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diff --git a/docs/build/doctrees/docDIAL.doctree b/docs/build/doctrees/docDIAL.doctree
diff --git a/docs/build/doctrees/docHDUVA.doctree b/docs/build/doctrees/docHDUVA.doctree
diff --git a/docs/build/doctrees/docJiGen.doctree b/docs/build/doctrees/docJiGen.doctree
diff --git a/docs/build/doctrees/docMatchDG.doctree b/docs/build/doctrees/docMatchDG.doctree
diff --git a/docs/build/doctrees/doc_MNIST_classification.doctree b/docs/build/doctrees/doc_MNIST_classification.doctree
diff --git a/docs/build/doctrees/doc_benchmark.doctree b/docs/build/doctrees/doc_benchmark.doctree
diff --git a/docs/build/doctrees/doc_custom_nn.doctree b/docs/build/doctrees/doc_custom_nn.doctree
diff --git a/docs/build/doctrees/doc_diva.doctree b/docs/build/doctrees/doc_diva.doctree
diff --git a/docs/build/doctrees/doc_examples.doctree b/docs/build/doctrees/doc_examples.doctree
diff --git a/docs/build/doctrees/doc_extend_contribute.doctree b/docs/build/doctrees/doc_extend_contribute.doctree
diff --git a/docs/build/doctrees/doc_output.doctree b/docs/build/doctrees/doc_output.doctree
diff --git a/docs/build/doctrees/doc_tasks.doctree b/docs/build/doctrees/doc_tasks.doctree
diff --git a/docs/build/doctrees/domainlab.algos.doctree b/docs/build/doctrees/domainlab.algos.doctree
diff --git a/docs/build/doctrees/domainlab.algos.msels.doctree b/docs/build/doctrees/domainlab.algos.msels.doctree
diff --git a/docs/build/doctrees/domainlab.algos.observers.doctree b/docs/build/doctrees/domainlab.algos.observers.doctree
diff --git a/docs/build/doctrees/domainlab.algos.trainers.doctree b/docs/build/doctrees/domainlab.algos.trainers.doctree
diff --git a/docs/build/doctrees/domainlab.compos.doctree b/docs/build/doctrees/domainlab.compos.doctree
diff --git a/docs/build/doctrees/domainlab.compos.nn_zoo.doctree b/docs/build/doctrees/domainlab.compos.nn_zoo.doctree
diff --git a/docs/build/doctrees/domainlab.compos.pcr.doctree b/docs/build/doctrees/domainlab.compos.pcr.doctree
diff --git a/docs/build/doctrees/domainlab.compos.vae.compos.doctree b/docs/build/doctrees/domainlab.compos.vae.compos.doctree
diff --git a/docs/build/doctrees/domainlab.compos.vae.doctree b/docs/build/doctrees/domainlab.compos.vae.doctree
diff --git a/docs/build/doctrees/domainlab.doctree b/docs/build/doctrees/domainlab.doctree
diff --git a/docs/build/doctrees/domainlab.dsets.doctree b/docs/build/doctrees/domainlab.dsets.doctree
diff --git a/docs/build/doctrees/domainlab.exp_protocol.doctree b/docs/build/doctrees/domainlab.exp_protocol.doctree
diff --git a/docs/build/doctrees/domainlab.models.doctree b/docs/build/doctrees/domainlab.models.doctree
diff --git a/docs/build/doctrees/domainlab.tasks.doctree b/docs/build/doctrees/domainlab.tasks.doctree
diff --git a/docs/build/doctrees/domainlab.utils.doctree b/docs/build/doctrees/domainlab.utils.doctree
diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
diff --git a/docs/build/doctrees/modules.doctree b/docs/build/doctrees/modules.doctree
diff --git a/docs/build/doctrees/readme_link.doctree b/docs/build/doctrees/readme_link.doctree
diff --git a/docs/build/doctrees/requirements.doctree b/docs/build/doctrees/requirements.doctree
diff --git a/docs/build/doctrees/tips.doctree b/docs/build/doctrees/tips.doctree
diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 48d0245515a1ca80bc37c0931e40c20f
+config: d2e43a5090aafd748f0e5b4818bb42b0
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/build/html/_modules/domainlab/algos/a_algo_builder.html b/docs/build/html/_modules/domainlab/algos/a_algo_builder.html
@@ -1,6 +1,7 @@
+
 <!DOCTYPE html>
 
-<html lang="en" data-content_root="../../../">
+<html>
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
@@ -48,11 +49,12 @@
 
 
     <title>domainlab.algos.a_algo_builder &#8212; domainlab  documentation</title>
-    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=80d5e7a1" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/material.css?v=79c92029" />
-    <script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
-    <script src="../../../_static/doctools.js?v=888ff710"></script>
-    <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/material.css" />
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+    <script src="../../../_static/jquery.js"></script>
+    <script src="../../../_static/underscore.js"></script>
+    <script src="../../../_static/doctools.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <link rel="index" title="Index" href="../../../genindex.html" />
     <link rel="search" title="Search" href="../../../search.html" />
@@ -104,7 +106,7 @@
   <label class="md-search__overlay" for="__search"></label>
   <div class="md-search__inner" role="search">
     <form class="md-search__form" action="../../../search.html" method="get" name="search">
-      <input type="text" class="md-search__input" name="q" placeholder=""Search""
+      <input type="text" class="md-search__input" name="q" placeholder="Search"
              autocapitalize="off" autocomplete="off" spellcheck="false"
              data-md-component="query" data-md-state="active">
       <label class="md-icon md-search__icon" for="__search"></label>
@@ -297,9 +299,7 @@ <h1 id="modules-domainlab-algos-a-algo-builder--page-root">Source code for domai
 from domainlab.utils.logger import Logger
 
 
-<div class="viewcode-block" id="NodeAlgoBuilder">
-<a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.a_algo_builder.NodeAlgoBuilder">[docs]</a>
-class NodeAlgoBuilder(AbstractChainNodeHandler):
+<div class="viewcode-block" id="NodeAlgoBuilder"><a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.a_algo_builder.NodeAlgoBuilder">[docs]</a>class NodeAlgoBuilder(AbstractChainNodeHandler):
     """
     Base class for Algorithm Builder
     """
@@ -319,24 +319,17 @@ <h1 id="modules-domainlab-algos-a-algo-builder--page-root">Source code for domai
                 "the current class is named: ", na_class)
         return type(self).__name__[len_prefix:].lower()
 
-<div class="viewcode-block" id="NodeAlgoBuilder.is_myjob">
-<a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.a_algo_builder.NodeAlgoBuilder.is_myjob">[docs]</a>
-    def is_myjob(self, request):
+<div class="viewcode-block" id="NodeAlgoBuilder.is_myjob"><a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.a_algo_builder.NodeAlgoBuilder.is_myjob">[docs]</a>    def is_myjob(self, request):
         """
         :param request: string
         """
         return request == self.name</div>
 
-
-<div class="viewcode-block" id="NodeAlgoBuilder.init_business">
-<a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.a_algo_builder.NodeAlgoBuilder.init_business">[docs]</a>
-    @abc.abstractmethod
+<div class="viewcode-block" id="NodeAlgoBuilder.init_business"><a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.a_algo_builder.NodeAlgoBuilder.init_business">[docs]</a>    @abc.abstractmethod
     def init_business(self, exp):
         """
         combine model, trainer, observer, task
-        """</div>
-</div>
-
+        """</div></div>
 </pre></div>
 
           </article>
@@ -361,7 +354,7 @@ <h1 id="modules-domainlab-algos-a-algo-builder--page-root">Source code for domai
 
           </div>
             Created using
-            <a href="http://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
+            <a href="http://www.sphinx-doc.org/">Sphinx</a> 4.4.0.
              and
             <a href="https://github.com/bashtage/sphinx-material/">Material for
               Sphinx</a>

diff --git a/docs/build/html/_modules/domainlab/algos/builder_api_model.html b/docs/build/html/_modules/domainlab/algos/builder_api_model.html
@@ -1,6 +1,7 @@
+
 <!DOCTYPE html>
 
-<html lang="en" data-content_root="../../../">
+<html>
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
@@ -48,11 +49,12 @@
 
 
     <title>domainlab.algos.builder_api_model &#8212; domainlab  documentation</title>
-    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=80d5e7a1" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/material.css?v=79c92029" />
-    <script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
-    <script src="../../../_static/doctools.js?v=888ff710"></script>
-    <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/material.css" />
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+    <script src="../../../_static/jquery.js"></script>
+    <script src="../../../_static/underscore.js"></script>
+    <script src="../../../_static/doctools.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <link rel="index" title="Index" href="../../../genindex.html" />
     <link rel="search" title="Search" href="../../../search.html" />
@@ -104,7 +106,7 @@
   <label class="md-search__overlay" for="__search"></label>
   <div class="md-search__inner" role="search">
     <form class="md-search__form" action="../../../search.html" method="get" name="search">
-      <input type="text" class="md-search__input" name="q" placeholder=""Search""
+      <input type="text" class="md-search__input" name="q" placeholder="Search"
              autocapitalize="off" autocomplete="off" spellcheck="false"
              data-md-component="query" data-md-state="active">
       <label class="md-icon md-search__icon" for="__search"></label>
@@ -300,15 +302,11 @@ <h1 id="modules-domainlab-algos-builder-api-model--page-root">Source code for do
 from domainlab.utils.utils_cuda import get_device
 
 
-<div class="viewcode-block" id="NodeAlgoBuilderAPIModel">
-<a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_api_model.NodeAlgoBuilderAPIModel">[docs]</a>
-class NodeAlgoBuilderAPIModel(NodeAlgoBuilder):
+<div class="viewcode-block" id="NodeAlgoBuilderAPIModel"><a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_api_model.NodeAlgoBuilderAPIModel">[docs]</a>class NodeAlgoBuilderAPIModel(NodeAlgoBuilder):
     """
     build algorithm from API coded model with custom backbone
     """
-<div class="viewcode-block" id="NodeAlgoBuilderAPIModel.init_business">
-<a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_api_model.NodeAlgoBuilderAPIModel.init_business">[docs]</a>
-    def init_business(self, exp):
+<div class="viewcode-block" id="NodeAlgoBuilderAPIModel.init_business"><a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_api_model.NodeAlgoBuilderAPIModel.init_business">[docs]</a>    def init_business(self, exp):
         """
         return trainer, model, observer
         """
@@ -317,9 +315,7 @@ <h1 id="modules-domainlab-algos-builder-api-model--page-root">Source code for do
         model_sel = MSelOracleVisitor(MSelValPerf(max_es=args.es))
         observer = ObVisitor(model_sel) 
         trainer = TrainerChainNodeGetter(args.trainer)(default="hyperscheduler")
-        return trainer, None, observer, device</div>
-</div>
-
+        return trainer, None, observer, device</div></div>
 </pre></div>
 
           </article>
@@ -344,7 +340,7 @@ <h1 id="modules-domainlab-algos-builder-api-model--page-root">Source code for do
 
           </div>
             Created using
-            <a href="http://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
+            <a href="http://www.sphinx-doc.org/">Sphinx</a> 4.4.0.
              and
             <a href="https://github.com/bashtage/sphinx-material/">Material for
               Sphinx</a>

diff --git a/docs/build/html/_modules/domainlab/algos/builder_custom.html b/docs/build/html/_modules/domainlab/algos/builder_custom.html
@@ -1,6 +1,7 @@
+
 <!DOCTYPE html>
 
-<html lang="en" data-content_root="../../../">
+<html>
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
@@ -48,11 +49,12 @@
 
 
     <title>domainlab.algos.builder_custom &#8212; domainlab  documentation</title>
-    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=80d5e7a1" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/material.css?v=79c92029" />
-    <script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
-    <script src="../../../_static/doctools.js?v=888ff710"></script>
-    <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/material.css" />
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+    <script src="../../../_static/jquery.js"></script>
+    <script src="../../../_static/underscore.js"></script>
+    <script src="../../../_static/doctools.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <link rel="index" title="Index" href="../../../genindex.html" />
     <link rel="search" title="Search" href="../../../search.html" />
@@ -104,7 +106,7 @@
   <label class="md-search__overlay" for="__search"></label>
   <div class="md-search__inner" role="search">
     <form class="md-search__form" action="../../../search.html" method="get" name="search">
-      <input type="text" class="md-search__input" name="q" placeholder=""Search""
+      <input type="text" class="md-search__input" name="q" placeholder="Search"
              autocapitalize="off" autocomplete="off" spellcheck="false"
              data-md-component="query" data-md-state="active">
       <label class="md-icon md-search__icon" for="__search"></label>
@@ -298,9 +300,7 @@ <h1 id="modules-domainlab-algos-builder-custom--page-root">Source code for domai
 from domainlab.utils.utils_cuda import get_device
 
 
-<div class="viewcode-block" id="make_basic_trainer">
-<a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_custom.make_basic_trainer">[docs]</a>
-def make_basic_trainer(class_name_model):
+<div class="viewcode-block" id="make_basic_trainer"><a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_custom.make_basic_trainer">[docs]</a>def make_basic_trainer(class_name_model):
     """make_basic_trainer.
     :param class_name_model:
     """
@@ -394,7 +394,6 @@ <h1 id="modules-domainlab-algos-builder-custom--page-root">Source code for domai
             trainer.init_business(model, task, observer, device, args)
             return trainer, model, observer, device
     return NodeAlgoBuilderCustom</div>
-
 </pre></div>
 
           </article>
@@ -419,7 +418,7 @@ <h1 id="modules-domainlab-algos-builder-custom--page-root">Source code for domai
 
           </div>
             Created using
-            <a href="http://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
+            <a href="http://www.sphinx-doc.org/">Sphinx</a> 4.4.0.
              and
             <a href="https://github.com/bashtage/sphinx-material/">Material for
               Sphinx</a>

diff --git a/docs/build/html/_modules/domainlab/algos/builder_dann.html b/docs/build/html/_modules/domainlab/algos/builder_dann.html
@@ -1,6 +1,7 @@
+
 <!DOCTYPE html>
 
-<html lang="en" data-content_root="../../../">
+<html>
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
@@ -48,11 +49,12 @@
 
 
     <title>domainlab.algos.builder_dann &#8212; domainlab  documentation</title>
-    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=80d5e7a1" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/material.css?v=79c92029" />
-    <script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
-    <script src="../../../_static/doctools.js?v=888ff710"></script>
-    <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/material.css" />
+    <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+    <script src="../../../_static/jquery.js"></script>
+    <script src="../../../_static/underscore.js"></script>
+    <script src="../../../_static/doctools.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <link rel="index" title="Index" href="../../../genindex.html" />
     <link rel="search" title="Search" href="../../../search.html" />
@@ -104,7 +106,7 @@
   <label class="md-search__overlay" for="__search"></label>
   <div class="md-search__inner" role="search">
     <form class="md-search__form" action="../../../search.html" method="get" name="search">
-      <input type="text" class="md-search__input" name="q" placeholder=""Search""
+      <input type="text" class="md-search__input" name="q" placeholder="Search"
              autocapitalize="off" autocomplete="off" spellcheck="false"
              data-md-component="query" data-md-state="active">
       <label class="md-icon md-search__icon" for="__search"></label>
@@ -306,15 +308,11 @@ <h1 id="modules-domainlab-algos-builder-dann--page-root">Source code for domainl
 from domainlab.utils.utils_cuda import get_device
 
 
-<div class="viewcode-block" id="NodeAlgoBuilderDANN">
-<a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_dann.NodeAlgoBuilderDANN">[docs]</a>
-class NodeAlgoBuilderDANN(NodeAlgoBuilder):
+<div class="viewcode-block" id="NodeAlgoBuilderDANN"><a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_dann.NodeAlgoBuilderDANN">[docs]</a>class NodeAlgoBuilderDANN(NodeAlgoBuilder):
     """
     NodeAlgoBuilderDANN
     """
-<div class="viewcode-block" id="NodeAlgoBuilderDANN.init_business">
-<a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_dann.NodeAlgoBuilderDANN.init_business">[docs]</a>
-    def init_business(self, exp):
+<div class="viewcode-block" id="NodeAlgoBuilderDANN.init_business"><a class="viewcode-back" href="../../../domainlab.algos.html#domainlab.algos.builder_dann.NodeAlgoBuilderDANN.init_business">[docs]</a>    def init_business(self, exp):
         """
         return trainer, model, observer
         """
@@ -361,9 +359,7 @@ <h1 id="modules-domainlab-algos-builder-dann--page-root">Source code for domainl
                                   total_steps=trainer.num_batches*args.epos,
                                   flag_update_epoch=False,
                                   flag_update_batch=True)
-        return trainer, model, observer, device</div>
-</div>
-
+        return trainer, model, observer, device</div></div>
 </pre></div>
 
           </article>
@@ -388,7 +384,7 @@ <h1 id="modules-domainlab-algos-builder-dann--page-root">Source code for domainl
 
           </div>
             Created using
-            <a href="http://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
+            <a href="http://www.sphinx-doc.org/">Sphinx</a> 4.4.0.
              and
             <a href="https://github.com/bashtage/sphinx-material/">Material for
               Sphinx</a>