From 504212de9f59f0b2ed5e7aefd72291e007112f00 Mon Sep 17 00:00:00 2001
From: Enxhi Kreshpa <e.kreshpa@fz-juelich.de>
Date: Mon, 4 Oct 2021 17:00:37 +0200
Subject: [PATCH] Added license and copyright tags in all the scripts. Created
license folder and added license texts.
---
LICENSES/AMBS_libraries.csv | 108 ++++++++++++
LICENSES/Apache-2.0.txt | 75 ---------
LICENSES/CC-BY-4.0.txt | 156 ++++++++++++++++++
.../data_preprocess/calc_climatology.py | 3 +
.../data_preprocess/dataset_options.py | 4 +
.../data_preprocess/prepare_era5_data.py | 4 +
.../prepare_moving_mnist_data.py | 4 +
.../data_preprocess/preprocess_data_step2.py | 4 +
.../data_preprocess/process_netCDF_v2.py | 4 +
.../datasets/Download_ERA5_Variable.py | 5 +
.../extract_data/era5_dataset_v2_anomaly.py | 4 +
.../datasets/extract_data/extract_era5.py | 5 +
.../model_modules/vanilla_GAN_model.py | 13 +-
.../deprecate/scripts/combine_results.py | 4 +
.../deprecate/scripts/evaluate.py | 4 +
.../deprecate/scripts/generate_orig.py | 4 +
.../deprecate/scripts/plot_results.py | 4 +
.../deprecate/scripts/train.py | 4 +
.../external_package/lpips-tensorflow/LICENSE | 25 ---
.../lpips-tensorflow/export_to_tensorflow.py | 4 +
.../lpips-tensorflow/lpips_tf.py | 4 +
.../lpips-tensorflow/test_network.py | 4 +
.../video_prediction/datasets/__init__.py | 4 +
.../video_prediction/datasets/base_dataset.py | 4 +
.../video_prediction/datasets/era5_dataset.py | 4 +
.../datasets/google_robot_dataset.py | 9 +-
.../video_prediction/datasets/kth_dataset.py | 4 +
.../video_prediction/datasets/moving_mnist.py | 3 +
.../video_prediction/datasets/sv2p_dataset.py | 4 +
.../datasets/ucf101_dataset.py | 4 +
.../video_prediction/flow_ops.py | 6 +-
.../layers/BasicConvLSTMCell.py | 3 +
.../video_prediction/layers/__init__.py | 4 +
.../video_prediction/layers/layer_def.py | 4 +
.../video_prediction/layers/mcnet_ops.py | 4 +
.../video_prediction/layers/normalization.py | 10 +-
.../model_modules/video_prediction/losses.py | 4 +
.../model_modules/video_prediction/metrics.py | 4 +
.../video_prediction/models/__init__.py | 4 +
.../video_prediction/models/base_model.py | 4 +
.../models/convLSTM_GAN_model.py | 4 +
.../video_prediction/models/dna_model.py | 14 +-
.../video_prediction/models/mcnet_model.py | 4 +
.../video_prediction/models/model_helpers.py | 6 +-
.../video_prediction/models/networks.py | 4 +
.../models/non_trainable_model.py | 4 +
.../video_prediction/models/savp_model.py | 4 +
.../video_prediction/models/test_model.py | 4 +-
.../models/vanilla_convLSTM_model.py | 4 +
.../models/vanilla_vae_model.py | 3 +
.../model_modules/video_prediction/ops.py | 4 +
.../video_prediction/utils/ffmpeg_gif.py | 4 +
.../video_prediction/utils/html.py | 4 +
.../video_prediction/utils/mcnet_utils.py | 7 +-
.../video_prediction/utils/tf_utils.py | 4 +
.../postprocess/plot_ambs_forecast.py | 6 +-
.../postprocess/postprocess_plotting.py | 4 +
.../postprocess/statistical_evaluation.py | 4 +
.../utils/external_function.py | 4 +
video_prediction_tools/utils/general_utils.py | 4 +
video_prediction_tools/utils/metadata.py | 4 +
.../utils/netcdf_datahandling.py | 4 +
video_prediction_tools/utils/normalization.py | 4 +
.../runscript_generator/config_extraction.py | 4 +
.../runscript_generator/config_postprocess.py | 4 +
.../config_preprocess_step1.py | 4 +
.../config_preprocess_step2.py | 4 +
.../runscript_generator/config_training.py | 4 +
.../utils/runscript_generator/config_utils.py | 4 +
.../runscript_generator/configurations.py | 4 +
video_prediction_tools/utils/shiftgrid.py | 4 +
video_prediction_tools/utils/statistics.py | 4 +
72 files changed, 537 insertions(+), 136 deletions(-)
create mode 100644 LICENSES/AMBS_libraries.csv
delete mode 100644 LICENSES/Apache-2.0.txt
create mode 100644 LICENSES/CC-BY-4.0.txt
delete mode 100644 video_prediction_tools/external_package/lpips-tensorflow/LICENSE
diff --git a/LICENSES/AMBS_libraries.csv b/LICENSES/AMBS_libraries.csv
new file mode 100644
index 00000000..04f912bb
--- /dev/null
+++ b/LICENSES/AMBS_libraries.csv
@@ -0,0 +1,108 @@
+Library,License,Link,,,
+absl-py==0.8.0,Apache Software License (Apache 2.0),https://pypi.org/project/absl-py/,,,
+anytree==2.8.0,Apache 2.0,https://pypi.org/project/anytree/,,,
+appdirs==1.4.3,MIT License (MIT),https://pypi.org/project/appdirs/,,,
+astor==0.8.0,BSD License (BSD-3-Clause),https://pypi.org/project/astor/,,,
+atomicwrites==1.3.0,MIT License (MIT),https://pypi.org/project/atomicwrites/,,,
+attrs==19.1.0,MIT License (MIT),https://pypi.org/project/attrs/,,,
+cachetools==4.2.2,MIT License (MIT),https://pypi.org/project/cachetools/,,,
+certifi==2019.3.9,License: Mozilla Public License 2.0 (MPL 2.0) (MPL-2.0),https://pypi.org/project/certifi/,
+cffi==1.12.3,MIT License (MIT),https://pypi.org/project/cffi/,,,
+cftime==1.0.3.4,MIT License (License :: OSI Approved :: MIT License),https://pypi.org/project/cftime/,,,
+chardet==3.0.4,GNU Library or Lesser General Public License (LGPL) (LGPL),https://pypi.org/project/chardet/,
+cloudpickle==1.2.2,BSD License (BSD 3-Clause License),https://pypi.org/project/cloudpickle/,,,
+colorama==0.4.4,BSD License (BSD),https://pypi.org/project/colorama/,,,
+coverage==4.5.2,Apache Software License (Apache 2.0),https://pypi.org/project/coverage/4.5.2/,,,
+cycler==0.10.0, BSD,https://pypi.org/project/Cycler/,,,
+decorator==4.4.1,BSD License (new BSD License),https://pypi.org/project/decorator/,,,
+dill==0.3.0,BSD License (3-clause BSD),https://pypi.org/project/dill/,,,
+distlib==0.3.0,Python Software Foundation License (Python license),https://pypi.org/project/distlib/,,,
+docopt==0.6.2,MIT License (MIT),https://pypi.org/project/docopt/,,,
+filelock==3.0.12,Public Domain (Public Domain <http://unlicense.org>),https://pypi.org/project/filelock/,,,
+gast==0.3.2,BSD License (BSD 3-Clause),https://pypi.org/project/gast/,,,
+google-pasta==0.1.7,Apache Software License (Apache 2.0),https://pypi.org/project/google-pasta/,,,
+graphviz==0.8.4,MIT License (MIT),https://pypi.org/project/graphviz/,,,
+grpcio==1.23.0,Apache Software License (Apache License 2.0),https://pypi.org/project/grpcio/1.23.0/,,,
+h5py==2.9.0,BSD License (BSD),https://pypi.org/project/h5py/,,,
+horovod==0.18.1,Apache Software License (Apache 2.0),https://pypi.org/project/horovod/,,,
+idna==2.8,BSD License (BSD-3-Clause),https://pypi.org/project/idna/,,,
+imageio==2.6.1,BSD License (BSD-2-Clause),https://pypi.org/project/imageio/,,,
+imbalanced-learn==0.5.0,OSI Approved (MIT),https://pypi.org/project/imbalanced-learn/,,,
+importlib-metadata==1.5.0,Apache Software License,https://pypi.org/project/importlib-metadata/,,,
+joblib==0.13.2,BSD License (BSD),https://pypi.org/project/joblib/,,,
+johnnydep==1.7,MIT,https://pypi.org/project/johnnydep/,,,
+Keras-Applications==1.0.8,MIT License (MIT),https://pypi.org/project/Keras-Applications/,,,
+Keras-Preprocessing==1.1.0,MIT License (MIT),https://pypi.org/project/Keras-Preprocessing/,,,
+kiwisolver==1.1.0,BSD License (BSD),https://pypi.org/project/kiwisolver/,,,
+Markdown==3.1.1,BSD License (BSD License),https://pypi.org/project/Markdown/,,,
+matplotlib==3.1.2,Python Software Foundation License (PSF),https://pypi.org/project/matplotlib/,,,
+mnist==0.2.2,BSD,https://pypi.org/project/python-mnist/,,,
+mock==4.0.2,BSD License,https://pypi.org/project/mock/,,,
+more-itertools==6.0.0,MIT License (MIT),https://pypi.org/project/more-itertools/,,,
+mxnet==1.5.0,Apache Software License (Apache 2.0),https://pypi.org/project/mxnet/1.5.0/,,,
+netCDF4==1.5.1.2,MIT License (License :: OSI Approved :: MIT License),https://pypi.org/project/netCDF4/,,,
+networkx==2.4,BSD License,https://pypi.org/project/networkx/,,,
+nose==1.3.7,GNU Library or Lesser General Public License (LGPL) (GNU LGPL),https://pypi.org/project/nose/,,Dev-Library?!,
+numpy==1.16.2,OSI Approved (BSD)https://pypi.org/project/numpy/1.16.2/,https://pypi.org/project/numpy/1.16.2/,,,
+opencv-python==4.1.2.30,MIT License (MIT),https://pypi.org/project/opencv-python/,,,
+opencv-python-headless==4.2.0.34,MIT License (MIT),https://pypi.org/project/opencv-python-headless/,,,
+oyaml==1.0,MIT,https://pypi.org/project/oyaml/,,,
+packaging==20.9,"Apache Software License, BSD License (BSD-2-Clause or Apache-2.0)",https://pypi.org/project/packaging/,,,
+pandas==0.24.1,BSD,https://pypi.org/project/pandas/,,,
+patsy==0.5.1,BSD License (2-clause BSD),https://pypi.org/project/patsy/,,,
+Pillow==6.1.0,Historical Permission Notice and Disclaimer (HPND) (HPND),https://pypi.org/project/Pillow/,,,
+pipreqs==0.4.10,Apache Software License (Apache License,https://pypi.org/project/pipreqs/,,,
+pkginfo==1.7.0,MIT License (MIT),https://pypi.org/project/pkginfo/,,,
+plotly==4.9.0,MIT,https://pypi.org/project/plotly/,,,
+pluggy==0.9.0,MIT License (MIT license),https://pypi.org/project/pluggy/,,,
+protobuf==3.9.1, 3-Clause BSD License,https://pypi.org/project/protobuf/,,,
+psutil==5.6.1,BSD License (BSD),https://pypi.org/project/psutil/,,,
+py==1.8.0,MIT License (MIT license),https://pypi.org/project/py/,,,
+pycparser==2.19,BSD License (BSD),https://pypi.org/project/pycparser/,,,
+pymongo==3.10.1,"Apache Software License (Apache License, Version 2.0)",https://pypi.org/project/pymongo/,,,
+pyparsing==2.4.5,MIT License (MIT License),https://pypi.org/project/pyparsing/,,,
+pytest==4.3.0, MIT License (MIT),https://pypi.org/project/pytest/,,,
+pytest-cov==2.6.1,MIT License (MIT),https://pypi.org/project/pytest-cov/,,,
+python-dateutil==2.8.0,"Apache Software License, BSD License (Dual License)",https://pypi.org/project/python-dateutil/,,,
+pytz==2018.9,MIT License (MIT),https://pypi.org/project/pytz/,,,
+PyWavelets==1.1.1,MIT License (MIT),https://pypi.org/project/PyWavelets/,,,
+PyYAML==5.1.2,MIT License (MIT),https://pypi.org/project/PyYAML/5.1.2/,,,
+requests==2.21.0,Apache Software License (Apache 2.0),https://pypi.org/project/requests/,,,
+retrying==1.3.3,Apache Software License (Apache 2.0),https://pypi.org/project/retrying/,,,
+scikit-image==0.16.2, BSD License (Modified BSD),https://pypi.org/project/scikit-image/0.16.2/,,,
+scikit-learn==0.21.3,OSI Approved (new BSD),https://pypi.org/project/scikit-learn/0.21.3/,,,
+scipy==1.3.1,BSD License (BSD),https://pypi.org/project/scipy/,,,
+six==1.12.0,: MIT License (MIT),https://pypi.org/project/six/,,,
+sklearn==0.0,OSI Approved (new BSD),https://pypi.org/project/scikit-learn/,,,
+statsmodels==0.9.0,BSD License (BSD License),https://pypi.org/project/statsmodels/0.9.0/,,,
+structlog==21.1.0,"Apache Software License, MIT License (MIT or Apache License, Version 2.0)",https://pypi.org/project/structlog/,,,
+tabulate==0.8.9,MIT License (MIT),https://pypi.org/project/tabulate/,,,
+tensorboard==1.13.1,Apache Software License (Apache 2.0),https://pypi.org/project/tensorboard/,,,
+tensorflow==1.13.1,Apache Software License (Apache 2.0),https://pypi.org/project/tensorflow/,,,
+tensorflow-estimator==1.13.0,Apache Software License (Apache 2.0),https://pypi.org/project/tensorflow-estimator/,,,
+termcolor==1.1.0,MIT License (MIT),https://pypi.org/project/termcolor/,,,
+tflearn==0.3.2,MIT,https://pypi.org/project/tflearn/0.3.2/,,,
+toml==0.10.2,MIT License (MIT),https://pypi.org/project/toml/,,,
+torch==1.2.0,BSD License (BSD-3),https://pypi.org/project/torch/,,,
+torchvision==0.4.0,BSD,https://pypi.org/project/torchvision/,,,
+tornado==6.0.1,Apache Software License (http://www.apache.org/licenses/LICENSE-2.0),https://pypi.org/project/tornado/,,,
+tqdm==4.36.1," MIT License, Mozilla Public License 2.0 (MPL 2.0) (MPLv2.0, MIT Licences)",https://pypi.org/project/tqdm/,,,
+typing-extensions==3.10.0.0,Python Software Foundation License (PSF),https://pypi.org/project/typing-extensions/,,,
+urllib3==1.24.1,MIT License (MIT),https://pypi.org/project/urllib3/,,,
+virtualenv==20.0.10,MIT License (MIT),https://pypi.org/project/virtualenv/,,,
+Werkzeug==0.15.6,BSD License (BSD-3-Clause),https://pypi.org/project/Werkzeug/,,,
+wimpy==0.6,MIT,https://pypi.org/project/wimpy/,,,
+wrapt==1.11.2,BSD License (BSD),https://pypi.org/project/wrapt/,,,
+yarg==0.1.9,MIT License (MIT),https://pypi.org/project/yarg/,,,
+zipp==3.1.0,MIT License,https://pypi.org/project/zipp/,,,
+convLSTM,Apache License 2.0,https://github.com/loliverhennigh/Convolutional-LSTM-in-Tensorflow/blob/master/License.md,,,
+SAVP,MIT License (MIT),https://github.com/alexlee-gk/video_prediction/blob/master/LICENSE,,,
+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/,,,
+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
diff --git a/LICENSES/Apache-2.0.txt b/LICENSES/Apache-2.0.txt
deleted file mode 100644
index 8dd4aa12..00000000
--- a/LICENSES/Apache-2.0.txt
+++ /dev/null
@@ -1,75 +0,0 @@
-Copyright 2017 Hwalsuk Lee. All right reserved.
-
-Apache License
-Version 2.0, January 2004
-http://www.apache.org/licenses/
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-TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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-"You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License.
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-9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability.
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-Licensed under the Apache License, Version 2.0 (the "License");
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-See the License for the specific language governing permissions and
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diff --git a/LICENSES/CC-BY-4.0.txt b/LICENSES/CC-BY-4.0.txt
new file mode 100644
index 00000000..c7a4c9be
--- /dev/null
+++ b/LICENSES/CC-BY-4.0.txt
@@ -0,0 +1,156 @@
+Creative Commons Attribution 4.0 International
+
+ Creative Commons Corporation (�Creative Commons�) is not a law firm and does not provide legal services or legal advice. Distribution of Creative Commons public licenses does not create a lawyer-client or other relationship. Creative Commons makes its licenses and related information available on an �as-is� basis. Creative Commons gives no warranties regarding its licenses, any material licensed under their terms and conditions, or any related information. Creative Commons disclaims all liability for damages resulting from their use to the fullest extent possible.
+
+Using Creative Commons Public Licenses
+
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diff --git a/video_prediction_tools/data_preprocess/calc_climatology.py b/video_prediction_tools/data_preprocess/calc_climatology.py
index 1bd3f547..d91bf48a 100644
--- a/video_prediction_tools/data_preprocess/calc_climatology.py
+++ b/video_prediction_tools/data_preprocess/calc_climatology.py
@@ -1,3 +1,6 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
__email__ = "b.gong@fz-juelich.de"
__author__ = "Yan Ji, Bing Gong"
diff --git a/video_prediction_tools/data_preprocess/dataset_options.py b/video_prediction_tools/data_preprocess/dataset_options.py
index 5e9729d6..4a9141b9 100644
--- a/video_prediction_tools/data_preprocess/dataset_options.py
+++ b/video_prediction_tools/data_preprocess/dataset_options.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
def known_datasets():
"""
An auxilary function
diff --git a/video_prediction_tools/data_preprocess/prepare_era5_data.py b/video_prediction_tools/data_preprocess/prepare_era5_data.py
index fbb71bdb..9de5b070 100644
--- a/video_prediction_tools/data_preprocess/prepare_era5_data.py
+++ b/video_prediction_tools/data_preprocess/prepare_era5_data.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Functions required for extracting ERA5 data.
"""
diff --git a/video_prediction_tools/data_preprocess/prepare_moving_mnist_data.py b/video_prediction_tools/data_preprocess/prepare_moving_mnist_data.py
index 444a6e0b..d58f7050 100644
--- a/video_prediction_tools/data_preprocess/prepare_moving_mnist_data.py
+++ b/video_prediction_tools/data_preprocess/prepare_moving_mnist_data.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Class and functions required for preprocessing Moving mnist data from .npz to TFRecords
"""
diff --git a/video_prediction_tools/data_preprocess/preprocess_data_step2.py b/video_prediction_tools/data_preprocess/preprocess_data_step2.py
index 7cf19315..a062ee1c 100644
--- a/video_prediction_tools/data_preprocess/preprocess_data_step2.py
+++ b/video_prediction_tools/data_preprocess/preprocess_data_step2.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Class and functions required for preprocessing ERA5 data (preprocessing substep 2)
"""
diff --git a/video_prediction_tools/data_preprocess/process_netCDF_v2.py b/video_prediction_tools/data_preprocess/process_netCDF_v2.py
index 2d030d3e..ae8c1421 100644
--- a/video_prediction_tools/data_preprocess/process_netCDF_v2.py
+++ b/video_prediction_tools/data_preprocess/process_netCDF_v2.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Code for processing staged ERA5 data, this is used for the DataPreprocessing step 1 of the workflow
diff --git a/video_prediction_tools/deprecate/datasets/Download_ERA5_Variable.py b/video_prediction_tools/deprecate/datasets/Download_ERA5_Variable.py
index 3d9cf874..419960b8 100644
--- a/video_prediction_tools/deprecate/datasets/Download_ERA5_Variable.py
+++ b/video_prediction_tools/deprecate/datasets/Download_ERA5_Variable.py
@@ -1,4 +1,9 @@
#!/usr/bin/env python
+
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import cdsapi
import argparse
diff --git a/video_prediction_tools/deprecate/datasets/extract_data/era5_dataset_v2_anomaly.py b/video_prediction_tools/deprecate/datasets/extract_data/era5_dataset_v2_anomaly.py
index 0daa13b3..2a30c9ce 100644
--- a/video_prediction_tools/deprecate/datasets/extract_data/era5_dataset_v2_anomaly.py
+++ b/video_prediction_tools/deprecate/datasets/extract_data/era5_dataset_v2_anomaly.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import argparse
import glob
import itertools
diff --git a/video_prediction_tools/deprecate/datasets/extract_data/extract_era5.py b/video_prediction_tools/deprecate/datasets/extract_data/extract_era5.py
index c8b5c350..52764562 100755
--- a/video_prediction_tools/deprecate/datasets/extract_data/extract_era5.py
+++ b/video_prediction_tools/deprecate/datasets/extract_data/extract_era5.py
@@ -1,4 +1,9 @@
#!/usr/bin/env python
+
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
# -*- coding: utf-8 -*-
"""
Spyder Editor
diff --git a/video_prediction_tools/deprecate/model_modules/vanilla_GAN_model.py b/video_prediction_tools/deprecate/model_modules/vanilla_GAN_model.py
index 112eaf31..74f3f16b 100644
--- a/video_prediction_tools/deprecate/model_modules/vanilla_GAN_model.py
+++ b/video_prediction_tools/deprecate/model_modules/vanilla_GAN_model.py
@@ -1,16 +1,13 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
+
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong"
__date__ = "2021=01-05"
-
-"""
-This code implement take the following as references:
-1) https://stackabuse.com/introduction-to-gans-with-python-and-tensorflow/
-2) cousera GAN courses
-3) https://github.com/hwalsuklee/tensorflow-generative-model-collections/blob/master/GAN.py
-"""
-
import tensorflow as tf
from model_modules.video_prediction.models.model_helpers import set_and_check_pred_frames
diff --git a/video_prediction_tools/deprecate/scripts/combine_results.py b/video_prediction_tools/deprecate/scripts/combine_results.py
index 2b684ac1..ce6b00f4 100644
--- a/video_prediction_tools/deprecate/scripts/combine_results.py
+++ b/video_prediction_tools/deprecate/scripts/combine_results.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
diff --git a/video_prediction_tools/deprecate/scripts/evaluate.py b/video_prediction_tools/deprecate/scripts/evaluate.py
index 1f4062f7..11792bb1 100644
--- a/video_prediction_tools/deprecate/scripts/evaluate.py
+++ b/video_prediction_tools/deprecate/scripts/evaluate.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
diff --git a/video_prediction_tools/deprecate/scripts/generate_orig.py b/video_prediction_tools/deprecate/scripts/generate_orig.py
index 0a9e5303..52f2a1ea 100644
--- a/video_prediction_tools/deprecate/scripts/generate_orig.py
+++ b/video_prediction_tools/deprecate/scripts/generate_orig.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
diff --git a/video_prediction_tools/deprecate/scripts/plot_results.py b/video_prediction_tools/deprecate/scripts/plot_results.py
index ddf49066..92019754 100644
--- a/video_prediction_tools/deprecate/scripts/plot_results.py
+++ b/video_prediction_tools/deprecate/scripts/plot_results.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
diff --git a/video_prediction_tools/deprecate/scripts/train.py b/video_prediction_tools/deprecate/scripts/train.py
index 79f317ab..ee76b206 100644
--- a/video_prediction_tools/deprecate/scripts/train.py
+++ b/video_prediction_tools/deprecate/scripts/train.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
diff --git a/video_prediction_tools/external_package/lpips-tensorflow/LICENSE b/video_prediction_tools/external_package/lpips-tensorflow/LICENSE
deleted file mode 100644
index afbffa50..00000000
--- a/video_prediction_tools/external_package/lpips-tensorflow/LICENSE
+++ /dev/null
@@ -1,25 +0,0 @@
-BSD 2-Clause License
-
-Copyright (c) 2018, alexlee-gk
-All rights reserved.
-
-Redistribution and use in source and binary forms, with or without
-modification, are permitted provided that the following conditions are met:
-
-* Redistributions of source code must retain the above copyright notice, this
- list of conditions and the following disclaimer.
-
-* Redistributions in binary form must reproduce the above copyright notice,
- this list of conditions and the following disclaimer in the documentation
- and/or other materials provided with the distribution.
-
-THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
-AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
-IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
-DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
-FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
-DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
-SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
-CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
-OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
-OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/video_prediction_tools/external_package/lpips-tensorflow/export_to_tensorflow.py b/video_prediction_tools/external_package/lpips-tensorflow/export_to_tensorflow.py
index 32681117..091c2273 100644
--- a/video_prediction_tools/external_package/lpips-tensorflow/export_to_tensorflow.py
+++ b/video_prediction_tools/external_package/lpips-tensorflow/export_to_tensorflow.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2018, alexlee-gk
+#
+# SPDX-License-Identifier: BSD-2-Clause
+
import argparse
import os
diff --git a/video_prediction_tools/external_package/lpips-tensorflow/lpips_tf.py b/video_prediction_tools/external_package/lpips-tensorflow/lpips_tf.py
index 5c47f90b..da8773a9 100644
--- a/video_prediction_tools/external_package/lpips-tensorflow/lpips_tf.py
+++ b/video_prediction_tools/external_package/lpips-tensorflow/lpips_tf.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2018, alexlee-gk
+#
+# SPDX-License-Identifier: BSD-2-Clause
+
import os
import sys
diff --git a/video_prediction_tools/external_package/lpips-tensorflow/test_network.py b/video_prediction_tools/external_package/lpips-tensorflow/test_network.py
index c222ab93..19df3bfa 100644
--- a/video_prediction_tools/external_package/lpips-tensorflow/test_network.py
+++ b/video_prediction_tools/external_package/lpips-tensorflow/test_network.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2018, alexlee-gk
+#
+# SPDX-License-Identifier: BSD-2-Clause
+
import argparse
import cv2
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 cd0ec2b2..05b9a5f6 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/__init__.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/__init__.py
@@ -1,3 +1,7 @@
+# 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 734cb4a5..b8e4838b 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import glob
import os
import random
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 664a817a..1a46a99d 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 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong, Scarlet Stadtler,Michael Langguth"
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 fd2e975c..2cec9ce7 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
@@ -1,3 +1,9 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# Google Inc.
+#
+# SPDX-License-Identifier: MIT
+# SPDX-License-Identifier: Creative Commons Attribution 4.0 International License
+
import itertools
import os
@@ -5,9 +11,6 @@ from .base_dataset import VideoDataset
class GoogleRobotVideoDataset(VideoDataset):
- """
- https://sites.google.com/site/brainrobotdata/home/push-dataset
- """
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 40df33aa..a5560cf9 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import argparse
import glob
import itertools
diff --git a/video_prediction_tools/model_modules/video_prediction/datasets/moving_mnist.py b/video_prediction_tools/model_modules/video_prediction/datasets/moving_mnist.py
index adfdf065..b3b2e63b 100644
--- a/video_prediction_tools/model_modules/video_prediction/datasets/moving_mnist.py
+++ b/video_prediction_tools/model_modules/video_prediction/datasets/moving_mnist.py
@@ -1,3 +1,6 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong, Karim"
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 2ed07229..22e0804f 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import itertools
import os
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 4273728e..adbd0297 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import argparse
import glob
import itertools
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 caf9bad7..43d4e3bb 100644
--- a/video_prediction_tools/model_modules/video_prediction/flow_ops.py
+++ b/video_prediction_tools/model_modules/video_prediction/flow_ops.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2017 Simon Meister
+#
+# SPDX-License-Identifier: MIT
+
import tensorflow as tf
@@ -9,8 +13,6 @@ 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/BasicConvLSTMCell.py b/video_prediction_tools/model_modules/video_prediction/layers/BasicConvLSTMCell.py
index 3d806cb4..fd743cb9 100644
--- a/video_prediction_tools/model_modules/video_prediction/layers/BasicConvLSTMCell.py
+++ b/video_prediction_tools/model_modules/video_prediction/layers/BasicConvLSTMCell.py
@@ -1,3 +1,6 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
import tensorflow as tf
from .layer_def import *
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 8530ffd7..ed4edb68 100644
--- a/video_prediction_tools/model_modules/video_prediction/layers/__init__.py
+++ b/video_prediction_tools/model_modules/video_prediction/layers/__init__.py
@@ -1 +1,5 @@
+# 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/layers/layer_def.py b/video_prediction_tools/model_modules/video_prediction/layers/layer_def.py
index 273b5eae..925f94c4 100644
--- a/video_prediction_tools/model_modules/video_prediction/layers/layer_def.py
+++ b/video_prediction_tools/model_modules/video_prediction/layers/layer_def.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""functions used to construct different architectures
"""
diff --git a/video_prediction_tools/model_modules/video_prediction/layers/mcnet_ops.py b/video_prediction_tools/model_modules/video_prediction/layers/mcnet_ops.py
index fbe0a3d6..0b2e41ea 100644
--- a/video_prediction_tools/model_modules/video_prediction/layers/mcnet_ops.py
+++ b/video_prediction_tools/model_modules/video_prediction/layers/mcnet_ops.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import math
import numpy as np
import tensorflow as tf
diff --git a/video_prediction_tools/model_modules/video_prediction/layers/normalization.py b/video_prediction_tools/model_modules/video_prediction/layers/normalization.py
index 2f2a9bb9..e6f79eff 100644
--- a/video_prediction_tools/model_modules/video_prediction/layers/normalization.py
+++ b/video_prediction_tools/model_modules/video_prediction/layers/normalization.py
@@ -1,17 +1,17 @@
-# Copyright 2017 The TensorFlow Authors. All Rights Reserved.
+# Copyright 2017 The TensorFlow Authors. All Rights Reserved.
#
# 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
+# 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.
-# =============================================================================
+# ============================================================================
"""Contains the normalization layer classes and their functional aliases."""
from __future__ import absolute_import
from __future__ import division
diff --git a/video_prediction_tools/model_modules/video_prediction/losses.py b/video_prediction_tools/model_modules/video_prediction/losses.py
index 0f5c07d1..99925756 100644
--- a/video_prediction_tools/model_modules/video_prediction/losses.py
+++ b/video_prediction_tools/model_modules/video_prediction/losses.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import tensorflow as tf
from model_modules.video_prediction.ops import sigmoid_kl_with_logits
diff --git a/video_prediction_tools/model_modules/video_prediction/metrics.py b/video_prediction_tools/model_modules/video_prediction/metrics.py
index 5b31919a..991e295f 100644
--- a/video_prediction_tools/model_modules/video_prediction/metrics.py
+++ b/video_prediction_tools/model_modules/video_prediction/metrics.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import tensorflow as tf
#import lpips_tf
import math
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 71efd602..5da12f01 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/__init__.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/__init__.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
from .base_model import BaseVideoPredictionModel
from .base_model import VideoPredictionModel
from .non_trainable_model import NonTrainableVideoPredictionModel
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 81b60849..2637f81e 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import functools
import itertools
import os
diff --git a/video_prediction_tools/model_modules/video_prediction/models/convLSTM_GAN_model.py b/video_prediction_tools/model_modules/video_prediction/models/convLSTM_GAN_model.py
index acd08cd8..daab8d9b 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/convLSTM_GAN_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/convLSTM_GAN_model.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong,Yanji"
__date__ = "2021-04-13"
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 8badf600..6568a13f 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
@@ -1,17 +1,7 @@
# Copyright 2016 The TensorFlow Authors All Rights Reserved.
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
#
-# 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.
-# ==============================================================================
+# SPDX-License-Identifier: MIT
"""Model architecture for predictive model, including CDNA, DNA, and STP."""
diff --git a/video_prediction_tools/model_modules/video_prediction/models/mcnet_model.py b/video_prediction_tools/model_modules/video_prediction/models/mcnet_model.py
index 2c755417..80a49160 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/mcnet_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/mcnet_model.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong"
__date__ = "2020-08-22"
diff --git a/video_prediction_tools/model_modules/video_prediction/models/model_helpers.py b/video_prediction_tools/model_modules/video_prediction/models/model_helpers.py
index a81f4631..1e6b6f40 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/model_helpers.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/model_helpers.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong, Michael Langguth"
__date__ = "2021-20-05"
@@ -25,4 +29,4 @@ def set_and_check_pred_frames(seq_length, context_frames):
return seq_length - context_frames
else:
raise ValueError("%{0}: Sequence length ({1}) must be larger than context frames ({2})."
- .format(method, seq_length, context_frames))
\ No newline at end of file
+ .format(method, seq_length, context_frames))
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 db372ea3..0ac98a34 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/networks.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/networks.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import tensorflow as tf
from tensorflow.python.util import nest
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 cdab65c1..a0b7839e 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# 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 5b817106..eba740e2 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import collections
import functools
import itertools
diff --git a/video_prediction_tools/model_modules/video_prediction/models/test_model.py b/video_prediction_tools/model_modules/video_prediction/models/test_model.py
index 98b902f4..f6368987 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/test_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/test_model.py
@@ -1,4 +1,6 @@
-
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong"
diff --git a/video_prediction_tools/model_modules/video_prediction/models/vanilla_convLSTM_model.py b/video_prediction_tools/model_modules/video_prediction/models/vanilla_convLSTM_model.py
index 5c949c96..a9e59e75 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/vanilla_convLSTM_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/vanilla_convLSTM_model.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong, Scarlet Stadtler,Michael Langguth"
__date__ = "2020-11-05"
diff --git a/video_prediction_tools/model_modules/video_prediction/models/vanilla_vae_model.py b/video_prediction_tools/model_modules/video_prediction/models/vanilla_vae_model.py
index ae965cfb..5365bcb8 100644
--- a/video_prediction_tools/model_modules/video_prediction/models/vanilla_vae_model.py
+++ b/video_prediction_tools/model_modules/video_prediction/models/vanilla_vae_model.py
@@ -1,3 +1,6 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
__email__ = "b.gong@fz-juelich.de"
__author__ = "Bing Gong"
diff --git a/video_prediction_tools/model_modules/video_prediction/ops.py b/video_prediction_tools/model_modules/video_prediction/ops.py
index 7e41af95..74d922db 100644
--- a/video_prediction_tools/model_modules/video_prediction/ops.py
+++ b/video_prediction_tools/model_modules/video_prediction/ops.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import numpy as np
import tensorflow as tf
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 724933f7..e9ff2c34 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import os
import numpy as np
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 4334f87b..a920523f 100755
--- a/video_prediction_tools/model_modules/video_prediction/utils/html.py
+++ b/video_prediction_tools/model_modules/video_prediction/utils/html.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import os
import dominate
diff --git a/video_prediction_tools/model_modules/video_prediction/utils/mcnet_utils.py b/video_prediction_tools/model_modules/video_prediction/utils/mcnet_utils.py
index 7bad0131..e4f2129e 100644
--- a/video_prediction_tools/model_modules/video_prediction/utils/mcnet_utils.py
+++ b/video_prediction_tools/model_modules/video_prediction/utils/mcnet_utils.py
@@ -1,6 +1,7 @@
-"""
-Some codes from https://github.com/Newmu/dcgan_code
-"""
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+# SPDX-FileCopyrightText: 2015 Alec Radford
+#
+# SPDX-License-Identifier: MIT
import cv2
import random
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 415275e8..7933e40e 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
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
import itertools
import os
from collections import OrderedDict
diff --git a/video_prediction_tools/postprocess/plot_ambs_forecast.py b/video_prediction_tools/postprocess/plot_ambs_forecast.py
index 2ba385eb..1ba2a7b2 100644
--- a/video_prediction_tools/postprocess/plot_ambs_forecast.py
+++ b/video_prediction_tools/postprocess/plot_ambs_forecast.py
@@ -1,4 +1,8 @@
-#!/usr/bin/env python
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
+# !/usr/bin/env python
# coding: utf-8
"""
diff --git a/video_prediction_tools/postprocess/postprocess_plotting.py b/video_prediction_tools/postprocess/postprocess_plotting.py
index 27758b75..354e0d5c 100644
--- a/video_prediction_tools/postprocess/postprocess_plotting.py
+++ b/video_prediction_tools/postprocess/postprocess_plotting.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Collection of functions to create plots
"""
diff --git a/video_prediction_tools/postprocess/statistical_evaluation.py b/video_prediction_tools/postprocess/statistical_evaluation.py
index 96cf4a47..7469ee61 100644
--- a/video_prediction_tools/postprocess/statistical_evaluation.py
+++ b/video_prediction_tools/postprocess/statistical_evaluation.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Collection of auxiliary functions for statistical evaluation and class for Score-functions
"""
diff --git a/video_prediction_tools/utils/external_function.py b/video_prediction_tools/utils/external_function.py
index 690d1804..32f72637 100644
--- a/video_prediction_tools/utils/external_function.py
+++ b/video_prediction_tools/utils/external_function.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
#from mpi4py import MPI
from os import walk
import os
diff --git a/video_prediction_tools/utils/general_utils.py b/video_prediction_tools/utils/general_utils.py
index 83ed526b..64000ee9 100644
--- a/video_prediction_tools/utils/general_utils.py
+++ b/video_prediction_tools/utils/general_utils.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Some auxilary routines which may are used throughout the project.
Provides: * get_unique_vars
diff --git a/video_prediction_tools/utils/metadata.py b/video_prediction_tools/utils/metadata.py
index 98c096f3..403ce555 100644
--- a/video_prediction_tools/utils/metadata.py
+++ b/video_prediction_tools/utils/metadata.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Class to retrieve and handle meta-data
"""
diff --git a/video_prediction_tools/utils/netcdf_datahandling.py b/video_prediction_tools/utils/netcdf_datahandling.py
index a54ce027..a885a398 100644
--- a/video_prediction_tools/utils/netcdf_datahandling.py
+++ b/video_prediction_tools/utils/netcdf_datahandling.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Classes to handle netCDF-data files and to extract gridded data on a subdomain
(e.g. used for handling ERA5-reanalysis data)
diff --git a/video_prediction_tools/utils/normalization.py b/video_prediction_tools/utils/normalization.py
index e3ad0616..250b9305 100644
--- a/video_prediction_tools/utils/normalization.py
+++ b/video_prediction_tools/utils/normalization.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Class for normalizing data. The statistical data for normalization (minimum, maximum, average, standard deviation etc.) is expected to be available from a statistics-dictionary
created with the calc_data_stat-class (see 'process_netCDF_v2.py'.
diff --git a/video_prediction_tools/utils/runscript_generator/config_extraction.py b/video_prediction_tools/utils/runscript_generator/config_extraction.py
index febd67a3..6d322e29 100755
--- a/video_prediction_tools/utils/runscript_generator/config_extraction.py
+++ b/video_prediction_tools/utils/runscript_generator/config_extraction.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Child class used for configuring the data extraction runscript of the workflow.
"""
diff --git a/video_prediction_tools/utils/runscript_generator/config_postprocess.py b/video_prediction_tools/utils/runscript_generator/config_postprocess.py
index 7423e1f9..eff2694b 100755
--- a/video_prediction_tools/utils/runscript_generator/config_postprocess.py
+++ b/video_prediction_tools/utils/runscript_generator/config_postprocess.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Child class used for configuring the postprocessing runscript of the workflow.
"""
diff --git a/video_prediction_tools/utils/runscript_generator/config_preprocess_step1.py b/video_prediction_tools/utils/runscript_generator/config_preprocess_step1.py
index 025a203b..c0d66695 100755
--- a/video_prediction_tools/utils/runscript_generator/config_preprocess_step1.py
+++ b/video_prediction_tools/utils/runscript_generator/config_preprocess_step1.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Child class used for configuring the preprocessing step 1 runscript of the workflow.
"""
diff --git a/video_prediction_tools/utils/runscript_generator/config_preprocess_step2.py b/video_prediction_tools/utils/runscript_generator/config_preprocess_step2.py
index 6df24f28..144ac1d9 100755
--- a/video_prediction_tools/utils/runscript_generator/config_preprocess_step2.py
+++ b/video_prediction_tools/utils/runscript_generator/config_preprocess_step2.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Child class used for configuring the preprocessing step 2 runscript of the workflow.
"""
diff --git a/video_prediction_tools/utils/runscript_generator/config_training.py b/video_prediction_tools/utils/runscript_generator/config_training.py
index c37c6262..a224148f 100755
--- a/video_prediction_tools/utils/runscript_generator/config_training.py
+++ b/video_prediction_tools/utils/runscript_generator/config_training.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Child class used for configuring the training runscript of the workflow.
"""
diff --git a/video_prediction_tools/utils/runscript_generator/config_utils.py b/video_prediction_tools/utils/runscript_generator/config_utils.py
index d54aafb1..eb4d3119 100755
--- a/video_prediction_tools/utils/runscript_generator/config_utils.py
+++ b/video_prediction_tools/utils/runscript_generator/config_utils.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Parent class which contains some basic atributes and methods shared by all subclasses which are
used to configure the runscripts of dedicated workflow steps (done by config_runscript.py).
diff --git a/video_prediction_tools/utils/runscript_generator/configurations.py b/video_prediction_tools/utils/runscript_generator/configurations.py
index 669d5c5f..c5663bdc 100644
--- a/video_prediction_tools/utils/runscript_generator/configurations.py
+++ b/video_prediction_tools/utils/runscript_generator/configurations.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Auxiliary functions that are used in config_runscript.py.
They are used for facilating the customized conversion of the preprocessing step 2- and training runscript-templates
diff --git a/video_prediction_tools/utils/shiftgrid.py b/video_prediction_tools/utils/shiftgrid.py
index 081e0985..9e5ac082 100644
--- a/video_prediction_tools/utils/shiftgrid.py
+++ b/video_prediction_tools/utils/shiftgrid.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""shiftgrid function from mpl_toolkitsbasemap v1.1.0
This function was copied here to avoid the hassle of importing basemap.
"""
diff --git a/video_prediction_tools/utils/statistics.py b/video_prediction_tools/utils/statistics.py
index ea537fd4..c23a2fc9 100644
--- a/video_prediction_tools/utils/statistics.py
+++ b/video_prediction_tools/utils/statistics.py
@@ -1,3 +1,7 @@
+# SPDX-FileCopyrightText: 2021 Earth System Data Exploration (ESDE), Jülich Supercomputing Center (JSC)
+#
+# SPDX-License-Identifier: MIT
+
"""
Class to calculate and save statistics in the ambs-workflow parallelized by PyStager.
In addition to savin the statistics in json-files, it also comprises methods to read those files.
--
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