semicart added and db_weights to calc what it needs and CI/CD added

.github/workflows/python_package.yaml

@@ -0,0 +1,71 @@
+name: Python package
+
+on:
+  push:
+    tags:
+      - 'v*.*.*'
+  pull_request:
+    branches:
+      - main
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v2
+
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: '3.x'
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install setuptools wheel
+          pip install -r requirements.txt
+
+      - name: Build the package
+        run: |
+          python setup.py sdist bdist_wheel
+
+      - name: Install the package
+        run: |
+          pip install dist/*.whl
+
+      - name: Run tests
+        run: |
+          pip install pytest
+          pytest
+
+  release:
+    needs: build
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v2
+
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: '3.x'
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install setuptools wheel
+
+      - name: Build the package
+        run: |
+          python setup.py sdist bdist_wheel
+
+      - name: Publish to PyPI
+        env:
+          TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
+          TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+        run: |
+          python -m pip install --upgrade twine
+          twine upload dist/*

.gitignore

@@ -0,0 +1,163 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+.idea/

requirements.txt

@@ -0,0 +1,6 @@
+numpy==2.0.0
+scikit-learn==1.5.1
+scipy==1.14.0
+joblib==1.4.2
+db-weights==0.0.7
+tqdm==4.66.4

semicart/__init__.py

@@ -1,2 +1 @@
 from .semicart import SemiCARTClassifier, tuning_params
-from .weights import WeightCalculator

semicart/semicart.py

@@ -1,8 +1,7 @@
 import numpy as np
 from tqdm import tqdm
 from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score
-
-from .weights import WeightCalculator
+from db_weights.weights import WeightCalculator
 
 
 class DecisionNode:

setup.py

@@ -11,15 +11,15 @@
     description="Building semi-supervised decision trees with semi-cart algorithm",
     long_description="SemiCart is an algorithm based on CART that uses the weights of test data to improve prediction accuracy. This algorithm employs calculation methods such as Nearest Neighbor and metrics like Euclidean and Mahalanobis distances to determine the weights, more infor: https://link.springer.com/article/10.1007/s13042-024-02161-z",
     long_description_content_type="text/markdown",
-    url="https://github.com/abedinia/semicart",
+    url="https://github.com/WeightedBasedAI/semicart",
     packages=find_packages(),
     install_requires=[
-        'numpy',
-        'scikit-learn',
-        'scipy',
-        'joblib',
-        'logging',
-        'tqdm'
+        'numpy==2.0.0',
+        'scikit-learn==1.5.1',
+        'scipy==1.14.0',
+        'joblib==1.4.2',
+        'db-weights==0.0.7',
+        'tqdm==4.66.4'
     ],
     classifiers=[
         "Programming Language :: Python :: 3",