Feature/security attribute inference attacks

.github/workflows/publish-pypi-workflow.yml

@@ -0,0 +1,51 @@
+name: Publish PyPI
+
+on:
+    workflow_dispatch:
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/create-github-app-token@v1
+        id: app-token
+        with:
+          app-id: ${{ secrets.APPLICATION_ID }}
+          private-key: ${{ secrets.APPLICATION_PRIVATE_KEY }}
+
+      - name: Checkout code
+        uses: actions/checkout@v4.2.2
+        with:
+          fetch-tags: true
+          fetch-depth: 0
+          ref: main
+          token: ${{ steps.app-token.outputs.token }} # Needed to trigger other actions
+
+      - name: Set up Python
+        uses: actions/setup-python@v5.3.0
+        with:
+            python-version: "3.9"
+
+      - name: Install dependencies
+        run: |
+            python -m pip install --upgrade pip
+            pip install hatch
+
+      - name: Get Latest Release Version
+        id: get_release
+        run: |
+            latest_tag=$(git describe --tags `git rev-list --tags --max-count=1`)
+            echo "Latest release version: $latest_tag"
+            echo "tag=$latest_tag" >> $GITHUB_ENV # Save the tag to an environment variable
+
+      - name: Publish to PyPI
+        env:
+            HATCH_INDEX_USER: __token__
+            HATCH_INDEX_AUTH: ${{ secrets.PYPI_TOKEN }}
+        run: |
+            hatch build
+            hatch publish
+
+
+
+

.github/workflows/publish-workflow.yml → .github/workflows/publish-slack-workflow.yml

@@ -1,4 +1,4 @@
-name: Publish and Notification
+name: Slack Notification
 
 on:
     workflow_dispatch:
@@ -21,42 +21,26 @@ jobs:
           ref: main
           token: ${{ steps.app-token.outputs.token }} # Needed to trigger other actions
 
-      - name: Set up Python
-        uses: actions/setup-python@v5.3.0
-        with:
-            python-version: "3.9"
-
-      - name: Install dependencies
-        run: |
-            python -m pip install --upgrade pip
-            pip install hatch
-
       - name: Get Latest Release Version
         id: get_release
         run: |
             latest_tag=$(git describe --tags `git rev-list --tags --max-count=1`)
             echo "Latest release version: $latest_tag"
             echo "tag=$latest_tag" >> $GITHUB_ENV # Save the tag to an environment variable
 
-      - name: Publish to PyPI
-        env:
-            HATCH_INDEX_USER: __token__
-            HATCH_INDEX_AUTH: ${{ secrets.PYPI_TOKEN }}
-        run: |
-            hatch build
-            hatch publish
-
       - name: Post to a Slack channel
         id: slack
         uses: slackapi/slack-github-action@v2.0.0
         with:
-          channel-id: "${{ vars.SLACK_CHANNEL_ID }}"
+          method: chat.postMessage
+          token: ${{ secrets.SLACK_BOT_TOKEN }}
           payload: |
             {
+              "channel": "${{ vars.SLACK_CHANNEL_ID }}",
+              "text": "Release holisticai *v${{env.tag}}* is on the way :rocket:",
               "attachments": [
               {
                 "color": "#36a64f",
-                "pretext": "Release holisticai *v${{env.tag}}* is on the way :rocket:",
                 "fields": [
                   {
                     "title": "Release Notes",
@@ -77,9 +61,3 @@ jobs:
               }
               ]
             }
-        env:
-          SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}
-
-
-
-

CHANGELOG.md

@@ -2,8 +2,28 @@
 
 All notable changes to this project will be documented in this file.
 
+## [1.0.12] - 2025-02-12
+
+### 🐛 Bug Fixes
+
+- Update publish-workflow.yml (#283)
+
+### ⚙️ Miscellaneous Tasks
+
+- Update Workflow Names (#284)
+
+## [1.0.11] - 2024-12-12
+
+### ⚙️ Miscellaneous Tasks
+
+- Update release workflows  (#282)
+
 ## [1.0.7] - 2024-11-01
 
+### 💼 Other
+
+- Develop -> main (#260)
+
 ### 📚 Documentation
 
 - Update Documentation (#235)
@@ -12,10 +32,6 @@ All notable changes to this project will be documented in this file.
 
 - Fix documentation (#233)
 
-### Merge
-
-- Develop -> main (#260)
-
 ## [1.0.6] - 2024-09-23
 
 ### 🚀 Features
@@ -216,7 +232,7 @@ All notable changes to this project will be documented in this file.
 
 - Release new mitigation techniques (#4)
 
-### Bump
+### 💼 Other
 
 - Version 0.2.0 → 0.3.0
 
@@ -226,7 +242,7 @@ All notable changes to this project will be documented in this file.
 
 - Test new version
 
-### Bump
+### 💼 Other
 
 - Version 0.1.3 → 0.1.4
 
@@ -240,13 +256,13 @@ All notable changes to this project will be documented in this file.
 - Remove unused imports
 - Test new version
 
+### 💼 Other
+
+- Version 0.1.1 → 0.1.2
+
 ### 🚜 Refactor
 
 - Second commit
 - Remove .idea directory
 
-### Bump
-
-- Version 0.1.1 → 0.1.2
-
 <!-- generated by git-cliff -->

README.md

@@ -30,6 +30,7 @@ Holistic AI currently focuses on five verticals of AI trustworthiness:
 
 ```bash
 pip install holisticai  # Basic installation
+pip install holisticai[datasets]  # add datasets and plot dependencies
 pip install holisticai[bias]  # Bias mitigation support
 pip install holisticai[explainability]  # For explainability metrics and plots
 pip install holisticai[all]  # Install all packages for bias and explainability

docs/source/getting_started/install.rst

@@ -9,7 +9,10 @@ You can install the library with `pip` using the following command:
 
   # Basic installation of the library 
   pip install holisticai
-
+
+  # Additional packages for handle datasets and visualization 
+  pip install holisticai[datasets]
+
   # bias mitigation support
   pip install holisticai[bias] 
 

pyproject.toml

@@ -25,19 +25,17 @@ classifiers = [
 dependencies = [
   "scikit-learn>=1.0.2",
   "pandas",
-  "matplotlib",
-  "networkx>=3.1",
-  "seaborn",
   "numpy>=1.25",
   "pybind11>=2.12",
   "pyarrow"
   ]
 
 [project.optional-dependencies]
+datasets = ["networkx>=3.1", "matplotlib", "seaborn",   "pybind11>=2.12",  "pyarrow", "fastparquet"]
 bias = ["networkx>=3.1", "pygad==3.3.1", "jax>=0.4.30", "jaxopt>=0.8.3", "optax>=0.2.3", "flax>=0.8.5"]
 explainability = ["lime>=0.2.0.1", "shap>=0.42.1"]
 security = ["jax>=0.4.30", "jaxopt>=0.8.3"]
-all = ["networkx>=3.1", "pygad==3.3.1", "lime>=0.2.0.1", "shap>=0.42.1",  "jax>=0.4.30", "jaxopt>=0.8.3", "optax>=0.2.3", "flax>=0.8.5"]
+all = ["networkx>=3.1", "pygad==3.3.1", "lime>=0.2.0.1", "shap>=0.42.1",  "jax>=0.4.30", "jaxopt>=0.8.3", "optax>=0.2.3", "flax>=0.8.5", "networkx>=3.1", "matplotlib", "seaborn",   "pybind11>=2.12",  "pyarrow", "fastparquet"]
 
 [project.urls]
 Documentation = "https://github.com/holistic-ai/holisticai#readme"
@@ -118,7 +116,9 @@ dependencies = [
   "jax",
   "jaxopt",
   "optax",
-  "flax"
+  "flax",
+  "pyarrow==19.0.0", 
+  "fastparquet"
 ]
 env-vars = { PYTHONPATH = "src" }
 
@@ -130,4 +130,7 @@ foo = ["which python"]
 env-vars = { PYTHONPATH = "src" }
 
 [tool.hatch.build.targets.wheel]
-packages = ["src/holisticai"]
+packages = [
+  "src/holisticai",
+]
+

ruff_default.toml

@@ -168,7 +168,7 @@ select = [
     "ICN001",
     "ICN002",
     "ICN003",
-    "INP001",
+    #"INP001",
     "INT001",
     "INT002",
     "INT003",

src/holisticai/__about__.py

@@ -1 +1 @@
-__version__ = "1.0.9"
+__version__ = "1.0.14"

src/holisticai/__init__.py

@@ -0,0 +1 @@
+

src/holisticai/bias/metrics/_classification.py

@@ -4,6 +4,10 @@
 import numpy as np
 import pandas as pd
 
+# Efficacy metrics
+from sklearn.metrics import accuracy_score, confusion_matrix, roc_auc_score
+from sklearn.neighbors import NearestNeighbors
+
 # utils
 from holisticai.utils._validation import (
     _array_like_to_numpy,
@@ -13,10 +17,6 @@
     _regression_checks,
 )
 
-# Efficacy metrics
-from sklearn.metrics import accuracy_score, confusion_matrix, roc_auc_score
-from sklearn.neighbors import NearestNeighbors
-
 
 def _group_success_rate(g, y):
     """Group success rate.

src/holisticai/bias/metrics/_clustering.py

@@ -1,7 +1,5 @@
 import numpy as np
 import pandas as pd
-from holisticai.utils._recommender_tools import entropy
-from holisticai.utils._validation import _clustering_checks
 
 # sklearn imports
 from sklearn.metrics import (
@@ -10,6 +8,9 @@
     silhouette_samples,
 )
 
+from holisticai.utils._recommender_tools import entropy
+from holisticai.utils._validation import _clustering_checks
+
 
 def cluster_balance(group_a, group_b, y_pred):
     """Cluster Balance

src/holisticai/bias/metrics/_recommender.py

@@ -2,6 +2,9 @@
 import numpy as np
 import pandas as pd
 
+# sklearn imports
+from sklearn.metrics import mean_absolute_error
+
 # utils
 from holisticai.utils import mat_to_binary, normalize_tensor
 
@@ -16,9 +19,6 @@
 )
 from holisticai.utils._validation import _recommender_checks
 
-# sklearn imports
-from sklearn.metrics import mean_absolute_error
-
 
 def aggregate_diversity(mat_pred, top=None, thresh=0.5, normalize=False):
     r"""Aggregate Diversity

src/holisticai/bias/mitigation/commons/disparate_impact_remover/_numerical_repairer.py

@@ -1,7 +1,5 @@
 from __future__ import annotations
 
-from typing import Optional
-
 from holisticai.bias.mitigation.commons.disparate_impact_remover._categorical_repairer import CategoricalRepairer
 from holisticai.bias.mitigation.commons.disparate_impact_remover._utils import (
     freedman_diaconis_bin_size as bin_calculator,
@@ -46,7 +44,7 @@ def __init__(
         feature_to_repair: int,
         repair_level: float,
         kdd: bool = False,
-        features_to_ignore: Optional[list[str]] = None,
+        features_to_ignore: list[str] | None = None,
     ):
         if features_to_ignore is None:
             features_to_ignore = []