Merge pull request #314 from WenjieDu/dev

Update the docs and release v0.3.2

.github/workflows/testing_ci.yml

@@ -20,7 +20,7 @@ jobs:
             fail-fast: false
             matrix:
                 os: [ubuntu-latest, windows-latest, macOS-latest]
-                python-version: ["3.7", "3.10", "3.11"]
+                python-version: ["3.7", "3.11"]
 
         steps:
             - name: Check out the repo code

.github/workflows/testing_daily.yml

@@ -15,12 +15,20 @@ jobs:
             fail-fast: false
             matrix:
                 os: [ubuntu-latest, windows-latest, macOS-latest]
-                python-version: ["3.7", "3.10"]
+                python-version: ["3.7", "3.11"]
 
         steps:
             - name: Check out the repo code
               uses: actions/checkout@v3
 
+            - name: Determine the PyTorch version
+              uses: haya14busa/action-cond@v1
+              id: determine_pytorch_ver
+              with:
+                cond: ${{ matrix.python-version == 3.7 }}
+                if_true: "1.13.1"
+                if_false: "2.1.0"
+
             - name: Set up Conda
               uses: conda-incubator/setup-miniconda@v2
               with:

README.md

@@ -19,7 +19,7 @@
     <a href="https://github.com/WenjieDu/PyPOTS/blob/main/LICENSE">
         <img alt="BSD-3 license" src="https://img.shields.io/badge/License-BSD--3-E9BB41?logo=opensourceinitiative&logoColor=white">
     </a>
-    <a href="/WenjieDu/PyPOTS/blob/main/README.md#-community">
+    <a href="/WenjieDu/PyPOTS#-community">
         <img alt="Community" src="https://img.shields.io/badge/join_us-community!-C8A062">
     </a>
     <a href="https://github.com/WenjieDu/PyPOTS/graphs/contributors">
@@ -40,7 +40,7 @@
     <a href="https://github.com/WenjieDu/PyPOTS/actions/workflows/testing_ci.yml">
         <img alt="GitHub Testing" src="https://img.shields.io/github/actions/workflow/status/wenjiedu/pypots/testing_ci.yml?logo=circleci&color=C8D8E1&label=CI">
     </a>
-    <a href="https://readthedocs.org/projects/pypots/builds">
+    <a href="https://docs.pypots.com">
         <img alt="Docs building" src="https://img.shields.io/readthedocs/pypots?logo=readthedocs&label=Docs&logoColor=white&color=395260">
     </a>
     <a href="https://anaconda.org/conda-forge/pypots">
@@ -222,9 +222,9 @@ This functionality is implemented with the [Microsoft NNI](https://github.com/mi
 > [!TIP]
 > **[Updates in Feb 2024]** 😎 Our survey paper [Deep Learning for Multivariate Time Series Imputation: A Survey](https://arxiv.org/abs/2402.04059) has been released on arXiv.
 The code is open source in the GitHub repo [Awesome_Imputation](https://github.com/WenjieDu/Awesome_Imputation).
-We comprehensively review the literature of the state-of-the-art deep-learning imputation methods for time series, 
+We comprehensively review the literature of the state-of-the-art deep-learning imputation methods for time series,
 provide a taxonomy for them, and discuss the challenges and future directions in this field.
-> 
+>
 > **[Updates in Jun 2023]** 🎉 A short version of the PyPOTS paper is accepted by the 9th SIGKDD international workshop on
 Mining and Learning from Time Series ([MiLeTS'23](https://kdd-milets.github.io/milets2023/))).
 **Additionally**, PyPOTS has been included as a [PyTorch Ecosystem](https://pytorch.org/ecosystem/) project.

docs/index.rst

@@ -30,7 +30,7 @@ Welcome to PyPOTS docs!
 
 .. image:: https://img.shields.io/badge/join_us-community!-C8A062
    :alt: Community
-   :target: #id17
+   :target: https://github.com/WenjieDu/PyPOTS#-community
 
 .. image:: https://img.shields.io/github/contributors/wenjiedu/pypots?color=D8E699&label=Contributors&logo=GitHub
    :alt: GitHub Contributors

docs/pypots.imputation.rst

@@ -19,6 +19,15 @@ pypots.imputation.transformer
    :show-inheritance:
    :inherited-members:
 
+pypots.imputation.timesnet
+------------------------------
+
+.. automodule:: pypots.imputation.timesnet
+   :members:
+   :undoc-members:
+   :show-inheritance:
+   :inherited-members:
+
 pypots.imputation.csdi
 ------------------------------
 

pypots/__init__.py

@@ -22,7 +22,7 @@
 #
 # Dev branch marker is: 'X.Y.dev' or 'X.Y.devN' where N is an integer.
 # 'X.Y.dev0' is the canonical version of 'X.Y.dev'
-__version__ = "0.3.1"
+__version__ = "0.3.2"
 
 
 from . import imputation, classification, clustering, forecasting, optim, data, utils