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Posted to commits@nlpcraft.apache.org by se...@apache.org on 2020/06/01 14:27:14 UTC

[incubator-nlpcraft] branch NLPCRAFT-70 created (now 456d098)

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sergeykamov pushed a change to branch NLPCRAFT-70
in repository https://gitbox.apache.org/repos/asf/incubator-nlpcraft.git.


      at 456d098  ML server support initial commit.

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     new 456d098  ML server support initial commit.

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[incubator-nlpcraft] 01/01: ML server support initial commit.

Posted by se...@apache.org.
This is an automated email from the ASF dual-hosted git repository.

sergeykamov pushed a commit to branch NLPCRAFT-70
in repository https://gitbox.apache.org/repos/asf/incubator-nlpcraft.git

commit 456d098647242c9ce9d823f34cb9a9abc6b7ed30
Author: Sergey Kamov <se...@apache.org>
AuthorDate: Mon Jun 1 17:27:02 2020 +0300

    ML server support initial commit.
---
 src/main/resources/nlpcraft.conf                   |   5 +-
 .../nlpcraft/common/config/NCConfigurable.scala    |   7 ++
 .../apache/nlpcraft/common/nlp/NCNlpSentence.scala |   6 +-
 .../cars/CarsModel.scala}                          |  28 ++---
 .../apache/nlpcraft/examples/cars/cars_model.yaml  |  33 ++++++
 .../scala/org/apache/nlpcraft/model/NCElement.java |   5 +
 .../apache/nlpcraft/model/NCModelFileAdapter.java  |   5 +
 .../nlpcraft/model/impl/json/NCElementJson.java    |  17 +++
 .../probe/mgrs/conn/NCConnectionManager.scala      |  19 ++-
 .../org/apache/nlpcraft/server/NCServer.scala      |   3 +
 .../nlpcraft/server/mdo/NCProbeModelMdo.scala      |   6 +-
 ...ProbeModelMdo.scala => NCProbeModelMlMdo.scala} |  21 +---
 .../NCProbeModelMdo.scala => ml/NCMlManager.scala} |  36 +++---
 .../server/nlp/core/NCNlpServerManager.scala       |   3 +-
 .../server/nlp/core/spacy/NCSpaCyNerEnricher.scala |   2 +-
 .../nlp/enrichers/NCServerEnrichmentManager.scala  |  72 ++++++++----
 .../server/nlp/enrichers/ml/NCMlEnricher.scala     |  59 ++++++++++
 .../nlpcraft/server/probe/NCProbeManager.scala     | 130 ++++++++++++++-------
 .../nlpcraft/server/query/NCQueryManager.scala     |   9 +-
 19 files changed, 337 insertions(+), 129 deletions(-)

diff --git a/src/main/resources/nlpcraft.conf b/src/main/resources/nlpcraft.conf
index 70674c8..89c7f50 100644
--- a/src/main/resources/nlpcraft.conf
+++ b/src/main/resources/nlpcraft.conf
@@ -203,7 +203,10 @@ nlpcraft {
         ]
 
         # If Spacy is enabled as a token provider (value 'spacy') - defines Spacy proxy URL.
-        # spacy.proxy.url=http://localhost:5002
+        # spacy.proxy.url="http://localhost:5002"
+
+        # If ML enricher is enabled as a token provider - defines ML server URL.
+        ml.url="http://localhost:5000"
     }
 
     # +------------------------------------------+
diff --git a/src/main/scala/org/apache/nlpcraft/common/config/NCConfigurable.scala b/src/main/scala/org/apache/nlpcraft/common/config/NCConfigurable.scala
index 9d523a5..90daed8 100644
--- a/src/main/scala/org/apache/nlpcraft/common/config/NCConfigurable.scala
+++ b/src/main/scala/org/apache/nlpcraft/common/config/NCConfigurable.scala
@@ -247,6 +247,13 @@ trait NCConfigurable extends LazyLogging {
         if (!hocon.hasPath(name)) None else Some(hocon.getStringList(name).asScala)
 
     /**
+      * Gets flag.
+      *
+      * @param name Full configuration property path (name).
+      */
+    def hasProperty(name: String): Boolean = hocon.hasPath(name)
+
+    /**
       *
       * @param errMsgs Optional error messages.
       */
diff --git a/src/main/scala/org/apache/nlpcraft/common/nlp/NCNlpSentence.scala b/src/main/scala/org/apache/nlpcraft/common/nlp/NCNlpSentence.scala
index db05f0d..25e3bdc 100644
--- a/src/main/scala/org/apache/nlpcraft/common/nlp/NCNlpSentence.scala
+++ b/src/main/scala/org/apache/nlpcraft/common/nlp/NCNlpSentence.scala
@@ -22,6 +22,7 @@ import java.util.Collections
 
 import org.apache.nlpcraft.common.NCE
 import org.apache.nlpcraft.common.nlp.pos.NCPennTreebank
+import org.apache.nlpcraft.server.mdo.NCProbeModelMlMdo
 
 import scala.collection.JavaConverters._
 import scala.collection.mutable.ArrayBuffer
@@ -447,6 +448,7 @@ import org.apache.nlpcraft.common.nlp.NCNlpSentence._
   * @param text Normalized text.
   * @param weight Weight.
   * @param enabledBuiltInToks Enabled built-in tokens.
+  * @param mlData ML model data holder.
   * @param tokens Initial buffer.
   */
 class NCNlpSentence(
@@ -454,6 +456,7 @@ class NCNlpSentence(
     val text: String,
     val weight: Double,
     val enabledBuiltInToks: Set[String],
+    val mlData: NCProbeModelMlMdo,
     override val tokens: ArrayBuffer[NCNlpSentenceToken] = new ArrayBuffer[NCNlpSentenceToken](32)
 ) extends NCNlpSentenceTokenBuffer(tokens) with java.io.Serializable {
     @transient
@@ -462,7 +465,8 @@ class NCNlpSentence(
     private def calcHash(): Int = Seq(srvReqId, text, enabledBuiltInToks, tokens).map(_.hashCode()).foldLeft(0)((a, b) ⇒ 31 * a + b)
 
     // Deep copy.
-    override def clone(): NCNlpSentence = new NCNlpSentence(srvReqId, text, weight, enabledBuiltInToks, tokens.map(_.clone()))
+    override def clone(): NCNlpSentence =
+        new NCNlpSentence(srvReqId, text, weight, enabledBuiltInToks, mlData, tokens.map(_.clone()))
 
     /**
       * Utility method that gets set of notes for given note type collected from
diff --git a/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala b/src/main/scala/org/apache/nlpcraft/examples/cars/CarsModel.scala
similarity index 58%
copy from src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
copy to src/main/scala/org/apache/nlpcraft/examples/cars/CarsModel.scala
index 1510c4b..8d65be1 100644
--- a/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
+++ b/src/main/scala/org/apache/nlpcraft/examples/cars/CarsModel.scala
@@ -15,26 +15,16 @@
  * limitations under the License.
  */
 
-package org.apache.nlpcraft.server.mdo
+package org.apache.nlpcraft.examples.cars
 
-import org.apache.nlpcraft.server.mdo.impl._
+import org.apache.nlpcraft.model.{NCIntentTerm, _}
 
-/**
-  * Probe model MDO.
-  */
-@NCMdoEntity(sql = false)
-case class NCProbeModelMdo(
-    @NCMdoField id: String,
-    @NCMdoField name: String,
-    @NCMdoField version: String,
-    @NCMdoField enabledBuiltInTokens: Set[String]
-) extends NCAnnotatedMdo[NCProbeModelMdo] {
-    override def hashCode(): Int = s"$id$name".hashCode()
-    
-    override def equals(obj: Any): Boolean = {
-        obj match {
-            case x: NCProbeModelMdo ⇒ x.id == id
-            case _ ⇒ false
-        }
+// TODO:
+class CarsModel extends NCModelFileAdapter("org/apache/nlpcraft/examples/cars/cars_model.yaml") {
+    @NCIntentRef("brand")
+    def onMatch(
+        @NCIntentTerm("brand") brand: NCToken
+    ): NCResult = {
+        NCResult.text(s"Brand '${brand.origText}.")
     }
 }
diff --git a/src/main/scala/org/apache/nlpcraft/examples/cars/cars_model.yaml b/src/main/scala/org/apache/nlpcraft/examples/cars/cars_model.yaml
new file mode 100644
index 0000000..0ce66aa
--- /dev/null
+++ b/src/main/scala/org/apache/nlpcraft/examples/cars/cars_model.yaml
@@ -0,0 +1,33 @@
+#
+# 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.
+#
+
+id: "nlpcraft.cars.ex"
+name: "Cars Example Model"
+version: "1.0"
+description: "Cars example model."
+examples:
+  - "I like drive my new BMW."
+enabledBuiltInTokens: [] # Don't use any built-in tokens.
+elements:
+  - id: "cars:brand"
+    description: "Any car"
+    synonyms:
+      - "BMW"
+      - "Mercedez"
+    mlSupport: true
+intents:
+  - "intent=brand term(brand)={id == 'cars:brand'}"
\ No newline at end of file
diff --git a/src/main/scala/org/apache/nlpcraft/model/NCElement.java b/src/main/scala/org/apache/nlpcraft/model/NCElement.java
index 4c3422d..886b991 100644
--- a/src/main/scala/org/apache/nlpcraft/model/NCElement.java
+++ b/src/main/scala/org/apache/nlpcraft/model/NCElement.java
@@ -327,4 +327,9 @@ public interface NCElement extends NCMetadata, Serializable {
     default NCValueLoader getValueLoader() {
         return null;
     }
+
+    // TODO:
+    default boolean mlSupport() {
+        return false;
+    }
 }
diff --git a/src/main/scala/org/apache/nlpcraft/model/NCModelFileAdapter.java b/src/main/scala/org/apache/nlpcraft/model/NCModelFileAdapter.java
index 85862c7..fc0c209 100644
--- a/src/main/scala/org/apache/nlpcraft/model/NCModelFileAdapter.java
+++ b/src/main/scala/org/apache/nlpcraft/model/NCModelFileAdapter.java
@@ -302,6 +302,11 @@ abstract public class NCModelFileAdapter extends NCModelAdapter {
                             return syns;
                         }
 
+                        @Override
+                        public boolean mlSupport() {
+                            return js.isMlSupport();
+                        }
+
                         private NCValueLoader mkLoader(String clsName) {
                             NCValueLoader ldr = NCUtils.mkObject(clsName);
 
diff --git a/src/main/scala/org/apache/nlpcraft/model/impl/json/NCElementJson.java b/src/main/scala/org/apache/nlpcraft/model/impl/json/NCElementJson.java
index c931d01..36ddcac 100644
--- a/src/main/scala/org/apache/nlpcraft/model/impl/json/NCElementJson.java
+++ b/src/main/scala/org/apache/nlpcraft/model/impl/json/NCElementJson.java
@@ -31,6 +31,7 @@ public class NCElementJson {
     private Map<String, Object> metadata = new HashMap<>();
     private NCValueJson[] values = new NCValueJson[0];
     private String valueLoader;
+    private boolean mlSupport;
 
     /**
      *
@@ -159,4 +160,20 @@ public class NCElementJson {
     public void setValueLoader(String valueLoader) {
         this.valueLoader = valueLoader;
     }
+
+    /**
+     *
+     * @return
+     */
+    public boolean isMlSupport() {
+        return mlSupport;
+    }
+
+    /**
+     *
+     * @param mlSupport
+     */
+    public void setMlSupport(boolean mlSupport) {
+        this.mlSupport = mlSupport;
+    }
 }
diff --git a/src/main/scala/org/apache/nlpcraft/probe/mgrs/conn/NCConnectionManager.scala b/src/main/scala/org/apache/nlpcraft/probe/mgrs/conn/NCConnectionManager.scala
index a59eea0..860c572 100644
--- a/src/main/scala/org/apache/nlpcraft/probe/mgrs/conn/NCConnectionManager.scala
+++ b/src/main/scala/org/apache/nlpcraft/probe/mgrs/conn/NCConnectionManager.scala
@@ -35,6 +35,7 @@ import org.apache.nlpcraft.probe.mgrs.NCProbeMessage
 import org.apache.nlpcraft.probe.mgrs.cmd.NCCommandManager
 import org.apache.nlpcraft.probe.mgrs.model.NCModelManager
 
+import scala.collection.JavaConverters._
 import scala.collection.mutable
 
 /**
@@ -234,7 +235,21 @@ object NCConnectionManager extends NCService {
 
                             // util.HashSet created to avoid scala collections serialization error.
                             // Seems to be a Scala bug.
-                            (mdl.getId, mdl.getName, mdl.getVersion, new util.HashSet[String](mdl.getEnabledBuiltInTokens))
+                            (
+                                mdl.getId,
+                                mdl.getName,
+                                mdl.getVersion,
+                                new util.HashSet[String](mdl.getEnabledBuiltInTokens),
+                                new util.HashMap[String, util.Set[String]](
+                                    mdl.getElements.asScala.filter(_.mlSupport()).
+                                        map(p ⇒
+                                            p.getId →
+                                                new util.HashSet[String](
+                                                    p.getSynonyms.asScala.toSet.filter(!_.contains(" ")).asJava)
+                                        ).toMap.asJava
+                                ),
+                                new util.HashSet[String](mdl.getExamples)
+                            )
                         })
                 ), cryptoKey)
     
@@ -247,6 +262,8 @@ object NCConnectionManager extends NCService {
                     case "S2P_PROBE_NOT_FOUND" ⇒ err("Probe failed to start due to unknown error.")
                     case "S2P_PROBE_VERSION_MISMATCH" ⇒ err(s"REST server does not support probe version: ${ver.version}")
                     case "S2P_PROBE_UNSUPPORTED_TOKENS_TYPES" ⇒ err(s"REST server does not support some model enabled tokes types.")
+                    case "S2P_PROBE_UNSUPPORTED_ML" ⇒ err(s"REST server does not support ML enabled elements.")
+                    case "S2P_PROBE_ML_ERROR" ⇒ err(s"REST server ML elements initialization error.")
                     case "S2P_PROBE_OK" ⇒ logger.trace("Uplink handshake OK.") // Bingo!
                     case _ ⇒ err(s"Unknown REST server message: ${resp.getType}")
                 }
diff --git a/src/main/scala/org/apache/nlpcraft/server/NCServer.scala b/src/main/scala/org/apache/nlpcraft/server/NCServer.scala
index 89f16ae..1067340 100644
--- a/src/main/scala/org/apache/nlpcraft/server/NCServer.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/NCServer.scala
@@ -34,6 +34,7 @@ import org.apache.nlpcraft.server.feedback.NCFeedbackManager
 import org.apache.nlpcraft.server.geo.NCGeoManager
 import org.apache.nlpcraft.server.ignite.{NCIgniteInstance, NCIgniteRunner}
 import org.apache.nlpcraft.server.lifecycle.NCServerLifecycleManager
+import org.apache.nlpcraft.server.ml.NCMlManager
 import org.apache.nlpcraft.server.nlp.core.NCNlpServerManager
 import org.apache.nlpcraft.server.nlp.enrichers.NCServerEnrichmentManager
 import org.apache.nlpcraft.server.nlp.preproc.NCPreProcessManager
@@ -127,6 +128,7 @@ object NCServer extends App with NCIgniteInstance with LazyLogging with NCOpenCe
             
             NCQueryManager.start(span)
             NCRestManager.start(span)
+            NCMlManager.start(span)
     
             // Lifecycle callback.
             NCServerLifecycleManager.afterStart()
@@ -142,6 +144,7 @@ object NCServer extends App with NCIgniteInstance with LazyLogging with NCOpenCe
     
         startScopedSpan("stopManagers") { span ⇒
             Seq(
+                NCMlManager,
                 NCRestManager,
                 NCQueryManager,
                 NCFeedbackManager,
diff --git a/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala b/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
index 1510c4b..38a4130 100644
--- a/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
@@ -27,14 +27,14 @@ case class NCProbeModelMdo(
     @NCMdoField id: String,
     @NCMdoField name: String,
     @NCMdoField version: String,
-    @NCMdoField enabledBuiltInTokens: Set[String]
+    @NCMdoField enabledBuiltInTokens: Set[String],
+    @NCMdoField mlData: NCProbeModelMlMdo
 ) extends NCAnnotatedMdo[NCProbeModelMdo] {
     override def hashCode(): Int = s"$id$name".hashCode()
     
-    override def equals(obj: Any): Boolean = {
+    override def equals(obj: Any): Boolean =
         obj match {
             case x: NCProbeModelMdo ⇒ x.id == id
             case _ ⇒ false
         }
-    }
 }
diff --git a/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala b/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMlMdo.scala
similarity index 66%
copy from src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
copy to src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMlMdo.scala
index 1510c4b..ac20d39 100644
--- a/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMlMdo.scala
@@ -20,21 +20,10 @@ package org.apache.nlpcraft.server.mdo
 import org.apache.nlpcraft.server.mdo.impl._
 
 /**
-  * Probe model MDO.
+  * Probe model ML data  MDO.
   */
 @NCMdoEntity(sql = false)
-case class NCProbeModelMdo(
-    @NCMdoField id: String,
-    @NCMdoField name: String,
-    @NCMdoField version: String,
-    @NCMdoField enabledBuiltInTokens: Set[String]
-) extends NCAnnotatedMdo[NCProbeModelMdo] {
-    override def hashCode(): Int = s"$id$name".hashCode()
-    
-    override def equals(obj: Any): Boolean = {
-        obj match {
-            case x: NCProbeModelMdo ⇒ x.id == id
-            case _ ⇒ false
-        }
-    }
-}
+case class NCProbeModelMlMdo(
+    @NCMdoField mlElements: Map[String, Set[String]],
+    @NCMdoField examples: Set[String]
+)
\ No newline at end of file
diff --git a/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala b/src/main/scala/org/apache/nlpcraft/server/ml/NCMlManager.scala
similarity index 52%
copy from src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
copy to src/main/scala/org/apache/nlpcraft/server/ml/NCMlManager.scala
index 1510c4b..e536f0a 100644
--- a/src/main/scala/org/apache/nlpcraft/server/mdo/NCProbeModelMdo.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/ml/NCMlManager.scala
@@ -15,26 +15,28 @@
  * limitations under the License.
  */
 
-package org.apache.nlpcraft.server.mdo
+package org.apache.nlpcraft.server.ml
 
-import org.apache.nlpcraft.server.mdo.impl._
+import io.opencensus.trace.Span
+import org.apache.nlpcraft.common.{NCE, NCService}
+import org.apache.nlpcraft.server.mdo.NCProbeModelMlMdo
+import org.apache.nlpcraft.server.opencensus.NCOpenCensusServerStats
 
 /**
-  * Probe model MDO.
+  * TODO:
   */
-@NCMdoEntity(sql = false)
-case class NCProbeModelMdo(
-    @NCMdoField id: String,
-    @NCMdoField name: String,
-    @NCMdoField version: String,
-    @NCMdoField enabledBuiltInTokens: Set[String]
-) extends NCAnnotatedMdo[NCProbeModelMdo] {
-    override def hashCode(): Int = s"$id$name".hashCode()
-    
-    override def equals(obj: Any): Boolean = {
-        obj match {
-            case x: NCProbeModelMdo ⇒ x.id == id
-            case _ ⇒ false
-        }
+object NCMlManager extends NCService with NCOpenCensusServerStats {
+    override def start(parent: Span = null): NCService = startScopedSpan("start", parent) { _ ⇒
+        super.start()
+    }
+
+    override def stop(parent: Span = null): Unit = startScopedSpan("stop", parent) { _ ⇒
+        super.stop()
+    }
+
+    @throws[NCE]
+    def prepareMlData(elems: Map[String, Set[String]], examples: Set[String]): NCProbeModelMlMdo = {
+        // TODO:
+        NCProbeModelMlMdo(elems, examples)
     }
 }
diff --git a/src/main/scala/org/apache/nlpcraft/server/nlp/core/NCNlpServerManager.scala b/src/main/scala/org/apache/nlpcraft/server/nlp/core/NCNlpServerManager.scala
index 589e64c..a8080cf 100644
--- a/src/main/scala/org/apache/nlpcraft/server/nlp/core/NCNlpServerManager.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/nlp/core/NCNlpServerManager.scala
@@ -36,7 +36,6 @@ object NCNlpServerManager extends NCService {
         private final val prop = "nlpcraft.server.tokenProviders"
 
         def tokenProviders: Seq[String] = getStringList(prop)
-
         def support(name: String): Boolean = tokenProviders.contains(name)
     
         /**
@@ -48,6 +47,8 @@ object NCNlpServerManager extends NCService {
             if (unsupported.nonEmpty)
                 abortWith(s"Configuration '$prop' contains unsupported providers: ${unsupported.mkString(",")}")
         }
+
+
     }
 
     Config.check()
diff --git a/src/main/scala/org/apache/nlpcraft/server/nlp/core/spacy/NCSpaCyNerEnricher.scala b/src/main/scala/org/apache/nlpcraft/server/nlp/core/spacy/NCSpaCyNerEnricher.scala
index 740e095..29b15fe 100644
--- a/src/main/scala/org/apache/nlpcraft/server/nlp/core/spacy/NCSpaCyNerEnricher.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/nlp/core/spacy/NCSpaCyNerEnricher.scala
@@ -52,7 +52,7 @@ object NCSpaCyNerEnricher extends NCService with NCNlpNerEnricher with NCIgniteI
     private implicit val fmt: RootJsonFormat[SpacySpan] = jsonFormat7(SpacySpan)
     
     private object Config extends NCConfigurable {
-        def proxyUrl = getStringOrElse("nlpcraft.server.spacy.proxy.url", "http://localhost:5002")
+        lazy val proxyUrl = getStringOrElse("nlpcraft.server.spacy.proxy.url", "http://localhost:5002")
     }
 
     // NOTE: property 'vector' represented as string because Python JSON serialization requirements.
diff --git a/src/main/scala/org/apache/nlpcraft/server/nlp/enrichers/NCServerEnrichmentManager.scala b/src/main/scala/org/apache/nlpcraft/server/nlp/enrichers/NCServerEnrichmentManager.scala
index 0fd6bb1..da65e7c 100644
--- a/src/main/scala/org/apache/nlpcraft/server/nlp/enrichers/NCServerEnrichmentManager.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/nlp/enrichers/NCServerEnrichmentManager.scala
@@ -25,11 +25,13 @@ import org.apache.nlpcraft.common.nlp.{NCNlpSentence, NCNlpSentenceNote, NCNlpSe
 import org.apache.nlpcraft.common.{NCService, _}
 import org.apache.nlpcraft.server.ignite.NCIgniteHelpers._
 import org.apache.nlpcraft.server.ignite.NCIgniteInstance
+import org.apache.nlpcraft.server.mdo.NCProbeModelMlMdo
 import org.apache.nlpcraft.server.nlp.core.{NCNlpNerEnricher, NCNlpServerManager}
 import org.apache.nlpcraft.server.nlp.enrichers.basenlp.NCBaseNlpEnricher
 import org.apache.nlpcraft.server.nlp.enrichers.coordinate.NCCoordinatesEnricher
 import org.apache.nlpcraft.server.nlp.enrichers.date.NCDateEnricher
 import org.apache.nlpcraft.server.nlp.enrichers.geo.NCGeoEnricher
+import org.apache.nlpcraft.server.nlp.enrichers.ml.NCMlEnricher
 import org.apache.nlpcraft.server.nlp.enrichers.numeric.NCNumericEnricher
 import org.apache.nlpcraft.server.nlp.enrichers.quote.NCQuoteEnricher
 import org.apache.nlpcraft.server.nlp.enrichers.stopword.NCStopWordEnricher
@@ -43,13 +45,15 @@ import scala.util.control.Exception.catching
   */
 object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
     private object Config extends NCConfigurable {
-        def supportNlpCraft: Boolean = getStringList("nlpcraft.server.tokenProviders").contains("nlpcraft")
+        lazy val supportNlpCraft: Boolean = getStringList("nlpcraft.server.tokenProviders").contains("nlpcraft")
+        lazy val supportMl: Boolean = hasProperty("nlpcraft.server.ml")
     }
 
     private final val CUSTOM_PREFIXES = Set("google:", "opennlp:", "stanford:", "spacy:")
 
     @volatile private var ners: Map[String, NCNlpNerEnricher] = _
     @volatile private var supportedProviders: Set[String] = _
+    @volatile private var supportMl: Boolean = true
 
     // NOTE: this cache is independent from datasource.
     @volatile private var cache: IgniteCache[String, Holder] = _
@@ -88,6 +92,7 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
       * @param srvReqId Server request ID.
       * @param normTxt Normalized text.
       * @param enabledBuiltInToks Enabled built-in tokens.
+      * @param mlData ML model data holder ML enabled elements with synonyms.
       * @param parent Optional parent span.
       * @return
       */
@@ -95,9 +100,11 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
         srvReqId: String,
         normTxt: String,
         enabledBuiltInToks: Set[String],
-        parent: Span = null): NCNlpSentence =
+        mlData: NCProbeModelMlMdo,
+        parent: Span = null
+    ): NCNlpSentence =
         startScopedSpan("process", parent, "srvReqId" → srvReqId, "txt" → normTxt) { span ⇒
-            val s = new NCNlpSentence(srvReqId, normTxt, 1, enabledBuiltInToks)
+            val s = new NCNlpSentence(srvReqId, normTxt, 1, enabledBuiltInToks, mlData)
 
             // Server-side enrichment pipeline.
             // NOTE: order of enrichers is IMPORTANT.
@@ -119,6 +126,9 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
                     NCCoordinatesEnricher.enrich(s, span)
             }
 
+            if (Config.supportMl && mlData.mlElements.nonEmpty)
+                NCMlEnricher.enrich(s, span)
+
             ner(s, enabledBuiltInToks)
 
             prepareAsciiTable(s).info(logger, Some(s"Sentence enriched: $normTxt"))
@@ -132,6 +142,7 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
       * @param srvReqId Server request ID.
       * @param txt Input text.
       * @param enabledBuiltInToks Set of enabled built-in token IDs.
+      * @param mlData ML model data holder.
       * @param parent Optional parent span.
       */
     @throws[NCE]
@@ -139,9 +150,11 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
         srvReqId: String,
         txt: String,
         enabledBuiltInToks: Set[String],
-        parent: Span = null): NCNlpSentence = {
+        mlData: NCProbeModelMlMdo,
+        parent: Span = null
+    ): NCNlpSentence = {
         startScopedSpan("enrichPipeline", parent, "srvReqId" → srvReqId, "txt" → txt) { span ⇒
-            val normTxt = NCPreProcessManager.normalize(txt, true, span)
+            val normTxt = NCPreProcessManager.normalize(txt, spellCheck = true, span)
 
             if (normTxt != txt)
                 logger.info(s"Sentence normalized to: $normTxt")
@@ -157,9 +170,9 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
                             h.sentence
                         }
                         else
-                            process(srvReqId, normTxt, enabledBuiltInToks, span)
+                            process(srvReqId, normTxt, enabledBuiltInToks, mlData, span)
                     case None ⇒
-                        process(srvReqId, normTxt, enabledBuiltInToks, span)
+                        process(srvReqId, normTxt, enabledBuiltInToks, mlData, span)
                 }
             }
         }
@@ -182,7 +195,7 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
             n.keySet
                 .filter(name ⇒ HEADERS.find(h ⇒ isType(typ, h._1)) match {
                     case Some((_, (_, names))) ⇒ names.contains(name)
-                    case None ⇒ false
+                    case None ⇒ name == "noteType"
                 })
                 .map(name ⇒
                     Header(
@@ -196,13 +209,12 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
                 )
         }
         
-        val headers = s.flatten.flatMap(mkNoteHeaders).distinct.sortBy(hdr ⇒ {
-            val x = HEADERS.
-                find(p ⇒ isType(hdr.noteType, p._1)).
-                getOrElse(throw new NCE(s"Header not found for: ${hdr.noteType}"))._2
-            
-            (x._1 * 100) + x._2.indexOf(hdr.noteName)
-        })
+        val headers = s.flatten.flatMap(mkNoteHeaders).distinct.sortBy(hdr ⇒
+            HEADERS.find(p ⇒ isType(hdr.noteType, p._1)) match {
+                case Some((_, (idx, names))) ⇒ idx * 100 + names.indexOf(hdr.noteName)
+                case None ⇒ Integer.MAX_VALUE
+            }
+        )
 
         val tbl = NCAsciiTable(headers.map(_.header): _*)
         
@@ -248,18 +260,25 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
         NCStopWordEnricher.start(span)
         NCQuoteEnricher.start(span)
 
+        // Following components can be started independently.
+        val ps = scala.collection.mutable.ArrayBuffer.empty[() ⇒ Any]
+
         if (Config.supportNlpCraft) {
-            // These component can be started independently.
-            U.executeParallel(
-                () ⇒ NCDateEnricher.start(span),
-                () ⇒ NCNumericEnricher.start(span),
-                () ⇒ NCGeoEnricher.start(span),
-                () ⇒ NCCoordinatesEnricher.start(span)
-            )
+            ps += (() ⇒ NCDateEnricher.start(span))
+            ps += (() ⇒ NCNumericEnricher.start(span))
+            ps += (() ⇒ NCGeoEnricher.start(span))
+            ps += (() ⇒ NCCoordinatesEnricher.start(span))
         }
 
+        if (Config.supportMl)
+            ps += (() ⇒ NCMlEnricher.start(span))
+
+        if (ps.nonEmpty)
+            U.executeParallel(ps :_*)
+
         ners = NCNlpServerManager.getNers
         supportedProviders = ners.keySet ++ (if (Config.supportNlpCraft) Set("nlpcraft") else Set.empty)
+        supportMl = Config.supportMl
 
         super.start()
     }
@@ -288,6 +307,11 @@ object NCServerEnrichmentManager extends NCService with NCIgniteInstance {
       *
       * @return
       */
-    def getSupportedProviders: Set[String] =
-        supportedProviders
+    def getSupportedProviders: Set[String] = supportedProviders
+
+    /**
+      *
+      * @return
+      */
+    def supportMlServer: Boolean = supportMl
 }
diff --git a/src/main/scala/org/apache/nlpcraft/server/nlp/enrichers/ml/NCMlEnricher.scala b/src/main/scala/org/apache/nlpcraft/server/nlp/enrichers/ml/NCMlEnricher.scala
new file mode 100644
index 0000000..da672c3
--- /dev/null
+++ b/src/main/scala/org/apache/nlpcraft/server/nlp/enrichers/ml/NCMlEnricher.scala
@@ -0,0 +1,59 @@
+/*
+ * 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 org.apache.nlpcraft.server.nlp.enrichers.ml
+
+import io.opencensus.trace.Span
+import org.apache.nlpcraft.common.NCService
+import org.apache.nlpcraft.common.config.NCConfigurable
+import org.apache.nlpcraft.common.nlp.{NCNlpSentence, NCNlpSentenceNote}
+import org.apache.nlpcraft.server.nlp.enrichers.NCServerEnricher
+
+object NCMlEnricher extends NCServerEnricher {
+    @volatile private var url: String = _
+
+    private object Config extends NCConfigurable {
+        lazy val url: String = getStringOrElse("nlpcraft.server.ml.url", "http://localhost:5000")
+    }
+
+    override def start(parent: Span = null): NCService = startScopedSpan("start", parent) { span ⇒
+        url = Config.url
+
+        if (url.last == '/')
+            url = url.dropRight(1)
+
+        addTags(span, "mklUrl" → url)
+
+        // Tries to access spaCy proxy server.
+        // TODO: add health check.
+
+        logger.info(s"ML server connected: $url")
+
+        super.start()
+    }
+
+    override def stop(parent: Span): Unit = startScopedSpan("stop", parent) { _ ⇒
+        super.stop()
+    }
+
+    override def enrich(ns: NCNlpSentence, parent: Span): Unit = {
+        val elem = ns.mlData.mlElements.head._1
+        val tok = ns(1)
+
+        tok.add(NCNlpSentenceNote(Seq(tok.index), elem))
+    }
+}
diff --git a/src/main/scala/org/apache/nlpcraft/server/probe/NCProbeManager.scala b/src/main/scala/org/apache/nlpcraft/server/probe/NCProbeManager.scala
index 7f11397..bf24d5a 100644
--- a/src/main/scala/org/apache/nlpcraft/server/probe/NCProbeManager.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/probe/NCProbeManager.scala
@@ -36,8 +36,11 @@ import org.apache.nlpcraft.common.version.NCVersion
 import org.apache.nlpcraft.common.{NCService, _}
 import org.apache.nlpcraft.probe.mgrs.NCProbeMessage
 import org.apache.nlpcraft.server.company.NCCompanyManager
-import org.apache.nlpcraft.server.mdo.{NCCompanyMdo, NCProbeMdo, NCProbeModelMdo, NCUserMdo}
+import org.apache.nlpcraft.server.mdo.impl.{NCAnnotatedMdo, NCMdoField}
+import org.apache.nlpcraft.server.mdo.{NCCompanyMdo, NCProbeMdo, NCProbeModelMdo, NCProbeModelMlMdo, NCUserMdo}
+import org.apache.nlpcraft.server.ml.NCMlManager
 import org.apache.nlpcraft.server.nlp.enrichers.NCServerEnrichmentManager
+import org.apache.nlpcraft.server.opencensus.NCOpenCensusServerStats
 import org.apache.nlpcraft.server.proclog.NCProcessLogManager
 import org.apache.nlpcraft.server.query.NCQueryManager
 import org.apache.nlpcraft.server.sql.NCSql
@@ -56,8 +59,8 @@ object NCProbeManager extends NCService {
     private[probe] object Config extends NCConfigurable {
         final private val pre = "nlpcraft.server.probe"
 
-        def getDnHostPort = getHostPort(s"$pre.links.downLink")
-        def getUpHostPort = getHostPort(s"$pre.links.upLink")
+        def getDnHostPort: (String, Integer) = getHostPort(s"$pre.links.downLink")
+        def getUpHostPort: (String, Integer) = getHostPort(s"$pre.links.upLink")
 
         def poolSize: Int = getInt(s"$pre.poolSize")
         def reconnectTimeoutMs: Long = getLong(s"$pre.reconnectTimeoutMs")
@@ -573,60 +576,105 @@ object NCProbeManager extends NCService {
             if (probeApiVer != srvApiVer.version)
                 respond("S2P_PROBE_VERSION_MISMATCH")
             else {
+                case class ProbeModel(
+                    id: String,
+                    name: String,
+                    version: String,
+                    enabledBuiltInTokens: Set[String],
+                    mlElements: Map[String, Set[String]],
+                    examples: Set[String]
+                )
+
                 val models =
-                    hsMsg.data[List[(String, String, String, java.util.Set[String])]]("PROBE_MODELS").
-                        map { case (mdlId, mdlName, mdlVer, enabledBuiltInToks) ⇒
-                            NCProbeModelMdo(
+                    hsMsg.data[List[(
+                        String,
+                        String,
+                        String,
+                        java.util.Set[String],
+                        java.util.Map[String, java.util.Set[String]],
+                        java.util.Set[String]
+                    )]]("PROBE_MODELS").
+                        map { case (
+                                mdlId,
+                                mdlName,
+                                mdlVer,
+                                enabledBuiltInToks,
+                                mlElements,
+                                examples
+                            ) ⇒
+                            ProbeModel(
                                 id = mdlId,
                                 name = mdlName,
                                 version = mdlVer,
-                                enabledBuiltInTokens = enabledBuiltInToks.asScala.toSet
+                                enabledBuiltInTokens = enabledBuiltInToks.asScala.toSet,
+                                mlElements = mlElements.asScala.map(p ⇒ p._1 → p._2.asScala.toSet).toMap,
+                                examples = examples.asScala.toSet
                             )
                         }.toSet
 
                 val probeTokTypes = models.flatMap(_.enabledBuiltInTokens).map(_.takeWhile(_ != ':'))
                 val tokProviders = NCServerEnrichmentManager.getSupportedProviders
 
-                if (probeTokTypes.exists(typ ⇒ !tokProviders.contains(typ)))
+                if (!NCServerEnrichmentManager.supportMlServer && models.exists(_.mlElements.nonEmpty))
+                    respond("S2P_PROBE_UNSUPPORTED_ML")
+                else if (probeTokTypes.exists(typ ⇒ !tokProviders.contains(typ)))
                     respond("S2P_PROBE_UNSUPPORTED_TOKENS_TYPES")
                 else {
                     val probeApiDate = hsMsg.data[java.time.LocalDate]("PROBE_API_DATE")
 
-                    val holder = ProbeHolder(
-                        probeKey,
-                        NCProbeMdo(
-                            probeToken = hsMsg.data[String]("PROBE_TOKEN"),
-                            probeId = hsMsg.data[String]("PROBE_ID"),
-                            probeGuid = probeGuid,
-                            probeApiVersion = probeApiVer,
-                            probeApiDate = java.sql.Date.valueOf(probeApiDate),
-                            osVersion = hsMsg.data[String]("PROBE_OS_VER"),
-                            osName = hsMsg.data[String]("PROBE_OS_NAME"),
-                            osArch = hsMsg.data[String]("PROBE_OS_ARCH"),
-                            startTstamp = new java.sql.Timestamp(hsMsg.data[Long]("PROBE_START_TSTAMP")),
-                            tmzId = hsMsg.data[String]("PROBE_TMZ_ID"),
-                            tmzAbbr = hsMsg.data[String]("PROBE_TMZ_ABBR"),
-                            tmzName = hsMsg.data[String]("PROBE_TMZ_NAME"),
-                            userName = hsMsg.data[String]("PROBE_SYS_USERNAME"),
-                            javaVersion = hsMsg.data[String]("PROBE_JAVA_VER"),
-                            javaVendor = hsMsg.data[String]("PROBE_JAVA_VENDOR"),
-                            hostName = hsMsg.data[String]("PROBE_HOST_NAME"),
-                            hostAddr = hsMsg.data[String]("PROBE_HOST_ADDR"),
-                            macAddr = hsMsg.dataOpt[String]("PROBE_HW_ADDR").getOrElse(""),
-                            models = models
-                        ),
-                        null, // No downlink socket yet.
-                        sock,
-                        null, // No downlink thread yet.
-                        cryptoKey
-                    )
+                    try {
+                        val probelModels =
+                            models.map(m ⇒
+                                NCProbeModelMdo(
+                                    id = m.id,
+                                    name = m.name,
+                                    version = m.version,
+                                    enabledBuiltInTokens = m.enabledBuiltInTokens,
+                                    mlData = NCMlManager.prepareMlData(m.mlElements.toMap, m.examples)
+                                )
+                            )
 
-                    pending.synchronized {
-                        pending += probeKey → holder
-                    }
+                        val holder = ProbeHolder(
+                            probeKey,
+                            NCProbeMdo(
+                                probeToken = hsMsg.data[String]("PROBE_TOKEN"),
+                                probeId = hsMsg.data[String]("PROBE_ID"),
+                                probeGuid = probeGuid,
+                                probeApiVersion = probeApiVer,
+                                probeApiDate = java.sql.Date.valueOf(probeApiDate),
+                                osVersion = hsMsg.data[String]("PROBE_OS_VER"),
+                                osName = hsMsg.data[String]("PROBE_OS_NAME"),
+                                osArch = hsMsg.data[String]("PROBE_OS_ARCH"),
+                                startTstamp = new java.sql.Timestamp(hsMsg.data[Long]("PROBE_START_TSTAMP")),
+                                tmzId = hsMsg.data[String]("PROBE_TMZ_ID"),
+                                tmzAbbr = hsMsg.data[String]("PROBE_TMZ_ABBR"),
+                                tmzName = hsMsg.data[String]("PROBE_TMZ_NAME"),
+                                userName = hsMsg.data[String]("PROBE_SYS_USERNAME"),
+                                javaVersion = hsMsg.data[String]("PROBE_JAVA_VER"),
+                                javaVendor = hsMsg.data[String]("PROBE_JAVA_VENDOR"),
+                                hostName = hsMsg.data[String]("PROBE_HOST_NAME"),
+                                hostAddr = hsMsg.data[String]("PROBE_HOST_ADDR"),
+                                macAddr = hsMsg.dataOpt[String]("PROBE_HW_ADDR").getOrElse(""),
+                                models = probelModels
+                            ),
+                            null, // No downlink socket yet.
+                            sock,
+                            null, // No downlink thread yet.
+                            cryptoKey
+                        )
+
+                        pending.synchronized {
+                            pending += probeKey → holder
+                        }
 
-                    // Bingo!
-                    respond("S2P_PROBE_OK")
+                        // Bingo!
+                        respond("S2P_PROBE_OK")
+                    }
+                    catch {
+                        case _: NCE ⇒
+                            // TODO: reason ?
+                            respond("S2P_PROBE_ML_ERROR")
+                    }
                 }
             }
         }
diff --git a/src/main/scala/org/apache/nlpcraft/server/query/NCQueryManager.scala b/src/main/scala/org/apache/nlpcraft/server/query/NCQueryManager.scala
index 8ea4d44..cc6bd9c 100644
--- a/src/main/scala/org/apache/nlpcraft/server/query/NCQueryManager.scala
+++ b/src/main/scala/org/apache/nlpcraft/server/query/NCQueryManager.scala
@@ -248,8 +248,9 @@ object NCQueryManager extends NCService with NCIgniteInstance with NCOpenCensusS
         
         Future {
             startScopedSpan("future", parent, "srvReqId" → srvReqId) { span ⇒
-                val enabledBuiltInToks = NCProbeManager.getModel(mdlId, span).enabledBuiltInTokens
-                
+                val mdl = NCProbeManager.getModel(mdlId, span)
+
+                val enabledBuiltInToks = mdl.enabledBuiltInTokens
                 val toksStr = enabledBuiltInToks.toSeq.
                     sortBy(t ⇒ (if (t.startsWith("nlpcraft:")) 0
                     else 1, t)).
@@ -257,7 +258,7 @@ object NCQueryManager extends NCService with NCIgniteInstance with NCOpenCensusS
                 
                 logger.info(s"New request received " +
                     s"[txt='$txt0'" +
-                    s", usr=${usr.firstName} ${usr.lastName} (${usr.email})" +
+                    s", usr=${usr.firstName.getOrElse("")} ${usr.lastName.getOrElse("")} (${usr.email.getOrElse("")})" +
                     s", mdlId=$mdlId" +
                     s", enabledBuiltInTokens=$toksStr" +
                     s"]")
@@ -269,7 +270,7 @@ object NCQueryManager extends NCService with NCIgniteInstance with NCOpenCensusS
                     company,
                     mdlId,
                     txt0,
-                    NCServerEnrichmentManager.enrichPipeline(srvReqId, txt0, enabledBuiltInToks),
+                    NCServerEnrichmentManager.enrichPipeline(srvReqId, txt0, enabledBuiltInToks, mdl.mlData, span),
                     usrAgent,
                     rmtAddr,
                     data,