diff --git a/reference/fann/book.xml b/reference/fann/book.xml
index 50471772b..5aa3a1f44 100644
--- a/reference/fann/book.xml
+++ b/reference/fann/book.xml
@@ -1,12 +1,12 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: a8ebac76c42a74eda826407b0f59fcf66e9b741c Maintainer: seros Status: ready -->
+<!-- EN-Revision: 68c2c871505aadf983f16113c5b077b335ce8d76 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <book xml:id="book.fann" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
+ <?phpdoc extension-membership="pecl" ?>
  <title>FANN (Fast Artificial Neural Network - Red Neuronal Artificial Rápida)</title>
  <titleabbrev>FANN</titleabbrev>
- 
+
  <preface xml:id="intro.fann">
   &reftitle.intro;
   <para>
@@ -16,13 +16,13 @@
    Es sencilla de utilizar, es versátil, está bien documentada, y es rápida.
   </para>
  </preface>
- 
+
  &reference.fann.setup;
  &reference.fann.constants;
  &reference.fann.examples;
  &reference.fann.reference;
  &reference.fann.fannconnection;
- 
+
 </book>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/constants.xml b/reference/fann/constants.xml
index 67f8cc94c..5e4eeca3b 100644
--- a/reference/fann/constants.xml
+++ b/reference/fann/constants.xml
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: ec820164580aabcbdca6d72e26ec62a90663a9ee Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <appendix xml:id="fann.constants" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -12,7 +12,7 @@
    <varlistentry xml:id="constant.fann-train-incremental">
     <term>
      <constant>FANN_TRAIN_INCREMENTAL</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -25,7 +25,7 @@
    <varlistentry xml:id="constant.fann-train-batch">
     <term>
      <constant>FANN_TRAIN_BATCH</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -40,7 +40,7 @@
    <varlistentry xml:id="constant.fann-train-rprop">
     <term>
      <constant>FANN_TRAIN_RPROP</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -57,7 +57,7 @@
    <varlistentry xml:id="constant.fann-train-quickprop">
     <term>
      <constant>FANN_TRAIN_QUICKPROP</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -71,7 +71,7 @@
    <varlistentry xml:id="constant.fann-train-sarprop">
     <term>
      <constant>FANN_TRAIN_SARPROP</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -85,7 +85,7 @@
    <varlistentry xml:id="constant.fann-linear">
     <term>
      <constant>FANN_LINEAR</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -96,7 +96,7 @@
    <varlistentry xml:id="constant.fann-threshold">
     <term>
      <constant>FANN_THRESHOLD</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -107,7 +107,7 @@
    <varlistentry xml:id="constant.fann-threshold-symmetric">
     <term>
      <constant>FANN_THRESHOLD_SYMMETRIC</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -118,7 +118,7 @@
    <varlistentry xml:id="constant.fann-sigmoid">
     <term>
      <constant>FANN_SIGMOID</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -129,7 +129,7 @@
    <varlistentry xml:id="constant.fann-sigmoid-stepwise">
     <term>
      <constant>FANN_SIGMOID_STEPWISE</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -140,7 +140,7 @@
    <varlistentry xml:id="constant.fann-sigmoid-symmetric">
     <term>
      <constant>FANN_SIGMOID_SYMMETRIC</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -151,7 +151,7 @@
    <varlistentry xml:id="constant.fann-sigmoid-symmetric-stepwise">
     <term>
      <constant>FANN_SIGMOID_SYMMETRIC_STEPWISE</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -162,7 +162,7 @@
    <varlistentry xml:id="constant.fann-gaussian">
     <term>
      <constant>FANN_GAUSSIAN</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -173,7 +173,7 @@
    <varlistentry xml:id="constant.fann-gaussian-symmetric">
     <term>
      <constant>FANN_GAUSSIAN_SYMMETRIC</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -184,7 +184,7 @@
    <varlistentry xml:id="constant.fann-gaussian-stepwise">
     <term>
      <constant>FANN_GAUSSIAN_STEPWISE</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -195,7 +195,7 @@
    <varlistentry xml:id="constant.fann-elliot">
     <term>
      <constant>FANN_ELLIOT</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -206,7 +206,7 @@
    <varlistentry xml:id="constant.fann-elliot-symmetric">
     <term>
      <constant>FANN_ELLIOT_SYMMETRIC</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -217,7 +217,7 @@
    <varlistentry xml:id="constant.fann-linear-piece">
     <term>
      <constant>FANN_LINEAR_PIECE</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -228,7 +228,7 @@
    <varlistentry xml:id="constant.fann-linear-piece-symmetric">
     <term>
      <constant>FANN_LINEAR_PIECE_SYMMETRIC</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -239,7 +239,7 @@
    <varlistentry xml:id="constant.fann-sin-symmetric">
     <term>
      <constant>FANN_SIN_SYMMETRIC</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -250,7 +250,7 @@
    <varlistentry xml:id="constant.fann-cos-symmetric">
     <term>
      <constant>FANN_COS_SYMMETRIC</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -261,7 +261,7 @@
    <varlistentry xml:id="constant.fann-sin">
     <term>
      <constant>FANN_SIN</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -272,7 +272,7 @@
    <varlistentry xml:id="constant.fann-cos">
     <term>
      <constant>FANN_COS</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -286,7 +286,7 @@
    <varlistentry xml:id="constant.fann-errorfunc-linear">
     <term>
      <constant>FANN_ERRORFUNC_LINEAR</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -297,13 +297,13 @@
    <varlistentry xml:id="constant.fann-errorfunc-tanh">
     <term>
      <constant>FANN_ERRORFUNC_TANH</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
       Función de erorr tanh, normalmente mejor, aunque puede requerir un índice de aprendizaje menor. Esta función de error
       dirige de forma agresiva las salidas que difieren mucho de las deseadas, mientras que no dirige las salidas que únicamente difieren más bien poco.
-      Esta función de activación no se recomienda para entrenamientos en cascada y entrenamientos incrementales.
+      No se recomienda para el entrenamiento en cascada o incremental.
      </simpara>
     </listitem>
    </varlistentry>
@@ -313,7 +313,7 @@
    <varlistentry xml:id="constant.fann-stopfunc-mse">
     <term>
      <constant>FANN_STOPFUNC_MSE</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -324,7 +324,7 @@
    <varlistentry xml:id="constant.fann-stopfunc-bit">
     <term>
      <constant>FANN_STOPFUNC_BIT</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -340,7 +340,7 @@
    <varlistentry xml:id="constant.fann-nettype-layer">
     <term>
      <constant>FANN_NETTYPE_LAYER</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -351,7 +351,7 @@
    <varlistentry xml:id="constant.fann-nettype-shortcut">
     <term>
      <constant>FANN_NETTYPE_SHORTCUT</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -365,7 +365,7 @@
    <varlistentry xml:id="constant.fann-e-no-error">
     <term>
      <constant>FANN_E_NO_ERROR</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -376,7 +376,7 @@
    <varlistentry xml:id="constant.fann-e-cant-open-config-r">
     <term>
      <constant>FANN_E_CANT_OPEN_CONFIG_R</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -387,7 +387,7 @@
    <varlistentry xml:id="constant.fann-e-cant-open-config-w">
     <term>
      <constant>FANN_E_CANT_OPEN_CONFIG_W</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -398,7 +398,7 @@
    <varlistentry xml:id="constant.fann-e-wrong-config-version">
     <term>
      <constant>FANN_E_WRONG_CONFIG_VERSION</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -409,7 +409,7 @@
    <varlistentry xml:id="constant.fann-e-cant-read-config">
     <term>
      <constant>FANN_E_CANT_READ_CONFIG</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -420,7 +420,7 @@
    <varlistentry xml:id="constant.fann-e-cant-read-neuron">
     <term>
      <constant>FANN_E_CANT_READ_NEURON</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -431,7 +431,7 @@
    <varlistentry xml:id="constant.fann-e-cant-read-connections">
     <term>
      <constant>FANN_E_CANT_READ_CONNECTIONS</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -442,7 +442,7 @@
    <varlistentry xml:id="constant.fann-e-wrong-num-connections">
     <term>
      <constant>FANN_E_WRONG_NUM_CONNECTIONS</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -453,7 +453,7 @@
    <varlistentry xml:id="constant.fann-e-cant-open-td-w">
     <term>
      <constant>FANN_E_CANT_OPEN_TD_W</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -464,7 +464,7 @@
    <varlistentry xml:id="constant.fann-e-cant-open-td-r">
     <term>
      <constant>FANN_E_CANT_OPEN_TD_R</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -475,7 +475,7 @@
    <varlistentry xml:id="constant.fann-e-cant-read-td">
     <term>
      <constant>FANN_E_CANT_READ_TD</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -486,7 +486,7 @@
    <varlistentry xml:id="constant.fann-e-cant-allocate-mem">
     <term>
      <constant>FANN_E_CANT_ALLOCATE_MEM</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -497,7 +497,7 @@
    <varlistentry xml:id="constant.fann-e-cant-train-activation">
     <term>
      <constant>FANN_E_CANT_TRAIN_ACTIVATION</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -508,7 +508,7 @@
    <varlistentry xml:id="constant.fann-e-cant-use-activation">
     <term>
      <constant>FANN_E_CANT_USE_ACTIVATION</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -519,7 +519,7 @@
    <varlistentry xml:id="constant.fann-e-train-data-mismatch">
     <term>
      <constant>FANN_E_TRAIN_DATA_MISMATCH</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -530,7 +530,7 @@
    <varlistentry xml:id="constant.fann-e-cant-use-train-alg">
     <term>
      <constant>FANN_E_CANT_USE_TRAIN_ALG</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -541,7 +541,7 @@
    <varlistentry xml:id="constant.fann-e-train-data-subset">
     <term>
      <constant>FANN_E_TRAIN_DATA_SUBSET</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -552,7 +552,7 @@
    <varlistentry xml:id="constant.fann-e-index-out-of-bound">
     <term>
      <constant>FANN_E_INDEX_OUT_OF_BOUND</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -563,7 +563,7 @@
    <varlistentry xml:id="constant.fann-e-scale-not-present">
     <term>
      <constant>FANN_E_SCALE_NOT_PRESENT</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -574,7 +574,7 @@
    <varlistentry xml:id="constant.fann-e-input-no-match">
     <term>
      <constant>FANN_E_INPUT_NO_MATCH</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
@@ -585,7 +585,7 @@
    <varlistentry xml:id="constant.fann-e-output-no-match">
     <term>
      <constant>FANN_E_OUTPUT_NO_MATCH</constant>
-     (<type>integer</type>)
+     (<type>int</type>)
     </term>
     <listitem>
      <simpara>
diff --git a/reference/fann/fannconnection.xml b/reference/fann/fannconnection.xml
index 57e5b9f15..6ef12b657 100644
--- a/reference/fann/fannconnection.xml
+++ b/reference/fann/fannconnection.xml
@@ -1,15 +1,15 @@
 <?xml version="1.0" encoding="utf-8"?>
 <!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: c44e9cb68b9b65771f9c45db2c07a06c63d71359 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <phpdoc:classref xml:id="class.fannconnection" xmlns:phpdoc="http://php.net/ns/phpdoc" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xi="http://www.w3.org/2001/XInclude">
- 
+
  <title>La clase FANNConnection</title>
  <titleabbrev>FANNConnection</titleabbrev>
- 
+
  <partintro>
-  
+
   <!-- {{{ FANNConnection intro -->
   <section xml:id="fannconnection.intro">
    &reftitle.intro;
@@ -19,14 +19,14 @@
    </para>
   </section>
   <!-- }}} -->
-  
+
   <section xml:id="fannconnection.synopsis">
    &reftitle.classsynopsis;
-   
+
    <!-- {{{ Synopsis -->
    <classsynopsis>
     <ooclass><classname>FANNConnection</classname></ooclass>
-    
+
     <!-- {{{ Class synopsis -->
     <classsynopsisinfo>
      <ooclass>
@@ -47,16 +47,21 @@
      <modifier>public</modifier>
      <varname linkend="fannconnection.props.weight">weight</varname>
     </fieldsynopsis>
-    
-    
+
+
     <classsynopsisinfo role="comment">&Methods;</classsynopsisinfo>
-    <xi:include xpointer="xmlns(db=http://docbook.org/ns/docbook) xpointer(id('class.fannconnection')/db:refentry/db:refsect1[@role='description']/descendant::db:methodsynopsis[1])" />
+    <xi:include xpointer="xmlns(db=http://docbook.org/ns/docbook) xpointer(id('class.fannconnection')/db:refentry/db:refsect1[@role='description']/descendant::db:constructorsynopsis[not(@role='procedural')])">
+     <xi:fallback/>
+    </xi:include>
+    <xi:include xpointer="xmlns(db=http://docbook.org/ns/docbook) xpointer(id('class.fannconnection')/db:refentry/db:refsect1[@role='description']/descendant::db:methodsynopsis[1])">
+     <xi:fallback/>
+    </xi:include>
    </classsynopsis>
    <!-- }}} -->
-   
+
   </section>
-  
-  
+
+
   <!-- {{{ FANNConnection properties -->
   <section xml:id="fannconnection.props">
    &reftitle.properties;
@@ -82,12 +87,12 @@
    </variablelist>
   </section>
   <!-- }}} -->
-  
-  
+
+
  </partintro>
- 
+
  &reference.fann.entities.fannconnection;
- 
+
 </phpdoc:classref>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/fannconnection/construct.xml b/reference/fann/fannconnection/construct.xml
index bf39e2b6a..607ca1764 100644
--- a/reference/fann/fannconnection/construct.xml
+++ b/reference/fann/fannconnection/construct.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: c44e9cb68b9b65771f9c45db2c07a06c63d71359 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="fannconnection.construct" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,20 +7,20 @@
   <refname>FANNConnection::__construct</refname>
   <refpurpose>El constructor de la conexión</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
-  <methodsynopsis>
+  <constructorsynopsis>
    <modifier>public</modifier> <methodname>FANNConnection::__construct</methodname>
    <methodparam><type>int</type><parameter>from_neuron</parameter></methodparam>
    <methodparam><type>int</type><parameter>to_neuron</parameter></methodparam>
    <methodparam><type>float</type><parameter>weight</parameter></methodparam>
-  </methodsynopsis>
+  </constructorsynopsis>
   <para>
    Crea una nueva conexión e inicializa sus parámetros. Después de crear la conexión, solamente se puede cambiar el peso.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -51,7 +50,7 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/fannconnection/getfromneuron.xml b/reference/fann/fannconnection/getfromneuron.xml
index 922cdffe1..ae085a494 100644
--- a/reference/fann/fannconnection/getfromneuron.xml
+++ b/reference/fann/fannconnection/getfromneuron.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: dd07341fae2c414adc1f700be0890ff32e8daab4 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="fannconnection.getfromneuron" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>FANNConnection::getFromNeuron</refname>
   <refpurpose>Devuelve las posiciones de la neurona inicial</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -19,20 +18,20 @@
    Devuelve las posiciones de la neurona inicial.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   &no.function.parameters;
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    Las posiciones de la neurona inicial.
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/fannconnection/gettoneuron.xml b/reference/fann/fannconnection/gettoneuron.xml
index 10ab7f5c2..d6cb2afba 100644
--- a/reference/fann/fannconnection/gettoneuron.xml
+++ b/reference/fann/fannconnection/gettoneuron.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: d3b8e3393716cef21fa6dc370c68ca67890d5575 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="fannconnection.gettoneuron" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>FANNConnection::getToNeuron</refname>
   <refpurpose>Devuelve las posiciones de la neurona terminal</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -19,20 +18,20 @@
    Devuelve las posiciones de la neurona terminal.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   &no.function.parameters;
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    Las posiciones de la neurona terminal.
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/fannconnection/setweight.xml b/reference/fann/fannconnection/setweight.xml
index 7780c9142..73692a7f8 100644
--- a/reference/fann/fannconnection/setweight.xml
+++ b/reference/fann/fannconnection/setweight.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: dd52a26b79fd1dd8b66739773f7294ac54409e42 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="fannconnection.setweight" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,11 +7,11 @@
   <refname>FANNConnection::setWeight</refname>
   <refpurpose>Establece el peso de la conexión</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
-   <modifier>public</modifier> <type>bool</type><methodname>FANNConnection::setWeight</methodname>
+   <modifier>public</modifier> <type>void</type><methodname>FANNConnection::setWeight</methodname>
    <methodparam><type>float</type><parameter>weight</parameter></methodparam>
   </methodsynopsis>
   <para>
@@ -24,7 +23,7 @@
    después de llamar a <function>fann_set_weight_array</function>.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <para>
@@ -40,13 +39,13 @@
    </variablelist>
   </para>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
-  &fann.return.bool;
+  &fann.return.void;
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-copy.xml b/reference/fann/functions/fann-copy.xml
index 0c66c04ad..3054f8820 100644
--- a/reference/fann/functions/fann-copy.xml
+++ b/reference/fann/functions/fann-copy.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-copy" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_copy</refname>
   <refpurpose>Crea una copia de una estructura fann</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -19,7 +18,7 @@
    Crea una copia de una estructura fann.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -31,14 +30,19 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    Devuelve una copia de un recurso de red neuronal en caso de éxito, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -47,7 +51,7 @@
    </simplelist>
   </para>
  </refsect1>
- 
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-create-shortcut-array.xml b/reference/fann/functions/fann-create-shortcut-array.xml
index 9df5a63ca..333f64e0d 100644
--- a/reference/fann/functions/fann-create-shortcut-array.xml
+++ b/reference/fann/functions/fann-create-shortcut-array.xml
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-create-shortcut-array" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +8,7 @@
   <refname>fann_create_shortcut_array</refname>
   <refpurpose>Crea una red neuronal de retropropagación estándar que no está completamente conectada y que posee conexiones de atajo</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -19,11 +19,8 @@
   <para>
    Crea una red neuronal de retropropagación estándar que no está completamente conectada y que tiene conexiones de atajo, empleando un array con tamaños de capas.
   </para>
-  
-  &warn.undocumented.func;
-  
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -45,14 +42,14 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    Devuelve un recurso de red neuronal en caso de éxito, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -63,7 +60,7 @@
    </simplelist>
   </para>
  </refsect1>
- 
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-create-shortcut.xml b/reference/fann/functions/fann-create-shortcut.xml
index 0c55287aa..e212f156d 100644
--- a/reference/fann/functions/fann-create-shortcut.xml
+++ b/reference/fann/functions/fann-create-shortcut.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-create-shortcut" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,15 +7,15 @@
   <refname>fann_create_shortcut</refname>
   <refpurpose>Crea una red neuronal de retropropagación estándar que no está completamente conectada y que posee conexiones de atajo</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
-   <type>reference</type><methodname>fann_create_shortcut</methodname>
+   <type>resource</type><methodname>fann_create_shortcut</methodname>
    <methodparam><type>int</type><parameter>num_layers</parameter></methodparam>
    <methodparam><type>int</type><parameter>num_neurons1</parameter></methodparam>
    <methodparam><type>int</type><parameter>num_neurons2</parameter></methodparam>
-   <methodparam choice="opt"><type>int</type><parameter>...</parameter></methodparam>
+   <methodparam rep="repeat"><type>int</type><parameter>num_neuronsN</parameter></methodparam>
   </methodsynopsis>
   <para>
    Creates a standard backpropagation neural network, which is not fully connected and which also has shortcut connections.
@@ -26,7 +25,7 @@
    donde todas las neuronas están conectadas a todas las neuronas de capas posteriores, incluyendo conexiones directas entre la capa de entrada y la de salida.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -55,7 +54,7 @@
     </listitem>
    </varlistentry>
    <varlistentry>
-    <term><parameter>...</parameter></term>
+    <term><parameter>num_neuronsN</parameter></term>
     <listitem>
      <para>
       El número de neuronas de la otras capas.
@@ -64,14 +63,14 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    Devuelve un recurso de red neuronal en caso de éxito, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -82,7 +81,7 @@
    </simplelist>
   </para>
  </refsect1>
- 
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-create-sparse-array.xml b/reference/fann/functions/fann-create-sparse-array.xml
index 26a79fdc0..e1e98f440 100644
--- a/reference/fann/functions/fann-create-sparse-array.xml
+++ b/reference/fann/functions/fann-create-sparse-array.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-create-sparse-array" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,11 +7,11 @@
   <refname>fann_create_sparse_array</refname>
   <refpurpose>Crea una red neuronal de retropropagación estándar que no está completamente conectada empleando un array con tamaños de capas</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
-   <type>ReturnType</type><methodname>fann_create_sparse_array</methodname>
+   <type>resource</type><methodname>fann_create_sparse_array</methodname>
    <methodparam><type>float</type><parameter>connection_rate</parameter></methodparam>
    <methodparam><type>int</type><parameter>num_layers</parameter></methodparam>
    <methodparam><type>array</type><parameter>layers</parameter></methodparam>
@@ -21,14 +20,14 @@
    Crea una red neuronal de retropropagación estándar que no está completamente conectada empleando un array con tamaños de capas
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
    <varlistentry>
     <term><parameter>connection_rate</parameter></term>
     <listitem>
-     <para>      
+     <para>
       El índice de conexión controla cuántas conexiones habrá en la red. Si el índice de conexión
       está establecido a 1, la red estará completamente conectada, aunque si está establecida a 0.5, solamente se establecerán
       la mitad de las conexiones. Un índice de conexión de 1 generará el mismo resultado que <function>fann_create_standard</function>.
@@ -53,14 +52,14 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    Devuelve un recurso de red neuronal en caso de éxito, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -71,7 +70,7 @@
    </simplelist>
   </para>
  </refsect1>
- 
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-create-sparse.xml b/reference/fann/functions/fann-create-sparse.xml
index 48eccc5f3..246f344aa 100644
--- a/reference/fann/functions/fann-create-sparse.xml
+++ b/reference/fann/functions/fann-create-sparse.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-create-sparse" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,22 +7,22 @@
   <refname>fann_create_sparse</refname>
   <refpurpose>Crea una red neuronal de retropropagación estándar que no está conectada completamente</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
-   <type>ReturnType</type><methodname>fann_create_sparse</methodname>
+   <type>resource</type><methodname>fann_create_sparse</methodname>
    <methodparam><type>float</type><parameter>connection_rate</parameter></methodparam>
    <methodparam><type>int</type><parameter>num_layers</parameter></methodparam>
    <methodparam><type>int</type><parameter>num_neurons1</parameter></methodparam>
    <methodparam><type>int</type><parameter>num_neurons2</parameter></methodparam>
-   <methodparam choice="opt"><type>int</type><parameter>...</parameter></methodparam>
+   <methodparam rep="repeat"><type>int</type><parameter>num_neuronsN</parameter></methodparam>
   </methodsynopsis>
   <para>
    Crea una red neuronal de retropropagación estándar que no está conectada completamente.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -62,7 +61,7 @@
     </listitem>
    </varlistentry>
    <varlistentry>
-    <term><parameter>...</parameter></term>
+    <term><parameter>num_neuronsN</parameter></term>
     <listitem>
      <para>
       El número de neuronas de la otras capas.
@@ -71,15 +70,15 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    Devuelve un recurso de red neuronal en caso de éxito, o &false; en caso de error.
   </para>
  </refsect1>
- 
- 
+
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -90,7 +89,7 @@
    </simplelist>
   </para>
  </refsect1>
- 
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-create-standard.xml b/reference/fann/functions/fann-create-standard.xml
index 82b5741f8..2e1893d48 100644
--- a/reference/fann/functions/fann-create-standard.xml
+++ b/reference/fann/functions/fann-create-standard.xml
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-create-standard" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +8,7 @@
   <refname>fann_create_standard</refname>
   <refpurpose>Crea una red neuronal de retropropagación estándar completamente conectada</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -16,7 +16,7 @@
    <methodparam><type>int</type><parameter>num_layers</parameter></methodparam>
    <methodparam><type>int</type><parameter>num_neurons1</parameter></methodparam>
    <methodparam><type>int</type><parameter>num_neurons2</parameter></methodparam>
-   <methodparam choice="opt"><type>int</type><parameter>...</parameter></methodparam>
+   <methodparam rep="repeat"><type>int</type><parameter>num_neuronsN</parameter></methodparam>
   </methodsynopsis>
   <para>
    Crea una red neuronal de retropropagación estándar completamente conectada.
@@ -30,7 +30,7 @@
    Para destruir una red neuronal, utilice la función <function>fann_destroy</function>.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -59,7 +59,7 @@
     </listitem>
    </varlistentry>
    <varlistentry>
-    <term><parameter>...</parameter></term>
+    <term><parameter>num_neuronsN</parameter></term>
     <listitem>
      <para>
       El número de neuronas de la otras capas.
@@ -68,14 +68,14 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    Devuelve un recurso de red neuronal en caso de éxito, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -86,7 +86,7 @@
    </simplelist>
   </para>
  </refsect1>
- 
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-create-train-from-callback.xml b/reference/fann/functions/fann-create-train-from-callback.xml
index 5bc365312..99e1d426b 100644
--- a/reference/fann/functions/fann-create-train-from-callback.xml
+++ b/reference/fann/functions/fann-create-train-from-callback.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: 2033dd681b752d9861fe2dbc9e1a8cf412b4f358 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 242efce0dc3aefd028a2956340231d8c62d4e38a Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-create-train-from-callback" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_create_train_from_callback</refname>
   <refpurpose>Crea una estructura de datos de entrenamiento desde una función proporcionada por el usuario</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -23,7 +22,7 @@
    el usuario debe escribir una función que reciba el número del conjunto de datos de entrenamiento (entrada, salida) y que devuelva el conjunto.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -70,12 +69,12 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.train;
  </refsect1>
- 
+
  <refsect1 role="examples">
   &reftitle.examples;
   <para>
@@ -104,7 +103,12 @@ if ($train_data) {
    </example>
   </para>
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -116,8 +120,8 @@ if ($train_data) {
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-create-train.xml b/reference/fann/functions/fann-create-train.xml
index 54e51a953..bb4396def 100644
--- a/reference/fann/functions/fann-create-train.xml
+++ b/reference/fann/functions/fann-create-train.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 242efce0dc3aefd028a2956340231d8c62d4e38a Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-create-train" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_create_train</refname>
   <refpurpose>Crea una estructura de datos de entrenamiento vacía</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -21,7 +20,7 @@
    Crea una estructura de datos de entrenamiento vacía.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -51,12 +50,17 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.train;
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -68,8 +72,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-activation-steepness.xml b/reference/fann/functions/fann-get-activation-steepness.xml
index b4d97d1d2..0052f76c1 100644
--- a/reference/fann/functions/fann-get-activation-steepness.xml
+++ b/reference/fann/functions/fann-get-activation-steepness.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
+<!-- EN-Revision: 9ee27f088aefb55de20529000792c4deefc0226b Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-activation-steepness" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_get_activation_steepness</refname>
   <refpurpose>Devuelve la pendiente de activación para el número de neurona y de capa proporcionados</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -36,7 +35,7 @@
    La pendiente de activación predeterminada es 0.5.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -64,14 +63,14 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    La pendiente de activación para la neurona o -1 si la neurona no está definida en la red neuronal, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -84,8 +83,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-cascade-candidate-stagnation-epochs.xml b/reference/fann/functions/fann-get-cascade-candidate-stagnation-epochs.xml
index f7ed81b98..ef05e37d4 100644
--- a/reference/fann/functions/fann-get-cascade-candidate-stagnation-epochs.xml
+++ b/reference/fann/functions/fann-get-cascade-candidate-stagnation-epochs.xml
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-cascade-candidate-stagnation-epochs" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,11 +8,11 @@
   <refname>fann_get_cascade_candidate_stagnation_epochs</refname>
   <refpurpose>Devuelve el número de épocas de estancamiento de candidatas en cascada</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
-   <type>float</type><methodname>fann_get_cascade_candidate_stagnation_epochs</methodname>
+   <type>int</type><methodname>fann_get_cascade_candidate_stagnation_epochs</methodname>
    <methodparam><type>resource</type><parameter>ann</parameter></methodparam>
   </methodsynopsis>
   <para>
@@ -26,7 +26,7 @@
    El número de épocas de estancamiento de candidatas en cascada predeterminado es 12.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -38,14 +38,14 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    El número de épocas de estancamiento de candidatas en cascada, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -55,8 +55,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-cascade-min-cand-epochs.xml b/reference/fann/functions/fann-get-cascade-min-cand-epochs.xml
index f695730c5..ea7fbc3ed 100644
--- a/reference/fann/functions/fann-get-cascade-min-cand-epochs.xml
+++ b/reference/fann/functions/fann-get-cascade-min-cand-epochs.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-cascade-min-cand-epochs" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_get_cascade_min_cand_epochs</refname>
   <refpurpose>Devuelve el mínimo de épocas de candidatas</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -23,7 +22,7 @@
    El mínimo de épocas de candidatas predterminado es 150.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -35,14 +34,19 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    El mínimo de épocas de candidtas, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -51,8 +55,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-cascade-min-out-epochs.xml b/reference/fann/functions/fann-get-cascade-min-out-epochs.xml
index fff7776c9..75bf6b6c0 100644
--- a/reference/fann/functions/fann-get-cascade-min-out-epochs.xml
+++ b/reference/fann/functions/fann-get-cascade-min-out-epochs.xml
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-cascade-min-out-epochs" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +8,7 @@
   <refname>fann_get_cascade_min_out_epochs</refname>
   <refpurpose>Devuelve el mínimo de épocas de salida</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -23,7 +23,7 @@
    El mínimo de épocas de salida predterminado es 150.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -35,14 +35,19 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    El mínimo de épocas de salida, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -51,8 +56,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-rprop-delta-zero.xml b/reference/fann/functions/fann-get-rprop-delta-zero.xml
index a7d82f819..4a37c8d73 100644
--- a/reference/fann/functions/fann-get-rprop-delta-zero.xml
+++ b/reference/fann/functions/fann-get-rprop-delta-zero.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-rprop-delta-zero" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,11 +7,11 @@
   <refname>fann_get_rprop_delta_zero</refname>
   <refpurpose>Devuelve el tamaño de paso inicial</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
-   <type>ReturnType</type><methodname>fann_get_rprop_delta_zero</methodname>
+   <type>int</type><methodname>fann_get_rprop_delta_zero</methodname>
    <methodparam><type>resource</type><parameter>ann</parameter></methodparam>
   </methodsynopsis>
   <para>
@@ -22,7 +21,7 @@
    El valor predeterminado de delta cero es 0.1.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -34,14 +33,14 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    El tamaño de paso inicial, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -52,8 +51,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-sarprop-step-error-shift.xml b/reference/fann/functions/fann-get-sarprop-step-error-shift.xml
index 09e801218..ca34cb4fe 100644
--- a/reference/fann/functions/fann-get-sarprop-step-error-shift.xml
+++ b/reference/fann/functions/fann-get-sarprop-step-error-shift.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-sarprop-step-error-shift" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_get_sarprop_step_error_shift</refname>
   <refpurpose>Devuelve el desplazamiento del error de paso de sarprop</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -22,7 +21,7 @@
    El desplazamiento del error de paso predeterminado es 1.385.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -34,14 +33,19 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    El desplazamiento del error de paso de sarprop , o &false; en caso de error.
   </para>
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -50,8 +54,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-sarprop-step-error-threshold-factor.xml b/reference/fann/functions/fann-get-sarprop-step-error-threshold-factor.xml
index c5e6fc9db..da51e4335 100644
--- a/reference/fann/functions/fann-get-sarprop-step-error-threshold-factor.xml
+++ b/reference/fann/functions/fann-get-sarprop-step-error-threshold-factor.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-sarprop-step-error-threshold-factor" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_get_sarprop_step_error_threshold_factor</refname>
   <refpurpose>Devuelve el factor de umbral del error de paso de sarprop</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -22,7 +21,7 @@
    El factor predeterminado es 0.1.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -34,14 +33,19 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    El factor de umbral del error de paso de sarprop, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -50,8 +54,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-sarprop-temperature.xml b/reference/fann/functions/fann-get-sarprop-temperature.xml
index 15c8327b9..59ca9f636 100644
--- a/reference/fann/functions/fann-get-sarprop-temperature.xml
+++ b/reference/fann/functions/fann-get-sarprop-temperature.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-sarprop-temperature" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_get_sarprop_temperature</refname>
   <refpurpose>Devuelve la temperatura de sarprop</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -22,7 +21,7 @@
    La temperatura predeterminada es 0.015.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -34,14 +33,19 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    La temperatura de sarprop, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -50,8 +54,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-get-sarprop-weight-decay-shift.xml b/reference/fann/functions/fann-get-sarprop-weight-decay-shift.xml
index d3834d310..7fa0e3730 100644
--- a/reference/fann/functions/fann-get-sarprop-weight-decay-shift.xml
+++ b/reference/fann/functions/fann-get-sarprop-weight-decay-shift.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: e41806c30bf6975e452c0d4ce35ab0984c2fa68c Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-get-sarprop-weight-decay-shift" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_get_sarprop_weight_decay_shift</refname>
   <refpurpose>Devuelve el desplazamiento de decadencia del peso de sarprop</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -22,7 +21,7 @@
    El valor de delta máximo es -6.644.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -34,14 +33,19 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   <para>
    El desplazamiento de decadencia del peso de sarprop, o &false; en caso de error.
   </para>
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -50,8 +54,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-print-error.xml b/reference/fann/functions/fann-print-error.xml
index 128e0523b..9058a3804 100644
--- a/reference/fann/functions/fann-print-error.xml
+++ b/reference/fann/functions/fann-print-error.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: ea42ad21aeaae6a226e5ba730faf058cecdf4ca7 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-print-error" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,18 +7,18 @@
   <refname>fann_print_error</refname>
   <refpurpose>Imprime el string de error</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
    <type>void</type><methodname>fann_print_error</methodname>
-   <methodparam><type>string</type><parameter>errdat</parameter></methodparam>
+   <methodparam><type>resource</type><parameter>errdat</parameter></methodparam>
   </methodsynopsis>
   <para>
    Imprime el string de error.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -31,12 +30,12 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.void;
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -45,8 +44,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-read-train-from-file.xml b/reference/fann/functions/fann-read-train-from-file.xml
index 225e74615..92b19bde3 100644
--- a/reference/fann/functions/fann-read-train-from-file.xml
+++ b/reference/fann/functions/fann-read-train-from-file.xml
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 9ee27f088aefb55de20529000792c4deefc0226b Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-read-train-from-file" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +8,7 @@
   <refname>fann_read_train_from_file</refname>
   <refpurpose>Lee un fichero que almacena datos de entrenamiento</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -19,7 +19,7 @@
    Lee un fichero que almacena datos de entrenamiento.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -47,12 +47,12 @@ datos de salida separados por un espacio
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.train;
  </refsect1>
- 
+
  <refsect1 role="examples">
   &reftitle.examples;
   <para>
@@ -85,7 +85,7 @@ if ($train_data) {
    </example>
   </para>
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -96,7 +96,7 @@ if ($train_data) {
    </simplelist>
   </para>
  </refsect1>
- 
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-set-activation-function-layer.xml b/reference/fann/functions/fann-set-activation-function-layer.xml
index f6df89b06..5e37fb694 100644
--- a/reference/fann/functions/fann-set-activation-function-layer.xml
+++ b/reference/fann/functions/fann-set-activation-function-layer.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: dd07341fae2c414adc1f700be0890ff32e8daab4 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-activation-function-layer" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_set_activation_function_layer</refname>
   <refpurpose>Establece la función de activación para todas las neuronas de la capa proporcionada</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -24,7 +23,7 @@
    No es posible establecer funciones de activación para las neuronas de la capa de entrada.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -52,12 +51,12 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.bool;
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -69,8 +68,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-set-activation-steepness.xml b/reference/fann/functions/fann-set-activation-steepness.xml
index f1a6d88fd..cf338e75e 100644
--- a/reference/fann/functions/fann-set-activation-steepness.xml
+++ b/reference/fann/functions/fann-set-activation-steepness.xml
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 9ee27f088aefb55de20529000792c4deefc0226b Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-activation-steepness" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +8,7 @@
   <refname>fann_set_activation_steepness</refname>
   <refpurpose>Establece la pendiente de activación el número de neurona y capa proporcionados</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -37,7 +37,7 @@
    La pendiente de activación predeterminada es 0.5.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -73,12 +73,12 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.bool;
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -91,8 +91,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-set-callback.xml b/reference/fann/functions/fann-set-callback.xml
index e1f180cf5..8ceb1e1bc 100644
--- a/reference/fann/functions/fann-set-callback.xml
+++ b/reference/fann/functions/fann-set-callback.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 83b687a1599117968687c2606a50e8c83fe9a3f3 Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-callback" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,20 +7,20 @@
   <refname>fann_set_callback</refname>
   <refpurpose>Establece la función de retrollamada a emplear durante el entrenamiento</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
    <type>bool</type><methodname>fann_set_callback</methodname>
    <methodparam><type>resource</type><parameter>ann</parameter></methodparam>
-   <methodparam><type>collable</type><parameter>callback</parameter></methodparam>
+   <methodparam><type>callable</type><parameter>callback</parameter></methodparam>
   </methodsynopsis>
   <para>
    Establece la función de retrollamada a emplear durante el entrenamiento. Esto significa que es llamada desde
    <function>fann_train_on_data</function> o <function>fann_train_on_file</function>.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -55,12 +54,12 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.bool;
  </refsect1>
- 
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -70,8 +69,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-set-cascade-min-cand-epochs.xml b/reference/fann/functions/fann-set-cascade-min-cand-epochs.xml
index ab20f9f4f..e86a219ed 100644
--- a/reference/fann/functions/fann-set-cascade-min-cand-epochs.xml
+++ b/reference/fann/functions/fann-set-cascade-min-cand-epochs.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 242efce0dc3aefd028a2956340231d8c62d4e38a Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-cascade-min-cand-epochs" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -46,6 +45,11 @@
   &fann.return.bool;
  </refsect1>
 
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
diff --git a/reference/fann/functions/fann-set-cascade-min-out-epochs.xml b/reference/fann/functions/fann-set-cascade-min-out-epochs.xml
index e490f3d72..428453b2f 100644
--- a/reference/fann/functions/fann-set-cascade-min-out-epochs.xml
+++ b/reference/fann/functions/fann-set-cascade-min-out-epochs.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 242efce0dc3aefd028a2956340231d8c62d4e38a Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-cascade-min-out-epochs" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -46,6 +45,11 @@
   &fann.return.bool;
  </refsect1>
 
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
diff --git a/reference/fann/functions/fann-set-sarprop-step-error-shift.xml b/reference/fann/functions/fann-set-sarprop-step-error-shift.xml
index 2aa6319f5..6db185f64 100644
--- a/reference/fann/functions/fann-set-sarprop-step-error-shift.xml
+++ b/reference/fann/functions/fann-set-sarprop-step-error-shift.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 242efce0dc3aefd028a2956340231d8c62d4e38a Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-sarprop-step-error-shift" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_set_sarprop_step_error_shift</refname>
   <refpurpose>Establece el desplazamiento del error de paso de sarprop</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -20,7 +19,7 @@
    Establece el desplazamiento del error de paso de sarprop.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -40,12 +39,17 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.bool;
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -54,8 +58,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-set-sarprop-step-error-threshold-factor.xml b/reference/fann/functions/fann-set-sarprop-step-error-threshold-factor.xml
index d87e6e513..d43436999 100644
--- a/reference/fann/functions/fann-set-sarprop-step-error-threshold-factor.xml
+++ b/reference/fann/functions/fann-set-sarprop-step-error-threshold-factor.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 242efce0dc3aefd028a2956340231d8c62d4e38a Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-sarprop-step-error-threshold-factor" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_set_sarprop_step_error_threshold_factor</refname>
   <refpurpose>Establece el factor de umbral del error de paso de sarprop</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -20,7 +19,7 @@
    Establece el factor de umbral del error de paso de sarprop.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -40,12 +39,17 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.bool;
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -54,8 +58,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-set-sarprop-temperature.xml b/reference/fann/functions/fann-set-sarprop-temperature.xml
index 290abd001..0e8c159c1 100644
--- a/reference/fann/functions/fann-set-sarprop-temperature.xml
+++ b/reference/fann/functions/fann-set-sarprop-temperature.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 242efce0dc3aefd028a2956340231d8c62d4e38a Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-sarprop-temperature" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_set_sarprop_temperature</refname>
   <refpurpose>Establece la temperatura de sarprop</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -20,7 +19,7 @@
    Establece la temperatura de sarprop.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -40,12 +39,17 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.bool;
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -54,8 +58,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file
diff --git a/reference/fann/functions/fann-set-sarprop-weight-decay-shift.xml b/reference/fann/functions/fann-set-sarprop-weight-decay-shift.xml
index 64a0804e9..1d7a1e55c 100644
--- a/reference/fann/functions/fann-set-sarprop-weight-decay-shift.xml
+++ b/reference/fann/functions/fann-set-sarprop-weight-decay-shift.xml
@@ -1,6 +1,5 @@
 <?xml version="1.0" encoding="utf-8"?>
-<!-- $Revision$ -->
-<!-- EN-Revision: ea7caabb165509dbf6796bbf07d697f871c462c2 Maintainer: seros Status: ready -->
+<!-- EN-Revision: 242efce0dc3aefd028a2956340231d8c62d4e38a Maintainer: seros Status: ready -->
 <!-- Reviewed: no -->
 
 <refentry xml:id="function.fann-set-sarprop-weight-decay-shift" xmlns="http://docbook.org/ns/docbook" xmlns:xlink="http://www.w3.org/1999/xlink">
@@ -8,7 +7,7 @@
   <refname>fann_set_sarprop_weight_decay_shift</refname>
   <refpurpose>Establece el desplazamiento de decadencia del peso de sarprop</refpurpose>
  </refnamediv>
- 
+
  <refsect1 role="description">
   &reftitle.description;
   <methodsynopsis>
@@ -20,7 +19,7 @@
    Establece el desplazamiento de decadencia del peso de sarprop.
   </para>
  </refsect1>
- 
+
  <refsect1 role="parameters">
   &reftitle.parameters;
   <variablelist>
@@ -40,12 +39,17 @@
    </varlistentry>
   </variablelist>
  </refsect1>
- 
+
  <refsect1 role="returnvalues">
   &reftitle.returnvalues;
   &fann.return.bool;
  </refsect1>
- 
+
+ <refsect1 role="notes">
+  &reftitle.notes;
+  &fann.note.function.fann-2.2;
+ </refsect1>
+
  <refsect1 role="seealso">
   &reftitle.seealso;
   <para>
@@ -54,8 +58,8 @@
    </simplelist>
   </para>
  </refsect1>
- 
- 
+
+
 </refentry>
 
 <!-- Keep this comment at the end of the file