Add graphviz representation of the tree

This commit is contained in:
2022-03-30 11:58:16 +02:00
parent 82838fa3e0
commit d6c99e9e56
3 changed files with 55 additions and 0 deletions

View File

@@ -145,6 +145,30 @@ class Snode:
except IndexError:
self._class = None
def graph(self):
"""
Return a string representing the node in graphviz format
"""
output = ""
count_values = np.unique(self._y, return_counts=True)
if self.is_leaf():
output += (
f'N{id(self)} [shape=box style=filled label="'
f"class={self._class} belief={self._belief: .3f} "
f"impurity={self._impurity:.3f} "
f'classes/samples={count_values}"];\n'
)
else:
output += (
f'N{id(self)} [label="#features={len(self._features)} '
f'classes/samples={count_values}"];\n'
)
output += f'N{id(self)} -> N{id(self.get_up())} [label="Up"];\n'
output += (
f'N{id(self)} -> N{id(self.get_down())} [label="Down"];\n'
)
return output
def __str__(self) -> str:
count_values = np.unique(self._y, return_counts=True)
if self.is_leaf():

View File

@@ -476,6 +476,20 @@ class Stree(BaseEstimator, ClassifierMixin):
tree = None
return Siterator(tree)
def graph(self) -> str:
"""Graphviz code representing the tree
Returns
-------
str
graphviz code
"""
output = "digraph STree {\n"
for node in self:
output += node.graph()
output += "}\n"
return output
def __str__(self) -> str:
"""String representation of the tree

View File

@@ -666,3 +666,20 @@ class Stree_test(unittest.TestCase):
def test_version(self):
clf = Stree()
self.assertEqual(__version__, clf.version())
def test_graph(self):
X, y = load_wine(return_X_y=True)
clf = Stree(random_state=self._random_state)
clf.fit(X, y)
expected_head = "digraph STree {\n"
expected_tail = (
' [shape=box style=filled label="class=1 belief= '
'1.000 impurity=0.000 classes/samples=(array([1]), array([1]))"]'
";\n}\n"
)
computed = clf.graph()
computed_head = computed[: len(expected_head)]
num = -len(expected_tail)
computed_tail = computed[num:]
self.assertEqual(computed_head, expected_head)
self.assertEqual(computed_tail, expected_tail)