-commons</artifactId>
+    <packaging>jar</packaging>
+    <name>Apache OpenNLP ML Commons</name>
+
+    <dependencies>
+        <!-- Internal dependencies -->
+        <dependency>
+            <groupId>org.apache.opennlp</groupId>
+            <artifactId>opennlp-api</artifactId>
+        </dependency>
+    </dependencies>
+
+</project>
\ No newline at end of file
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractEventModelSequenceTrainer.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractEventModelSequenceTrainer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractEventModelSequenceTrainer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractEventModelSequenceTrainer.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractEventTrainer.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractEventTrainer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractEventTrainer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractEventTrainer.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractMLModelWriter.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractMLModelWriter.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractMLModelWriter.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractMLModelWriter.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractTrainer.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractTrainer.java
similarity index 98%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractTrainer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractTrainer.java
index ad3ae379..59872e2e 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/AbstractTrainer.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/AbstractTrainer.java
@@ -21,7 +21,6 @@ import java.util.HashMap;
 import java.util.Map;
 
 import opennlp.tools.commons.Trainer;
-import opennlp.tools.ml.maxent.GISTrainer;
 import opennlp.tools.util.Parameters;
 import opennlp.tools.util.TrainingConfiguration;
 
@@ -72,7 +71,7 @@ public abstract class AbstractTrainer<P extends Parameters> implements Trainer<P
    */
   public String getAlgorithm() {
     return trainingParameters.getStringParameter(Parameters.ALGORITHM_PARAM,
-        GISTrainer.MAXENT_VALUE);
+        Parameters.ALGORITHM_DEFAULT_VALUE);
   }
 
   /**
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/BeamSearch.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/BeamSearch.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/BeamSearch.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/BeamSearch.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractDataIndexer.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractDataIndexer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractDataIndexer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractDataIndexer.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractModel.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractModel.java
similarity index 95%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractModel.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractModel.java
index fc529a5b..33131fb5 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractModel.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractModel.java
@@ -23,6 +23,7 @@ import java.util.LinkedHashMap;
 import java.util.Map;
 import java.util.Objects;
 
+import opennlp.tools.ml.AlgorithmType;
 import opennlp.tools.ml.ArrayMath;
 
 /**
@@ -41,10 +42,8 @@ public abstract class AbstractModel implements MaxentModel {
   /** Prior distribution for this model. */
   protected Prior prior;
 
-  public enum ModelType { Maxent,Perceptron,MaxentQn,NaiveBayes }
-
   /** The type of the model. */
-  protected ModelType modelType;
+  protected AlgorithmType modelType;
 
   /**
    * Initializes an {@link AbstractModel}.
@@ -97,9 +96,9 @@ public abstract class AbstractModel implements MaxentModel {
   }
 
   /**
-   * @return Retrieves the {@link ModelType}.
+   * @return Retrieves the {@link AlgorithmType}.
    */
-  public ModelType getModelType() {
+  public AlgorithmType getModelType() {
     return modelType;
   }
 
@@ -175,8 +174,7 @@ public abstract class AbstractModel implements MaxentModel {
    *
    * @return An {@link Object} array with the values as described above.
    * 
-   * @implNote : This method will usually only be needed by
-   * {@link opennlp.tools.ml.maxent.io.GISModelWriter GIS model writers}.
+   * @implNote : This method will usually only be needed by GIS model writers.
    */
   public final Object[] getDataStructures() {
     Object[] data = new Object[3];
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractModelReader.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractModelReader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractModelReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractModelReader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractModelWriter.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractModelWriter.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/AbstractModelWriter.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/AbstractModelWriter.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/BinaryFileDataReader.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/BinaryFileDataReader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/BinaryFileDataReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/BinaryFileDataReader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ChecksumEventStream.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ChecksumEventStream.java
similarity index 95%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ChecksumEventStream.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ChecksumEventStream.java
index 52af8edc..fee55378 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ChecksumEventStream.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ChecksumEventStream.java
@@ -26,14 +26,13 @@ import opennlp.tools.util.AbstractObjectStream;
 import opennlp.tools.util.ObjectStream;
 
 /**
- * A {@link Checksum}-based {@link AbstractObjectStream event stream} implementation.
+ * A {@link Checksum}-based {@link ObjectStream event stream} implementation.
  * Computes the checksum while consuming the event stream.
  * By default, this implementation will use {@link CRC32C} for checksum calculations
  * as it can use of CPU-specific acceleration instructions at runtime.
  *
  * @see Event
  * @see Checksum
- * @see AbstractObjectStream
  */
 public class ChecksumEventStream extends AbstractObjectStream<Event> {
 
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ComparableEvent.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ComparableEvent.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ComparableEvent.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ComparableEvent.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ComparablePredicate.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ComparablePredicate.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ComparablePredicate.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ComparablePredicate.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/DataIndexerFactory.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/DataIndexerFactory.java
similarity index 92%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/DataIndexerFactory.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/DataIndexerFactory.java
index 1300d028..26a02cad 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/DataIndexerFactory.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/DataIndexerFactory.java
@@ -22,7 +22,6 @@ import java.util.Map;
 
 import opennlp.tools.ml.AbstractEventTrainer;
 import opennlp.tools.util.Parameters;
-import opennlp.tools.util.TrainingParameters;
 import opennlp.tools.util.ext.ExtensionLoader;
 import opennlp.tools.util.ext.ExtensionNotLoadedException;
 
@@ -34,15 +33,14 @@ import opennlp.tools.util.ext.ExtensionNotLoadedException;
 public class DataIndexerFactory {
 
   /**
-   * Instantiates a {@link DataIndexer} configured via {@link TrainingParameters}.
+   * Instantiates a {@link DataIndexer} configured via {@link Parameters}.
    *
-   * @param parameters The {@link TrainingParameters} used for configuration.
+   * @param parameters The {@link Parameters} used for configuration.
    * @param reportMap The {@link Map} used for reporting.
    * @return A ready to use {@link DataIndexer} instance.
    *
    * @throws ExtensionNotLoadedException Thrown if a class name was configured for the indexer, yet
    *                                     the extension could not be loaded.
-   * @see ExtensionLoader
    */
   public static <P extends Parameters> DataIndexer<P> getDataIndexer(
           P parameters, Map<String, String> reportMap) {
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/DynamicEvalParameters.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/DynamicEvalParameters.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/DynamicEvalParameters.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/DynamicEvalParameters.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/EvalParameters.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/EvalParameters.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/EvalParameters.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/EvalParameters.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/FileEventStream.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/FileEventStream.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/FileEventStream.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/FileEventStream.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/GenericModelReader.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/GenericModelReader.java
similarity index 68%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/GenericModelReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/GenericModelReader.java
index 916c28e7..0b26a17c 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/GenericModelReader.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/GenericModelReader.java
@@ -19,11 +19,9 @@ package opennlp.tools.ml.model;
 
 import java.io.File;
 import java.io.IOException;
+import java.lang.reflect.InvocationTargetException;
 
-import opennlp.tools.ml.maxent.io.GISModelReader;
-import opennlp.tools.ml.maxent.io.QNModelReader;
-import opennlp.tools.ml.naivebayes.NaiveBayesModelReader;
-import opennlp.tools.ml.perceptron.PerceptronModelReader;
+import opennlp.tools.ml.AlgorithmType;
 
 /**
  * An generic {@link AbstractModelReader} implementation.
@@ -38,7 +36,6 @@ public class GenericModelReader extends AbstractModelReader {
    * Initializes a {@link GenericModelReader} via a {@link File}.
    *
    * @param f The {@link File} that references the model to be read.
-   *
    * @throws IOException Thrown if IO errors occurred.
    */
   public GenericModelReader(File f) throws IOException {
@@ -56,22 +53,21 @@ public class GenericModelReader extends AbstractModelReader {
 
   @Override
   public void checkModelType() throws IOException {
-    String modelType = readUTF();
-    switch (modelType) {
-      case "Perceptron":
-        delegateModelReader = new PerceptronModelReader(this.dataReader);
-        break;
-      case "GIS":
-        delegateModelReader = new GISModelReader(this.dataReader);
-        break;
-      case "QN":
-        delegateModelReader = new QNModelReader(this.dataReader);
-        break;
-      case "NaiveBayes":
-        delegateModelReader = new NaiveBayesModelReader(this.dataReader);
-        break;
-      default:
-        throw new IOException("Unknown model format: " + modelType);
+    this.delegateModelReader = fromType(AlgorithmType.fromModelType(readUTF()));
+  }
+
+  private AbstractModelReader fromType(AlgorithmType type) {
+    try {
+      final Class<? extends AbstractModelReader> readerClass
+          = (Class<? extends AbstractModelReader>) Class.forName(type.getReaderClazz());
+
+      return readerClass.getDeclaredConstructor(DataReader.class).newInstance(this.dataReader);
+
+    } catch (ClassNotFoundException e) {
+      throw new RuntimeException("Given reader is not available in the classpath!", e);
+    } catch (InvocationTargetException | InstantiationException | IllegalAccessException |
+             NoSuchMethodException e) {
+      throw new RuntimeException("Problem instantiating chosen reader class: " + type.getReaderClazz(), e);
     }
   }
 
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/GenericModelWriter.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/GenericModelWriter.java
similarity index 76%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/GenericModelWriter.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/GenericModelWriter.java
index 9e7717ef..2290b444 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/GenericModelWriter.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/GenericModelWriter.java
@@ -22,13 +22,10 @@ import java.io.File;
 import java.io.FileOutputStream;
 import java.io.IOException;
 import java.io.OutputStream;
+import java.lang.reflect.InvocationTargetException;
 import java.util.zip.GZIPOutputStream;
 
-import opennlp.tools.ml.maxent.io.BinaryGISModelWriter;
-import opennlp.tools.ml.maxent.io.BinaryQNModelWriter;
-import opennlp.tools.ml.model.AbstractModel.ModelType;
-import opennlp.tools.ml.naivebayes.BinaryNaiveBayesModelWriter;
-import opennlp.tools.ml.perceptron.BinaryPerceptronModelWriter;
+import opennlp.tools.ml.AlgorithmType;
 
 /**
  * An generic {@link AbstractModelWriter} implementation.
@@ -74,15 +71,23 @@ public class GenericModelWriter extends AbstractModelWriter {
   }
 
   private void init(AbstractModel model, DataOutputStream dos) {
-    if (model.getModelType() == ModelType.Perceptron) {
-      delegateWriter = new BinaryPerceptronModelWriter(model, dos);
-    } else if (model.getModelType() == ModelType.Maxent) {
-      delegateWriter = new BinaryGISModelWriter(model, dos);
-    } else if (model.getModelType() == ModelType.MaxentQn) {
-      delegateWriter = new BinaryQNModelWriter(model, dos);
-    }
-    if (model.getModelType() == ModelType.NaiveBayes) {
-      delegateWriter = new BinaryNaiveBayesModelWriter(model, dos);
+    this.delegateWriter = fromType(model.getModelType(), model, dos);
+  }
+
+  private AbstractModelWriter fromType(AlgorithmType type, AbstractModel model, DataOutputStream dos) {
+    try {
+      final Class<? extends AbstractModelWriter> readerClass
+          = (Class<? extends AbstractModelWriter>) Class.forName(type.getWriterClazz());
+
+      return readerClass
+          .getDeclaredConstructor(AbstractModel.class, DataOutputStream.class)
+          .newInstance(model, dos);
+
+    } catch (ClassNotFoundException e) {
+      throw new RuntimeException("Given writer is not available in the classpath!", e);
+    } catch (InvocationTargetException | InstantiationException | IllegalAccessException |
+             NoSuchMethodException e) {
+      throw new RuntimeException("Problem instantiating chosen writer class: " + type.getWriterClazz(), e);
     }
   }
 
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ModelParameterChunker.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ModelParameterChunker.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ModelParameterChunker.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ModelParameterChunker.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/MutableContext.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/MutableContext.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/MutableContext.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/MutableContext.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ObjectDataReader.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ObjectDataReader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/ObjectDataReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/ObjectDataReader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/OnePassDataIndexer.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/OnePassDataIndexer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/OnePassDataIndexer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/OnePassDataIndexer.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/OnePassRealValueDataIndexer.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/OnePassRealValueDataIndexer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/OnePassRealValueDataIndexer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/OnePassRealValueDataIndexer.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/PlainTextFileDataReader.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/PlainTextFileDataReader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/PlainTextFileDataReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/PlainTextFileDataReader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/RealValueFileEventStream.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/RealValueFileEventStream.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/RealValueFileEventStream.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/RealValueFileEventStream.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/SequenceStreamEventStream.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/SequenceStreamEventStream.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/SequenceStreamEventStream.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/SequenceStreamEventStream.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/SimpleEventStreamBuilder.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/SimpleEventStreamBuilder.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/SimpleEventStreamBuilder.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/SimpleEventStreamBuilder.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/TwoPassDataIndexer.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/TwoPassDataIndexer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/TwoPassDataIndexer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/TwoPassDataIndexer.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/UniformPrior.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/UniformPrior.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/UniformPrior.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/UniformPrior.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/package-info.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/package-info.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/model/package-info.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/ml/model/package-info.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/monitoring/DefaultTrainingProgressMonitor.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/monitoring/DefaultTrainingProgressMonitor.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/monitoring/DefaultTrainingProgressMonitor.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/monitoring/DefaultTrainingProgressMonitor.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/TrainingParameters.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/util/TrainingParameters.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/util/TrainingParameters.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/main/java/opennlp/tools/util/TrainingParameters.java
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/logback-test.xml b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/logback-test.xml
new file mode 100644
index 00000000..1baae291
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/logback-test.xml
@@ -0,0 +1,40 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+
+    Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at
+
+      http://www.apache.org/licenses/LICENSE-2.0
+
+    Unless required by applicable law or agreed to in writing,
+    software distributed under the License is distributed on an
+    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+    KIND, either express or implied.  See the License for the
+    specific language governing permissions and limitations
+    under the License.
+
+-->
+<configuration>
+
+    <appender name="consoleAppender" class="ch.qos.logback.core.ConsoleAppender">
+        <encoder>
+            <pattern>%date{HH:mm:ss.SSS} [%thread] %-4level %class{36}.%method:%line - %msg%n</pattern>
+        </encoder>
+    </appender>
+
+    <logger name="opennlp" level="off"/>
+
+    <logger name="opennlp.tools.cmdline.namefind" level="off"/>
+    
+    <logger name="opennlp.tools.cmdline.CmdLineUtil" level="off"/>
+
+    <root level="off">
+        <appender-ref ref="consoleAppender" />
+    </root>
+
+</configuration>
\ No newline at end of file
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/AbstractEventStreamTest.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/AbstractEventStreamTest.java
new file mode 100644
index 00000000..5f3cd5de
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/AbstractEventStreamTest.java
@@ -0,0 +1,90 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package opennlp.tools.ml;
+
+import java.io.IOException;
+
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.params.ParameterizedTest;
+import org.junit.jupiter.params.provider.ValueSource;
+
+import opennlp.tools.ml.model.Event;
+import opennlp.tools.ml.model.FileEventStream;
+import opennlp.tools.util.ObjectStream;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertNull;
+
+public abstract class AbstractEventStreamTest {
+
+  protected static final String EVENTS_PLAIN =
+          "other wc=ic w&c=he,ic n1wc=lc n1w&c=belongs,lc n2wc=lc\n" +
+                  "other wc=lc w&c=belongs,lc p1wc=ic p1w&c=he,ic n1wc=lc\n" +
+                  "other wc=lc w&c=to,lc p1wc=lc p1w&c=belongs,lc p2wc=ic\n" +
+                  "org-start wc=ic w&c=apache,ic p1wc=lc p1w&c=to,lc\n" +
+                  "org-cont wc=ic w&c=software,ic p1wc=ic p1w&c=apache,ic\n" +
+                  "org-cont wc=ic w&c=foundation,ic p1wc=ic p1w&c=software,ic\n" +
+                  "other wc=other w&c=.,other p1wc=ic\n";
+
+  protected static final String EVENTS =
+          "other wc=ic=1.0 w&c=he,ic=2.0 n1wc=lc=3.0 n1w&c=belongs,lc=4.0 n2wc=lc=5.0\n" +
+                  "other wc=lc=1.0 w&c=belongs,lc=2.0 p1wc=ic=3.0 p1w&c=he,ic=4.0 n1wc=lc=5.0\n" +
+                  "other wc=lc=1.0 w&c=to,lc=2.0 p1wc=lc=3.0 p1w&c=belongs,lc=4.0 p2wc=ic=5.0\n" +
+                  "org-start wc=ic=1.0 w&c=apache,ic=2.0 p1wc=lc=3.0 p1w&c=to,lc=4.0\n" +
+                  "org-cont wc=ic=1.0 w&c=software,ic=2.0 p1wc=ic=3.0 p1w&c=apache,ic=4.0\n" +
+                  "org-cont wc=ic=1.0 w&c=foundation,ic=2.0 p1wc=ic=3.0 p1w&c=software,ic=4.0\n" +
+                  "other wc=other=1.0 w&c=.,other=2.0 p1wc=ic=3.0\n";
+
+  protected static final String EVENTS_INVALID_1 =
+          "other wc=ic=1,0 w&c=he,ic=2,0 n1wc=lc=3,0 n1w&c=belongs,lc=4,0 n2wc=lc=5,0\n";
+
+  protected static final String EVENTS_INVALID_2 =
+          "other wc=ic=A w&c=he,ic=B n1wc=lc=C n1w&c=belongs,lc=D n2wc=lc=E\n";
+
+  protected static final String EVENTS_INVALID_NEGATIVE =
+          "other wc=ic=-1.0 w&c=he,ic=-2.0 n1wc=lc=-3.0 n1w&c=belongs,lc=-4.0 n2wc=lc=-5.0\n";
+
+  protected abstract ObjectStream<Event> createEventStream(String input) throws IOException;
+
+  @Test
+  void testToLine() throws IOException {
+    try (ObjectStream<Event> eventStream = createEventStream(EVENTS_PLAIN)) {
+      // just reading the first element here for format and platform checks
+      Event e = eventStream.read();
+      assertNotNull(e);
+      assertNotNull(e.getOutcome());
+      assertEquals("other wc=ic w&c=he,ic n1wc=lc n1w&c=belongs,lc n2wc=lc" + System.lineSeparator(),
+              FileEventStream.toLine(e));
+    }
+  }
+
+  @ParameterizedTest
+  @ValueSource(strings = {EVENTS_INVALID_1, EVENTS_INVALID_2})
+  void testReadWithInvalidRealValues(String input) throws IOException {
+    try (ObjectStream<Event> eventStream = createEventStream(input)) {
+      Event e = eventStream.read();
+      assertNotNull(e);
+      assertNotNull(e.getOutcome());
+      assertEquals("other", e.getOutcome());
+      assertNotNull(e.getContext());
+      assertEquals(5, e.getContext().length);
+      assertNull(e.getValues()); // expected as float values where formatted incorrectly
+    }
+  }
+}
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/ChecksumEventStreamTest.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/ChecksumEventStreamTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/ChecksumEventStreamTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/ChecksumEventStreamTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/EventTest.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/EventTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/EventTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/EventTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/FileEventStreamTest.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/FileEventStreamTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/FileEventStreamTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/FileEventStreamTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/ModelParameterChunkerTest.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/ModelParameterChunkerTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/ModelParameterChunkerTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/ModelParameterChunkerTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/OnePassDataIndexerTest.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/OnePassDataIndexerTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/OnePassDataIndexerTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/OnePassDataIndexerTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/OnePassRealValueDataIndexerTest.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/OnePassRealValueDataIndexerTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/OnePassRealValueDataIndexerTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/OnePassRealValueDataIndexerTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/RealValueFileEventStreamTest.java b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/RealValueFileEventStreamTest.java
similarity index 96%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/RealValueFileEventStreamTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/RealValueFileEventStreamTest.java
index 874a2f71..b4071b3d 100644
--- a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/model/RealValueFileEventStreamTest.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-commons/src/test/java/opennlp/tools/ml/model/RealValueFileEventStreamTest.java
@@ -24,7 +24,6 @@ import org.junit.jupiter.api.Assertions;
 import org.junit.jupiter.api.Test;
 
 import opennlp.tools.ml.AbstractEventStreamTest;
-import opennlp.tools.ml.maxent.RealBasicEventStream;
 import opennlp.tools.util.ObjectStream;
 
 import static org.junit.jupiter.api.Assertions.fail;
@@ -34,11 +33,10 @@ import static org.junit.jupiter.api.Assertions.fail;
  * <br/>
  * {@code outcome context1 context2 context3 ...}
  * <p>
- * and is consistent with {@link RealBasicEventStream}. Moreover, the test checks that processing
+ * and is consistent with {@code RealBasicEventStream}. Moreover, the test checks that processing
  * given input works as expected.
  *
  * @see ObjectStream
- * @see RealBasicEventStream
  */
 public class RealValueFileEventStreamTest extends AbstractEventStreamTest {
 
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/pom.xml b/opennlp-core/opennlp-ml/opennlp-ml-maxent/pom.xml
new file mode 100644
index 00000000..c0a58d17
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/pom.xml
@@ -0,0 +1,47 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+   Licensed to the Apache Software Foundation (ASF) under one
+   or more contributor license agreements.  See the NOTICE file
+   distributed with this work for additional information
+   regarding copyright ownership.  The ASF licenses this file
+   to you under the Apache License, Version 2.0 (the
+   "License"); you may not use this file except in compliance
+   with the License.  You may obtain a copy of the License at
+
+     http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing,
+   software distributed under the License is distributed on an
+   "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+   KIND, either express or implied.  See the License for the
+   specific language governing permissions and limitations
+   under the License.
+-->
+
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+    <parent>
+        <groupId>org.apache.opennlp</groupId>
+        <artifactId>opennlp-ml</artifactId>
+        <version>3.0.0-SNAPSHOT</version>
+    </parent>
+
+    <artifactId>opennlp-ml-maxent</artifactId>
+    <packaging>jar</packaging>
+    <name>Apache OpenNLP Maximum Entropy</name>
+
+    <dependencies>
+        <!-- Internal dependencies -->
+        <dependency>
+            <groupId>org.apache.opennlp</groupId>
+            <artifactId>opennlp-api</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.opennlp</groupId>
+            <artifactId>opennlp-ml-commons</artifactId>
+        </dependency>
+    </dependencies>
+
+</project>
\ No newline at end of file
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/AllEnglishAffixes.txt b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/AllEnglishAffixes.txt
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/AllEnglishAffixes.txt
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/AllEnglishAffixes.txt
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/BasicContextGenerator.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/BasicContextGenerator.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/BasicContextGenerator.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/BasicContextGenerator.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/ContextGenerator.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/ContextGenerator.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/ContextGenerator.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/ContextGenerator.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/DataStream.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/DataStream.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/DataStream.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/DataStream.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/GISFormat b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/GISFormat
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/GISFormat
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/GISFormat
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/GISModel.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/GISModel.java
similarity index 99%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/GISModel.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/GISModel.java
index 9b50698c..7e6c8454 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/GISModel.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/GISModel.java
@@ -19,6 +19,7 @@ package opennlp.tools.ml.maxent;
 
 import java.util.Objects;
 
+import opennlp.tools.ml.AlgorithmType;
 import opennlp.tools.ml.ArrayMath;
 import opennlp.tools.ml.model.AbstractModel;
 import opennlp.tools.ml.model.Context;
@@ -59,7 +60,7 @@ public final class GISModel extends AbstractModel {
     super(params, predLabels, outcomeNames);
     this.prior = prior;
     prior.setLabels(outcomeNames, predLabels);
-    modelType = ModelType.Maxent;
+    modelType = AlgorithmType.MAXENT;
   }
 
   /**
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/GISTrainer.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/GISTrainer.java
similarity index 99%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/GISTrainer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/GISTrainer.java
index bfd30a96..60a721b0 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/GISTrainer.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/GISTrainer.java
@@ -153,8 +153,6 @@ public class GISTrainer extends AbstractEventTrainer<TrainingParameters> {
    */
   private EvalParameters evalParams;
 
-  public static final String MAXENT_VALUE = "MAXENT";
-
   /**
    * If we are using smoothing, this is used as the "number" of times we want
    * the trainer to imagine that it saw a feature that it actually didn't see.
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/RealBasicEventStream.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/RealBasicEventStream.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/RealBasicEventStream.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/RealBasicEventStream.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/URLInputStreamFactory.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/URLInputStreamFactory.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/URLInputStreamFactory.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/URLInputStreamFactory.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/BinaryGISModelReader.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/BinaryGISModelReader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/BinaryGISModelReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/BinaryGISModelReader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/BinaryGISModelWriter.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/BinaryGISModelWriter.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/BinaryGISModelWriter.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/BinaryGISModelWriter.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/BinaryQNModelReader.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/BinaryQNModelReader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/BinaryQNModelReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/BinaryQNModelReader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/BinaryQNModelWriter.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/BinaryQNModelWriter.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/BinaryQNModelWriter.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/BinaryQNModelWriter.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/GISModelReader.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/GISModelReader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/GISModelReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/GISModelReader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/GISModelWriter.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/GISModelWriter.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/GISModelWriter.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/GISModelWriter.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/QNModelReader.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/QNModelReader.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/QNModelReader.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/QNModelReader.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/QNModelWriter.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/QNModelWriter.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/QNModelWriter.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/QNModelWriter.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/package-info.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/package-info.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/package-info.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/package-info.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/package.html b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/package.html
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/io/package.html
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/io/package.html
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/package-info.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/package-info.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/package-info.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/package-info.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/package.html b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/package.html
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/package.html
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/package.html
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/Function.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/Function.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/Function.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/Function.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/LineSearch.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/LineSearch.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/LineSearch.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/LineSearch.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/NegLogLikelihood.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/NegLogLikelihood.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/NegLogLikelihood.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/NegLogLikelihood.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/ParallelNegLogLikelihood.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/ParallelNegLogLikelihood.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/ParallelNegLogLikelihood.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/ParallelNegLogLikelihood.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNMinimizer.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNMinimizer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNMinimizer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNMinimizer.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNModel.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNModel.java
similarity index 98%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNModel.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNModel.java
index ea0a26d9..0b1d924e 100644
--- a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNModel.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNModel.java
@@ -17,6 +17,7 @@
 
 package opennlp.tools.ml.maxent.quasinewton;
 
+import opennlp.tools.ml.AlgorithmType;
 import opennlp.tools.ml.ArrayMath;
 import opennlp.tools.ml.model.AbstractModel;
 import opennlp.tools.ml.model.Context;
@@ -43,7 +44,7 @@ public class QNModel extends AbstractModel {
    */
   public QNModel(Context[] params, String[] predLabels, String[] outcomeNames) {
     super(params, predLabels, outcomeNames);
-    this.modelType = ModelType.MaxentQn;
+    this.modelType = AlgorithmType.MAXENT_QN;
   }
 
   /**
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNTrainer.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNTrainer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNTrainer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/QNTrainer.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/package-info.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/package-info.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/ml/maxent/quasinewton/package-info.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/ml/maxent/quasinewton/package-info.java
diff --git a/opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/monitoring/LogLikelihoodThresholdBreached.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/monitoring/LogLikelihoodThresholdBreached.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/main/java/opennlp/tools/monitoring/LogLikelihoodThresholdBreached.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/main/java/opennlp/tools/monitoring/LogLikelihoodThresholdBreached.java
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/AbstractEventStreamTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/AbstractEventStreamTest.java
new file mode 100644
index 00000000..5f3cd5de
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/AbstractEventStreamTest.java
@@ -0,0 +1,90 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package opennlp.tools.ml;
+
+import java.io.IOException;
+
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.params.ParameterizedTest;
+import org.junit.jupiter.params.provider.ValueSource;
+
+import opennlp.tools.ml.model.Event;
+import opennlp.tools.ml.model.FileEventStream;
+import opennlp.tools.util.ObjectStream;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertNull;
+
+public abstract class AbstractEventStreamTest {
+
+  protected static final String EVENTS_PLAIN =
+          "other wc=ic w&c=he,ic n1wc=lc n1w&c=belongs,lc n2wc=lc\n" +
+                  "other wc=lc w&c=belongs,lc p1wc=ic p1w&c=he,ic n1wc=lc\n" +
+                  "other wc=lc w&c=to,lc p1wc=lc p1w&c=belongs,lc p2wc=ic\n" +
+                  "org-start wc=ic w&c=apache,ic p1wc=lc p1w&c=to,lc\n" +
+                  "org-cont wc=ic w&c=software,ic p1wc=ic p1w&c=apache,ic\n" +
+                  "org-cont wc=ic w&c=foundation,ic p1wc=ic p1w&c=software,ic\n" +
+                  "other wc=other w&c=.,other p1wc=ic\n";
+
+  protected static final String EVENTS =
+          "other wc=ic=1.0 w&c=he,ic=2.0 n1wc=lc=3.0 n1w&c=belongs,lc=4.0 n2wc=lc=5.0\n" +
+                  "other wc=lc=1.0 w&c=belongs,lc=2.0 p1wc=ic=3.0 p1w&c=he,ic=4.0 n1wc=lc=5.0\n" +
+                  "other wc=lc=1.0 w&c=to,lc=2.0 p1wc=lc=3.0 p1w&c=belongs,lc=4.0 p2wc=ic=5.0\n" +
+                  "org-start wc=ic=1.0 w&c=apache,ic=2.0 p1wc=lc=3.0 p1w&c=to,lc=4.0\n" +
+                  "org-cont wc=ic=1.0 w&c=software,ic=2.0 p1wc=ic=3.0 p1w&c=apache,ic=4.0\n" +
+                  "org-cont wc=ic=1.0 w&c=foundation,ic=2.0 p1wc=ic=3.0 p1w&c=software,ic=4.0\n" +
+                  "other wc=other=1.0 w&c=.,other=2.0 p1wc=ic=3.0\n";
+
+  protected static final String EVENTS_INVALID_1 =
+          "other wc=ic=1,0 w&c=he,ic=2,0 n1wc=lc=3,0 n1w&c=belongs,lc=4,0 n2wc=lc=5,0\n";
+
+  protected static final String EVENTS_INVALID_2 =
+          "other wc=ic=A w&c=he,ic=B n1wc=lc=C n1w&c=belongs,lc=D n2wc=lc=E\n";
+
+  protected static final String EVENTS_INVALID_NEGATIVE =
+          "other wc=ic=-1.0 w&c=he,ic=-2.0 n1wc=lc=-3.0 n1w&c=belongs,lc=-4.0 n2wc=lc=-5.0\n";
+
+  protected abstract ObjectStream<Event> createEventStream(String input) throws IOException;
+
+  @Test
+  void testToLine() throws IOException {
+    try (ObjectStream<Event> eventStream = createEventStream(EVENTS_PLAIN)) {
+      // just reading the first element here for format and platform checks
+      Event e = eventStream.read();
+      assertNotNull(e);
+      assertNotNull(e.getOutcome());
+      assertEquals("other wc=ic w&c=he,ic n1wc=lc n1w&c=belongs,lc n2wc=lc" + System.lineSeparator(),
+              FileEventStream.toLine(e));
+    }
+  }
+
+  @ParameterizedTest
+  @ValueSource(strings = {EVENTS_INVALID_1, EVENTS_INVALID_2})
+  void testReadWithInvalidRealValues(String input) throws IOException {
+    try (ObjectStream<Event> eventStream = createEventStream(input)) {
+      Event e = eventStream.read();
+      assertNotNull(e);
+      assertNotNull(e.getOutcome());
+      assertEquals("other", e.getOutcome());
+      assertNotNull(e.getContext());
+      assertEquals(5, e.getContext().length);
+      assertNull(e.getValues()); // expected as float values where formatted incorrectly
+    }
+  }
+}
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/PrepAttachDataUtil.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/PrepAttachDataUtil.java
new file mode 100644
index 00000000..bd4de105
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/PrepAttachDataUtil.java
@@ -0,0 +1,94 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package opennlp.tools.ml;
+
+import java.io.BufferedReader;
+import java.io.IOException;
+import java.io.InputStream;
+import java.io.InputStreamReader;
+import java.nio.charset.StandardCharsets;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+import org.junit.jupiter.api.Assertions;
+
+import opennlp.tools.ml.model.Event;
+import opennlp.tools.ml.model.MaxentModel;
+import opennlp.tools.util.ObjectStream;
+import opennlp.tools.util.ObjectStreamUtils;
+
+public class PrepAttachDataUtil {
+
+  /* Caches ppa files as List<Event> via their name (key) */
+  private static final Map<String, List<Event>> PPA_FILE_EVENTS = new HashMap<>();
+
+  private static List<Event> readPpaFile(String filename) throws IOException {
+    if (!PPA_FILE_EVENTS.containsKey(filename)) {
+      List<Event> events = new ArrayList<>();
+      try (InputStream in = PrepAttachDataUtil.class.getResourceAsStream("/data/ppa/" + filename);
+           BufferedReader reader = new BufferedReader(new InputStreamReader(in, StandardCharsets.UTF_8))) {
+        String line;
+        while ((line = reader.readLine()) != null) {
+          String[] items = line.split("\\s+");
+          String label = items[5];
+          String[] context = {"verb=" + items[1], "noun=" + items[2],
+              "prep=" + items[3], "prep_obj=" + items[4]};
+          events.add(new Event(label, context));
+        }
+        PPA_FILE_EVENTS.put(filename, events);
+      }
+    }
+    return PPA_FILE_EVENTS.get(filename);
+  }
+
+  public static ObjectStream<Event> createTrainingStream() throws IOException {
+    List<Event> trainingEvents = readPpaFile("training");
+    return ObjectStreamUtils.createObjectStream(trainingEvents);
+  }
+
+  public static void testModel(MaxentModel model, double expecedAccuracy) throws IOException {
+
+    List<Event> devEvents = readPpaFile("devset");
+
+    int total = 0;
+    int correct = 0;
+    for (Event ev: devEvents) {
+      String targetLabel = ev.getOutcome();
+      double[] ocs = model.eval(ev.getContext());
+
+      int best = 0;
+      for (int i = 1; i < ocs.length; i++) {
+        if (ocs[i] > ocs[best]) {
+          best = i;
+        }
+      }
+
+      String predictedLabel = model.getOutcome(best);
+
+      if (targetLabel.equals(predictedLabel))
+        correct++;
+      total++;
+    }
+
+    double accuracy = correct / (double) total;
+
+    Assertions.assertEquals(expecedAccuracy, accuracy, .00001);
+  }
+}
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/FootballEventStream.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/FootballEventStream.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/FootballEventStream.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/FootballEventStream.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/GISIndexingTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/GISIndexingTest.java
similarity index 85%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/GISIndexingTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/GISIndexingTest.java
index 5b917037..a02f43ca 100644
--- a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/GISIndexingTest.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/GISIndexingTest.java
@@ -28,7 +28,6 @@ import org.junit.jupiter.api.Test;
 
 import opennlp.tools.ml.AbstractEventTrainer;
 import opennlp.tools.ml.EventTrainer;
-import opennlp.tools.ml.TrainerFactory;
 import opennlp.tools.ml.maxent.quasinewton.QNTrainer;
 import opennlp.tools.ml.model.AbstractDataIndexer;
 import opennlp.tools.ml.model.DataIndexer;
@@ -38,7 +37,6 @@ import opennlp.tools.util.ObjectStream;
 import opennlp.tools.util.ObjectStreamUtils;
 import opennlp.tools.util.Parameters;
 import opennlp.tools.util.TrainingParameters;
-import opennlp.tools.util.model.ModelUtil;
 
 public class GISIndexingTest {
 
@@ -63,10 +61,11 @@ public class GISIndexingTest {
   @Test
   void testGISTrainSignature1() throws IOException {
     try (ObjectStream<Event> eventStream = createEventStream()) {
-      TrainingParameters params = ModelUtil.createDefaultTrainingParameters();
+      TrainingParameters params = createDefaultTrainingParameters();
       params.put(Parameters.CUTOFF_PARAM, 1);
 
-      EventTrainer<TrainingParameters> trainer = TrainerFactory.getEventTrainer(params, null);
+      EventTrainer<TrainingParameters> trainer = new GISTrainer();
+      trainer.init(params, null);
 
       Assertions.assertNotNull(trainer.train(eventStream));
     }
@@ -78,10 +77,11 @@ public class GISIndexingTest {
   @Test
   void testGISTrainSignature2() throws IOException {
     try (ObjectStream<Event> eventStream = createEventStream()) {
-      TrainingParameters params = ModelUtil.createDefaultTrainingParameters();
+      TrainingParameters params = createDefaultTrainingParameters();
       params.put(Parameters.CUTOFF_PARAM, 1);
       params.put("smoothing", true);
-      EventTrainer<TrainingParameters> trainer = TrainerFactory.getEventTrainer(params, null);
+      EventTrainer<TrainingParameters> trainer = new GISTrainer();
+      trainer.init(params, null);
 
       Assertions.assertNotNull(trainer.train(eventStream));
     }
@@ -93,12 +93,13 @@ public class GISIndexingTest {
   @Test
   void testGISTrainSignature3() throws IOException {
     try (ObjectStream<Event> eventStream = createEventStream()) {
-      TrainingParameters params = ModelUtil.createDefaultTrainingParameters();
+      TrainingParameters params = createDefaultTrainingParameters();
 
       params.put(Parameters.ITERATIONS_PARAM, 10);
       params.put(Parameters.CUTOFF_PARAM, 1);
 
-      EventTrainer<TrainingParameters> trainer = TrainerFactory.getEventTrainer(params, null);
+      EventTrainer<TrainingParameters> trainer = new GISTrainer();
+      trainer.init(params, null);
 
       Assertions.assertNotNull(trainer.train(eventStream));
     }
@@ -110,10 +111,11 @@ public class GISIndexingTest {
   @Test
   void testGISTrainSignature4() throws IOException {
     try (ObjectStream<Event> eventStream = createEventStream()) {
-      TrainingParameters params = ModelUtil.createDefaultTrainingParameters();
+      TrainingParameters params = createDefaultTrainingParameters();
       params.put(Parameters.ITERATIONS_PARAM, 10);
       params.put(Parameters.CUTOFF_PARAM, 1);
-      GISTrainer trainer = (GISTrainer) TrainerFactory.getEventTrainer(params, null);
+      GISTrainer trainer = new GISTrainer();
+      trainer.init(params, null);
       trainer.setGaussianSigma(0.01);
 
       Assertions.assertNotNull(trainer.trainModel(eventStream));
@@ -127,13 +129,14 @@ public class GISIndexingTest {
   @Test
   void testGISTrainSignature5() throws IOException {
     try (ObjectStream<Event> eventStream = createEventStream()) {
-      TrainingParameters params = ModelUtil.createDefaultTrainingParameters();
+      TrainingParameters params = createDefaultTrainingParameters();
 
       params.put(Parameters.ITERATIONS_PARAM, 10);
       params.put(Parameters.CUTOFF_PARAM, 1);
       params.put("smoothing", false);
 
-      EventTrainer<TrainingParameters> trainer = TrainerFactory.getEventTrainer(params, null);
+      EventTrainer<TrainingParameters> trainer = new GISTrainer();
+      trainer.init(params, null);
       Assertions.assertNotNull(trainer.train(eventStream));
     }
   }
@@ -151,8 +154,8 @@ public class GISIndexingTest {
     parameters.put(AbstractDataIndexer.SORT_PARAM, true);
 
     // guarantee that you have a GIS trainer...
-    EventTrainer<TrainingParameters> trainer =
-        TrainerFactory.getEventTrainer(parameters, new HashMap<>());
+    EventTrainer<TrainingParameters> trainer = new GISTrainer();
+    trainer.init(parameters, new HashMap<>());
     Assertions.assertEquals("opennlp.tools.ml.maxent.GISTrainer", trainer.getClass().getName());
     AbstractEventTrainer<TrainingParameters> aeTrainer = (AbstractEventTrainer<TrainingParameters>) trainer;
     // guarantee that you have a OnePassDataIndexer ...
@@ -170,7 +173,8 @@ public class GISIndexingTest {
     parameters.put(AbstractEventTrainer.DATA_INDEXER_PARAM, AbstractEventTrainer.DATA_INDEXER_TWO_PASS_VALUE);
     parameters.put(Parameters.CUTOFF_PARAM, 2);
 
-    trainer = TrainerFactory.getEventTrainer(parameters, new HashMap<>());
+    trainer = new QNTrainer();
+    trainer.init(parameters, new HashMap<>());
     Assertions.assertEquals("opennlp.tools.ml.maxent.quasinewton.QNTrainer", trainer.getClass().getName());
     aeTrainer = (AbstractEventTrainer<TrainingParameters>) trainer;
     di = aeTrainer.getDataIndexer(eventStream);
@@ -223,4 +227,13 @@ public class GISIndexingTest {
     di = DataIndexerFactory.getDataIndexer(parameters, myReportMap);
     Assertions.assertEquals("opennlp.tools.ml.maxent.MockDataIndexer", di.getClass().getName());
   }
+
+  private static TrainingParameters createDefaultTrainingParameters() {
+    TrainingParameters mlParams = new TrainingParameters();
+    mlParams.put(Parameters.ALGORITHM_PARAM, Parameters.ALGORITHM_DEFAULT_VALUE);
+    mlParams.put(Parameters.ITERATIONS_PARAM, 100);
+    mlParams.put(Parameters.CUTOFF_PARAM, 5);
+
+    return mlParams;
+  }
 }
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/GISTrainerTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/GISTrainerTest.java
similarity index 93%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/GISTrainerTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/GISTrainerTest.java
index 72c0e616..ddba8624 100644
--- a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/GISTrainerTest.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/GISTrainerTest.java
@@ -24,7 +24,6 @@ import org.junit.jupiter.api.Assertions;
 import org.junit.jupiter.api.Test;
 
 import opennlp.tools.ml.EventTrainer;
-import opennlp.tools.ml.TrainerFactory;
 import opennlp.tools.ml.model.AbstractModel;
 import opennlp.tools.ml.model.Context;
 import opennlp.tools.ml.model.Event;
@@ -45,8 +44,8 @@ public class GISTrainerTest {
     params.put("GaussianSmoothing", true);
 
     Map<String, String> reportMap = new HashMap<>();
-    EventTrainer<TrainingParameters> trainer = TrainerFactory.getEventTrainer(params, reportMap);
-
+    EventTrainer<TrainingParameters> trainer = new GISTrainer();
+    trainer.init(params, reportMap);
     ObjectStream<Event> eventStream = new FootballEventStream();
     AbstractModel smoothedModel = (AbstractModel) trainer.train(eventStream);
     Map<String, Context> predMap = (Map<String, Context>) smoothedModel.getDataStructures()[1];
@@ -61,7 +60,8 @@ public class GISTrainerTest {
 
     eventStream.reset();
     params.put("GaussianSmoothing", false);
-    trainer = TrainerFactory.getEventTrainer(params, reportMap);
+    trainer = new GISTrainer();
+    trainer.init(params, reportMap);
     AbstractModel unsmoothedModel = (AbstractModel) trainer.train(eventStream);
     predMap = (Map<String, Context>) unsmoothedModel.getDataStructures()[1];
 
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/MaxentPrepAttachTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/MaxentPrepAttachTest.java
similarity index 86%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/MaxentPrepAttachTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/MaxentPrepAttachTest.java
index ddab5d2b..76de2f09 100644
--- a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/MaxentPrepAttachTest.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/MaxentPrepAttachTest.java
@@ -26,7 +26,6 @@ import org.junit.jupiter.api.Test;
 import opennlp.tools.ml.AbstractEventTrainer;
 import opennlp.tools.ml.EventTrainer;
 import opennlp.tools.ml.PrepAttachDataUtil;
-import opennlp.tools.ml.TrainerFactory;
 import opennlp.tools.ml.model.AbstractDataIndexer;
 import opennlp.tools.ml.model.AbstractModel;
 import opennlp.tools.ml.model.DataIndexer;
@@ -73,13 +72,13 @@ public class MaxentPrepAttachTest {
   void testMaxentOnPrepAttachDataWithParams() throws IOException {
 
     TrainingParameters trainParams = new TrainingParameters();
-    trainParams.put(Parameters.ALGORITHM_PARAM, GISTrainer.MAXENT_VALUE);
+    trainParams.put(Parameters.ALGORITHM_PARAM, Parameters.ALGORITHM_DEFAULT_VALUE);
     trainParams.put(AbstractEventTrainer.DATA_INDEXER_PARAM,
         AbstractEventTrainer.DATA_INDEXER_TWO_PASS_VALUE);
     trainParams.put(Parameters.CUTOFF_PARAM, 1);
 
-    EventTrainer<TrainingParameters> trainer =
-            TrainerFactory.getEventTrainer(trainParams, null);
+    EventTrainer<TrainingParameters> trainer = new GISTrainer();
+    trainer.init(trainParams, null);
     MaxentModel model = trainer.train(PrepAttachDataUtil.createTrainingStream());
 
     PrepAttachDataUtil.testModel(model, 0.7997028967566229);
@@ -89,10 +88,10 @@ public class MaxentPrepAttachTest {
   void testMaxentOnPrepAttachDataWithParamsDefault() throws IOException {
 
     TrainingParameters trainParams = new TrainingParameters();
-    trainParams.put(Parameters.ALGORITHM_PARAM, GISTrainer.MAXENT_VALUE);
+    trainParams.put(Parameters.ALGORITHM_PARAM, Parameters.ALGORITHM_DEFAULT_VALUE);
 
-    EventTrainer<TrainingParameters> trainer =
-            TrainerFactory.getEventTrainer(trainParams, null);
+    EventTrainer<TrainingParameters> trainer = new GISTrainer();
+    trainer.init(trainParams, null);
     MaxentModel model = trainer.train(PrepAttachDataUtil.createTrainingStream());
 
     PrepAttachDataUtil.testModel(model, 0.8086159940579352);
@@ -101,11 +100,11 @@ public class MaxentPrepAttachTest {
   @Test
   void testMaxentOnPrepAttachDataWithParamsLLThreshold() throws IOException {
     TrainingParameters trainParams = new TrainingParameters();
-    trainParams.put(Parameters.ALGORITHM_PARAM, GISTrainer.MAXENT_VALUE);
+    trainParams.put(Parameters.ALGORITHM_PARAM, Parameters.ALGORITHM_DEFAULT_VALUE);
     trainParams.put(GISTrainer.LOG_LIKELIHOOD_THRESHOLD_PARAM, 5.);
 
-    EventTrainer<TrainingParameters> trainer =
-            TrainerFactory.getEventTrainer(trainParams, null);
+    EventTrainer<TrainingParameters> trainer = new GISTrainer();
+    trainer.init(trainParams, null);
     MaxentModel model = trainer.train(PrepAttachDataUtil.createTrainingStream());
 
     PrepAttachDataUtil.testModel(model, 0.8103490963109681);
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/MockDataIndexer.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/MockDataIndexer.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/MockDataIndexer.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/MockDataIndexer.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/RealBasicEventStreamTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/RealBasicEventStreamTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/RealBasicEventStreamTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/RealBasicEventStreamTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/RealValueModelTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/RealValueModelTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/RealValueModelTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/RealValueModelTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/ScaleDoesntMatterTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/ScaleDoesntMatterTest.java
similarity index 86%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/ScaleDoesntMatterTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/ScaleDoesntMatterTest.java
index bf54c7f9..fbb3b8d7 100644
--- a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/ScaleDoesntMatterTest.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/ScaleDoesntMatterTest.java
@@ -25,7 +25,6 @@ import org.junit.jupiter.api.BeforeEach;
 import org.junit.jupiter.api.Test;
 
 import opennlp.tools.ml.EventTrainer;
-import opennlp.tools.ml.TrainerFactory;
 import opennlp.tools.ml.model.DataIndexer;
 import opennlp.tools.ml.model.Event;
 import opennlp.tools.ml.model.MaxentModel;
@@ -36,7 +35,6 @@ import opennlp.tools.util.ObjectStream;
 import opennlp.tools.util.Parameters;
 import opennlp.tools.util.PlainTextByLineStream;
 import opennlp.tools.util.TrainingParameters;
-import opennlp.tools.util.model.ModelUtil;
 
 public class ScaleDoesntMatterTest {
 
@@ -74,8 +72,8 @@ public class ScaleDoesntMatterTest {
         new PlainTextByLineStream(new MockInputStreamFactory(smallValues), StandardCharsets.UTF_8));
     testDataIndexer.index(smallEventStream);
 
-    EventTrainer<TrainingParameters> smallModelTrainer = TrainerFactory.getEventTrainer(
-        ModelUtil.createDefaultTrainingParameters(), null);
+    EventTrainer<TrainingParameters> smallModelTrainer = new GISTrainer();
+    smallModelTrainer.init(createDefaultTrainingParameters(), null);
 
     MaxentModel smallModel = smallModelTrainer.train(testDataIndexer);
     String[] contexts = smallTest.split("\\s+");
@@ -89,8 +87,8 @@ public class ScaleDoesntMatterTest {
         new PlainTextByLineStream(new MockInputStreamFactory(largeValues), StandardCharsets.UTF_8));
     testDataIndexer.index(largeEventStream);
 
-    EventTrainer<TrainingParameters> largeModelTrainer = TrainerFactory.getEventTrainer(
-        ModelUtil.createDefaultTrainingParameters(), null);
+    EventTrainer<TrainingParameters> largeModelTrainer = new GISTrainer();
+    largeModelTrainer.init(createDefaultTrainingParameters(), null);
 
     MaxentModel largeModel = largeModelTrainer.train(testDataIndexer);
     contexts = largeTest.split("\\s+");
@@ -105,4 +103,13 @@ public class ScaleDoesntMatterTest {
       Assertions.assertEquals(largeResults[i], smallResults[i], 0.01f);
     }
   }
+
+  private static TrainingParameters createDefaultTrainingParameters() {
+    TrainingParameters mlParams = new TrainingParameters();
+    mlParams.put(Parameters.ALGORITHM_PARAM, Parameters.ALGORITHM_DEFAULT_VALUE);
+    mlParams.put(Parameters.ITERATIONS_PARAM, 100);
+    mlParams.put(Parameters.CUTOFF_PARAM, 5);
+
+    return mlParams;
+  }
 }
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/io/RealValueFileEventStreamTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/io/RealValueFileEventStreamTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/io/RealValueFileEventStreamTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/io/RealValueFileEventStreamTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/LineSearchTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/LineSearchTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/LineSearchTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/LineSearchTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/NegLogLikelihoodTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/NegLogLikelihoodTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/NegLogLikelihoodTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/NegLogLikelihoodTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNMinimizerTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNMinimizerTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNMinimizerTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNMinimizerTest.java
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNPrepAttachTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNPrepAttachTest.java
similarity index 84%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNPrepAttachTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNPrepAttachTest.java
index 7f2234f0..549ba59f 100644
--- a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNPrepAttachTest.java
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNPrepAttachTest.java
@@ -24,7 +24,6 @@ import org.junit.jupiter.api.Test;
 
 import opennlp.tools.ml.AbstractEventTrainer;
 import opennlp.tools.ml.PrepAttachDataUtil;
-import opennlp.tools.ml.TrainerFactory;
 import opennlp.tools.ml.model.AbstractDataIndexer;
 import opennlp.tools.ml.model.AbstractModel;
 import opennlp.tools.ml.model.DataIndexer;
@@ -53,8 +52,9 @@ public class QNPrepAttachTest {
     TrainingParameters trainParams = new TrainingParameters();
     trainParams.put(Parameters.ALGORITHM_PARAM, QNTrainer.MAXENT_QN_VALUE);
 
-    MaxentModel model = TrainerFactory.getEventTrainer(trainParams, null)
-        .train(PrepAttachDataUtil.createTrainingStream());
+    QNTrainer trainer = new QNTrainer();
+    trainer.init(trainParams, null);
+    MaxentModel model = trainer.train(PrepAttachDataUtil.createTrainingStream());
     PrepAttachDataUtil.testModel(model, 0.8115870264917059);
   }
 
@@ -68,8 +68,9 @@ public class QNPrepAttachTest {
     trainParams.put(QNTrainer.L1COST_PARAM, 0.25);
     trainParams.put(QNTrainer.L2COST_PARAM, 1.0D);
 
-    MaxentModel model = TrainerFactory.getEventTrainer(trainParams, null)
-        .train(PrepAttachDataUtil.createTrainingStream());
+    QNTrainer trainer = new QNTrainer();
+    trainer.init(trainParams, null);
+    MaxentModel model = trainer.train(PrepAttachDataUtil.createTrainingStream());
     PrepAttachDataUtil.testModel(model, 0.8229759841544937);
   }
 
@@ -83,8 +84,9 @@ public class QNPrepAttachTest {
     trainParams.put(QNTrainer.L1COST_PARAM, 1.0D);
     trainParams.put(QNTrainer.L2COST_PARAM, 0D);
 
-    MaxentModel model = TrainerFactory.getEventTrainer(trainParams, null)
-        .train(PrepAttachDataUtil.createTrainingStream());
+    QNTrainer trainer = new QNTrainer();
+    trainer.init(trainParams, null);
+    MaxentModel model = trainer.train(PrepAttachDataUtil.createTrainingStream());
     PrepAttachDataUtil.testModel(model, 0.8180242634315424);
   }
 
@@ -99,8 +101,9 @@ public class QNPrepAttachTest {
     trainParams.put(QNTrainer.L1COST_PARAM, 0D);
     trainParams.put(QNTrainer.L2COST_PARAM, 1.0D);
 
-    MaxentModel model = TrainerFactory.getEventTrainer(trainParams, null)
-        .train(PrepAttachDataUtil.createTrainingStream());
+    QNTrainer trainer = new QNTrainer();
+    trainer.init(trainParams, null);
+    MaxentModel model = trainer.train(PrepAttachDataUtil.createTrainingStream());
     PrepAttachDataUtil.testModel(model, 0.8227283981183461);
   }
 
@@ -110,8 +113,9 @@ public class QNPrepAttachTest {
     trainParams.put(Parameters.ALGORITHM_PARAM, QNTrainer.MAXENT_QN_VALUE);
     trainParams.put(QNTrainer.THREADS_PARAM, 2);
 
-    MaxentModel model = TrainerFactory.getEventTrainer(trainParams, null)
-        .train(PrepAttachDataUtil.createTrainingStream());
+    QNTrainer trainer = new QNTrainer();
+    trainer.init(trainParams, null);
+    MaxentModel model = trainer.train(PrepAttachDataUtil.createTrainingStream());
     PrepAttachDataUtil.testModel(model, 0.8115870264917059);
   }
 }
diff --git a/opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNTrainerTest.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNTrainerTest.java
similarity index 100%
rename from opennlp-core/opennlp-runtime/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNTrainerTest.java
rename to opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/ml/maxent/quasinewton/QNTrainerTest.java
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/util/MockInputStreamFactory.java b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/util/MockInputStreamFactory.java
new file mode 100644
index 00000000..79aedc3e
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/java/opennlp/tools/util/MockInputStreamFactory.java
@@ -0,0 +1,57 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package opennlp.tools.util;
+
+import java.io.ByteArrayInputStream;
+import java.io.File;
+import java.io.InputStream;
+import java.nio.charset.Charset;
+import java.nio.charset.StandardCharsets;
+
+public class MockInputStreamFactory implements InputStreamFactory {
+
+  private final File inputSourceFile;
+  private final String inputSourceStr;
+  private final Charset charset;
+
+  public MockInputStreamFactory(File file) {
+    this.inputSourceFile = file;
+    this.inputSourceStr = null;
+    this.charset = null;
+  }
+
+  public MockInputStreamFactory(String str) {
+    this(str, StandardCharsets.UTF_8);
+  }
+
+  public MockInputStreamFactory(String str, Charset charset) {
+    this.inputSourceFile = null;
+    this.inputSourceStr = str;
+    this.charset = charset;
+  }
+
+  @Override
+  public InputStream createInputStream() {
+    if (inputSourceFile != null) {
+      return getClass().getClassLoader().getResourceAsStream(inputSourceFile.getPath());
+    }
+    else {
+      return new ByteArrayInputStream(inputSourceStr.getBytes(charset));
+    }
+  }
+}
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/io/rvfes-bug-data-broken.txt b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/io/rvfes-bug-data-broken.txt
new file mode 100644
index 00000000..9d3c51af
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/io/rvfes-bug-data-broken.txt
@@ -0,0 +1,2 @@
+C goodbye=1.0
+C goodbye
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/io/rvfes-bug-data-ok.txt b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/io/rvfes-bug-data-ok.txt
new file mode 100644
index 00000000..e1d99cc5
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/io/rvfes-bug-data-ok.txt
@@ -0,0 +1,2 @@
+C goodbye
+C goodbye=1.0
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/real-valued-weights-training-data.txt b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/real-valued-weights-training-data.txt
new file mode 100644
index 00000000..62e4a18c
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/real-valued-weights-training-data.txt
@@ -0,0 +1,20 @@
+A feature1=4.0 feature3=10.0 feature4=2.0
+A feature1=2.0 feature2=4.0 feature4=3.0
+A feature2=5.0 feature3=12.0 feature4=4.0
+A feature1=1.0 feature3=11.0 feature4=3.0
+A feature1=4.0 feature2=5.0 feature4=2.0
+A feature1=3.0 feature2=4.0 feature3=9.0 
+A feature2=3.0 feature3=11.0 feature4=2.0
+A feature1=1.0 feature3=12.0 
+A feature2=6.0 feature3=12.0 feature4=3.0
+A feature1=3.0 feature2=7.0 feature3=11.0
+B feature5=4.0 feature2=1.0 feature4=10.0 
+B feature2=1.0 feature3=11.0 
+B feature5=3.0 feature4=12.0 
+B feature2=1.0 feature3=11.0 
+B feature5=4.0 feature4=10.0 
+B feature2=1.0 feature3=9.0 
+B feature5=2.0 feature4=11.0 
+B feature2=1.0 feature3=12.0 
+B feature5=4.0 feature4=12.0 
+B feature2=1.0 feature3=11.0 feature4=4.0
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/repeat-weighting-training-data.txt b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/repeat-weighting-training-data.txt
new file mode 100644
index 00000000..44b37989
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/opennlp/maxent/repeat-weighting-training-data.txt
@@ -0,0 +1,20 @@
+A feature1 feature1 feature1 feature1 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature4 feature4
+A feature1 feature1 feature2 feature2 feature2 feature2 feature4 feature4 feature4
+A feature2 feature2 feature2 feature2 feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature4 feature4 feature4 feature4
+A feature1 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature4 feature4 feature4
+A feature1 feature1 feature1 feature1 feature2 feature2 feature2 feature2 feature2 feature4 feature4
+A feature1 feature1 feature1 feature2 feature2 feature2 feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3
+A feature2 feature2 feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature4 feature4
+A feature1 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3
+A feature2 feature2 feature2 feature2 feature2 feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature4 feature4 feature4
+A feature1 feature1 feature1 feature2 feature2 feature2 feature2 feature2 feature2 feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3
+B feature5 feature5 feature5 feature5 feature2 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4
+B feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3
+B feature5 feature5 feature5 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4
+B feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3
+B feature5 feature5 feature5 feature5 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4
+B feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3
+B feature5 feature5 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4
+B feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3
+B feature5 feature5 feature5 feature5 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4 feature4
+B feature2 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature3 feature4 feature4 feature4 feature4
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/ppa/NOTICE b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/ppa/NOTICE
new file mode 100644
index 00000000..c62ee0ee
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/ppa/NOTICE
@@ -0,0 +1,6 @@
+This folder contains  Prepositional Phrase Attachment Dataset
+from Ratnaparkhi, Reynar, & Roukos,
+"A Maximum Entropy Model for Prepositional Phrase Attachment". ARPA HLT 1994.
+
+The data is licensed under the AL 2.0. Please cite the above paper when the
+data is redistributed.
\ No newline at end of file
diff --git a/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/ppa/bitstrings b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/ppa/bitstrings
new file mode 100644
index 00000000..cca0e529
--- /dev/null
+++ b/opennlp-core/opennlp-ml/opennlp-ml-maxent/src/test/resources/data/ppa/bitstrings
@@ -0,0 +1,52635 @@
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