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

sergeykamov pushed a commit to branch NLPCRAFT-513
in repository https://gitbox.apache.org/repos/asf/incubator-nlpcraft-website.git


The following commit(s) were added to refs/heads/NLPCRAFT-513 by this push:
     new 467bf6a  WIP.
467bf6a is described below

commit 467bf6ad77537e445307e010a3e52e003fcbb35b
Author: skhdl <[email protected]>
AuthorDate: Tue Oct 25 13:42:43 2022 +0400

    WIP.
---
 _includes/quick-links.html    |   6 -
 api-review.html               |   7 +-
 built-components.html         |  35 +--
 cheat-sheet.html              | 518 ------------------------------------------
 examples/light_switch_fr.html |   6 +-
 examples/light_switch_ru.html |   4 +-
 installation.html             |  12 +-
 semantic.html                 |  42 ++++
 8 files changed, 79 insertions(+), 551 deletions(-)

diff --git a/_includes/quick-links.html b/_includes/quick-links.html
index c29991d..b575e8f 100644
--- a/_includes/quick-links.html
+++ b/_includes/quick-links.html
@@ -22,15 +22,9 @@
 <li>
     <i class="fab fa-fw fa-java mr-2"></i><a target="_" 
href="/apis/latest/index.html">Javadoc</a>
 </li>
-<li>
-    <i class="fas fa-fw fa-code mr-2"></i><a 
href="https://app.swaggerhub.com/apis-docs/Apache-NLPCraft/apache-nlpcraft/{{site.latest_version}}";
 target="swaggerhub">REST API</a>
-</li>
 <li>
     <i class="fas fa-fw fa-download mr-2"></i><a 
href="/download.html">Download</a>
 </li>
-<li>
-    <i class="fas fa-fw fa-magic mr-2"></i><a href="/cheat-sheet.html">Cheat 
Sheet</a>
-</li>
 <li>
     <i class="fas fa-fw fa-calendar-alt mr-2"></i><a 
href="/resources.html">News <i class="amp">&amp;</i> Events</a>
 </li>
diff --git a/api-review.html b/api-review.html
index 8134bc4..ae557d0 100644
--- a/api-review.html
+++ b/api-review.html
@@ -26,12 +26,13 @@ id: overview
         <h2 class="section-title">Library API review <a href="#"><i 
class="top-link fas fa-fw fa-angle-double-up"></i></a></h2>
 
         <p>
-            NlpCraft library is based on two main base concepts 
<code>Model</code> and <code>Client</code>
+            NlpCraft library is based on two main concepts <code>Model</code> 
and <code>Client</code>
             which have API representations
             <a href="apis/latest/org/apache/nlpcraft/NCModel.html">NCModel</a> 
and
             <a 
href="apis/latest/org/apache/nlpcraft/NCModelClient.html">NCModelClient</a>.
-            When you work with the system you should prepare model by 
configuring its parameters and defining its components.
-            After you just communicate with this model via client's methods.
+            For work with the system you should prepare <a 
href="apis/latest/org/apache/nlpcraft/NCModel.html">NCModel</a> instance
+            which is based on configuration and list of components named 
<code>pipeline</code>.
+            After you just communicate with prepared model via client's 
methods.
         </p>
 
         <ul>
diff --git a/built-components.html b/built-components.html
index 4e8b991..03de60f 100644
--- a/built-components.html
+++ b/built-components.html
@@ -44,7 +44,8 @@ id: overview
 
         <ul>
             <li>
-                <a 
href="apis/latest/org/apache/nlpcraft/NCTokenParser.html">NCTokenParser</a>. 
There are provided two built implementations, both for English language.
+                <a 
href="apis/latest/org/apache/nlpcraft/NCTokenParser.html">NCTokenParser</a>.
+                There are provided two built implementations, both of them are 
for English language.
                 <ul>
                     <li>
                         <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCOpenNLPTokenParser.html">NCOpenNLPTokenParser</a>.
@@ -60,7 +61,7 @@ id: overview
 
             <li>
                 <a 
href="apis/latest/org/apache/nlpcraft/NCTokenEnricher.html">NCTokenEnricher</a>.
-                There are provided a number of built implementations, all of 
them for English language.
+                There are provided a number of built implementations, all of 
them are for English language.
                 <ul>
                     <li>
                         <a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCOpenNLPLemmaPosTokenEnricher.html">NCOpenNLPLemmaPosTokenEnricher</a>
 -
@@ -106,14 +107,16 @@ id: overview
 
             <li>
                 <a 
href="apis/latest/org/apache/nlpcraft/NCEntityParser.html">NCEntityParser</a>.
-                There are provided a number of built implementations, all of 
them for English language.
+                There are provided a number of language independent built 
implementations.
+                They use their own models which can be on different languages.
                 <ul>
                     <li>
                         <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCNLPEntityParser.html">NCNLPEntityParser</a>
 converts NLP tokens into entities with four mandatory properties:
                         <code>nlp:token:text</code>, 
<code>nlp:token:index</code>, <code>nlp:token:startCharIndex</code> and
                         <code>nlp:token:endCharIndex</code>. However, if any 
other properties were added into
-                        processed tokens by <code>NCTokenEnricher</code> 
components, they will be copied also with names
+                        processed tokens by <a 
href="apis/latest/org/apache/nlpcraft/NCTokenEnricher.html">NCTokenEnricher</a> 
components, they will be copied also with names
                         prefixed with <code>nlp:token:</code>.
+                        It is language independent component.
                         Note that converted tokens set can be restricted by 
predicate.
                     </li>
                     <li>
@@ -127,11 +130,18 @@ id: overview
                         <code>NCStanfordNLPEntityParser</code> is wrapper on 
<a href="https://nlp.stanford.edu/";>Stanford NLP</a> NER components.
                         For example for English language are accessible: 
<code>Location</code>, <code>Money</code>,
                         <code>Person</code>, <code>Organization</code>, 
<code>Date</code>, <code>Time</code> and <code>Percent</code>.
+                        There are also accessible dome models for another 
languages.
                         Look at the detailed information <a 
href="https://nlp.stanford.edu/software/CRF-NER.shtml";>here</a>.
                     </li>
                     <li>
                         <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCSemanticEntityParser.html">NCSemanticEntityParser</a>
 is entity parser which is based on list of synonyms elements.
                         It is very important component which allow to solve a 
wide range of tasks.
+                        If you want to use <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCSemanticEntityParser.html">NCSemanticEntityParser</a>
+                        with not English language, you have to provide custom
+                        <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCSemanticStemmer.html">NCSemanticStemmer</a>
 and
+                        <a 
href="apis/latest/org/apache/nlpcraft/NCTokenParser.html">NCTokenParser</a>
+                        implementations for required language.
+                        Look at the <a 
href="examples/light_switch_fr.html">Light Switch FR</a> for more details.
                         Separated chapter  <a href="semantic.html">Semantic 
parser</a> is dedicated to its detailed description.
                     </li>
                 </ul>
@@ -154,17 +164,14 @@ id: overview
             <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCSemanticEntityParser">NCSemanticEntityParser</a>
 and configured language.
             Currently only one language is supported - English.
             It also adds following English components into pipeline:
+            <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCOpenNLPTokenParser.html">NCOpenNLPTokenParser</a>,
+            <a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCOpenNLPLemmaPosTokenEnricher.html">NCOpenNLPLemmaPosTokenEnricher</a>,
+            <a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnStopWordsTokenEnricher.html">NCEnStopWordsTokenEnricher</a>,
+            <a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnSwearWordsTokenEnricher.html">NCEnSwearWordsTokenEnricher</a>,
+            <a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnQuotesTokenEnricher.html">NCEnQuotesTokenEnricher</a>,
+            <a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnDictionaryTokenEnricher.html">NCEnDictionaryTokenEnricher</a>,
+            <a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnBracketsTokenEnricher.html">NCEnBracketsTokenEnricher</a>.
         </p>
-
-        <ul>
-            <li><a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCOpenNLPTokenParser.html">NCOpenNLPTokenParser</a></li>
-            <li><a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCOpenNLPLemmaPosTokenEnricher.html">NCOpenNLPLemmaPosTokenEnricher</a></li>
-            <li><a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnStopWordsTokenEnricher.html">NCEnStopWordsTokenEnricher</a></li>
-            <li><a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnSwearWordsTokenEnricher.html">NCEnSwearWordsTokenEnricher</a></li>
-            <li><a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnQuotesTokenEnricher.html">NCEnQuotesTokenEnricher</a></li>
-            <li><a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnDictionaryTokenEnricher.html">NCEnDictionaryTokenEnricher</a></li>
-            <li><a 
href="apis/latest/org/apache/nlpcraft/nlp/enrichers/NCEnBracketsTokenEnricher.html">NCEnBracketsTokenEnricher</a></li>
-        </ul>
     </section>
 
     <section id="examples">
diff --git a/cheat-sheet.html b/cheat-sheet.html
deleted file mode 100644
index 37bc242..0000000
--- a/cheat-sheet.html
+++ /dev/null
@@ -1,518 +0,0 @@
----
-active_crumb: Cheat Sheet
-layout: documentation
-fa_icon: fa-magic
-id: cheat_sheet
----
-
-<!--
- 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.
--->
-
-<div id="cheat-sheet" class="col-md-8 second-column">
-    <section>
-        <div class="accordion" id="cheats">
-            <div class="card">
-                <div class="card-header" id="q1">
-                    <h2 class="mb-0">
-                        <button class="btn btn-link btn-block text-left" 
type="button" data-toggle="collapse" data-target="#cheat1">
-                            Quick Install
-                        </button>
-                    </h2>
-                </div>
-                <div id="cheat1" class="show" data-parent="#cheats">
-                    <div class="card-body">
-                        <nav>
-                            <div class="nav nav-tabs" role="tablist">
-                                <a class="nav-item nav-link active" 
data-toggle="tab" href="#nav-install-src" role="tab">Source</a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-install-bin" role="tab">Binary</a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-install-github" role="tab">GitHub <i class="fab fa-fw 
fa-github"></i></a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-install-maven" role="tab">Maven <img src="/images/java2-h20.png" 
alt=""></a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-install-grape" role="tab" aria-controls="nav-profile" 
aria-selected="false">Grape <img src="/images/groovy-h18.png" alt=""></a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-install-gradle" role="tab" aria-controls="nav-profile" 
aria-selected="false">Gradle <img src="/images/kotlin-h18.png" alt=""></a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-install-sbt" role="tab" aria-controls="nav-contact" 
aria-selected="false">SBT <img src="/images/scala-logo-h16.png" alt=""></a>
-                            </div>
-                        </nav>
-                        <div class="tab-content">
-                            <div class="tab-pane fade show active" 
id="nav-install-src" role="tabpanel">
-                                <p></p>
-                                <p>
-                                    <a href="/download.html#src">Download</a> 
latest source
-                                    release 
(<code>apache-nlpcraft-incubating-<b>{{site.latest_version}}</b>.zip</code>). 
Once downloaded:
-                                </p>
-                                <pre class="brush: bash">
-                                    $ unzip -q 
apache-nlpcraft-incubating-{{site.latest_version}}.zip
-                                    $ cd 
apache-nlpcraft-incubating-{{site.latest_version}}
-                                    $ mvn clean package -P examples -DskipTests
-                                </pre>
-                                <p>
-                                    Built JARs and Javadoc will be located in 
<code>target</code> sub-folders of individual modules.
-                                </p>
-                            </div>
-                            <div class="tab-pane fade show" 
id="nav-install-bin" role="tabpanel">
-                                <p></p>
-                                <p>
-                                    <a href="/download.html#src">Download</a> 
latest binary
-                                    release 
(<code>apache-nlpcraft-incubating-bin-<b>{{site.latest_version}}</b>.zip</code>).
 Once downloaded:
-                                </p>
-                                <pre class="brush: bash">
-                                    $ unzip -q 
apache-nlpcraft-incubating-bin-{{site.latest_version}}.zip
-                                </pre>
-                            </div>
-                            <div class="tab-pane fade show" 
id="nav-install-github" role="tabpanel">
-                                <pre class="brush: bash">
-                                    $ git clone 
https://github.com/apache/incubator-nlpcraft.git
-                                    $ mvn clean package -P examples
-                                </pre>
-                            </div>
-                            <div class="tab-pane fade show" 
id="nav-install-maven" role="tabpanel">
-                                <pre class="brush: xml">
-                                    &lt;dependency&gt;
-                                        
&lt;groupId&gt;org.apache.nlpcraft&lt;/groupId&gt;
-                                        
&lt;artifactId&gt;nlpcraft&lt;/artifactId&gt;
-                                        
&lt;version&gt;{{site.latest_version}}&lt;/version&gt;
-                                    &lt;/dependency&gt;
-                                </pre>
-                                <p>
-                                    <b>NOTE:</b> to get <a 
href="/tools/script.html">NLPCraft CLI script</a> you still need to
-                                    download <a 
href="/download.html#zip">binary</a> ZIP or <a 
href="/download.html#build">build</a> from <a 
href="/download.html#src">source</a>.
-                                </p>
-                            </div>
-                            <div class="tab-pane fade" id="nav-install-grape" 
role="tabpanel">
-                                <pre class="brush: java">
-                                    @Grab 
('org.apache.nlpcraft:nlpcraft:{{site.latest_version}}')
-                                </pre>
-                                <p>
-                                    <b>NOTE:</b> to get <a 
href="/tools/script.html">NLPCraft CLI script</a> you still need to
-                                    download <a 
href="/download.html#zip">binary</a> ZIP or <a 
href="/download.html#build">build</a> from <a 
href="/download.html#src">source</a>.
-                                </p>
-                            </div>
-                            <div class="tab-pane fade" id="nav-install-gradle" 
role="tabpanel">
-                                <pre class="brush: java">
-                                    dependencies {
-                                        runtime group: 'org.apache.nlpcraft', 
name: 'nlpcraft', version: '{{site.latest_version}}'
-                                    }
-                                </pre>
-                                <p>
-                                    <b>NOTE:</b> to get <a 
href="/tools/script.html">NLPCraft CLI script</a> you still need to
-                                    download <a 
href="/download.html#zip">binary</a> ZIP or <a 
href="/download.html#build">build</a> from <a 
href="/download.html#src">source</a>.
-                                </p>
-                            </div>
-                            <div class="tab-pane fade" id="nav-install-sbt" 
role="tabpanel">
-                                <pre class="brush: scala">
-                                    libraryDependencies += 
"org.apache.nlpcraft" % "nlpcraft" % "{{site.latest_version}}"
-                                </pre>
-                                <p>
-                                    <b>NOTE:</b> to get <a 
href="/tools/script.html">NLPCraft CLI script</a> you still need to
-                                    download <a 
href="/download.html#zip">binary</a> ZIP or <a 
href="/download.html#build">build</a> from <a 
href="/download.html#src">source</a>.
-                                </p>
-                            </div>
-                        </div>
-                    </div>
-                </div>
-            </div>
-            <div class="card">
-                <div class="card-header" id="q2">
-                    <h2 class="mb-0">
-                        <button class="btn btn-link btn-block text-left" 
type="button" data-toggle="collapse" data-target="#cheat2">
-                            Start <span class="amp">&amp;</span> Stop REST 
Server
-                        </button>
-                    </h2>
-                </div>
-                <div id="cheat2" class="collapse" data-parent="#cheats">
-                    <div class="card-body">
-                        <nav>
-                            <div class="nav nav-tabs" role="tablist">
-                                <a class="nav-item nav-link active" 
data-toggle="tab" href="#nav-srv-script" role="tab">NLPCraft CLI</a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-srv-class" role="tab">Java Class <img src="/images/java2-h20.png" 
alt=""></a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-srv-docker" role="tab"><i class="fab fa-docker"></i> Docker</a>
-                            </div>
-                        </nav>
-                        <div class="tab-content">
-                        <div class="tab-pane fade show active" 
id="nav-srv-script" role="tabpanel">
-                            <p></p>
-                            <p>
-                                Start the server:
-                            </p>
-                            <pre class="brush: bash">
-                                $ bin/nlpcraft.sh help -c=start-server # Get 
help.
-                                $ bin/nlpcraft.sh start-server # Start server.
-                            </pre>
-                            <p>
-                                Stop the server:
-                            </p>
-                            <pre class="brush: bash">
-                                $ bin/nlpcraft.sh help -c=stop-server # Get 
help.
-                                $ bin/nlpcraft.sh stop-server # Stop server.
-                                $ bin/nlpcraft.sh stop # Stop both server and 
probe.
-                            </pre>
-                        </div>
-                        <div class="tab-pane fade show" id="nav-srv-class" 
role="tabpanel">
-                            <p></p>
-                            <p>
-                                If using executable JAR:
-                            </p>
-                            <pre class="brush: bash">
-                                $ java -Xms1024m -jar 
apache-nlpcraft-incubating-{{site.latest_version}}-all-deps.jar -server
-                            </pre>
-                            <p>
-                                If specifying additional classpath components 
and need <code>-cp</code> parameter:
-                            </p>
-                            <pre class="brush: bash">
-                                $ java -Xms1024m -cp 
apache-nlpcraft-incubating-{{site.latest_version}}-all-deps.jar 
org.apache.nlpcraft.NCStart -server
-                            </pre>
-                            <p>
-                                <b>NOTES:</b>
-                            </p>
-                            <ul>
-                                <li>
-                                    Make sure to provide correct path to 
<code>apache-nlpcraft-incubating-<b>{{site.latest_version}}</b>-all-deps.jar</code>
 file.
-                                </li>
-                                <li>
-                                    Class 
<code>org.apache.nlpcraft.NCStart</code> is a common entry point for all 
NLPCraft runtime components.
-                                </li>
-                                <li>
-                                    Class 
<code>org.apache.nlpcraft.NCStart</code> should be used to star REST server 
from IDE.
-                                </li>
-                            </ul>
-                            <p>
-                                Parameters:
-                            </p>
-                            <dl>
-                                <dt>
-                                    <code>-server</code>
-                                </dt>
-                                <dd>
-                                    <em>Mandatory</em> parameter to indicate 
that you are starting the REST server.
-                                </dd>
-                                <dt><code>-config=path</code></dt>
-                                <dd>
-                                    <em>Optional</em> parameter to provide 
configuration file path.
-                                    Server will automatically look for 
<code>nlpcraft.conf</code> configuration file in the same directory
-                                    as 
<code>apache-nlpcraft-incubating-<b>{{site.latest_version}}</b>-all-deps.jar</code>
 file. If the configuration
-                                    file has different name or in different 
location use <code>-config=path</code> parameter
-                                    where <code>path</code> is an absolute 
path to the configuration file. Note that the server and the data
-                                    probe can use the same file for their 
configuration (like the
-                                    default <code>nlpcraft.conf</code> 
contains configuration for both the server and the data probe).
-                                </dd>
-                                <dt><code>-igniteConfig=path</code></dt>
-                                <dd>
-                                    <em>Optional</em> parameter to provide <a 
target=_ href="https://ignite.apache.org/";>Apache Ignite</a> configuration file 
path.
-                                    Note that Apache Ignite is used as a 
cluster computing plane and a default distributed storage.
-                                    Server will automatically look for 
<code>ignite.xml</code>
-                                    configuration file in the same directory 
as 
<code>apache-nlpcraft-incubating-<b>{{site.latest_version}}</b>-all-deps.jar</code>
 file.
-                                    If the configuration file has different 
name or in different location use <code>-igniteConfig=path</code> parameter
-                                    where <code>path</code> is an absolute 
path to the Ignite configuration file.
-                                </dd>
-                            </dl>
-                        </div>
-                        <div class="tab-pane fade show" id="nav-srv-docker" 
role="tabpanel">
-                            <p></p>
-                            <p>
-                                If Docker image is available for given version 
you can start REST server as follows:
-                            </p>
-                            <pre class="brush: bash">
-                                $ docker run -m 8G -p 8081:8081 -p 8201:8201 
-p 8202:8202 nlpcraftserver/server:{{site.latest_version}}
-                            </pre>
-                        </div>
-                    </div>
-                    </div>
-                </div>
-            </div>
-            <div class="card">
-                <div class="card-header" id="q3">
-                    <h2 class="mb-0">
-                        <button class="btn btn-link btn-block text-left" 
type="button" data-toggle="collapse" data-target="#cheat3">
-                            Start <span class="amp">&amp;</span> Stop REST 
Probe
-                        </button>
-                    </h2>
-                </div>
-                <div id="cheat3" class="collapse" data-parent="#cheats">
-                    <div class="card-body">
-                        <nav>
-                            <div class="nav nav-tabs" role="tablist">
-                                <a class="nav-item nav-link active" 
data-toggle="tab" href="#nav-probe-script" role="tab">NLPCraft CLI</a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-probe-class" role="tab">Java Class <img src="/images/java2-h20.png" 
alt=""></a>
-                            </div>
-                        </nav>
-                        <div class="tab-content">
-                            <div class="tab-pane fade show active" 
id="nav-probe-script" role="tabpanel">
-                                <p></p>
-                                <p>
-                                    Start the probe:
-                                </p>
-                                <pre class="brush: bash">
-                                    $ bin/nlpcraft.sh help -c=start-probe # 
Get help.
-                                    $ bin/nlpcraft.sh start-probe 
--cp=~/myapp/target/classes # Start probe with default configuration.
-                                    $ bin/nlpcraft.sh start-probe 
--cp=~/myapp/target/classes --cfg=~/myapp/nlpcraft.conf --mdls=my.package.Model 
--jmvOpts="-ea -Xms2048m" --timeoutMins=5
-                                    > restart-probe # Restart the probe with 
the last set of parameters in REPL mode.
-                                </pre>
-                                <p>
-                                    Stop the probe:
-                                </p>
-                                <pre class="brush: bash">
-                                    $ bin/nlpcraft.sh help -c=stop-probe # Get 
help.
-                                    $ bin/nlpcraft.sh stop-probe # Stop probe.
-                                    $ bin/nlpcraft.sh stop # Stop server and 
probe.
-                                </pre>
-                            </div>
-                            <div class="tab-pane fade show" 
id="nav-probe-class" role="tabpanel">
-                                <p></p>
-                                <p>
-                                    If using executable JAR:
-                                </p>
-                                <pre class="brush: bash">
-                                    $ java -jar 
apache-nlpcraft-incubating-{{site.latest_version}}-all-deps.jar -probe
-                                </pre>
-                                <p>
-                                    If specifying additional classpath 
components and need <code>-cp</code> parameter:
-                                </p>
-                                <pre class="brush: bash">
-                                    java -cp 
apache-nlpcraft-incubating-{{site.latest_version}}-all-deps.jar:/my/project/classes
 org.apache.nlpcraft.NCStart -probe -config=/my/project/probe.conf
-                                </pre>
-                                <p>
-                                    <b>NOTES:</b>
-                                </p>
-                                <ul>
-                                    <li>
-                                        <code>/my/project</code> directory 
contains user-defined model implementation
-                                    </li>
-                                    <li>
-                                        Make sure to provide correct path to 
<code>apache-nlpcraft-incubating-<b>{{site.latest_version}}</b>-all-deps.jar</code>
 file.
-                                    </li>
-                                    <li>
-                                        Class 
<code>org.apache.nlpcraft.NCStart</code> is a common entry point for all 
NLPCraft runtime components.
-                                    </li>
-                                    <li>
-                                        Class 
<code>org.apache.nlpcraft.NCStart</code> should be used to star data probe from 
IDE.
-                                    </li>
-                                </ul>
-                                <p>
-                                    Parameters:
-                                </p>
-                                <dl>
-                                    <dt>
-                                        <code>-probe</code>
-                                    </dt>
-                                    <dd>
-                                        <em>Mandatory</em> parameter to 
indicate that you are starting a data probe.
-                                    </dd>
-                                    <dt><code>-config=path</code></dt>
-                                    <dd>
-                                        <p>
-                                            <em>Optional</em> parameter to 
provide probe configuration file path.
-                                            Data probe will automatically look 
for <code>nlpcraft.conf</code> configuration file in the same directory
-                                            as 
<code>apache-nlpcraft-incubating-<b>{{site.latest_version}}</b>-all-deps.jar</code>
 file. If the configuration
-                                            file has different name or in 
different location use <code>-config=path</code> parameter
-                                            where <code>path</code> is an 
absolute path to the data probe configuration file. Note that the server and 
the data
-                                            probe can use the same file for 
their configuration (like the
-                                            default <code>nlpcraft.conf</code> 
contains configuration for both the server and the data probe).
-                                        </p>
-                                    </dd>
-                                </dl>
-                            </div>
-                        </div>
-                    </div>
-                </div>
-            </div>
-            <div class="card">
-                <div class="card-header" id="q4">
-                    <h2 class="mb-0">
-                        <button class="btn btn-link btn-block text-left" 
type="button" data-toggle="collapse" data-target="#cheat4">
-                            Model Auto-Test
-                        </button>
-                    </h2>
-                </div>
-                <div id="cheat4" class="collapse" data-parent="#cheats">
-                    <div class="card-body">
-                        <p></p>
-                        <p>
-                            Auto model validation consists
-                            of starting an <a 
href="/tools/embedded_probe.html">embedded probe</a>, scanning for
-                            <a target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCIntentSample.html">@NCIntentSample</a>
 and
-                            <a target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCIntentSampleRef.html">@NCIntentSampleRef</a>
 annotations and their corresponding callback methods, submitting each
-                            sample input sentences from these annotations and 
checking that resulting
-                            intent matches the intent the sample was attached 
to.
-                        </p>
-                        <nav>
-                            <div class="nav nav-tabs" role="tablist">
-                                <a class="nav-item nav-link active" 
data-toggle="tab" href="#nav-script" role="tab">NLPCraft CLI</a>
-                                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-class" role="tab">Java Class <img src="/images/java2-h20.png" 
alt=""></a>
-                            </div>
-                        </nav>
-                        <div class="tab-content">
-                            <div class="tab-pane fade show active" 
id="nav-script" role="tabpanel">
-                                <pre class="brush: bash">
-                                    $ bin/nlpcraft.sh help -c=test-model # Get 
help.
-                                    $ bin/nlpcraft.sh test-model 
--cp=~/myapp/target/classes # Test all models in specified classpath.
-                                    $ bin/nlpcraft.sh test-model 
--cp=~/myapp/target/classes --mdls=my.package.Model --jmvOpts="-ea -Xms2048m"
-                                    > retest-model # Rerun the last model test 
in REPL mode.
-                                </pre>
-                            </div>
-                            <div class="tab-pane fade show" id="nav-class" 
role="tabpanel">
-                                <pre class="brush: bash">
-                                    java -cp 
apache-nlpcraft-incubating-{{site.latest_version}}-all-deps.jar 
-DNLPCRAFT_TEST_MODELS=my.package.Model 
org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator
-                                </pre>
-                                <p>
-                                    <b>NOTES:</b>
-                                </p>
-                                <ul>
-                                    <li>
-                                        Make sure to add necessary classpath 
components.
-                                    </li>
-                                    <li>
-                                        <code>NLPCRAFT_TEST_MODELS</code> 
system property that should contain comma separate list of the data model 
classes to test.
-                                    </li>
-                                    <li>
-                                        You can also use 
<code>org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator</code> class
-                                        directly to call it programmatically 
from the code or from IDE.
-                                    </li>
-                                </ul>
-                            </div>
-                        </div>
-                    </div>
-                </div>
-            </div>
-            <div class="card">
-                <div class="card-header" id="q5">
-                    <h2 class="mb-0">
-                        <button class="btn btn-link btn-block text-left" 
type="button" data-toggle="collapse" data-target="#cheat5">
-                            New Project Stub
-                        </button>
-                    </h2>
-                </div>
-                <div id="cheat5" class="collapse" data-parent="#cheats">
-                    <div class="card-body">
-                        <nav>
-                            <div class="nav nav-tabs" role="tablist">
-                                <a class="nav-item nav-link active" 
data-toggle="tab" href="#nav-prj-script" role="tab">NLPCraft CLI</a>
-                            </div>
-                        </nav>
-                        <div class="tab-content">
-                            <div class="tab-pane fade show active" 
id="nav-prj-script" role="tabpanel">
-                                <pre class="brush: bash">
-                                    $ bin/nlpcraft.sh help -c=gen-project # 
Get help.
-                                    $ bin/nlpcraft.sh gen-project -n=MyProject 
-l=scala -b=sbt # Scala/SBT project stub.
-                                    $ bin/nlpcraft.sh gen-project -n=MyProject 
-l=kotlin -p=com.mycompany.nlp -o # Kotlin/Maven project stub.
-                                </pre>
-                            </div>
-                        </div>
-                    </div>
-                </div>
-            </div>
-            <div class="card">
-                <div class="card-header" id="q6">
-                    <h2 class="mb-0">
-                        <button class="btn btn-link btn-block text-left" 
type="button" data-toggle="collapse" data-target="#cheat6">
-                            New Model Stub
-                        </button>
-                    </h2>
-                </div>
-                <div id="cheat6" class="collapse" data-parent="#cheats">
-                    <div class="card-body">
-                        <nav>
-                            <div class="nav nav-tabs" role="tablist">
-                                <a class="nav-item nav-link active" 
data-toggle="tab" href="#nav-mdl-script" role="tab">NLPCraft CLI</a>
-                            </div>
-                        </nav>
-                        <div class="tab-content">
-                            <div class="tab-pane fade show active" 
id="nav-mdl-script" role="tabpanel">
-                                <pre class="brush: bash">
-                                    $ bin/nlpcraft.sh help -c=gen-model # Get 
help.
-                                    $ bin/nlpcraft.sh gen-model 
--filePath=~/myapp/myModel.json --mdlId=my.model.id # JSON model stub.
-                                    $ bin/nlpcraft.sh gen-model 
-f=c:/tmp/myModel.yaml -m=my.model.id -o # YAML model stub.
-                                </pre>
-                            </div>
-                        </div>
-                    </div>
-                </div>
-            </div>
-            <div class="card">
-                <div class="card-header" id="q7">
-                    <h2 class="mb-0">
-                        <button class="btn btn-link btn-block text-left" 
type="button" data-toggle="collapse" data-target="#cheat7">
-                            Testing With REST
-                        </button>
-                    </h2>
-                </div>
-                <div id="cheat7" class="collapse" data-parent="#cheats">
-                    <div class="card-body">
-                        <nav>
-                            <div class="nav nav-tabs" role="tablist">
-                                <a class="nav-item nav-link active" 
data-toggle="tab" href="#nav-rest-script" role="tab">NLPCraft CLI</a>
-                            </div>
-                        </nav>
-                        <div class="tab-content">
-                            <div class="tab-pane fade show active" 
id="nav-rest-script" role="tabpanel">
-                                <p></p>
-                                <p>
-                                    Using <code>ask</code> command:
-                                </p>
-                                <pre class="brush: bash">
-                                    $ bin/nlpcraft.sh help -c=ask # Get help.
-                                    $ bin/nlpcraft.sh ask --txt="User request" 
# REST 'ask/sync' call.
-                                </pre>
-                                <p>
-                                    Using <code>call</code> command (for REPL 
mode):
-                                </p>
-                                <pre class="brush: bash">
-                                    > help -c=call # Get help.
-                                    > call -p=signin [email protected] 
--passwd=admin
-                                    > call --path=ask/sync 
--acsTok=qwerty123456 --txt="User request" --mdlId=my.model.id  
--data='{"data1": true, "data2": 123, "data3": "some text"}' --enableLog=false
-                                </pre>
-                                <p>
-                                    Using <code>rest</code> command (for 
command line mode):
-                                </p>
-                                <pre class="brush: bash">
-                                    $ bin/nlpcraft.sh help -c=rest # Get help.
-                                    $ bin/nlpcraft.sh rest -p=signin 
-j='{"email": "[email protected]", "passwd": "admin"}' # Linux/Unix/MacOS REST 
call.
-                                    $ bin/nlpcraft.cmd rest --path=signin 
--json='{\"email\": \"[email protected]\", \"passwd\": \"admin\"}' # Window REST 
call.
-                                </pre>
-                            </div>
-                        </div>
-                    </div>
-                </div>
-            </div>
-        </div>
-        <div class="bq info">
-            <p>
-                <b>NOTES:</b>
-            </p>
-            <ul>
-                <li>
-                    Use <span class="keyboard">Tab</span> key for 
auto-completion for commands, parameters, paths, and model class names.
-                </li>
-                <li>
-                    <a href="/tools/script.html">NLPCraft CLI</a> is available 
as <code>nlpcraft.sh</code> for
-                    <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                    for <i class="fab fa-fw fa-windows"></i>.
-                </li>
-                <li>
-                    Run <code class="script">bin/nlpcraft.sh help 
--cmd=xxx</code> to get a full help on <code>xxx</code> command.
-                </li>
-            </ul>
-        </div>
-    </section>
-</div>
-<div class="col-md-2 third-column">
-    <ul class="side-nav">
-        {% include quick-links.html %}
-    </ul>
-</div>
-
-
-
-
diff --git a/examples/light_switch_fr.html b/examples/light_switch_fr.html
index 5c8221e..49241b2 100644
--- a/examples/light_switch_fr.html
+++ b/examples/light_switch_fr.html
@@ -176,8 +176,8 @@ fa_icon: fa-cube
             import org.apache.nlpcraft.*
             import org.apache.nlpcraft.annotations.*
             import demo.nlp.entity.parser.NCFrSemanticEntityParser
-            import demo.lightswitch.nlp.token.enricher.*
-            import demo.lightswitch.nlp.token.parser.NCFrTokenParser
+            import demo.nlp.token.enricher.*
+            import demo.nlp.token.parser.NCFrTokenParser
             import scala.jdk.CollectionConverters.*
 
             class LightSwitchFrModel extends NCModelAdapter(
@@ -380,7 +380,7 @@ fa_icon: fa-cube
             package demo.nlp.entity.parser
 
             import opennlp.tools.stemmer.snowball.SnowballStemmer
-            import 
org.apache.nlpcraft.examples.lightswitch.nlp.token.parser.NCFrTokenParser
+            import demo.nlp.token.parser.NCFrTokenParser
             import org.apache.nlpcraft.nlp.parsers.*
 
             class NCFrSemanticEntityParser(src: String) extends 
NCSemanticEntityParser(
diff --git a/examples/light_switch_ru.html b/examples/light_switch_ru.html
index 7c0a957..39f1f9e 100644
--- a/examples/light_switch_ru.html
+++ b/examples/light_switch_ru.html
@@ -173,8 +173,8 @@ fa_icon: fa-cube
             import org.apache.nlpcraft.*
             import org.apache.nlpcraft.annotations.*
             import demo.nlp.entity.parser.NCRuSemanticEntityParser
-            import demo.lightswitch.nlp.token.enricher.*
-            import demo.lightswitch.nlp.token.parser.NCRuTokenParser
+            import demo.nlp.token.enricher.*
+            import demo.nlp.token.parser.NCRuTokenParser
             import scala.jdk.CollectionConverters.*
 
             class LightSwitchRuModel extends NCModelAdapter(
diff --git a/installation.html b/installation.html
index 27d1576..00085ca 100644
--- a/installation.html
+++ b/installation.html
@@ -31,8 +31,8 @@ id: installation
             <li>If you <a href="/download.html">downloaded</a> binary ZIP 
archive -
                 <a target="asf" 
href="https://www.apache.org/dyn/closer.cgi#verify";>verify</a> it and unzip it.
             </li>
-            <li>If you <a href="/download.html">cloned</a> GitHub repository 
or downloaded source archive -
-                <code>sbt clean compile</code>  to build it.
+            <li>If you <a href="/download.html">cloned</a> GitHub repository 
or downloaded source archive
+                <code>sbt clean compile</code> to build it.
             </li>
             <li>Also you can use <code>maven</code> command <code>mvn -B clean 
package -P stanford-core,examples</code>
                 and get same result.
@@ -76,12 +76,14 @@ id: installation
                 Now you can use <code>NlpCraft</code> library in <code>Your 
project</code>.
             </li>
             <li>
-                You can use <code>Sbt</code> or <code>Maven</code> systems 
depending on your requirements via links
+                You can use <a href="https://www.scala-sbt.org/";>SBT</a> or
+                <a href="https://maven.apache.org/";>Maven</a>
+                systems depending on your requirements via links
                 to <a href="https://search.maven.org/";>Maven Central</a>.
             </li>
             <li>
-                You also can build <code>NlpCraft</code> library soource code 
and use references on jar files via <code>Ant</code>
-                or any another way.
+                You also can build <code>NlpCraft</code> library source code 
and use references on jar files via
+                <a href="https://ant.apache.org/";>Ant</a> or any another way.
             </li>
         </ul>
 
diff --git a/semantic.html b/semantic.html
index bc2e186..7528397 100644
--- a/semantic.html
+++ b/semantic.html
@@ -611,6 +611,48 @@ id: semantic
                 <code>Line 3</code> makes semantic model which defined in 
<code>time_model.yaml</code> YAML file.
             </li>
         </ul>
+
+        <p>
+            If you want to use <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCSemanticEntityParser.html">NCSemanticEntityParser</a>
+            with not English language, you have to provide custom
+            <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCSemanticStemmer.html">NCSemanticStemmer</a>
 and
+            <a 
href="apis/latest/org/apache/nlpcraft/NCTokenParser.html">NCTokenParser</a>
+            implementations for required language. Look at the <a 
href="examples/light_switch_fr.html">Light Switch FR</a>
+            for more details.
+        </p>
+
+        <pre class="brush: scala, highlight: [4, 7, 8]">
+            package demo
+
+            import opennlp.tools.stemmer.snowball.SnowballStemmer
+            import demo.nlp.token.parser.NCFrTokenParser
+            import org.apache.nlpcraft.nlp.parsers.*
+
+            class NCFrSemanticEntityParser(src: String) extends 
NCSemanticEntityParser(
+                new NCSemanticStemmer:
+                    private val stemmer = new 
SnowballStemmer(SnowballStemmer.ALGORITHM.FRENCH)
+                    override def stem(txt: String): String = 
stemmer.synchronized { stemmer.stem(txt.toLowerCase).toString }
+                ,
+                new NCFrTokenParser(),
+                mdlSrcOpt = Option(src)
+            )
+        </pre>
+        <ul>
+            <li>
+                <code>Line 4</code> includes <code>NCFrTokenParser</code> 
import.
+                Its custom <a 
href="apis/latest/org/apache/nlpcraft/NCTokenParser.html">NCTokenParser</a>
+                implementation for French language, described here: <a 
href="examples/light_switch_fr.html">Light Switch FR</a>.
+            </li>
+            <li>
+                <code>Line 8</code> defines custom <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCSemanticStemmer.html">NCSemanticStemmer</a>
+                implementation for French language.
+            </li>
+            <li>
+                As you can see, <code>NCFrSemanticEntityParser</code> is very 
simple extension of
+                <a 
href="apis/latest/org/apache/nlpcraft/nlp/parsers/NCSemanticEntityParser.html">NCSemanticEntityParser</a>
+                base class, look at <code>line 7</code>.
+            </li>
+        </ul>
     </section>
 </div>
 <div class="col-md-2 third-column">

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