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Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +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 OWNER 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/README.md b/README.md index a7d9d6a4..8408a13c 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,7 @@ the latest release version - GPL-v3 license + BSD-3 license Community @@ -79,37 +79,39 @@ The rest of this readme file is organized as follows: ## ❖ PyPOTS Ecosystem -At PyPOTS, time series datasets are taken as coffee beans, and POTS datasets are incomplete coffee beans with missing parts that have their own meanings. +At PyPOTS, things are related to coffee, which we're familiar with. Yes, this is a coffee universe! As you can see, there is a coffee pot in the PyPOTS logo. +And what else? Please read on ;-) - TSDB logo + TSDB logo -👈 To make various open-source time-series datasets readily available to our users, -PyPOTS gets supported by its ecosystem library Time Series Data Beans (TSDB), a toolbox making loading time-series datasets super easy! +👈 Time series datasets are taken as coffee beans at PyPOTS, and POTS datasets are incomplete coffee beans with missing parts that have their own meanings. +To make various public time-series datasets readily available to users, +Time Series Data Beans (TSDB) is created to make loading time-series datasets super easy! Visit [TSDB](https://github.com/WenjieDu/TSDB) right now to know more about this handy tool 🛠, and it now supports a total of 168 open-source datasets! - PyGrinder logo + PyGrinder logo -👉 To simulate the real-world data beans with missingness, the ecosystem library [PyGrinder](https://github.com/WenjieDu/PyGrinder), -a toolkit helping grind your coffee beans into incomplete ones, is created. Missing patterns fall into three categories according to Robin's theory[^13]: -MCAR (missing completely at random), MAR (missing at random), and MNAR (missing not at random). -PyGrinder supports all of them and additional functionalities related to missingness. +👉 To simulate the real-world data beans with missingness, the ecosystem library [PyGrinder](https://github.com/WenjieDu/PyGrinder), +a toolkit helping grind your coffee beans into incomplete ones, is created. Missing patterns fall into three categories according to Robin's theory[^13]: +MCAR (missing completely at random), MAR (missing at random), and MNAR (missing not at random). +PyGrinder supports all of them and additional functionalities related to missingness. With PyGrinder, you can introduce synthetic missing values into your datasets with a single line of code. - BrewPOTS logo + BrewPOTS logo 👈 Now we have the beans, the grinder, and the pot, how to brew us a cup of coffee? Tutorials are necessary! -Considering the future workload, PyPOTS tutorials is released in a single repo, +Considering the future workload, PyPOTS tutorials are released in a single repo, and you can find them in [BrewPOTS](https://github.com/WenjieDu/BrewPOTS). Take a look at it now, and learn how to brew your POTS datasets! -☕️ Enjoy it and have fun! +☕️ Welcome to the universe of PyPOTS. Enjoy it and have fun! ## ❖ Installation @@ -131,8 +133,9 @@ conda update -c conda-forge pypots # update pypots to the latest version Alternatively, you can install from the latest source code with the latest features but may be not officially released yet: > pip install https://github.com/WenjieDu/PyPOTS/archive/main.zip + ## ❖ Usage -Besides [BrewPOTS](https://github.com/WenjieDu/BrewPOTS), you can also find a simple and quick-start tutorial notebook +Besides [BrewPOTS](https://github.com/WenjieDu/BrewPOTS), you can also find a simple and quick-start tutorial notebook on Google Colab with [this link](https://colab.research.google.com/drive/1HEFjylEy05-r47jRy0H9jiS_WhD0UWmQ?usp=sharing). If you have further questions, please refer to PyPOTS documentation [docs.pypots.com](https://docs.pypots.com). You can also [raise an issue](https://github.com/WenjieDu/PyPOTS/issues) or [ask in our community](#-community). @@ -162,7 +165,8 @@ dataset = {"X": X} print(dataset["X"].shape) # (11988, 48, 37), 11988 samples, 48 time steps, 37 features # Model training. This is PyPOTS showtime. saits = SAITS(n_steps=48, n_features=37, n_layers=2, d_model=256, d_inner=128, n_heads=4, d_k=64, d_v=64, dropout=0.1, epochs=10) -saits.fit(dataset) # train the model. Here I use the whole dataset as the training set, because ground truth is not visible to the model. +# Here I use the whole dataset as the training set because ground truth is not visible to the model, you can also split it into train/val/test sets +saits.fit(dataset) imputation = saits.impute(dataset) # impute the originally-missing values and artificially-missing values mae = cal_mae(imputation, X_intact, indicating_mask) # calculate mean absolute error on the ground truth (artificially-missing values) ``` @@ -174,12 +178,12 @@ PyPOTS supports imputation, classification, clustering, and forecasting tasks on | ***`Imputation`*** | 🚥 | 🚥 | 🚥 | |:----------------------:|:-----------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:--------:| -| **Type** | **Abbr.** | **Full name of the algorithm/model/paper** | **Year** | +| **Type** | **Abbr.** | **Full name of the algorithm/model** | **Year** | | Neural Net | SAITS | Self-Attention-based Imputation for Time Series [^1] | 2023 | | Neural Net | Transformer | Attention is All you Need [^2];
Self-Attention-based Imputation for Time Series [^1];
Note: proposed in [^2], and re-implemented as an imputation model in [^1]. | 2017 | | Neural Net | CSDI | Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation [^12] | 2021 | -| Neural Net | US-GAN | Generative Semi-supervised Learning for Multivariate Time Series Imputation [^10] | 2021 | -| Neural Net | GP-VAE | GP-VAE: Deep Probabilistic Time Series Imputation [^11] | 2020 | +| Neural Net | US-GAN | Unsupervised GAN for Multivariate Time Series Imputation [^10] | 2021 | +| Neural Net | GP-VAE | Gaussian Process Variational Autoencoder [^11] | 2020 | | Neural Net | BRITS | Bidirectional Recurrent Imputation for Time Series [^3] | 2018 | | Neural Net | M-RNN | Multi-directional Recurrent Neural Network [^9] | 2019 | | Naive | LOCF | Last Observation Carried Forward | - | @@ -212,7 +216,7 @@ Here is [an incomplete list of them](https://scholar.google.com/scholar?as_ylo=2 ``` bibtex @article{du2023PyPOTS, -title={{PyPOTS: a Python toolbox for machine learning on Partially-Observed Time Series}}, +title={{PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series}}, author={Wenjie Du}, year={2023}, eprint={2305.18811}, @@ -224,14 +228,14 @@ doi={10.48550/arXiv.2305.18811}, ``` > Wenjie Du. (2023). -> PyPOTS: a Python toolbox for machine learning on Partially-Observed Time Series. +> PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series. > arXiv, abs/2305.18811.https://arxiv.org/abs/2305.18811 or ``` bibtex @inproceedings{du2023PyPOTS, -title={{PyPOTS: a Python toolbox for machine learning on Partially-Observed Time Series}}, +title={{PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series}}, booktitle={9th SIGKDD workshop on Mining and Learning from Time Series (MiLeTS'23)}, author={Wenjie Du}, year={2023}, @@ -240,7 +244,7 @@ url={https://arxiv.org/abs/2305.18811}, ``` > Wenjie Du. (2023). -> PyPOTS: a Python toolbox for machine learning on Partially-Observed Time Series. +> PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series. > In *9th SIGKDD workshop on Mining and Learning from Time Series (MiLeTS'23)*. https://arxiv.org/abs/2305.18811 @@ -268,16 +272,17 @@ Your star is your recognition to PyPOTS, and it matters! - PyPOTS stargazers + PyPOTS stargazers
- PyPOTS forkers + PyPOTS forkers 👀 Check out a full list of our users' affiliations [on PyPOTS website here](https://pypots.com/users/)! + ## ❖ Community We care about the feedback from our users, so we're building PyPOTS community on @@ -289,6 +294,7 @@ We care about the feedback from our users, so we're building PyPOTS community on If you have any suggestions or want to contribute ideas or share time-series related papers, join us and tell. PyPOTS community is open, transparent, and surely friendly. Let's work together to build and improve PyPOTS! + [//]: # (Use APA reference style below) [^1]: Du, W., Cote, D., & Liu, Y. (2023). [SAITS: Self-Attention-based Imputation for Time Series](https://doi.org/10.1016/j.eswa.2023.119619). *Expert systems with applications*. [^2]: Vaswani, A., Shazeer, N.M., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A.N., Kaiser, L., & Polosukhin, I. (2017). [Attention is All you Need](https://papers.nips.cc/paper/2017/hash/3f5ee243547dee91fbd053c1c4a845aa-Abstract.html). *NeurIPS 2017*. @@ -302,7 +308,7 @@ PyPOTS community is open, transparent, and surely friendly. Let's work together [^10]: Miao, X., Wu, Y., Wang, J., Gao, Y., Mao, X., & Yin, J. (2021). [Generative Semi-supervised Learning for Multivariate Time Series Imputation](https://ojs.aaai.org/index.php/AAAI/article/view/17086). *AAAI 2021*. [^11]: Fortuin, V., Baranchuk, D., Raetsch, G. & Mandt, S. (2020). [GP-VAE: Deep Probabilistic Time Series Imputation](https://proceedings.mlr.press/v108/fortuin20a.html). *AISTATS 2020*. [^12]: Tashiro, Y., Song, J., Song, Y., & Ermon, S. (2021). [CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation](https://proceedings.neurips.cc/paper/2021/hash/cfe8504bda37b575c70ee1a8276f3486-Abstract.html). *NeurIPS 2021*. -[^13]: Rubin, D. B. (1976). [Inference and missing data](https://academic.oup.com/biomet/article-abstract/63/3/581/270932). *Biometrika*, 63(3), 581-592. +[^13]: Rubin, D. B. (1976). [Inference and missing data](https://academic.oup.com/biomet/article-abstract/63/3/581/270932). *Biometrika*.
diff --git a/docs/index.rst b/docs/index.rst index 45a6dc1d..75521d2f 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -1,6 +1,6 @@ .. PyPOTS documentation index page Created by Wenjie Du - License: GPL-v3 + License: BSD-3-Clause Welcome to PyPOTS docs! =============================== @@ -24,8 +24,8 @@ Welcome to PyPOTS docs! :alt: the latest release version :target: https://github.com/WenjieDu/PyPOTS/releases -.. image:: https://img.shields.io/badge/License-GPL--v3-E9BB41?logo=opensourceinitiative&logoColor=white - :alt: GPL-v3 license +.. image:: https://img.shields.io/badge/License-BSD--3-E9BB41?logo=opensourceinitiative&logoColor=white + :alt: BSD-3 license :target: https://github.com/WenjieDu/PyPOTS/blob/main/LICENSE .. image:: https://img.shields.io/badge/join_us-community!-C8A062 @@ -104,7 +104,7 @@ As you can see, there is a coffee pot in the PyPOTS logo. :target: https://github.com/WenjieDu/TSDB 👈 To make various open-source time-series datasets readily available to our users, -PyPOTS gets supported by its ecosystem library Time Series Data Beans (TSDB), a toolbox making loading time-series datasets super easy! +PyPOTS gets supported by its ecosystem library *Time Series Data Beans (TSDB)*, a toolbox making loading time-series datasets super easy! Visit `TSDB `_ right now to know more about this handy tool 🛠, and it now supports a total of 168 open-source datasets! .. image:: https://pypots.com/figs/pypots_logos/PyGrinder_logo_FFBG.svg @@ -154,22 +154,23 @@ Additionally, we present you a usage example of imputing missing values in time ^^^^^^^^^^^^^^^^^^^^^^^ PyPOTS supports imputation, classification, clustering, and forecasting tasks on multivariate time series with missing values. The currently available algorithms of four tasks are cataloged in the following table with four partitions. The paper references are all listed at the bottom of this readme file. Please refer to them if you want more details. -============================== ================ ========================================================================= ====== ========= -Task Type Algorithm Year Reference -============================== ================ ========================================================================= ====== ========= -Imputation Neural Network SAITS (Self-Attention-based Imputation for Time Series) 2022 :cite:`du2023SAITS` -Imputation Neural Network Transformer 2017 :cite:`vaswani2017Transformer`, :cite:`du2023SAITS` -Imputation Neural Network US-GAN 2021 :cite:`miao2021SSGAN` -Imputation Neural Network GP-VAE 2020 :cite:`fortuin2020GPVAEDeep` -Imputation, Classification Neural Network BRITS (Bidirectional Recurrent Imputation for Time Series) 2018 :cite:`cao2018BRITS` -Imputation Neural Network M-RNN (Multi-directional Recurrent Neural Network) 2019 :cite:`yoon2019MRNN` -Imputation Naive LOCF (Last Observation Carried Forward) / / -Classification Neural Network GRU-D 2018 :cite:`che2018GRUD` -Classification Neural Network Raindrop 2022 :cite:`zhang2022Raindrop` -Clustering Neural Network CRLI (Clustering Representation Learning on Incomplete time-series data) 2021 :cite:`ma2021CRLI` -Clustering Neural Network VaDER (Variational Deep Embedding with Recurrence) 2019 :cite:`dejong2019VaDER` -Forecasting Probabilistic BTTF (Bayesian Temporal Tensor Factorization) 2021 :cite:`chen2021BTMF` -============================== ================ ========================================================================= ====== ========= +============================== ================ ======================================================================================== ====== ========= +Task Type Algorithm Year Reference +============================== ================ ======================================================================================== ====== ========= +Imputation Neural Net SAITS (Self-Attention-based Imputation for Time Series) 2022 :cite:`du2023SAITS` +Imputation Neural Net Transformer 2017 :cite:`vaswani2017Transformer`, :cite:`du2023SAITS` +Imputation Neural Net US-GAN (Unsupervised GAN for Multivariate Time Series Imputation) 2021 :cite:`miao2021SSGAN` +Imputation Neural Net CSDI (Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation) 2021 :cite:`tashiro2021csdi` +Imputation Neural Net GP-VAE (Gaussian Process Variational Autoencoder) 2020 :cite:`fortuin2020GPVAEDeep` +Imputation, Classification Neural Net BRITS (Bidirectional Recurrent Imputation for Time Series) 2018 :cite:`cao2018BRITS` +Imputation Neural Net M-RNN (Multi-directional Recurrent Neural Network) 2019 :cite:`yoon2019MRNN` +Imputation Naive LOCF (Last Observation Carried Forward) / / +Classification Neural Net GRU-D 2018 :cite:`che2018GRUD` +Classification Neural Net Raindrop 2022 :cite:`zhang2022Raindrop` +Clustering Neural Net CRLI (Clustering Representation Learning on Incomplete time-series data) 2021 :cite:`ma2021CRLI` +Clustering Neural Net VaDER (Variational Deep Embedding with Recurrence) 2019 :cite:`dejong2019VaDER` +Forecasting Probabilistic BTTF (Bayesian Temporal Tensor Factorization) 2021 :cite:`chen2021BTMF` +============================== ================ ======================================================================================== ====== ========= ❖ Citing PyPOTS @@ -276,7 +277,7 @@ PyPOTS community is open, transparent, and surely friendly. Let's work together .. toctree:: :maxdepth: 4 :hidden: - :caption: Code Documentation + :caption: Docs of PyPOTS Ecosystem model_api pypots diff --git a/pypots/__init__.py b/pypots/__init__.py index 2664e324..c10ad5dd 100644 --- a/pypots/__init__.py +++ b/pypots/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause # PyPOTS version diff --git a/pypots/base.py b/pypots/base.py index 40766536..a6854538 100644 --- a/pypots/base.py +++ b/pypots/base.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os from abc import ABC diff --git a/pypots/classification/__init__.py b/pypots/classification/__init__.py index a54ec031..73f6524d 100644 --- a/pypots/classification/__init__.py +++ b/pypots/classification/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from .brits import BRITS from .grud import GRUD diff --git a/pypots/classification/base.py b/pypots/classification/base.py index 1c932838..37221cc9 100644 --- a/pypots/classification/base.py +++ b/pypots/classification/base.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os diff --git a/pypots/classification/brits/__init__.py b/pypots/classification/brits/__init__.py index 0b622c07..cb6f77c0 100644 --- a/pypots/classification/brits/__init__.py +++ b/pypots/classification/brits/__init__.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import BRITS diff --git a/pypots/classification/brits/data.py b/pypots/classification/brits/data.py index 7981d420..5903d5ca 100644 --- a/pypots/classification/brits/data.py +++ b/pypots/classification/brits/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/classification/brits/model.py b/pypots/classification/brits/model.py index 2453cbe6..c1df4ffc 100644 --- a/pypots/classification/brits/model.py +++ b/pypots/classification/brits/model.py @@ -12,7 +12,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Optional, Union diff --git a/pypots/classification/brits/modules/__init__.py b/pypots/classification/brits/modules/__init__.py index 14bf83db..2ac82a85 100644 --- a/pypots/classification/brits/modules/__init__.py +++ b/pypots/classification/brits/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _BRITS diff --git a/pypots/classification/brits/modules/core.py b/pypots/classification/brits/modules/core.py index 6b6d7826..a0abada6 100644 --- a/pypots/classification/brits/modules/core.py +++ b/pypots/classification/brits/modules/core.py @@ -12,7 +12,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/classification/grud/__init__.py b/pypots/classification/grud/__init__.py index f00a6a15..de7996fa 100644 --- a/pypots/classification/grud/__init__.py +++ b/pypots/classification/grud/__init__.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import GRUD diff --git a/pypots/classification/grud/data.py b/pypots/classification/grud/data.py index 137116f7..fff60f46 100644 --- a/pypots/classification/grud/data.py +++ b/pypots/classification/grud/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/classification/grud/model.py b/pypots/classification/grud/model.py index 4deb80c4..089c0fb3 100644 --- a/pypots/classification/grud/model.py +++ b/pypots/classification/grud/model.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/classification/grud/modules/__init__.py b/pypots/classification/grud/modules/__init__.py index 223c3eb5..3bd02e1b 100644 --- a/pypots/classification/grud/modules/__init__.py +++ b/pypots/classification/grud/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _GRUD diff --git a/pypots/classification/grud/modules/core.py b/pypots/classification/grud/modules/core.py index 0e41e100..fe528655 100644 --- a/pypots/classification/grud/modules/core.py +++ b/pypots/classification/grud/modules/core.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/classification/raindrop/__init__.py b/pypots/classification/raindrop/__init__.py index 35440e2c..65333229 100644 --- a/pypots/classification/raindrop/__init__.py +++ b/pypots/classification/raindrop/__init__.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import Raindrop diff --git a/pypots/classification/raindrop/data.py b/pypots/classification/raindrop/data.py index 06e69b87..be1c32b3 100644 --- a/pypots/classification/raindrop/data.py +++ b/pypots/classification/raindrop/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/classification/raindrop/model.py b/pypots/classification/raindrop/model.py index 393efb64..8e52a83f 100644 --- a/pypots/classification/raindrop/model.py +++ b/pypots/classification/raindrop/model.py @@ -8,7 +8,7 @@ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/classification/raindrop/modules/__init__.py b/pypots/classification/raindrop/modules/__init__.py index db470980..9dbf45f0 100644 --- a/pypots/classification/raindrop/modules/__init__.py +++ b/pypots/classification/raindrop/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _Raindrop diff --git a/pypots/classification/raindrop/modules/core.py b/pypots/classification/raindrop/modules/core.py index 1091dd27..798ff5e6 100644 --- a/pypots/classification/raindrop/modules/core.py +++ b/pypots/classification/raindrop/modules/core.py @@ -8,7 +8,7 @@ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import torch diff --git a/pypots/classification/raindrop/modules/submodules.py b/pypots/classification/raindrop/modules/submodules.py index 7bd31d32..41c7e071 100644 --- a/pypots/classification/raindrop/modules/submodules.py +++ b/pypots/classification/raindrop/modules/submodules.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import math diff --git a/pypots/classification/template/__init__.py b/pypots/classification/template/__init__.py index 8147754a..09e06863 100644 --- a/pypots/classification/template/__init__.py +++ b/pypots/classification/template/__init__.py @@ -8,7 +8,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause # TODO: ensure the import is correct from .model import YourNewModel diff --git a/pypots/classification/template/data.py b/pypots/classification/template/data.py index 0ab25c60..c391740e 100644 --- a/pypots/classification/template/data.py +++ b/pypots/classification/template/data.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/classification/template/model.py b/pypots/classification/template/model.py index 9e625ab2..584fe1d7 100644 --- a/pypots/classification/template/model.py +++ b/pypots/classification/template/model.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/classification/template/module.py b/pypots/classification/template/module.py index ae6f72fc..fa20e4cd 100644 --- a/pypots/classification/template/module.py +++ b/pypots/classification/template/module.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause # TODO: this file is not necessary. If your new model has customized layers or modules, please put them here. diff --git a/pypots/cli/__init__.py b/pypots/cli/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/pypots/cli/__init__.py +++ b/pypots/cli/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/pypots/cli/base.py b/pypots/cli/base.py index 225fe795..5b4b0fae 100644 --- a/pypots/cli/base.py +++ b/pypots/cli/base.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/pypots/cli/dev.py b/pypots/cli/dev.py index 7cdda30e..d7e83fe5 100644 --- a/pypots/cli/dev.py +++ b/pypots/cli/dev.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import shutil diff --git a/pypots/cli/doc.py b/pypots/cli/doc.py index 2e0e6b5a..d525b169 100644 --- a/pypots/cli/doc.py +++ b/pypots/cli/doc.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import shutil diff --git a/pypots/cli/env.py b/pypots/cli/env.py index 9a05872a..c7b87f29 100644 --- a/pypots/cli/env.py +++ b/pypots/cli/env.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause try: # here try importing all dependencies in the scope `basic` defined in `setup.cfg` diff --git a/pypots/cli/pypots_cli.py b/pypots/cli/pypots_cli.py index 294f3979..7fbf3108 100644 --- a/pypots/cli/pypots_cli.py +++ b/pypots/cli/pypots_cli.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from argparse import ArgumentParser diff --git a/pypots/cli/tuning.py b/pypots/cli/tuning.py index b1e4b207..473f3ab6 100644 --- a/pypots/cli/tuning.py +++ b/pypots/cli/tuning.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/pypots/clustering/__init__.py b/pypots/clustering/__init__.py index 84bfbe9a..06de0b20 100644 --- a/pypots/clustering/__init__.py +++ b/pypots/clustering/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from .crli import CRLI from .vader import VaDER diff --git a/pypots/clustering/base.py b/pypots/clustering/base.py index ab7b0439..b0d2e8a0 100644 --- a/pypots/clustering/base.py +++ b/pypots/clustering/base.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os diff --git a/pypots/clustering/crli/__init__.py b/pypots/clustering/crli/__init__.py index 4120c0dc..6ba76cf1 100644 --- a/pypots/clustering/crli/__init__.py +++ b/pypots/clustering/crli/__init__.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import CRLI diff --git a/pypots/clustering/crli/data.py b/pypots/clustering/crli/data.py index eb7b6baf..4f7e1112 100644 --- a/pypots/clustering/crli/data.py +++ b/pypots/clustering/crli/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/clustering/crli/model.py b/pypots/clustering/crli/model.py index a6133dae..dc95fd0a 100644 --- a/pypots/clustering/crli/model.py +++ b/pypots/clustering/crli/model.py @@ -8,7 +8,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os from typing import Union, Optional, Tuple diff --git a/pypots/clustering/crli/modules/__init__.py b/pypots/clustering/crli/modules/__init__.py index 857206ef..3790e91e 100644 --- a/pypots/clustering/crli/modules/__init__.py +++ b/pypots/clustering/crli/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _CRLI diff --git a/pypots/clustering/crli/modules/core.py b/pypots/clustering/crli/modules/core.py index e985d15f..3d1cddd4 100644 --- a/pypots/clustering/crli/modules/core.py +++ b/pypots/clustering/crli/modules/core.py @@ -8,7 +8,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/clustering/crli/modules/submodules.py b/pypots/clustering/crli/modules/submodules.py index 59b155b9..19136221 100644 --- a/pypots/clustering/crli/modules/submodules.py +++ b/pypots/clustering/crli/modules/submodules.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Tuple, Union diff --git a/pypots/clustering/template/__init__.py b/pypots/clustering/template/__init__.py index c140ec59..4eb037eb 100644 --- a/pypots/clustering/template/__init__.py +++ b/pypots/clustering/template/__init__.py @@ -8,7 +8,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause # TODO: ensure the import is correct from .model import YourNewModel diff --git a/pypots/clustering/template/data.py b/pypots/clustering/template/data.py index 0ab25c60..c391740e 100644 --- a/pypots/clustering/template/data.py +++ b/pypots/clustering/template/data.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/clustering/template/model.py b/pypots/clustering/template/model.py index e51beb6d..06a4a38b 100644 --- a/pypots/clustering/template/model.py +++ b/pypots/clustering/template/model.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/clustering/template/module.py b/pypots/clustering/template/module.py index ae6f72fc..fa20e4cd 100644 --- a/pypots/clustering/template/module.py +++ b/pypots/clustering/template/module.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause # TODO: this file is not necessary. If your new model has customized layers or modules, please put them here. diff --git a/pypots/clustering/vader/__init__.py b/pypots/clustering/vader/__init__.py index c1284504..52b63fd8 100644 --- a/pypots/clustering/vader/__init__.py +++ b/pypots/clustering/vader/__init__.py @@ -8,7 +8,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import VaDER diff --git a/pypots/clustering/vader/data.py b/pypots/clustering/vader/data.py index a8910b44..bdccd3cd 100644 --- a/pypots/clustering/vader/data.py +++ b/pypots/clustering/vader/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/clustering/vader/model.py b/pypots/clustering/vader/model.py index 78aae862..3639de33 100644 --- a/pypots/clustering/vader/model.py +++ b/pypots/clustering/vader/model.py @@ -8,7 +8,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/pypots/clustering/vader/modules/__init__.py b/pypots/clustering/vader/modules/__init__.py index e7a47e0e..f6c78a50 100644 --- a/pypots/clustering/vader/modules/__init__.py +++ b/pypots/clustering/vader/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _VaDER from .submodules import inverse_softplus diff --git a/pypots/clustering/vader/modules/core.py b/pypots/clustering/vader/modules/core.py index 9f461d80..4ffea516 100644 --- a/pypots/clustering/vader/modules/core.py +++ b/pypots/clustering/vader/modules/core.py @@ -8,7 +8,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Tuple diff --git a/pypots/clustering/vader/modules/submodules.py b/pypots/clustering/vader/modules/submodules.py index 9d3d09a9..df686aff 100644 --- a/pypots/clustering/vader/modules/submodules.py +++ b/pypots/clustering/vader/modules/submodules.py @@ -8,7 +8,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Tuple, Optional diff --git a/pypots/data/__init__.py b/pypots/data/__init__.py index 8124b14e..d243b50e 100644 --- a/pypots/data/__init__.py +++ b/pypots/data/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from .base import BaseDataset from .generating import ( diff --git a/pypots/data/base.py b/pypots/data/base.py index c163e9ef..1ed4a9b9 100644 --- a/pypots/data/base.py +++ b/pypots/data/base.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from abc import abstractmethod from typing import Union, Optional, Tuple, Iterable diff --git a/pypots/data/generating.py b/pypots/data/generating.py index df80fe32..4a3dd952 100644 --- a/pypots/data/generating.py +++ b/pypots/data/generating.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import math from typing import Optional, Tuple diff --git a/pypots/data/load_preprocessing.py b/pypots/data/load_preprocessing.py index 789cc0ce..2e7026ae 100644 --- a/pypots/data/load_preprocessing.py +++ b/pypots/data/load_preprocessing.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import pandas as pd diff --git a/pypots/data/load_specific_datasets.py b/pypots/data/load_specific_datasets.py index f9779682..174b148c 100644 --- a/pypots/data/load_specific_datasets.py +++ b/pypots/data/load_specific_datasets.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import tsdb diff --git a/pypots/data/saving.py b/pypots/data/saving.py index 692a49b1..b3273bc3 100644 --- a/pypots/data/saving.py +++ b/pypots/data/saving.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/pypots/data/utils.py b/pypots/data/utils.py index 10f4eb5d..e752b8a3 100644 --- a/pypots/data/utils.py +++ b/pypots/data/utils.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union import numpy as np diff --git a/pypots/forecasting/__init__.py b/pypots/forecasting/__init__.py index 414363c9..d54032af 100644 --- a/pypots/forecasting/__init__.py +++ b/pypots/forecasting/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from .bttf import BTTF diff --git a/pypots/forecasting/base.py b/pypots/forecasting/base.py index 37ff04d1..ca857a2f 100644 --- a/pypots/forecasting/base.py +++ b/pypots/forecasting/base.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os from abc import abstractmethod diff --git a/pypots/forecasting/bttf/__init__.py b/pypots/forecasting/bttf/__init__.py index 185f5dce..909a7e54 100644 --- a/pypots/forecasting/bttf/__init__.py +++ b/pypots/forecasting/bttf/__init__.py @@ -8,7 +8,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import BTTF diff --git a/pypots/forecasting/bttf/model.py b/pypots/forecasting/bttf/model.py index fb25029e..65fc3b51 100644 --- a/pypots/forecasting/bttf/model.py +++ b/pypots/forecasting/bttf/model.py @@ -13,7 +13,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import warnings from typing import Union, Optional diff --git a/pypots/forecasting/bttf/modules/__init__.py b/pypots/forecasting/bttf/modules/__init__.py index b0fd2d2e..85cd9cfb 100644 --- a/pypots/forecasting/bttf/modules/__init__.py +++ b/pypots/forecasting/bttf/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import BTTF_forecast diff --git a/pypots/forecasting/bttf/modules/core.py b/pypots/forecasting/bttf/modules/core.py index 63c41744..fb232e2e 100644 --- a/pypots/forecasting/bttf/modules/core.py +++ b/pypots/forecasting/bttf/modules/core.py @@ -13,7 +13,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import numpy as np from numpy.linalg import inv as inv diff --git a/pypots/forecasting/bttf/modules/submodules.py b/pypots/forecasting/bttf/modules/submodules.py index 0f99bd9c..42a670fd 100644 --- a/pypots/forecasting/bttf/modules/submodules.py +++ b/pypots/forecasting/bttf/modules/submodules.py @@ -12,7 +12,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import numpy as np from numpy.linalg import cholesky as cholesky_lower diff --git a/pypots/forecasting/template/__init__.py b/pypots/forecasting/template/__init__.py index 16862566..62956f35 100644 --- a/pypots/forecasting/template/__init__.py +++ b/pypots/forecasting/template/__init__.py @@ -8,7 +8,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause # TODO: ensure the import is correct from .model import YourNewModel diff --git a/pypots/forecasting/template/data.py b/pypots/forecasting/template/data.py index 0ab25c60..c391740e 100644 --- a/pypots/forecasting/template/data.py +++ b/pypots/forecasting/template/data.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/forecasting/template/model.py b/pypots/forecasting/template/model.py index 3b665117..099c617b 100644 --- a/pypots/forecasting/template/model.py +++ b/pypots/forecasting/template/model.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/forecasting/template/module.py b/pypots/forecasting/template/module.py index ae6f72fc..fa20e4cd 100644 --- a/pypots/forecasting/template/module.py +++ b/pypots/forecasting/template/module.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause # TODO: this file is not necessary. If your new model has customized layers or modules, please put them here. diff --git a/pypots/imputation/__init__.py b/pypots/imputation/__init__.py index d39bff1b..44bb1e54 100644 --- a/pypots/imputation/__init__.py +++ b/pypots/imputation/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from .brits import BRITS from .gpvae import GPVAE diff --git a/pypots/imputation/base.py b/pypots/imputation/base.py index e079816b..38f93b31 100644 --- a/pypots/imputation/base.py +++ b/pypots/imputation/base.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os diff --git a/pypots/imputation/brits/__init__.py b/pypots/imputation/brits/__init__.py index 7ac29e29..ce5c24fb 100644 --- a/pypots/imputation/brits/__init__.py +++ b/pypots/imputation/brits/__init__.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import BRITS diff --git a/pypots/imputation/brits/data.py b/pypots/imputation/brits/data.py index 4868601e..24946f71 100644 --- a/pypots/imputation/brits/data.py +++ b/pypots/imputation/brits/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/imputation/brits/model.py b/pypots/imputation/brits/model.py index dda114fa..a791f75f 100644 --- a/pypots/imputation/brits/model.py +++ b/pypots/imputation/brits/model.py @@ -12,7 +12,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/imputation/brits/modules/__init__.py b/pypots/imputation/brits/modules/__init__.py index 53e8ca2b..3dfdfddf 100644 --- a/pypots/imputation/brits/modules/__init__.py +++ b/pypots/imputation/brits/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _BRITS from .submodules import FeatureRegression diff --git a/pypots/imputation/brits/modules/core.py b/pypots/imputation/brits/modules/core.py index facf3129..31f3fc43 100644 --- a/pypots/imputation/brits/modules/core.py +++ b/pypots/imputation/brits/modules/core.py @@ -12,7 +12,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Tuple, Union diff --git a/pypots/imputation/brits/modules/submodules.py b/pypots/imputation/brits/modules/submodules.py index 1058b57f..9fd10882 100644 --- a/pypots/imputation/brits/modules/submodules.py +++ b/pypots/imputation/brits/modules/submodules.py @@ -12,7 +12,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import math diff --git a/pypots/imputation/csdi/__init__.py b/pypots/imputation/csdi/__init__.py index 70381d34..06bec26a 100644 --- a/pypots/imputation/csdi/__init__.py +++ b/pypots/imputation/csdi/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import CSDI diff --git a/pypots/imputation/csdi/data.py b/pypots/imputation/csdi/data.py index 7a58ad40..a983c5a4 100644 --- a/pypots/imputation/csdi/data.py +++ b/pypots/imputation/csdi/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/imputation/csdi/model.py b/pypots/imputation/csdi/model.py index 3e39e5dd..21af4121 100644 --- a/pypots/imputation/csdi/model.py +++ b/pypots/imputation/csdi/model.py @@ -11,7 +11,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/imputation/csdi/modules/__init__.py b/pypots/imputation/csdi/modules/__init__.py index fb164182..53ec52eb 100644 --- a/pypots/imputation/csdi/modules/__init__.py +++ b/pypots/imputation/csdi/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _CSDI diff --git a/pypots/imputation/csdi/modules/core.py b/pypots/imputation/csdi/modules/core.py index 54071943..12a03cf0 100644 --- a/pypots/imputation/csdi/modules/core.py +++ b/pypots/imputation/csdi/modules/core.py @@ -1,5 +1,5 @@ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import numpy as np import torch diff --git a/pypots/imputation/csdi/modules/submodules.py b/pypots/imputation/csdi/modules/submodules.py index e9739bdc..be197643 100644 --- a/pypots/imputation/csdi/modules/submodules.py +++ b/pypots/imputation/csdi/modules/submodules.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import math diff --git a/pypots/imputation/gpvae/__init__.py b/pypots/imputation/gpvae/__init__.py index f5ffb05e..8e1644f8 100644 --- a/pypots/imputation/gpvae/__init__.py +++ b/pypots/imputation/gpvae/__init__.py @@ -3,7 +3,7 @@ """ # Created by Jun Wang -# License: GLP-v3 +# License: BSD-3-Clause from .model import GPVAE diff --git a/pypots/imputation/gpvae/data.py b/pypots/imputation/gpvae/data.py index 8bb9be8c..8193fb5e 100644 --- a/pypots/imputation/gpvae/data.py +++ b/pypots/imputation/gpvae/data.py @@ -3,7 +3,7 @@ """ # Created by Jun Wang and Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/imputation/gpvae/model.py b/pypots/imputation/gpvae/model.py index fa381290..d8445597 100644 --- a/pypots/imputation/gpvae/model.py +++ b/pypots/imputation/gpvae/model.py @@ -7,7 +7,7 @@ """ # Created by Jun Wang and Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/imputation/gpvae/modules/__init__.py b/pypots/imputation/gpvae/modules/__init__.py index 6e24f8e7..ca7e5147 100644 --- a/pypots/imputation/gpvae/modules/__init__.py +++ b/pypots/imputation/gpvae/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _GPVAE diff --git a/pypots/imputation/gpvae/modules/core.py b/pypots/imputation/gpvae/modules/core.py index 395493e7..935daca0 100644 --- a/pypots/imputation/gpvae/modules/core.py +++ b/pypots/imputation/gpvae/modules/core.py @@ -7,7 +7,7 @@ """ # Created by Jun Wang and Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import numpy as np diff --git a/pypots/imputation/gpvae/modules/submodules.py b/pypots/imputation/gpvae/modules/submodules.py index 5ad81e09..3a63fcee 100644 --- a/pypots/imputation/gpvae/modules/submodules.py +++ b/pypots/imputation/gpvae/modules/submodules.py @@ -8,7 +8,7 @@ """ # Created by Jun Wang and Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import numpy as np import torch diff --git a/pypots/imputation/locf/__init__.py b/pypots/imputation/locf/__init__.py index 6987f197..9536f6cb 100644 --- a/pypots/imputation/locf/__init__.py +++ b/pypots/imputation/locf/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import LOCF diff --git a/pypots/imputation/locf/model.py b/pypots/imputation/locf/model.py index 286cb0ec..f802f238 100644 --- a/pypots/imputation/locf/model.py +++ b/pypots/imputation/locf/model.py @@ -4,7 +4,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import warnings from typing import Union, Optional diff --git a/pypots/imputation/mrnn/__init__.py b/pypots/imputation/mrnn/__init__.py index f5934cca..2fd3d2f1 100644 --- a/pypots/imputation/mrnn/__init__.py +++ b/pypots/imputation/mrnn/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import MRNN diff --git a/pypots/imputation/mrnn/data.py b/pypots/imputation/mrnn/data.py index 1c8b3f1c..e2cee8d8 100644 --- a/pypots/imputation/mrnn/data.py +++ b/pypots/imputation/mrnn/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/imputation/mrnn/model.py b/pypots/imputation/mrnn/model.py index afff8223..0b7cd731 100644 --- a/pypots/imputation/mrnn/model.py +++ b/pypots/imputation/mrnn/model.py @@ -5,7 +5,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/imputation/mrnn/modules/__init__.py b/pypots/imputation/mrnn/modules/__init__.py index 27f7ffc6..b3482fd2 100644 --- a/pypots/imputation/mrnn/modules/__init__.py +++ b/pypots/imputation/mrnn/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _MRNN diff --git a/pypots/imputation/mrnn/modules/core.py b/pypots/imputation/mrnn/modules/core.py index 1c2e759b..865b60b2 100644 --- a/pypots/imputation/mrnn/modules/core.py +++ b/pypots/imputation/mrnn/modules/core.py @@ -5,7 +5,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import torch diff --git a/pypots/imputation/mrnn/modules/submodules.py b/pypots/imputation/mrnn/modules/submodules.py index a0e695c5..f157d3fb 100644 --- a/pypots/imputation/mrnn/modules/submodules.py +++ b/pypots/imputation/mrnn/modules/submodules.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import math diff --git a/pypots/imputation/saits/__init__.py b/pypots/imputation/saits/__init__.py index a6cbddd2..7b88f0cc 100644 --- a/pypots/imputation/saits/__init__.py +++ b/pypots/imputation/saits/__init__.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import SAITS diff --git a/pypots/imputation/saits/data.py b/pypots/imputation/saits/data.py index 1547f59d..3eb5e375 100644 --- a/pypots/imputation/saits/data.py +++ b/pypots/imputation/saits/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/imputation/saits/model.py b/pypots/imputation/saits/model.py index 8424e7bc..6cd68fe4 100644 --- a/pypots/imputation/saits/model.py +++ b/pypots/imputation/saits/model.py @@ -11,7 +11,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union, Optional, Callable diff --git a/pypots/imputation/saits/modules/__init__.py b/pypots/imputation/saits/modules/__init__.py index 8b93f9a8..5dc8dbc6 100644 --- a/pypots/imputation/saits/modules/__init__.py +++ b/pypots/imputation/saits/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _SAITS diff --git a/pypots/imputation/saits/modules/core.py b/pypots/imputation/saits/modules/core.py index cab54772..803940cb 100644 --- a/pypots/imputation/saits/modules/core.py +++ b/pypots/imputation/saits/modules/core.py @@ -11,7 +11,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Tuple, Optional, Callable diff --git a/pypots/imputation/template/__init__.py b/pypots/imputation/template/__init__.py index 7684e6c9..f8816a07 100644 --- a/pypots/imputation/template/__init__.py +++ b/pypots/imputation/template/__init__.py @@ -8,7 +8,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause # TODO: ensure the import is correct from .model import YourNewModel diff --git a/pypots/imputation/template/data.py b/pypots/imputation/template/data.py index 0ab25c60..c391740e 100644 --- a/pypots/imputation/template/data.py +++ b/pypots/imputation/template/data.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Iterable diff --git a/pypots/imputation/template/model.py b/pypots/imputation/template/model.py index 6f229baa..496782bf 100644 --- a/pypots/imputation/template/model.py +++ b/pypots/imputation/template/model.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/imputation/template/module.py b/pypots/imputation/template/module.py index ae6f72fc..fa20e4cd 100644 --- a/pypots/imputation/template/module.py +++ b/pypots/imputation/template/module.py @@ -6,7 +6,7 @@ """ # Created by Your Name TODO: modify the author information. -# License: GLP-v3 +# License: BSD-3-Clause # TODO: this file is not necessary. If your new model has customized layers or modules, please put them here. diff --git a/pypots/imputation/transformer/__init__.py b/pypots/imputation/transformer/__init__.py index 2cb25161..59afa8fb 100644 --- a/pypots/imputation/transformer/__init__.py +++ b/pypots/imputation/transformer/__init__.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .model import Transformer diff --git a/pypots/imputation/transformer/data.py b/pypots/imputation/transformer/data.py index 70af45ee..0409a22c 100644 --- a/pypots/imputation/transformer/data.py +++ b/pypots/imputation/transformer/data.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/imputation/transformer/model.py b/pypots/imputation/transformer/model.py index bd4d0fd4..8fa86508 100644 --- a/pypots/imputation/transformer/model.py +++ b/pypots/imputation/transformer/model.py @@ -11,7 +11,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/imputation/transformer/modules/__init__.py b/pypots/imputation/transformer/modules/__init__.py index d05cfea2..34c98a5e 100644 --- a/pypots/imputation/transformer/modules/__init__.py +++ b/pypots/imputation/transformer/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _TransformerEncoder diff --git a/pypots/imputation/transformer/modules/core.py b/pypots/imputation/transformer/modules/core.py index c017b4cc..c09e5d4d 100644 --- a/pypots/imputation/transformer/modules/core.py +++ b/pypots/imputation/transformer/modules/core.py @@ -11,7 +11,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Tuple diff --git a/pypots/imputation/usgan/__init__.py b/pypots/imputation/usgan/__init__.py index fb388d94..92bd88d1 100644 --- a/pypots/imputation/usgan/__init__.py +++ b/pypots/imputation/usgan/__init__.py @@ -3,7 +3,7 @@ """ # Created by Jun Wang -# License: GLP-v3 +# License: BSD-3-Clause from .model import USGAN diff --git a/pypots/imputation/usgan/data.py b/pypots/imputation/usgan/data.py index bd012c30..3a4b1637 100644 --- a/pypots/imputation/usgan/data.py +++ b/pypots/imputation/usgan/data.py @@ -3,7 +3,7 @@ """ # Created by Jun Wang and Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/imputation/usgan/model.py b/pypots/imputation/usgan/model.py index 9162834a..ce51ca19 100644 --- a/pypots/imputation/usgan/model.py +++ b/pypots/imputation/usgan/model.py @@ -7,7 +7,7 @@ """ # Created by Jun Wang and Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/imputation/usgan/modules/__init__.py b/pypots/imputation/usgan/modules/__init__.py index 2b148245..3b195a71 100644 --- a/pypots/imputation/usgan/modules/__init__.py +++ b/pypots/imputation/usgan/modules/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .core import _USGAN diff --git a/pypots/imputation/usgan/modules/core.py b/pypots/imputation/usgan/modules/core.py index 3f1406f5..71c43f84 100644 --- a/pypots/imputation/usgan/modules/core.py +++ b/pypots/imputation/usgan/modules/core.py @@ -7,7 +7,7 @@ """ # Created by Jun Wang and Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/imputation/usgan/modules/submodules.py b/pypots/imputation/usgan/modules/submodules.py index 18a52f15..abcf390a 100644 --- a/pypots/imputation/usgan/modules/submodules.py +++ b/pypots/imputation/usgan/modules/submodules.py @@ -3,7 +3,7 @@ """ # Created by Jun Wang and Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union diff --git a/pypots/modules/__init__.py b/pypots/modules/__init__.py index ae3c70ab..8121af3c 100644 --- a/pypots/modules/__init__.py +++ b/pypots/modules/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/pypots/modules/rnn.py b/pypots/modules/rnn.py index 37011fc3..04857dfc 100644 --- a/pypots/modules/rnn.py +++ b/pypots/modules/rnn.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import math diff --git a/pypots/modules/self_attention.py b/pypots/modules/self_attention.py index 6e5fe235..d44fe63a 100644 --- a/pypots/modules/self_attention.py +++ b/pypots/modules/self_attention.py @@ -9,7 +9,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Tuple, Optional, Union diff --git a/pypots/optim/__init__.py b/pypots/optim/__init__.py index 038aa1c5..6b9df642 100644 --- a/pypots/optim/__init__.py +++ b/pypots/optim/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .adadelta import Adadelta diff --git a/pypots/optim/adadelta.py b/pypots/optim/adadelta.py index 4ff0037d..5858df28 100644 --- a/pypots/optim/adadelta.py +++ b/pypots/optim/adadelta.py @@ -4,7 +4,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Iterable, Optional diff --git a/pypots/optim/adagrad.py b/pypots/optim/adagrad.py index b25efbc1..9edc30f5 100644 --- a/pypots/optim/adagrad.py +++ b/pypots/optim/adagrad.py @@ -4,7 +4,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Iterable, Optional diff --git a/pypots/optim/adam.py b/pypots/optim/adam.py index 9817b50e..fbaf2031 100644 --- a/pypots/optim/adam.py +++ b/pypots/optim/adam.py @@ -4,7 +4,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Iterable, Tuple, Optional diff --git a/pypots/optim/adamw.py b/pypots/optim/adamw.py index 26887b2c..1d0ed04c 100644 --- a/pypots/optim/adamw.py +++ b/pypots/optim/adamw.py @@ -4,7 +4,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Iterable, Tuple, Optional diff --git a/pypots/optim/base.py b/pypots/optim/base.py index 6a57ab7e..9059ba03 100644 --- a/pypots/optim/base.py +++ b/pypots/optim/base.py @@ -13,7 +13,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from abc import ABC, abstractmethod diff --git a/pypots/optim/lr_scheduler/__init__.py b/pypots/optim/lr_scheduler/__init__.py index 89015847..02d5cfe4 100644 --- a/pypots/optim/lr_scheduler/__init__.py +++ b/pypots/optim/lr_scheduler/__init__.py @@ -7,7 +7,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .lambda_lrs import LambdaLR from .multiplicative_lrs import MultiplicativeLR diff --git a/pypots/optim/lr_scheduler/base.py b/pypots/optim/lr_scheduler/base.py index 9c787ae7..5a050b18 100644 --- a/pypots/optim/lr_scheduler/base.py +++ b/pypots/optim/lr_scheduler/base.py @@ -4,7 +4,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import weakref from abc import ABC, abstractmethod diff --git a/pypots/optim/lr_scheduler/constant_lrs.py b/pypots/optim/lr_scheduler/constant_lrs.py index 3f6ae1a3..1205e28f 100644 --- a/pypots/optim/lr_scheduler/constant_lrs.py +++ b/pypots/optim/lr_scheduler/constant_lrs.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .base import LRScheduler, logger diff --git a/pypots/optim/lr_scheduler/exponential_lrs.py b/pypots/optim/lr_scheduler/exponential_lrs.py index ed7e960f..4e8df0d8 100644 --- a/pypots/optim/lr_scheduler/exponential_lrs.py +++ b/pypots/optim/lr_scheduler/exponential_lrs.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .base import LRScheduler, logger diff --git a/pypots/optim/lr_scheduler/lambda_lrs.py b/pypots/optim/lr_scheduler/lambda_lrs.py index 5471cee6..4d7f1b8b 100644 --- a/pypots/optim/lr_scheduler/lambda_lrs.py +++ b/pypots/optim/lr_scheduler/lambda_lrs.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Callable, Union diff --git a/pypots/optim/lr_scheduler/linear_lrs.py b/pypots/optim/lr_scheduler/linear_lrs.py index a1e8e1e6..19813ed5 100644 --- a/pypots/optim/lr_scheduler/linear_lrs.py +++ b/pypots/optim/lr_scheduler/linear_lrs.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .base import LRScheduler, logger diff --git a/pypots/optim/lr_scheduler/multiplicative_lrs.py b/pypots/optim/lr_scheduler/multiplicative_lrs.py index 5dbc18ea..985c2b5d 100644 --- a/pypots/optim/lr_scheduler/multiplicative_lrs.py +++ b/pypots/optim/lr_scheduler/multiplicative_lrs.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .base import LRScheduler, logger diff --git a/pypots/optim/lr_scheduler/multistep_lrs.py b/pypots/optim/lr_scheduler/multistep_lrs.py index 567570e9..3bd49d97 100644 --- a/pypots/optim/lr_scheduler/multistep_lrs.py +++ b/pypots/optim/lr_scheduler/multistep_lrs.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from bisect import bisect_right from collections import Counter diff --git a/pypots/optim/lr_scheduler/step_lrs.py b/pypots/optim/lr_scheduler/step_lrs.py index 29f72bb8..a27275b7 100644 --- a/pypots/optim/lr_scheduler/step_lrs.py +++ b/pypots/optim/lr_scheduler/step_lrs.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .base import LRScheduler, logger diff --git a/pypots/optim/rmsprop.py b/pypots/optim/rmsprop.py index 9451c0a4..1e9ece65 100644 --- a/pypots/optim/rmsprop.py +++ b/pypots/optim/rmsprop.py @@ -4,7 +4,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Iterable, Optional diff --git a/pypots/optim/sgd.py b/pypots/optim/sgd.py index b31baf5f..3978addf 100644 --- a/pypots/optim/sgd.py +++ b/pypots/optim/sgd.py @@ -4,7 +4,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from typing import Iterable, Optional diff --git a/pypots/utils/__init__.py b/pypots/utils/__init__.py index 5fd28d97..6c5074ee 100644 --- a/pypots/utils/__init__.py +++ b/pypots/utils/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause __all__ = [ diff --git a/pypots/utils/file.py b/pypots/utils/file.py index ec124c67..a66f5c60 100644 --- a/pypots/utils/file.py +++ b/pypots/utils/file.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/pypots/utils/logging.py b/pypots/utils/logging.py index 8f611834..13c0c198 100644 --- a/pypots/utils/logging.py +++ b/pypots/utils/logging.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from tsdb.utils.logging import Logger diff --git a/pypots/utils/metrics/__init__.py b/pypots/utils/metrics/__init__.py index dd7f2cc6..9856a49b 100644 --- a/pypots/utils/metrics/__init__.py +++ b/pypots/utils/metrics/__init__.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from .classification import ( cal_binary_classification_metrics, diff --git a/pypots/utils/metrics/classification.py b/pypots/utils/metrics/classification.py index 7531e607..8d45e22f 100644 --- a/pypots/utils/metrics/classification.py +++ b/pypots/utils/metrics/classification.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Tuple diff --git a/pypots/utils/metrics/clustering.py b/pypots/utils/metrics/clustering.py index e75e6ec5..bf05195d 100644 --- a/pypots/utils/metrics/clustering.py +++ b/pypots/utils/metrics/clustering.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import numpy as np from sklearn import metrics diff --git a/pypots/utils/metrics/error.py b/pypots/utils/metrics/error.py index 376b267c..fc8133d5 100644 --- a/pypots/utils/metrics/error.py +++ b/pypots/utils/metrics/error.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause from typing import Union, Optional diff --git a/pypots/utils/random.py b/pypots/utils/random.py index e651706a..b3654752 100644 --- a/pypots/utils/random.py +++ b/pypots/utils/random.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import numpy as np import torch diff --git a/setup.cfg b/setup.cfg index 6dd0af5c..0552134a 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,7 +1,7 @@ # This file stores some meta configurations for project PyPOTS. # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause [flake8] # People may argue that coding style is personal. This may be true if the project is personal and one works like a diff --git a/setup.py b/setup.py index 886eb89d..24cc95f3 100644 --- a/setup.py +++ b/setup.py @@ -12,7 +12,7 @@ description="A Python Toolbox for Data Mining on Partially-Observed Time Series", long_description=README, long_description_content_type="text/markdown", - license="GPL-3.0", + license="BSD-3-Clause", author="Wenjie Du", author_email="wenjay.du@gmail.com", url="https://pypots.com/", @@ -62,7 +62,7 @@ "Intended Audience :: Developers", "Intended Audience :: Education", "Intended Audience :: Science/Research", - "License :: OSI Approved :: GNU General Public License v3 (GPLv3)", + "License :: OSI Approved :: BSD License", "Operating System :: OS Independent", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.7", diff --git a/tests/__init__.py b/tests/__init__.py index c12fd6b9..49ce665a 100644 --- a/tests/__init__.py +++ b/tests/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause diff --git a/tests/classification/__init__.py b/tests/classification/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/tests/classification/__init__.py +++ b/tests/classification/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/tests/classification/brits.py b/tests/classification/brits.py index b1905c39..0f4575fd 100644 --- a/tests/classification/brits.py +++ b/tests/classification/brits.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import unittest diff --git a/tests/classification/config.py b/tests/classification/config.py index 35b17029..727ff405 100644 --- a/tests/classification/config.py +++ b/tests/classification/config.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/tests/classification/grud.py b/tests/classification/grud.py index a662cb70..b1532738 100644 --- a/tests/classification/grud.py +++ b/tests/classification/grud.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import unittest diff --git a/tests/classification/raindrop.py b/tests/classification/raindrop.py index 277164dc..cfe8b163 100644 --- a/tests/classification/raindrop.py +++ b/tests/classification/raindrop.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import unittest diff --git a/tests/cli/__init__.py b/tests/cli/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/tests/cli/__init__.py +++ b/tests/cli/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/tests/cli/config.py b/tests/cli/config.py index defdb211..2ecc54b3 100644 --- a/tests/cli/config.py +++ b/tests/cli/config.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/tests/cli/dev.py b/tests/cli/dev.py index 4387be29..6e4b37db 100644 --- a/tests/cli/dev.py +++ b/tests/cli/dev.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import threading diff --git a/tests/cli/doc.py b/tests/cli/doc.py index 85e4e190..0fdcfbd5 100644 --- a/tests/cli/doc.py +++ b/tests/cli/doc.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import threading diff --git a/tests/cli/env.py b/tests/cli/env.py index 36b5b20e..a3ff5642 100644 --- a/tests/cli/env.py +++ b/tests/cli/env.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import unittest diff --git a/tests/clustering/__init__.py b/tests/clustering/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/tests/clustering/__init__.py +++ b/tests/clustering/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/tests/clustering/config.py b/tests/clustering/config.py index aa43d7dd..0d07d56a 100644 --- a/tests/clustering/config.py +++ b/tests/clustering/config.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/tests/clustering/crli.py b/tests/clustering/crli.py index 99524753..f5261419 100644 --- a/tests/clustering/crli.py +++ b/tests/clustering/crli.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/tests/clustering/vader.py b/tests/clustering/vader.py index 42bcda00..3efaec7c 100644 --- a/tests/clustering/vader.py +++ b/tests/clustering/vader.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/tests/data/__init__.py b/tests/data/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/tests/data/__init__.py +++ b/tests/data/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/tests/data/lazy_loading_strategy.py b/tests/data/lazy_loading_strategy.py index 8db1080c..43379dd6 100644 --- a/tests/data/lazy_loading_strategy.py +++ b/tests/data/lazy_loading_strategy.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os import unittest diff --git a/tests/forecasting/__init__.py b/tests/forecasting/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/tests/forecasting/__init__.py +++ b/tests/forecasting/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/tests/forecasting/bttf.py b/tests/forecasting/bttf.py index 8e6946e7..1ced03b0 100644 --- a/tests/forecasting/bttf.py +++ b/tests/forecasting/bttf.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/forecasting/config.py b/tests/forecasting/config.py index 0a2a9e78..2e0a27bb 100644 --- a/tests/forecasting/config.py +++ b/tests/forecasting/config.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/tests/global_test_config.py b/tests/global_test_config.py index 62ad73bb..c0d8afdb 100644 --- a/tests/global_test_config.py +++ b/tests/global_test_config.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/tests/imputation/__init__.py b/tests/imputation/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/tests/imputation/__init__.py +++ b/tests/imputation/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/tests/imputation/brits.py b/tests/imputation/brits.py index bf0a70c3..757a9382 100644 --- a/tests/imputation/brits.py +++ b/tests/imputation/brits.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os.path diff --git a/tests/imputation/config.py b/tests/imputation/config.py index c225598b..26a20269 100644 --- a/tests/imputation/config.py +++ b/tests/imputation/config.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import os diff --git a/tests/imputation/csdi.py b/tests/imputation/csdi.py index f0c5b4b4..ea17b67b 100644 --- a/tests/imputation/csdi.py +++ b/tests/imputation/csdi.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os.path diff --git a/tests/imputation/gpvae.py b/tests/imputation/gpvae.py index 9c59c5b2..9ed4e64f 100644 --- a/tests/imputation/gpvae.py +++ b/tests/imputation/gpvae.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os.path diff --git a/tests/imputation/locf.py b/tests/imputation/locf.py index 8e54fbe0..dedee304 100644 --- a/tests/imputation/locf.py +++ b/tests/imputation/locf.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/imputation/mrnn.py b/tests/imputation/mrnn.py index 681a9121..3f37efe6 100644 --- a/tests/imputation/mrnn.py +++ b/tests/imputation/mrnn.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os.path diff --git a/tests/imputation/saits.py b/tests/imputation/saits.py index 647e8657..514c60c5 100644 --- a/tests/imputation/saits.py +++ b/tests/imputation/saits.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os.path diff --git a/tests/imputation/transformer.py b/tests/imputation/transformer.py index 965b2cf7..78dbfd8c 100644 --- a/tests/imputation/transformer.py +++ b/tests/imputation/transformer.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os.path diff --git a/tests/imputation/usgan.py b/tests/imputation/usgan.py index c91a17a1..a427422c 100644 --- a/tests/imputation/usgan.py +++ b/tests/imputation/usgan.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import os.path diff --git a/tests/optim/__init__.py b/tests/optim/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/tests/optim/__init__.py +++ b/tests/optim/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/tests/optim/adadelta.py b/tests/optim/adadelta.py index b69e5ea4..71c991f2 100644 --- a/tests/optim/adadelta.py +++ b/tests/optim/adadelta.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/optim/adagrad.py b/tests/optim/adagrad.py index 21b4696a..6b055f21 100644 --- a/tests/optim/adagrad.py +++ b/tests/optim/adagrad.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/optim/adam.py b/tests/optim/adam.py index 448f92b9..be6cb89b 100644 --- a/tests/optim/adam.py +++ b/tests/optim/adam.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/optim/adamw.py b/tests/optim/adamw.py index a7941f43..e7f89797 100644 --- a/tests/optim/adamw.py +++ b/tests/optim/adamw.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/optim/config.py b/tests/optim/config.py index a0391027..6eb7ffc4 100644 --- a/tests/optim/config.py +++ b/tests/optim/config.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause from tests.global_test_config import DATA diff --git a/tests/optim/lr_schedulers.py b/tests/optim/lr_schedulers.py index e7748f91..3a88976a 100644 --- a/tests/optim/lr_schedulers.py +++ b/tests/optim/lr_schedulers.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/optim/rmsprop.py b/tests/optim/rmsprop.py index 1fe61a0d..29087520 100644 --- a/tests/optim/rmsprop.py +++ b/tests/optim/rmsprop.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/optim/sgd.py b/tests/optim/sgd.py index 4b1c1998..569bb96d 100644 --- a/tests/optim/sgd.py +++ b/tests/optim/sgd.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause import unittest diff --git a/tests/utils/__init__.py b/tests/utils/__init__.py index f0b4685e..ceaa7ee3 100644 --- a/tests/utils/__init__.py +++ b/tests/utils/__init__.py @@ -3,4 +3,4 @@ """ # Created by Wenjie Du -# License: GLP-v3 +# License: BSD-3-Clause diff --git a/tests/utils/random.py b/tests/utils/random.py index 0d1a0ca0..89d78d93 100644 --- a/tests/utils/random.py +++ b/tests/utils/random.py @@ -3,7 +3,7 @@ """ # Created by Wenjie Du -# License: GPL-v3 +# License: BSD-3-Clause import unittest