Major Development

.flake8

@@ -14,6 +14,7 @@ max-line-length = 120
 max-complexity = 10
 extend-ignore =
     E203,
+    F401,
 per-file-ignores =
     # imported but unused
     __init__.py: F401,F403,E402

.github/workflows/build.yml

@@ -17,13 +17,12 @@ jobs:
 
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
           cache: "pip"
-          cache-dependency-path: setup.py
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip setuptools wheel

.github/workflows/pypi-publish.yml

@@ -13,13 +13,14 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Set up Python
-        uses: actions/setup-python@v3
+        uses: actions/setup-python@v5
         with:
           python-version: "3.x"
+          cache: "pip"
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
@@ -28,9 +29,9 @@ jobs:
       - name: Extract tag name
         id: tag
         run: echo ::set-output name=TAG_NAME::$(echo $GITHUB_REF | cut -d / -f 3)
-      - name: Update version in setup.py
-        run: >-
-          sed -i "s/{{VERSION_PLACEHOLDER}}/${{ steps.tag.outputs.TAG_NAME }}/g" setup.py
+      # - name: Update version in setup.py
+      #   run: >-
+      #     sed -i "s/{{VERSION_PLACEHOLDER}}/${{ steps.tag.outputs.TAG_NAME }}/g" setup.py
       - name: Build a binary wheel
         run: >-
           python setup.py sdist bdist_wheel

.github/workflows/release.yml

@@ -6,7 +6,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
       - name: Create new patch release
         run: python .github/scripts/release.py
         env:

.gitignore

@@ -140,9 +140,6 @@ dmypy.json
 # data
 /data
 
-# cluster
-/cluster
-
 # logs
 /results
 /storage

README.md

@@ -29,7 +29,6 @@ Please follow the instructions [here](https://pytorch.org/get-started/locally/)
 
 ```bash
 pip install detectors
-pip install -q git+https://github.com/edadaltocg/detectors.git
 ```
 
 To install the latest version from the source:
@@ -144,6 +143,10 @@ print(detectors.list_pipelines())
 
 - [Documentation](https://detectors.readthedocs.io/en/latest/use_cases/)
 
+**Pypi**
+
+- [Website](https://pypi.org/project/detectors)
+
 ## Contributing
 
 As an open-source project in a rapidly developing field, we are open to contributions, whether in the form of a new feature, improved infra, or better documentation.
@@ -178,11 +181,12 @@ The detection of Out-of-Distribution (OOD) has created a new way of securing mac
 If you find this repository useful, please consider giving it a star 🌟 and citing it as below:
 
 ```bibtex
-@software{detectors,
-author = {},
-title = {Detectors: Generalized Out-Of-Distribution Detection Library},
+@software{detectors2023,
+author = {Eduardo Dadalto},
+title = {Detectors: a Python Library for Generalized Out-Of-Distribution Detection},
 url = {https://github.com/edadaltocg/detectors},
+doi = {https://doi.org/10.5281/zenodo.7883596},
 month = {5},
 year = {2023}
 }
-```
+```

docs/source/detectors.aggregations.rst

@@ -44,6 +44,14 @@ detectors.aggregations.mahalanobis module
    :undoc-members:
    :show-inheritance:
 
+detectors.aggregations.power module
+-----------------------------------
+
+.. automodule:: detectors.aggregations.power
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.aggregations.quantile module
 --------------------------------------
 

docs/source/detectors.data.rst

@@ -4,6 +4,14 @@ detectors.data package
 Submodules
 ----------
 
+detectors.data.300k\_random\_images module
+------------------------------------------
+
+.. automodule:: detectors.data.300k_random_images
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.data.cifar\_wrapper module
 ------------------------------------
 
@@ -100,6 +108,14 @@ detectors.data.mos module
    :undoc-members:
    :show-inheritance:
 
+detectors.data.ninco\_ssb\_clean module
+---------------------------------------
+
+.. automodule:: detectors.data.ninco_ssb_clean
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.data.noise module
 ---------------------------
 
@@ -148,6 +164,14 @@ detectors.data.tiny\_imagenet\_r\_c module
    :undoc-members:
    :show-inheritance:
 
+detectors.data.utils module
+---------------------------
+
+.. automodule:: detectors.data.utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.data.wilds\_ds module
 -------------------------------
 

docs/source/detectors.methods.rst

@@ -12,6 +12,22 @@ detectors.methods.ae module
    :undoc-members:
    :show-inheritance:
 
+detectors.methods.argmax module
+-------------------------------
+
+.. automodule:: detectors.methods.argmax
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+detectors.methods.ash module
+----------------------------
+
+.. automodule:: detectors.methods.ash
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.methods.bats module
 -----------------------------
 
@@ -100,6 +116,14 @@ detectors.methods.gram module
    :undoc-members:
    :show-inheritance:
 
+detectors.methods.igeood\_features module
+-----------------------------------------
+
+.. automodule:: detectors.methods.igeood_features
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.methods.igeood\_logits module
 ---------------------------------------
 
@@ -116,6 +140,14 @@ detectors.methods.kl\_matching module
    :undoc-members:
    :show-inheritance:
 
+detectors.methods.knn\_cosine module
+------------------------------------
+
+.. automodule:: detectors.methods.knn_cosine
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.methods.knn\_euclides module
 --------------------------------------
 
@@ -124,6 +156,22 @@ detectors.methods.knn\_euclides module
    :undoc-members:
    :show-inheritance:
 
+detectors.methods.knn\_projection module
+----------------------------------------
+
+.. automodule:: detectors.methods.knn_projection
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+detectors.methods.l1norm module
+-------------------------------
+
+.. automodule:: detectors.methods.l1norm
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.methods.logit\_norm module
 ------------------------------------
 
@@ -140,6 +188,14 @@ detectors.methods.mahalanobis module
    :undoc-members:
    :show-inheritance:
 
+detectors.methods.masf module
+-----------------------------
+
+.. automodule:: detectors.methods.masf
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.methods.max\_logits module
 ------------------------------------
 
@@ -204,6 +260,22 @@ detectors.methods.openmax module
    :undoc-members:
    :show-inheritance:
 
+detectors.methods.plugin\_bb module
+-----------------------------------
+
+.. automodule:: detectors.methods.plugin_bb
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+detectors.methods.pnml module
+-----------------------------
+
+.. automodule:: detectors.methods.pnml
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.methods.projection module
 -----------------------------------
 
@@ -244,6 +316,22 @@ detectors.methods.relative\_mahalanobis module
    :undoc-members:
    :show-inheritance:
 
+detectors.methods.residual module
+---------------------------------
+
+.. automodule:: detectors.methods.residual
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+detectors.methods.she module
+----------------------------
+
+.. automodule:: detectors.methods.she
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.methods.ssd module
 ----------------------------
 

docs/source/detectors.models.rst

@@ -12,6 +12,14 @@ detectors.models.densenet module
    :undoc-members:
    :show-inheritance:
 
+detectors.models.dino module
+----------------------------
+
+.. automodule:: detectors.models.dino
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.models.resnet module
 ------------------------------
 

docs/source/detectors.pipelines.rst

@@ -20,6 +20,22 @@ detectors.pipelines.covariate\_drift module
    :undoc-members:
    :show-inheritance:
 
+detectors.pipelines.drift module
+--------------------------------
+
+.. automodule:: detectors.pipelines.drift
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+detectors.pipelines.misclassif module
+-------------------------------------
+
+.. automodule:: detectors.pipelines.misclassif
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 detectors.pipelines.ood module
 ------------------------------
 
@@ -36,10 +52,18 @@ detectors.pipelines.osr module
    :undoc-members:
    :show-inheritance:
 
-detectors.pipelines.ttoodda module
-----------------------------------
+detectors.pipelines.sc module
+-----------------------------
+
+.. automodule:: detectors.pipelines.sc
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+detectors.pipelines.scod module
+-------------------------------
 
-.. automodule:: detectors.pipelines.ttoodda
+.. automodule:: detectors.pipelines.scod
    :members:
    :undoc-members:
    :show-inheritance:

docs/source/detectors.preprocessing.rst

@@ -0,0 +1,21 @@
+detectors.preprocessing package
+===============================
+
+Submodules
+----------
+
+detectors.preprocessing.basics module
+-------------------------------------
+
+.. automodule:: detectors.preprocessing.basics
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: detectors.preprocessing
+   :members:
+   :undoc-members:
+   :show-inheritance: