Change project builder to hatch

Update actions in Makefile

Makefile

@@ -1,46 +1,36 @@
 SHELL := /bin/bash
 .DEFAULT_GOAL := help
-.PHONY: coverage deps help lint push test doc build
+.PHONY: audit coverage help lint test doc doc-clean build
 
 coverage:  ## Run tests with coverage
-	coverage erase
-	coverage run -m unittest -v stree.tests
-	coverage report -m
-
-deps:  ## Install dependencies
-	pip install -r requirements.txt
-
-devdeps:  ## Install development dependencies
-	pip install black pip-audit flake8 mypy coverage
+	@coverage erase
+	@coverage run -m unittest -v stree.tests
+	@coverage report -m
 
 lint:  ## Lint and static-check
-	black stree
-	flake8 stree
-	mypy stree
-
-push:  ## Push code with tags
-	git push && git push --tags
+	@black stree
+	@flake8 stree
 
 test:  ## Run tests
-	python -m unittest -v stree.tests
+	@python -m unittest -v stree.tests
 
 doc:  ## Update documentation
-	make -C docs --makefile=Makefile html
+	@make -C docs --makefile=Makefile html
 
 build:  ## Build package
-	rm -fr dist/*
-	rm -fr build/*
-	python setup.py sdist bdist_wheel
+	@rm -fr dist/*
+	@rm -fr build/*
+	@hatch build
 
-doc-clean:  ## Update documentation
-	make -C docs --makefile=Makefile clean
+doc-clean:  ## Clean documentation folders
+	@make -C docs --makefile=Makefile clean
 
 audit: ## Audit pip
-	pip-audit
+	@pip-audit
 
-help: ## Show help message
+help: ## Show this help message
 	@IFS=$$'\n' ; \
-	help_lines=(`fgrep -h "##" $(MAKEFILE_LIST) | fgrep -v fgrep | sed -e 's/\\$$//' | sed -e 's/##/:/'`); \
+	help_lines=(`grep -Fh "##" $(MAKEFILE_LIST) | grep -Fv fgrep | sed -e 's/\\$$//' | sed -e 's/##/:/'`); \
 	printf "%s\n\n" "Usage: make [task]"; \
 	printf "%-20s %s\n" "task" "help" ; \
 	printf "%-20s %s\n" "------" "----" ; \

pyproject.toml

@@ -1,17 +1,10 @@
 [build-system]
-requires = ["setuptools", "scikit-learn>1.0", "numpy", "mufs"]
-build-backend = "setuptools.build_meta"
-
-[tool.setuptools]
-packages = ["stree"]
-license-files = ["LICENSE"]
-
-[tool.setuptools.dynamic]
-version = { attr = "stree.__version__" }
+requires = ["hatchling"]
+build-backend = "hatchling.build"
 
 [project]
 name = "STree"
-dependencies = ["scikit-learn>1.0", "numpy", "mufs"]
+dependencies = ["scikit-learn>1.0", "mufs"]
 license = { file = "LICENSE" }
 description = "Oblique decision tree with svm nodes."
 readme = "README.md"
@@ -45,12 +38,19 @@ classifiers = [
 ]
 
 [project.optional-dependencies]
-dev = ["black", "flake8", "mypy", "coverage"]
+dev = ["black", "flake8", "coverage", "hatch", "pip-audit"]
+doc = ["sphinx", "myst-parser", "sphinx_rtd_theme", "sphinx-autodoc-typehints"]
 
 [project.urls]
 Code = "https://github.com/Doctorado-ML/STree"
 Documentation = "https://stree.readthedocs.io/en/latest/index.html"
 
+[tool.hatch.version]
+path = "stree/_version.py"
+
+[tool.hatch.build.targets.sdist]
+include = ["/stree"]
+
 [tool.coverage.run]
 branch = true
 source = ["stree"]
@@ -62,7 +62,7 @@ fail_under = 100
 
 [tool.black]
 line-length = 79
-target_version = ['py311']
+target-version = ["py311"]
 include = '\.pyi?$'
 exclude = '''
 /(

stree/Splitter.py

@@ -414,7 +414,8 @@ class Splitter:
         )
         return tuple(
             sorted(
-                range(len(feature_list)), key=lambda sub: feature_list[sub]
+                range(len(feature_list)),
+                key=lambda sub: feature_list[sub],
             )[-max_features:]
         )
 
@@ -529,7 +530,10 @@ class Splitter:
         return entropy
 
     def information_gain(
-        self, labels: np.array, labels_up: np.array, labels_dn: np.array
+        self,
+        labels: np.array,
+        labels_up: np.array,
+        labels_dn: np.array,
     ) -> float:
         """Compute information gain of a split candidate
 

stree/Strees.py

@@ -175,7 +175,8 @@ class Stree(BaseEstimator, ClassifierMixin):
         return __version__
 
     def __call__(self) -> str:
-        """Only added to comply with scikit-learn base estimator for ensemble"""
+        """Only added to comply with scikit-learn base sestimator for ensembles
+        """
         return self.version()
 
     def _more_tags(self) -> dict:
@@ -188,7 +189,10 @@ class Stree(BaseEstimator, ClassifierMixin):
         return {"requires_y": True}
 
     def fit(
-        self, X: np.ndarray, y: np.ndarray, sample_weight: np.array = None
+        self,
+        X: np.ndarray,
+        y: np.ndarray,
+        sample_weight: np.array = None,
     ) -> "Stree":
         """Build the tree based on the dataset of samples and its labels
 
@@ -343,7 +347,11 @@ class Stree(BaseEstimator, ClassifierMixin):
         )
         node.set_down(
             self._train(
-                X_D, y_d, sw_d, depth + 1, title + f" - Down({depth+1})"
+                X_D,
+                y_d,
+                sw_d,
+                depth + 1,
+                title + f" - Down({depth+1})",
             )
         )
         return node