More cleanup

.idea/bayesvalidrox.iml

 <?xml version="1.0" encoding="UTF-8"?>
 <module type="PYTHON_MODULE" version="4">
   <component name="NewModuleRootManager">
-    <content url="file://$MODULE_DIR$" />
+    <content url="file://$MODULE_DIR$">
+      <sourceFolder url="file://$MODULE_DIR$/src" isTestSource="false" />
+      <sourceFolder url="file://$MODULE_DIR$/tests" isTestSource="true" />
+    </content>
     <orderEntry type="inheritedJdk" />
     <orderEntry type="sourceFolder" forTests="false" />
   </component>

.idea/misc.xml

 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
+  <component name="Black">
+    <option name="sdkName" value="Python 3.11" />
+  </component>
   <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.11" project-jdk-type="Python SDK" />
 </project>
\ No newline at end of file

.idea/other.xml

+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="PySciProjectComponent">
+    <option name="PY_INTERACTIVE_PLOTS_SUGGESTED" value="true" />
+  </component>
+</project>
\ No newline at end of file

examples/analytical-function/bayesvalidrox/__init__.py

-# -*- coding: utf-8 -*-
-__version__ = "0.0.5"
-
-from .pylink.pylink import PyLinkForwardModel
-from .surrogate_models.surrogate_models import MetaModel
-#from .surrogate_models.meta_model_engine import MetaModelEngine
-from .surrogate_models.engine import Engine
-from .surrogate_models.inputs import Input
-from .post_processing.post_processing import PostProcessing
-from .bayes_inference.bayes_inference import BayesInference
-from .bayes_inference.bayes_model_comparison import BayesModelComparison
-from .bayes_inference.discrepancy import Discrepancy
-
-__all__ = [
-    "__version__",
-    "PyLinkForwardModel",
-    "Input",
-    "Discrepancy",
-    "MetaModel",
-    #"MetaModelEngine",
-    "Engine",
-    "PostProcessing",
-    "BayesInference",
-    "BayesModelComparison"
-    ]

examples/analytical-function/bayesvalidrox/bayes_inference/__init__.py

-# -*- coding: utf-8 -*-
-
-from .bayes_inference import BayesInference
-from .mcmc import MCMC
-
-__all__ = [
-    "BayesInference",
-    "MCMC"
-    ]