release v0.1.7a0 - initial commit

Author: xRiskLab

.github/workflows/ci.yml

@@ -11,7 +11,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.9', '3.10', '3.11', '3.12']
+        python-version: ['3.9', '3.10', '3.11', '3.12', '3.13', '3.14']
 
     steps:
     - uses: actions/checkout@v4

.github/workflows/compatibility.yml

@@ -21,6 +21,12 @@ jobs:
           - python-version: '3.12'
             python-version-short: 'py312'
             sklearn-version: '1.6.1'
+          - python-version: '3.13'
+            python-version-short: 'py313'
+            sklearn-version: 'latest'
+          - python-version: '3.14'
+            python-version-short: 'py314'
+            sklearn-version: 'latest'
 
     steps:
     - uses: actions/checkout@v4

Makefile

@@ -1,6 +1,6 @@
 # FastWoe Development Makefile
 
-.PHONY: help install test lint format typecheck typecheck-strict clean check-all
+.PHONY: help install test test-all lint format typecheck typecheck-strict clean check-all
 
 help:  ## Show this help message
 	@echo "FastWoe Development Commands:"
@@ -10,9 +10,17 @@ help:  ## Show this help message
 install:  ## Install development dependencies
 	uv sync --dev
 
-test:  ## Run tests
+test:  ## Run tests (current Python)
 	uv run pytest
 
+test-all:  ## Run tests across all supported Python versions (3.9 → 3.14)
+	@for ver in 3.9 3.10 3.11 3.12 3.13 3.14; do \
+		echo "\n▶ Python $$ver"; \
+		uv run --python $$ver pytest tests/ -q -m "not compatibility" || exit 1; \
+	done
+	@echo "\n✅ All versions passed"
+
+
 lint:  ## Run linting
 	uv run ruff check fastwoe
 

README.md

@@ -469,7 +469,7 @@ print(summary[['feature', 'monotonic_constraint']])
 - Performance may be slightly different but more interpretable
 - Essential for regulatory compliance in credit scoring
 
-For a complete example, see [examples/monotonic_constraints_example.py](examples/monotonic_constraints_example.py).
+For a complete example, see [examples/scripts/fastwoe_monotonic.py](examples/scripts/fastwoe_monotonic.py).
 
 ## 📋 API Reference