diff --git a/LICENSES/AMBS_libraries.csv b/LICENSES/AMBS_libraries.csv
index 04f912bb534d6dbb9ad3dbd56d3c3d040142dfed..c129815e024fe018db2d25372adfbf299ed873c9 100644
--- a/LICENSES/AMBS_libraries.csv
+++ b/LICENSES/AMBS_libraries.csv
@@ -100,9 +100,14 @@ SAVP,MIT License (MIT),https://github.com/alexlee-gk/video_prediction/blob/maste
TrainModel,MIT License,https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
MCnet,MIT License,https://github.com/rubenvillegas/iclr2017mcnet/blob/master/LICENSE,,,
flow_ops,MIT License,https://github.com/simonmeister/UnFlow/blob/master/LICENSE,,,
-GoogleRobotDataset,Creative Commons Attribution 4.0 International,https://creativecommons.org/licenses/by/4.0/,,,
+GoogleRobotDataset,MIT,https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
SNA,Apache License 2.0,http://www.apache.org/licenses/LICENSE-2.0,,,
SV2P,Apache License 2.0,http://www.apache.org/licenses/LICENSE-2.0,,,
-lpips-tensorflow,BSD 2-Clause,https://github.com/alexlee-gk/lpips-tensorflow/blob/master/LICENSE
-McNet_utils,MIT,https://github.com/Newmu/dcgan_code/blob/master/LICENSE
-SoftMotionDataset, ,https://sites.google.com/view/sna-visual-mpc
+lpips-tensorflow,BSD 2-Clause,https://github.com/alexlee-gk/lpips-tensorflow/blob/master/LICENSE,,,
+McNet_utils,MIT,https://github.com/Newmu/dcgan_code/blob/master/LICENSE,,,
+BaseVideoDataset,MIT,https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
+SoftMotionDataset,MIT,https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
+CartgripperVideoDataset,MIT,https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
+Kthdataset,MIT,https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
+SV2Pdataset,MIT,https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
+UFC101dataset,MIT,https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
diff --git a/LICENSES/CC-BY-4.0.txt b/LICENSES/CC-BY-4.0.txt
deleted file mode 100644
index c7a4c9befc7bb51bbe361084d6d8b7e2dcc39f10..0000000000000000000000000000000000000000
--- a/LICENSES/CC-BY-4.0.txt
+++ /dev/null
@@ -1,156 +0,0 @@
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diff --git a/video_prediction_tools/env_setup/generate_runscript.py b/video_prediction_tools/env_setup/generate_runscript.py
index 6bc4f4674facd5482858b7aa9c0a422334aa30fc..4da026b55af0753dcdcf667ec737bf7eaa98cbc0 100755
--- a/video_prediction_tools/env_setup/generate_runscript.py
+++ b/video_prediction_tools/env_setup/generate_runscript.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Basic task of the Python-script:
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/__init__.py b/video_prediction_tools/model_modules/video_prediction/datasets/__init__.py
index 05b9a5f6b985ce0cddbbef9673bb160b8a5d3e17..cd0ec2b230169016cc10aee5ee2ff3d7e4fc611b 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/__init__.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/__init__.py
@@ -1,7 +1,3 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
-#
-# SPDX-License-Identifier: MIT
-
from .base_dataset import BaseVideoDataset
from .base_dataset import VideoDataset, SequenceExampleVideoDataset, VarLenFeatureVideoDataset
from .google_robot_dataset import GoogleRobotVideoDataset
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/base_dataset.py b/video_prediction_tools/model_modules/video_prediction/datasets/base_dataset.py
index b8e4838b8003b71ad0b53bab433897bae9d10dee..ed9e15e184a6b2944fc5f2c35b5ea47132fb5a28 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/base_dataset.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/base_dataset.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/cartgripper_dataset.py b/video_prediction_tools/model_modules/video_prediction/datasets/cartgripper_dataset.py
index 68275cb75945c9327290d3759e4e9912d5f5c4a3..3a4fc6b5ddbd5768b51a0bc2f7418609291916de 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/cartgripper_dataset.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/cartgripper_dataset.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2018, alexlee-gk
+#
+# SPDX-License-Identifier: MIT
+
import itertools
from .base_dataset import VideoDataset
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/era5_dataset.py b/video_prediction_tools/model_modules/video_prediction/datasets/era5_dataset.py
index 1a46a99dcd1b7918f42b609d96588b3d528fb000..329392768624e62935f9fdbd558824379afb65d5 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/era5_dataset.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/era5_dataset.py
@@ -1,3 +1,4 @@
+# SPDX-FileCopyrightText: 2021 2018, alexlee-gk
# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/google_robot_dataset.py b/video_prediction_tools/model_modules/video_prediction/datasets/google_robot_dataset.py
index 2cec9ce73d9e4238125eace4fafc24e7f9db47f1..518e0736c7a4714a13f60226647d134636e5cb9e 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/google_robot_dataset.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/google_robot_dataset.py
@@ -1,8 +1,6 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
-# Google Inc.
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
-# SPDX-License-Identifier: Creative Commons Attribution 4.0 International License
import itertools
import os
@@ -11,6 +9,9 @@ from .base_dataset import VideoDataset
class GoogleRobotVideoDataset(VideoDataset):
+ """
+ https://sites.google.com/view/sna-visual-mpc
+ """
def __init__(self, *args, **kwargs):
super(GoogleRobotVideoDataset, self).__init__(*args, **kwargs)
self.state_like_names_and_shapes['images'] = 'move/%d/image/encoded', (512, 640, 3)
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/kth_dataset.py b/video_prediction_tools/model_modules/video_prediction/datasets/kth_dataset.py
index a5560cf9e8ed9e51cd7e8d0cdefe5a584c7f5b13..db1417e7f19a41757f57b2462fad1b8d3be6de95 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/kth_dataset.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/kth_dataset.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/softmotion_dataset.py b/video_prediction_tools/model_modules/video_prediction/datasets/softmotion_dataset.py
index bd248984cd7a5aa5957b65ec44fffaca38bdc851..4e0a7375b32c56cd4ebfff801277d2460f2d6c44 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/softmotion_dataset.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/softmotion_dataset.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2018, alexlee-gk
+#
+# SPDX-License-Identifier: MIT
+
import itertools
import os
import re
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/sv2p_dataset.py b/video_prediction_tools/model_modules/video_prediction/datasets/sv2p_dataset.py
index 22e0804f63cc88759037d110528f2ee909c9dd80..78f7f9fad3b719120b4c5bb502d75234976eba28 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/sv2p_dataset.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/sv2p_dataset.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/ucf101_dataset.py b/video_prediction_tools/model_modules/video_prediction/datasets/ucf101_dataset.py
index adbd02974914ab92234c53511e5c10b50a8d3efe..b728692fb3080cebe10b3ae8d8798484bf00a339 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/ucf101_dataset.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/ucf101_dataset.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/flow_ops.py b/video_prediction_tools/model_modules/video_prediction/flow_ops.py
index 43d4e3bbbacfff82548a38887e369106cfa4bef8..88114a58f51524fc9dad48a74a201ab4805f3c15 100644
--- a/video_prediction_tools/model_modules/video_prediction/flow_ops.py
+++ b/video_prediction_tools/model_modules/video_prediction/flow_ops.py
@@ -13,6 +13,8 @@ def image_warp(im, flow):
flow: Batch of flow vectors. [num_batch, height, width, 2]
Returns:
warped: transformed image of the same shape as the input image.
+
+ Implementation taken from here: https://github.com/simonmeister/UnFlow
"""
with tf.variable_scope('image_warp'):
diff --git a/video_prediction_tools/model_modules/video_prediction/layers/__init__.py b/video_prediction_tools/model_modules/video_prediction/layers/__init__.py
index ed4edb681f7d32169acc6377b78d5e08a00c3b7c..8530ffd70f0899c8d8e0832d0dcd377b78bbe349 100644
--- a/video_prediction_tools/model_modules/video_prediction/layers/__init__.py
+++ b/video_prediction_tools/model_modules/video_prediction/layers/__init__.py
@@ -1,5 +1 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
-#
-# SPDX-License-Identifier: MIT
-
from .normalization import fused_instance_norm
diff --git a/video_prediction_tools/model_modules/video_prediction/losses.py b/video_prediction_tools/model_modules/video_prediction/losses.py
index 999257560ac1fae8b306692391d49b6122c3ce9e..4ba586d5a51e8ff065c98afebae26981b961f997 100644
--- a/video_prediction_tools/model_modules/video_prediction/losses.py
+++ b/video_prediction_tools/model_modules/video_prediction/losses.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/metrics.py b/video_prediction_tools/model_modules/video_prediction/metrics.py
index 991e295f2008cac0fd8f29a4806725bbf95d9dce..570efd72d993808f143d632d6734eebffb9b9f7e 100644
--- a/video_prediction_tools/model_modules/video_prediction/metrics.py
+++ b/video_prediction_tools/model_modules/video_prediction/metrics.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/models/__init__.py b/video_prediction_tools/model_modules/video_prediction/models/__init__.py
index 5da12f01af9f183a68131cc283a5241ae4408e5b..a4b60965d6e03a7ccbb4197c3c6c237944a101c5 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/__init__.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/__init__.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/models/base_model.py b/video_prediction_tools/model_modules/video_prediction/models/base_model.py
index 2637f81e01529ec5152a5c958296997863e35512..2bc8a399a49a10f3df99f9646c040140970d573c 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/base_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/base_model.py
@@ -1,8 +1,7 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
-import functools
import itertools
import os
import re
diff --git a/video_prediction_tools/model_modules/video_prediction/models/dna_model.py b/video_prediction_tools/model_modules/video_prediction/models/dna_model.py
index 6568a13f24d684d2c85a402ea36ce3b8fcd3617b..8badf600f62c21d71cd81d8c2bfcde2f75e91d34 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/dna_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/dna_model.py
@@ -1,7 +1,17 @@
# Copyright 2016 The TensorFlow Authors All Rights Reserved.
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
#
-# SPDX-License-Identifier: MIT
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
"""Model architecture for predictive model, including CDNA, DNA, and STP."""
diff --git a/video_prediction_tools/model_modules/video_prediction/models/networks.py b/video_prediction_tools/model_modules/video_prediction/models/networks.py
index 0ac98a34648992886519438e48536c4bf0d0bef9..a6460b828425ebde3fa5c602d3253fd5cf8ede4c 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/networks.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/networks.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/models/non_trainable_model.py b/video_prediction_tools/model_modules/video_prediction/models/non_trainable_model.py
index a0b7839ed25c6e1197ac4db50e10622920d228cf..aba90339317dafcf114442ca37cb62338e32d8cd 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/non_trainable_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/non_trainable_model.py
@@ -1,8 +1,7 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
-from collections import OrderedDict
from tensorflow.python.util import nest
from model_modules.video_prediction.utils.tf_utils import transpose_batch_time
diff --git a/video_prediction_tools/model_modules/video_prediction/models/savp_model.py b/video_prediction_tools/model_modules/video_prediction/models/savp_model.py
index eba740e2af9ececfb507719d259665e7cbfe7a47..522e8800593f4b751bae5f4451d9bc1db85f0523 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/savp_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/savp_model.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/ops.py b/video_prediction_tools/model_modules/video_prediction/ops.py
index 74d922dbb59039eed6080f1e6c0fb13c94c561cd..e33f559ebfcf1e1d286136feb6b8ef95a8410564 100644
--- a/video_prediction_tools/model_modules/video_prediction/ops.py
+++ b/video_prediction_tools/model_modules/video_prediction/ops.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/utils/README.md b/video_prediction_tools/model_modules/video_prediction/utils/README.md
deleted file mode 100644
index 983d60f0c1b789762b9a2c02a6260fbcf1af188b..0000000000000000000000000000000000000000
--- a/video_prediction_tools/model_modules/video_prediction/utils/README.md
+++ /dev/null
@@ -1,2 +0,0 @@
-
-This file will describe the source code in utils from which architectures
diff --git a/video_prediction_tools/model_modules/video_prediction/utils/ffmpeg_gif.py b/video_prediction_tools/model_modules/video_prediction/utils/ffmpeg_gif.py
index e9ff2c34bf19a5b0b784c0b853fe88a5a0c6cc72..8aaeea0f09506d56b0c556168b6d9864498f2b69 100644
--- a/video_prediction_tools/model_modules/video_prediction/utils/ffmpeg_gif.py
+++ b/video_prediction_tools/model_modules/video_prediction/utils/ffmpeg_gif.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/utils/html.py b/video_prediction_tools/model_modules/video_prediction/utils/html.py
index a920523f6ba49d2bcda7c037a327ebaa49ff0060..ee60f60021588c3d3140caf4c0ba4cb339a616bb 100755
--- a/video_prediction_tools/model_modules/video_prediction/utils/html.py
+++ b/video_prediction_tools/model_modules/video_prediction/utils/html.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT
diff --git a/video_prediction_tools/model_modules/video_prediction/utils/tf_utils.py b/video_prediction_tools/model_modules/video_prediction/utils/tf_utils.py
index 7933e40ef1a0b51869c1833e763c6861ed18f38f..5b63bb77dea1fc60197d0116705d8237718fda05 100644
--- a/video_prediction_tools/model_modules/video_prediction/utils/tf_utils.py
+++ b/video_prediction_tools/model_modules/video_prediction/utils/tf_utils.py
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2018, alexlee-gk
#
# SPDX-License-Identifier: MIT