From b8e3afa8264d00a080eb8e11384044f13917d0f3 Mon Sep 17 00:00:00 2001
From: kohlhaasrebecca <rebecca.kohlhaas@outlook.com>
Date: Thu, 25 Jan 2024 16:24:17 +0100
Subject: [PATCH] Cleaned comments

---
 examples/OHagan-function/example_OHagan.py                  | 2 --
 examples/beam/example_beam.py                               | 2 --
 examples/ishigami/example_ishigami.py                       | 2 --
 examples/model-comparison/example_model_comparison.py       | 2 --
 examples/pollution/example_valid_pollution.py               | 2 --
 src/bayesvalidrox/bayes_inference/bayes_model_comparison.py | 4 ----
 src/bayesvalidrox/pylink/pylink.py                          | 4 ++++
 src/bayesvalidrox/surrogate_models/engine.py                | 4 +---
 src/bayesvalidrox/surrogate_models/exp_designs.py           | 3 +++
 src/bayesvalidrox/surrogate_models/exploration.py           | 3 +++
 src/bayesvalidrox/surrogate_models/input_space.py           | 3 +++
 src/bayesvalidrox/surrogate_models/inputs.py                | 3 +++
 src/bayesvalidrox/surrogate_models/surrogate_models.py      | 3 +++
 tests/test_Discrepancy.py                                   | 1 -
 tests/test_ExpDesign.py                                     | 1 -
 tests/test_InputSpace.py                                    | 1 -
 tests/test_MetaModel.py                                     | 2 --
 tests/test_engine.py                                        | 1 -
 tests/test_polyconst.py                                     | 1 -
 tests/test_pylink.py                                        | 1 -
 20 files changed, 20 insertions(+), 25 deletions(-)

diff --git a/examples/OHagan-function/example_OHagan.py b/examples/OHagan-function/example_OHagan.py
index 170014ab5..8c7690767 100644
--- a/examples/OHagan-function/example_OHagan.py
+++ b/examples/OHagan-function/example_OHagan.py
@@ -16,8 +16,6 @@ of Stuttgart, www.iws.uni-stuttgart.de/lh2/
 Pfaffenwaldring 61
 70569 Stuttgart
 
-Created on Wed Jul 10 2019
-
 """
 
 import numpy as np
diff --git a/examples/beam/example_beam.py b/examples/beam/example_beam.py
index 04d19518f..84b88255f 100644
--- a/examples/beam/example_beam.py
+++ b/examples/beam/example_beam.py
@@ -13,8 +13,6 @@ of Stuttgart www.iws.uni-stuttgart.de/lh2/
 Pfaffenwaldring 61
 70569 Stuttgart
 
-Created on Wed Jul 10 2019
-
 """
 # Add BayesValidRox path
 import sys
diff --git a/examples/ishigami/example_ishigami.py b/examples/ishigami/example_ishigami.py
index 1f3c7f80a..72c9dc2d3 100644
--- a/examples/ishigami/example_ishigami.py
+++ b/examples/ishigami/example_ishigami.py
@@ -15,8 +15,6 @@ of Stuttgart, www.iws.uni-stuttgart.de/lh2/
 Pfaffenwaldring 61
 70569 Stuttgart
 
-Created on Wed Jul 10 2019
-
 """
 
 import numpy as np
diff --git a/examples/model-comparison/example_model_comparison.py b/examples/model-comparison/example_model_comparison.py
index 884b0d52a..ebd80fea8 100644
--- a/examples/model-comparison/example_model_comparison.py
+++ b/examples/model-comparison/example_model_comparison.py
@@ -14,8 +14,6 @@ University of Stuttgart, www.iws.uni-stuttgart.de/lh2/
 Pfaffenwaldring 61
 70569 Stuttgart
 
-Created on Wed Oct 10 2021
-
 """
 
 from copy import deepcopy
diff --git a/examples/pollution/example_valid_pollution.py b/examples/pollution/example_valid_pollution.py
index 334e80e8c..74b87787b 100644
--- a/examples/pollution/example_valid_pollution.py
+++ b/examples/pollution/example_valid_pollution.py
@@ -13,8 +13,6 @@ of Stuttgart, www.iws.uni-stuttgart.de/lh2/
 Pfaffenwaldring 61
 70569 Stuttgart
 
-Created on Fri Aug 9 2019
-
 """
 
 import numpy as np
diff --git a/src/bayesvalidrox/bayes_inference/bayes_model_comparison.py b/src/bayesvalidrox/bayes_inference/bayes_model_comparison.py
index b946281c5..828613556 100644
--- a/src/bayesvalidrox/bayes_inference/bayes_model_comparison.py
+++ b/src/bayesvalidrox/bayes_inference/bayes_model_comparison.py
@@ -1,10 +1,6 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
-"""
-Created on Sat Aug 24 16:04:06 2019
 
-@author: farid
-"""
 import numpy as np
 import os
 from scipy import stats
diff --git a/src/bayesvalidrox/pylink/pylink.py b/src/bayesvalidrox/pylink/pylink.py
index 8b826c5ce..5084f1cf1 100644
--- a/src/bayesvalidrox/pylink/pylink.py
+++ b/src/bayesvalidrox/pylink/pylink.py
@@ -1,5 +1,9 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
+"""
+Calls to the model and evaluations
+"""
+
 from dataclasses import dataclass
 
 import os
diff --git a/src/bayesvalidrox/surrogate_models/engine.py b/src/bayesvalidrox/surrogate_models/engine.py
index 85865c219..57d92aca0 100644
--- a/src/bayesvalidrox/surrogate_models/engine.py
+++ b/src/bayesvalidrox/surrogate_models/engine.py
@@ -1,9 +1,7 @@
 # -*- coding: utf-8 -*-
 """
-Created on Sat Dec 16 10:16:50 2023
-Engine to train the surrogate with
+Engine to train the surrogate
 
-@author: Rebecca Kohlhaas
 """
 import copy
 from copy import deepcopy, copy
diff --git a/src/bayesvalidrox/surrogate_models/exp_designs.py b/src/bayesvalidrox/surrogate_models/exp_designs.py
index 665ee4fc3..4d719654b 100644
--- a/src/bayesvalidrox/surrogate_models/exp_designs.py
+++ b/src/bayesvalidrox/surrogate_models/exp_designs.py
@@ -1,5 +1,8 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
+"""
+Experimental design with associated sampling methods
+"""
 
 import numpy as np
 import math
diff --git a/src/bayesvalidrox/surrogate_models/exploration.py b/src/bayesvalidrox/surrogate_models/exploration.py
index e18537207..6abb652f1 100644
--- a/src/bayesvalidrox/surrogate_models/exploration.py
+++ b/src/bayesvalidrox/surrogate_models/exploration.py
@@ -1,5 +1,8 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
+"""
+Exploration for sequential training of metamodels
+"""
 
 import numpy as np
 from scipy.spatial import distance
diff --git a/src/bayesvalidrox/surrogate_models/input_space.py b/src/bayesvalidrox/surrogate_models/input_space.py
index 3160ba2d0..4e010d66f 100644
--- a/src/bayesvalidrox/surrogate_models/input_space.py
+++ b/src/bayesvalidrox/surrogate_models/input_space.py
@@ -1,5 +1,8 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
+"""
+Input space built from set prior distributions
+"""
 
 import numpy as np
 import chaospy
diff --git a/src/bayesvalidrox/surrogate_models/inputs.py b/src/bayesvalidrox/surrogate_models/inputs.py
index 783e82b05..094e1066f 100644
--- a/src/bayesvalidrox/surrogate_models/inputs.py
+++ b/src/bayesvalidrox/surrogate_models/inputs.py
@@ -1,5 +1,8 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
+"""
+Inputs and related marginal distributions
+"""
 
 class Input:
     """
diff --git a/src/bayesvalidrox/surrogate_models/surrogate_models.py b/src/bayesvalidrox/surrogate_models/surrogate_models.py
index af20e9814..a64a4dc31 100644
--- a/src/bayesvalidrox/surrogate_models/surrogate_models.py
+++ b/src/bayesvalidrox/surrogate_models/surrogate_models.py
@@ -1,5 +1,8 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
+"""
+Implementation of metamodel as either PC, aPC or GPE
+"""
 
 import warnings
 import numpy as np
diff --git a/tests/test_Discrepancy.py b/tests/test_Discrepancy.py
index 89ff73f10..c46e0a137 100644
--- a/tests/test_Discrepancy.py
+++ b/tests/test_Discrepancy.py
@@ -5,7 +5,6 @@ Tests are available for the following functions
 Class Discrepancy: 
     get_sample
 
-@author: Rebecca Kohlhaas
 """
 import sys
 sys.path.append("src/")
diff --git a/tests/test_ExpDesign.py b/tests/test_ExpDesign.py
index d2e9aebe1..42f87663c 100644
--- a/tests/test_ExpDesign.py
+++ b/tests/test_ExpDesign.py
@@ -13,7 +13,6 @@ Class ExpDesigns:
     pcm_sampler
 Other function tests to be found in parent class 'InputSpace'
 
-@author: Rebecca Kohlhaas
 """
 import sys
 sys.path.append("src/")
diff --git a/tests/test_InputSpace.py b/tests/test_InputSpace.py
index f02ce3897..1b5a28fa3 100644
--- a/tests/test_InputSpace.py
+++ b/tests/test_InputSpace.py
@@ -8,7 +8,6 @@ Class InputSpace:
     build_polytypes     - x
     transform           - x
 
-@author: Rebecca Kohlhaas
 """
 import sys
 sys.path.append("src/")
diff --git a/tests/test_MetaModel.py b/tests/test_MetaModel.py
index a2fb876e2..b5095fa34 100644
--- a/tests/test_MetaModel.py
+++ b/tests/test_MetaModel.py
@@ -24,8 +24,6 @@ Class MetaModel:
     generate_polynomials
     _compute_pce_moments
     
-
-@author: Rebecca Kohlhaas
 """
 import numpy as np
 import sys
diff --git a/tests/test_engine.py b/tests/test_engine.py
index 36e582cf2..72dabd466 100644
--- a/tests/test_engine.py
+++ b/tests/test_engine.py
@@ -27,7 +27,6 @@ Engine:
     _validError         - x
     _error_Mean_Std     - x 
 
-@author: Rebecca Kohlhaas
 """
 import math
 import numpy as np
diff --git a/tests/test_polyconst.py b/tests/test_polyconst.py
index 7b05429f9..f831cd5a1 100644
--- a/tests/test_polyconst.py
+++ b/tests/test_polyconst.py
@@ -6,7 +6,6 @@ Tests are available for the following functions:
     glexindex             
     cross_truncate
 
-@author: Rebecca Kohlhaas
 """
 import sys
 sys.path.append("src/")
diff --git a/tests/test_pylink.py b/tests/test_pylink.py
index 870e3400b..47cc27081 100644
--- a/tests/test_pylink.py
+++ b/tests/test_pylink.py
@@ -16,7 +16,6 @@ PyLinkForwardModel:
 OutputData:
     constructor only
 
-@author: Rebecca Kohlhaas
 """
 import sys
 sys.path.append("src/")
-- 
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