Update samples and Readme

.github/workflows/main.yml

@@ -20,14 +20,14 @@ jobs:
         with:
           submodules: recursive
       - name: Set up Python ${{ matrix.python }}
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python }}
       - name: Install dependencies
         run: |
           pip install -q --upgrade pip
           pip install -q scikit-learn cython
-          pip install -q --upgrade codecov coverage black flake8 codacy-coverage
+          pip install -q coverage black flake8 codacy-coverage
       - name: Build and install
         run: |
           make install
@@ -40,7 +40,7 @@ jobs:
           coverage run -m unittest discover -v -s src
           coverage xml
       - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v1
+        uses: codecov/codecov-action@v3
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           files: ./coverage.xml

README.md

@@ -33,9 +33,12 @@ python samples/sample.py -h # for more options
 
 ```bash
 cd samples
-mkdir build
+cmake -B build
 cd build
-cmake ..
-make
-./sample iris
+make sample
+./sample -f iris
+./sample -h
 ```
+
+### Based on
+[https://github.com/rmontanana/mdlp](https://github.com/rmontanana/mdlp)

pyproject.toml

@@ -21,7 +21,7 @@ dynamic = ['version']
 dependencies = ["numpy", "joblib", "scikit-learn"]
 requires-python = ">=3.9"
 classifiers = [
-    "Development Status :: 3 - Alpha",
+    "Development Status :: 4 - Beta",
     "Intended Audience :: Science/Research",
     "Intended Audience :: Developers",
     "Topic :: Software Development",
@@ -33,6 +33,7 @@ classifiers = [
     "Programming Language :: Python",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
 ]
 
 [project.urls]
@@ -40,7 +41,7 @@ Home = "https://github.com/doctorado-ml/FImdlp"
 
 [tool.black]
 line-length = 79
-target_version = ['py39', 'py310']
+target_version = ['py39', 'py310', 'py311']
 include = '\.pyi?$'
 exclude = '''
 /(

samples/CMakeLists.txt

@@ -1,5 +1,5 @@
 cmake_minimum_required(VERSION 3.20)
-project(main)
+project(sample)
 
 set(CMAKE_CXX_STANDARD 11)
 

samples/sample.py

@@ -44,10 +44,10 @@ test = FImdlp(
 now = time.time()
 test.fit(X, y)
 fit_time = time.time()
-print("Fitting: ", fit_time - now)
+print(f"Fitting ....: {fit_time - now:7.5f} seconds")
 now = time.time()
 Xt = test.transform(X)
-print("Transforming: ", time.time() - now)
+print(f"Transforming: {time.time() - now:7.5f} seconds")
 print(test.get_cut_points())
 clf = RandomForestClassifier(random_state=0)
 print(