make release-tag: Merge branch 'master' into stable

Author: sarahmish

.github/workflows/tests.yml

@@ -124,3 +124,21 @@ jobs:
       run: pip install invoke jupyter matplotlib .
     - name: invoke tutorials
       run: invoke tutorials
+
+
+  pretrained:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        python-version: ['3.11']
+        os: [ubuntu-latest, macos-latest, windows-latest]
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install package and dependencies
+      run: pip install invoke jupyter .[pretrained]
+    - name: invoke pretrained
+      run: invoke pretrained

HISTORY.md

@@ -1,6 +1,21 @@
 History
 =======
 
+## 0.7.0 – 2024-12-18
+
+New ``units`` pipeline 
+
+### Issues resolved
+
+* Keep python 3.11 support for pretrained models – [Issue #598](https://github.com/signals-dev/Orion/issues/598) by @sarahmish
+* Unpin ``scikit-learn`` and fix ``MinMaxScaler`` – [Issue #596](https://github.com/signals-dev/Orion/issues/596) by @sarahmish
+* Add hyperparameters to ``units`` pipelines – [Issue #595](https://github.com/signals-dev/Orion/issues/595) by @sarahmish
+* Make pretrained models optional to install – [Issue #590](https://github.com/signals-dev/Orion/issues/590) by @sarahmish
+* Update pandas dependency – [Issue #587](https://github.com/signals-dev/Orion/issues/587) by @sarahmish
+* UniTS pipeline – [Issue #581](https://github.com/signals-dev/Orion/issues/581) by @Linh-nk
+* Update Tutorials page – [Issue #576](https://github.com/signals-dev/Orion/issues/576) by @sarahmish
+
+
 ## 0.6.1 - 2024-10-04
 
 ### Issues resolved

Makefile

@@ -81,6 +81,14 @@ install-test: clean-build clean-pyc ## install the package and test dependencies
 install-develop: clean-build clean-pyc ## install the package in editable mode and dependencies for development
 	pip install -e .[dev]
 
+.PHONY: install-pretrained
+install-pretrained: clean-build clean-pyc ## install the package and pretrained pipelines
+	pip install -e .[pretrained]
+
+.PHONY: install-pretrained-develop
+install-pretrained-develop: clean-build clean-pyc ## install the package with pretrained in editable mode and dependencies for development
+	pip install -e .[pretrained-dev]
+
 MINIMUM := $(shell sed -n '/install_requires = \[/,/]/p' setup.py | grep -v -e '[][]' | sed 's/ *\(.*\),$?$$/\1/g' | tr '>' '=')
 
 .PHONY: install-minimum
@@ -127,6 +135,10 @@ test-readme: ## run the readme snippets
 test-tutorials: ## run the tutorial notebooks
 	invoke tutorials
 
+.PHONY: test-pretrained-tutorials
+test-pretrained-tutorials: ## run the tutorial notebooks
+	invoke pretrained
+
 .PHONY: test
 test: test-unit test-readme test-tutorials ## test everything that needs test dependencies
 

README.md

@@ -130,12 +130,14 @@ We run the benchmark on **12** datasets with their known grounth truth. We recor
 |---------------------------|--------------------|
 | AER                       |         11         |
 | TadGAN                    |          7         |
-| LSTM Dynamic Thresholding |          8         |
-| LSTM Autoencoder          |          7         |
-| Dense Autoencoder         |          7         |
+| LSTM Dynamic Thresholding |          9         |
+| LSTM Autoencoder          |          6         |
+| Dense Autoencoder         |          8         |
 | VAE                       |          6         |
+| AnomalyTransformer        |          2         |
 | LNN                       |          7         |
 | Matrix Profile            |          5         |
+| UniTS                     |          6         |
 | [GANF](https://arxiv.org/pdf/2202.07857.pdf)                                                  |          5         |
 | [Azure](https://azure.microsoft.com/en-us/products/cognitive-services/anomaly-detector/)      |          0         |
 

benchmark/leaderboard.md

@@ -2,12 +2,13 @@
 |---------------------------|--------------------|
 | AER                       |          11        |
 | TadGAN                    |          7         |
-| LSTM Dynamic Thresholding |          8         |
-| LSTM Autoencoder          |          5         |
-| Dense Autoencoder         |          7         |
+| LSTM Dynamic Thresholding |          9         |
+| LSTM Autoencoder          |          6         |
+| Dense Autoencoder         |          8         |
 | VAE                       |          6         |
+| AnomalyTransformer        |          2         |
 | LNN                       |          7         |
-| GANF                      |          5         |
 | Matrix Profile            |          5         |
-| AnomalyTransformer        |          2         |
+| UniTS                     |          6         |
+| GANF                      |          5         |
 | Azure                     |          0         |