From 0eb5e3d853576a5360a81574d8cdb7a170453a2f Mon Sep 17 00:00:00 2001
From: fractalmanifold <bran.i.kane@gmail.com>
Date: Tue, 13 Aug 2024 18:44:43 +0200
Subject: [PATCH] adding MITLicensing

---
 opm/ml/LICENSE.MIT                            |  19 ++++++++++
 opm/ml/keras_model.cpp                        |  22 +----------
 opm/ml/keras_model.hpp                        |   5 +--
 opm/ml/keras_model_test.cpp                   |   5 +--
 opm/ml/ml_tools/generateunittests.py          |  35 +++---------------
 opm/ml/ml_tools/include/test_dense_10x1.h     |  14 +++----
 opm/ml/ml_tools/include/test_dense_10x10.h    |  14 +++----
 opm/ml/ml_tools/include/test_dense_10x10x10.h |  16 ++++----
 opm/ml/ml_tools/include/test_dense_1x1.h      |   8 ++--
 opm/ml/ml_tools/include/test_dense_2x2.h      |  12 +++---
 opm/ml/ml_tools/include/test_dense_relu_10.h  |  16 ++++----
 opm/ml/ml_tools/include/test_dense_tanh_10.h  |  16 ++++----
 opm/ml/ml_tools/include/test_relu_10.h        |  16 ++++----
 .../ml_tools/include/test_scalingdense_1x1.h  |  16 ++++----
 opm/ml/ml_tools/kerasify.py                   |  10 ++++-
 opm/ml/ml_tools/models/test_dense_10x1.model  | Bin 68 -> 68 bytes
 opm/ml/ml_tools/models/test_dense_10x10.model | Bin 528 -> 528 bytes
 .../ml_tools/models/test_dense_10x10x10.model | Bin 924 -> 924 bytes
 opm/ml/ml_tools/models/test_dense_1x1.model   | Bin 32 -> 32 bytes
 opm/ml/ml_tools/models/test_dense_2x2.model   | Bin 80 -> 80 bytes
 .../ml_tools/models/test_dense_relu_10.model  | Bin 1384 -> 1384 bytes
 .../ml_tools/models/test_dense_tanh_10.model  | Bin 1384 -> 1384 bytes
 opm/ml/ml_tools/models/test_relu_10.model     | Bin 472 -> 472 bytes
 .../models/test_scalingdense_1x1.model        | Bin 1884 -> 1884 bytes
 opm/ml/ml_tools/scaler_layers.py              |   5 +--
 opm/ml/ml_tools/scalertest.py                 |   5 +--
 26 files changed, 107 insertions(+), 127 deletions(-)
 create mode 100644 opm/ml/LICENSE.MIT

diff --git a/opm/ml/LICENSE.MIT b/opm/ml/LICENSE.MIT
new file mode 100644
index 00000000000..6908c245ebf
--- /dev/null
+++ b/opm/ml/LICENSE.MIT
@@ -0,0 +1,19 @@
+Copyright (c) 2016 Robert W. Rose, 2018 Paul Maevskikh, 2024 NORCE
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/opm/ml/keras_model.cpp b/opm/ml/keras_model.cpp
index 46a191c9e22..0aaf3a832ee 100644
--- a/opm/ml/keras_model.cpp
+++ b/opm/ml/keras_model.cpp
@@ -3,12 +3,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+  Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -37,8 +36,6 @@
 
 namespace Opm {
 
-#pragma once
-
 
 bool ReadUnsignedInt(std::ifstream* file, unsigned int* i) {
     KASSERT(file, "Invalid file stream");
@@ -173,8 +170,6 @@ bool KerasLayerScaling<Evaluation>::LoadLayer(std::ifstream* file) {
     KASSERT(ReadFloat(file, &data_max), "Failed to read max");
     KASSERT(ReadFloat(file, &feat_inf), "Failed to read max");
     KASSERT(ReadFloat(file, &feat_sup), "Failed to read max");
-
-    // KASSERT(ReadFloat(file, &feat), "Failed to read max");
     return true;
 }
 
@@ -188,8 +183,6 @@ bool KerasLayerScaling<Evaluation>::Apply(Tensor<Evaluation>* in, Tensor<Evaluat
     *out = *in;
 
     for (size_t i = 0; i < out->data_.size(); i++) {
-        // std::cout<<"out->data_[i]"<<std::endl;
-        // std::cout<<out->data_[i]<<std::endl;
         auto tempscale = (out->data_[i] - data_min)/(data_max - data_min);
         out->data_[i] = tempscale * (feat_sup - feat_inf) + feat_inf;
     }
@@ -214,13 +207,9 @@ bool KerasLayerUnScaling<Evaluation>::Apply(Tensor<Evaluation>* in, Tensor<Evalu
     KASSERT(in, "Invalid input");
     KASSERT(out, "Invalid output");
 
-
     *out = *in;
-    // out->Flatten();
 
     for (size_t i = 0; i < out->data_.size(); i++) {
-        // std::cout<<"out->data_[i]"<<std::endl;
-        // std::cout<<out->data_[i]<<std::endl;
         auto tempscale = (out->data_[i] - feat_inf)/(feat_sup - feat_inf);
 
         out->data_[i] = tempscale * (data_max - data_min) + data_min;
@@ -267,13 +256,6 @@ bool KerasLayerDense<Evaluation>::Apply(Tensor<Evaluation>* in, Tensor<Evaluatio
     KASSERT(out, "Invalid output");
     KASSERT(in->dims_.size() <= 2, "Invalid input dimensions");
 
-
-    // if (in->dims_.size() == 1) {
-    //     KASSERT(in->dims_[0] == weights_.dims_[0], "Dimension mismatch %d %d",
-    //             in->dims_[0], weights_.dims_[0]);
-    // }
-
-
     if (in->dims_.size() == 2) {
         KASSERT(in->dims_[1] == weights_.dims_[0], "Dimension mismatch %d %d",
                 in->dims_[1], weights_.dims_[0]);
diff --git a/opm/ml/keras_model.hpp b/opm/ml/keras_model.hpp
index f84ea106bbf..40a77ce81f3 100644
--- a/opm/ml/keras_model.hpp
+++ b/opm/ml/keras_model.hpp
@@ -3,12 +3,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+  Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
diff --git a/opm/ml/keras_model_test.cpp b/opm/ml/keras_model_test.cpp
index 354e744e950..cb597208fbb 100644
--- a/opm/ml/keras_model_test.cpp
+++ b/opm/ml/keras_model_test.cpp
@@ -3,12 +3,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+  Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
diff --git a/opm/ml/ml_tools/generateunittests.py b/opm/ml/ml_tools/generateunittests.py
index fa36a0681b5..1f4ed36dc03 100644
--- a/opm/ml/ml_tools/generateunittests.py
+++ b/opm/ml/ml_tools/generateunittests.py
@@ -1,6 +1,4 @@
-#  Copyright (c) 2024 Birane Kane
-#  Copyright (c) 2024 Tor Harald Sandve
-
+#  Copyright (c) 2024 NORCE
 #   This file is part of the Open Porous Media project (OPM).
 
 #   OPM is free software: you can redistribute it and/or modify
@@ -47,12 +45,11 @@ def to_cpp(ndarray):
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -142,12 +139,13 @@ def output_testcase(model, test_x, test_y, name, eps):
     print(model.summary())
 
     export_model(model, 'models/test_%s.model' % name)
-    path = os.path.abspath(f'models/test_{name}.model')
+    path = os.path.abspath(f'../../opm-common/opm/ml/ml_tools/models/test_{name}.model')
+    relative_path = os.path.relpath(path) 
     with open('include/test_%s.h' % name, 'w') as f:
         x_shape, x_data = c_array(test_x[0])
         y_shape, y_data = c_array(predict_y[0])
 
-        f.write(TEST_CASE % (name, name, x_shape, x_data, y_shape, y_data, path, eps))
+        f.write(TEST_CASE % (name, name, x_shape, x_data, y_shape, y_data, relative_path, eps))
 
 
 
@@ -159,36 +157,15 @@ def output_testcase(model, test_x, test_y, name, eps):
 data_min = 10.0
 model = Sequential()
 model.add(keras.layers.Input([10]))
-# model.add(Dense(1, input_dim=10))
 model.add(MinMaxScalerLayer(feature_range=(0.0, 1.0)))
-# model.add(Dense(1,activation='tanh'))
 model.add(Dense(10,activation='tanh'))
 model.add(Dense(10,activation='tanh'))
 model.add(Dense(10,activation='tanh'))
 model.add(Dense(10,activation='tanh'))
-# model.add(Flatten())
 model.add(MinMaxUnScalerLayer(feature_range=(-3.7, -1.0)))
 # #
 model.get_layer(model.layers[0].name).adapt(data=data)
 model.get_layer(model.layers[-1].name).adapt(data=data)
-
-# model.add(Dense(1, input_dim=1))
-
-# model: keras.Model = keras.Sequential(
-#
-#     [
-#
-#         keras.layers.Input([1]),
-#
-#         MinMaxScalerLayer(feature_range=(0.0, 1.0)),
-#
-#         # keras.layers.Dense(1, input_dim=1),
-#
-#         # MinMaxUnScalerLayer(feature_range=(0.0, 1.0)),
-#
-#     ]
-#
-# )
 output_testcase(model, test_x, test_y, 'scalingdense_1x1', '1e-3')
 
 # Dense 1x1
diff --git a/opm/ml/ml_tools/include/test_dense_10x1.h b/opm/ml/ml_tools/include/test_dense_10x1.h
index 7306e3f47c8..9d75acaee2b 100644
--- a/opm/ml/ml_tools/include/test_dense_10x1.h
+++ b/opm/ml/ml_tools/include/test_dense_10x1.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -39,17 +39,17 @@ bool test_dense_10x1(Evaluation* load_time, Evaluation* apply_time)
     KASSERT(apply_time, "Invalid Evaluation");
 
     Opm::Tensor<Evaluation> in{10};
-    in.data_ = {0.07588807,0.46424174,0.2545689,0.24965246,0.48471555,0.9185193,
-0.33841145,0.30067867,0.98624486,0.85875916};
+    in.data_ = {0.74998796,0.21858868,0.23070294,0.070500664,0.46532258,0.49146336,
+0.3717498,0.45293888,0.6332608,0.43785256};
 
     Opm::Tensor<Evaluation> out{1};
-    out.data_ = {-0.6094914};
+    out.data_ = {0.49467176};
 
     KerasTimer load_timer;
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_dense_10x1.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_dense_10x1.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/include/test_dense_10x10.h b/opm/ml/ml_tools/include/test_dense_10x10.h
index 1f14f6f5739..6068ad9e363 100644
--- a/opm/ml/ml_tools/include/test_dense_10x10.h
+++ b/opm/ml/ml_tools/include/test_dense_10x10.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -39,17 +39,17 @@ bool test_dense_10x10(Evaluation* load_time, Evaluation* apply_time)
     KASSERT(apply_time, "Invalid Evaluation");
 
     Opm::Tensor<Evaluation> in{10};
-    in.data_ = {0.74464816,0.063315846,0.2233216,0.3184675,0.017677268,0.24977225,
-0.5242765,0.27742663,0.009411842,0.27946305};
+    in.data_ = {0.46586692,0.9036544,0.5005982,0.5969117,0.09755054,0.60282475,
+0.9040883,0.6297268,0.12081735,0.42354217};
 
     Opm::Tensor<Evaluation> out{1};
-    out.data_ = {0.06583358};
+    out.data_ = {0.04306573};
 
     KerasTimer load_timer;
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_dense_10x10.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_dense_10x10.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/include/test_dense_10x10x10.h b/opm/ml/ml_tools/include/test_dense_10x10x10.h
index d373bffc066..8bd8659d171 100644
--- a/opm/ml/ml_tools/include/test_dense_10x10x10.h
+++ b/opm/ml/ml_tools/include/test_dense_10x10x10.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -39,18 +39,18 @@ bool test_dense_10x10x10(Evaluation* load_time, Evaluation* apply_time)
     KASSERT(apply_time, "Invalid Evaluation");
 
     Opm::Tensor<Evaluation> in{10};
-    in.data_ = {0.84246427,0.15756324,0.8924635,0.5069177,0.8633376,0.31142905,
-0.7651278,0.5454816,0.22917923,0.54828155};
+    in.data_ = {0.5250269,0.20885888,0.2868855,0.11718734,0.56410795,0.3253708,
+0.63131493,0.44084042,0.6677203,0.29525173};
 
     Opm::Tensor<Evaluation> out{10};
-    out.data_ = {0.767188,0.23175952,0.036515277,-0.2622609,-0.25455678,
-0.157909,-0.6259325,-0.6256348,0.4324326,-0.4141315};
+    out.data_ = {0.054961562,-0.45561615,-0.2112424,0.0062360223,0.3164827,
+0.746866,-0.41519523,0.004653876,0.58843577,-0.3870317};
 
     KerasTimer load_timer;
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_dense_10x10x10.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_dense_10x10x10.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/include/test_dense_1x1.h b/opm/ml/ml_tools/include/test_dense_1x1.h
index 5410cee5d08..668dbf54f16 100644
--- a/opm/ml/ml_tools/include/test_dense_1x1.h
+++ b/opm/ml/ml_tools/include/test_dense_1x1.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -48,7 +48,7 @@ bool test_dense_1x1(Evaluation* load_time, Evaluation* apply_time)
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_dense_1x1.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_dense_1x1.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/include/test_dense_2x2.h b/opm/ml/ml_tools/include/test_dense_2x2.h
index 1bbfe040217..10ea423b013 100644
--- a/opm/ml/ml_tools/include/test_dense_2x2.h
+++ b/opm/ml/ml_tools/include/test_dense_2x2.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -39,16 +39,16 @@ bool test_dense_2x2(Evaluation* load_time, Evaluation* apply_time)
     KASSERT(apply_time, "Invalid Evaluation");
 
     Opm::Tensor<Evaluation> in{2};
-    in.data_ = {0.6440019,0.62654394};
+    in.data_ = {0.31118634,0.7765746};
 
     Opm::Tensor<Evaluation> out{1};
-    out.data_ = {0.7173992};
+    out.data_ = {-0.18889335};
 
     KerasTimer load_timer;
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_dense_2x2.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_dense_2x2.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/include/test_dense_relu_10.h b/opm/ml/ml_tools/include/test_dense_relu_10.h
index 2031e90b6f3..2c71b73ca58 100644
--- a/opm/ml/ml_tools/include/test_dense_relu_10.h
+++ b/opm/ml/ml_tools/include/test_dense_relu_10.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -39,18 +39,18 @@ bool test_dense_relu_10(Evaluation* load_time, Evaluation* apply_time)
     KASSERT(apply_time, "Invalid Evaluation");
 
     Opm::Tensor<Evaluation> in{10};
-    in.data_ = {0.58381814,0.90178627,0.13896127,0.18618706,0.94524324,0.11974335,
-0.88227147,0.09502208,0.71341133,0.53053087};
+    in.data_ = {0.8129924,0.75172913,0.5933609,0.15881199,0.6235366,0.87480235,
+0.7488489,0.11598817,0.17794482,0.53804207};
 
     Opm::Tensor<Evaluation> out{10};
-    out.data_ = {0.,0.,0.,0.,0.,0.20002396,
-0.19065511,0.,0.,0.1995258};
+    out.data_ = {0.13795315,0.,0.074093476,0.3255115,0.64427626,0.,
+0.014938377,0.,0.,0.};
 
     KerasTimer load_timer;
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_dense_relu_10.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_dense_relu_10.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/include/test_dense_tanh_10.h b/opm/ml/ml_tools/include/test_dense_tanh_10.h
index 9785b41416d..8d4b47f2275 100644
--- a/opm/ml/ml_tools/include/test_dense_tanh_10.h
+++ b/opm/ml/ml_tools/include/test_dense_tanh_10.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -39,18 +39,18 @@ bool test_dense_tanh_10(Evaluation* load_time, Evaluation* apply_time)
     KASSERT(apply_time, "Invalid Evaluation");
 
     Opm::Tensor<Evaluation> in{10};
-    in.data_ = {0.5133757,0.8992964,0.018602798,0.8300745,0.43004134,0.16437091,
-0.13667183,0.7081913,0.39895463,0.53926337};
+    in.data_ = {0.31477565,0.54144824,0.679132,0.85510814,0.96523064,0.32442212,
+0.25378492,0.45629957,0.75501525,0.3410805};
 
     Opm::Tensor<Evaluation> out{10};
-    out.data_ = {-0.16390416,-0.11630989,0.37623432,-0.65770155,0.1101914,
--0.097250186,0.5037399,-0.2223558,0.3810121,0.6196858};
+    out.data_ = {-0.24370436,-0.15176499,-0.48301288,-0.071210645,0.31381485,
+0.20028076,-0.4273302,0.20151882,0.26926264,-0.2015895};
 
     KerasTimer load_timer;
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_dense_tanh_10.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_dense_tanh_10.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/include/test_relu_10.h b/opm/ml/ml_tools/include/test_relu_10.h
index 86d8e3c9611..f23fabb03f2 100644
--- a/opm/ml/ml_tools/include/test_relu_10.h
+++ b/opm/ml/ml_tools/include/test_relu_10.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -39,18 +39,18 @@ bool test_relu_10(Evaluation* load_time, Evaluation* apply_time)
     KASSERT(apply_time, "Invalid Evaluation");
 
     Opm::Tensor<Evaluation> in{10};
-    in.data_ = {0.120741345,0.59726936,0.9251051,0.87210053,0.6669108,0.13732599,
-0.3093547,0.77527475,0.3986614,0.943842};
+    in.data_ = {0.52176595,0.39513543,0.9489158,0.8337155,0.21538404,0.9417168,
+0.20235209,0.06845642,0.97452354,0.67260426};
 
     Opm::Tensor<Evaluation> out{10};
-    out.data_ = {0.,0.,0.48979148,0.,1.1085179,0.,
-0.,0.33353794,0.7359366,0.8868316};
+    out.data_ = {0.,0.38307053,0.27412605,0.,0.,0.8103977,
+0.6584701,0.,0.62901723,0.};
 
     KerasTimer load_timer;
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_relu_10.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_relu_10.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/include/test_scalingdense_1x1.h b/opm/ml/ml_tools/include/test_scalingdense_1x1.h
index 3e16e372023..76996206bc4 100644
--- a/opm/ml/ml_tools/include/test_scalingdense_1x1.h
+++ b/opm/ml/ml_tools/include/test_scalingdense_1x1.h
@@ -4,12 +4,11 @@
  * Copyright (c) 2016 Robert W. Rose
  * Copyright (c) 2018 Paul Maevskikh
  *
- * MIT License, see LICENSE.OLD file.
+ * MIT License, see LICENSE.MIT file.
  */ 
 
 /*
- * Copyright (c) 2024 Birane Kane
- * Copyright (c) 2024 Tor Harald Sandve
+ * Copyright (c) 2024 NORCE
   This file is part of the Open Porous Media project (OPM).
 
   OPM is free software: you can redistribute it and/or modify
@@ -25,6 +24,7 @@
   You should have received a copy of the GNU General Public License
   along with OPM.  If not, see <http://www.gnu.org/licenses/>.
 */
+
 #include <filesystem>
 #include <iostream>
 namespace fs = std::filesystem;
@@ -39,18 +39,18 @@ bool test_scalingdense_1x1(Evaluation* load_time, Evaluation* apply_time)
     KASSERT(apply_time, "Invalid Evaluation");
 
     Opm::Tensor<Evaluation> in{10};
-    in.data_ = {0.22338921,0.8132339,0.43024784,0.26458433,0.92503846,0.6615654,
-0.88089544,0.34508273,0.6916904,0.57852364};
+    in.data_ = {0.161407,0.72550833,0.4622064,0.80872875,0.05957263,0.8114737,
+0.32151324,0.01842946,0.6790393,0.3875095};
 
     Opm::Tensor<Evaluation> out{10};
-    out.data_ = {670.77625,672.4989,709.0858,640.06885,827.44714,736.1234,617.30554,
-638.03955,629.93115,653.84595};
+    out.data_ = {766.7601,773.2369,872.55963,992.1235,788.6806,626.64465,848.05,
+780.4677,833.5528,857.95953};
 
     KerasTimer load_timer;
     load_timer.Start();
 
     KerasModel<Evaluation> model;
-    KASSERT(model.LoadModel("/Users/macbookn/hackatonwork/opm-common/opm/ml/ml_tools/models/test_scalingdense_1x1.model"), "Failed to load model");
+    KASSERT(model.LoadModel("../../opm-common/opm/ml/ml_tools/models/test_scalingdense_1x1.model"), "Failed to load model");
 
     *load_time = load_timer.Stop();
 
diff --git a/opm/ml/ml_tools/kerasify.py b/opm/ml/ml_tools/kerasify.py
index a91dc615941..8dde9e054bb 100644
--- a/opm/ml/ml_tools/kerasify.py
+++ b/opm/ml/ml_tools/kerasify.py
@@ -1,6 +1,12 @@
-#  Copyright (c) 2024 Birane Kane
-#  Copyright (c) 2024 Tor Harald Sandve
+# /*
 
+#  * Copyright (c) 2016 Robert W. Rose
+#  * Copyright (c) 2018 Paul Maevskikh
+#  *
+#  * MIT License, see LICENSE.MIT file.
+#  */ 
+
+#  Copyright (c) 2024 NORCE
 #   This file is part of the Open Porous Media project (OPM).
 
 #   OPM is free software: you can redistribute it and/or modify
diff --git a/opm/ml/ml_tools/models/test_dense_10x1.model b/opm/ml/ml_tools/models/test_dense_10x1.model
index 4f3e572a68dca5ba9b426fb9bad49845080f94cf..f1086a32d645e7db0e4c78ee1c3bc3761e6f5aaf 100644
GIT binary patch
delta 53
zcmV-50LuSFM359P{37%|F84D(M~Y*<7^k~F;{qPNYkN_?m@%QgHv-2!u^PX<-a;5Z
LW)g$C0RR91W?&V3

delta 53
zcmV-50LuSFM359P2wm4cqm*+!T39^4L^1|HMUU6M(-jQA{U!swO)qXffZ5SL9K77V
LZW4n!0RR91FBcSL

diff --git a/opm/ml/ml_tools/models/test_dense_10x10.model b/opm/ml/ml_tools/models/test_dense_10x10.model
index 0317b1d6e80047cd79f59aa9b92d59e87b8b44ec..17472786855e0845e195ba85191f6fd3403c4a0d 100644
GIT binary patch
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literal 528
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diff --git a/opm/ml/ml_tools/models/test_dense_10x10x10.model b/opm/ml/ml_tools/models/test_dense_10x10x10.model
index 504d3caa17a6dd7169058e8a3557ec0443e48348..a934f334710574e08d7f7cbde499ce00a4fc61c6 100644
GIT binary patch
literal 924
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diff --git a/opm/ml/ml_tools/models/test_dense_1x1.model b/opm/ml/ml_tools/models/test_dense_1x1.model
index c512d9dd927289ee946065f9c4b8ba095da799b8..c7a9439f9ecd197f1228c829aaa35aa1076f9e67 100644
GIT binary patch
delta 17
YcmY#Tm>|OQdj-3FzEHCjBLf2i04w|i82|tP

delta 17
YcmY#Tm>|Mq@26#-FVt+s$iTn=03fUbCIA2c

diff --git a/opm/ml/ml_tools/models/test_dense_2x2.model b/opm/ml/ml_tools/models/test_dense_2x2.model
index 7fe8b18bb83716023f08dc05e36ea5b03cbcbe3e..971e990ea268bd40b6e3d6b5e153c30531fd88bb 100644
GIT binary patch
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diff --git a/opm/ml/ml_tools/models/test_dense_relu_10.model b/opm/ml/ml_tools/models/test_dense_relu_10.model
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GIT binary patch
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diff --git a/opm/ml/ml_tools/models/test_scalingdense_1x1.model b/opm/ml/ml_tools/models/test_scalingdense_1x1.model
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diff --git a/opm/ml/ml_tools/scaler_layers.py b/opm/ml/ml_tools/scaler_layers.py
index ca77c60f7e3..553eebc1825 100644
--- a/opm/ml/ml_tools/scaler_layers.py
+++ b/opm/ml/ml_tools/scaler_layers.py
@@ -1,6 +1,5 @@
-#  Copyright (c) 2024 Birane Kane
-#  Copyright (c) 2024 Tor Harald Sandve
-#  Copyright (c) 2024 Peter Moritz von Schultzendorff
+#  Copyright (c) 2024 NORCE
+#  Copyright (c) 2024 UiB
 
 #   This file is part of the Open Porous Media project (OPM).
 
diff --git a/opm/ml/ml_tools/scalertest.py b/opm/ml/ml_tools/scalertest.py
index a662bc1da5a..3834683f111 100644
--- a/opm/ml/ml_tools/scalertest.py
+++ b/opm/ml/ml_tools/scalertest.py
@@ -1,6 +1,5 @@
-#  Copyright (c) 2024 Birane Kane
-#  Copyright (c) 2024 Tor Harald Sandve
-#  Copyright (c) 2024 Peter Moritz von Schultzendorff
+#  Copyright (c) 2024 NORCE
+#  Copyright (c) 2024 UiB
 
 #   This file is part of the Open Porous Media project (OPM).