def test_build_tree_rec_leaf(self):
fLabel = randbool()
listInst = [dtree.Instance([], fLabel)] * random.randint(1, 3)
dt = dtree.build_tree_rec([], listInst, 0.0, -1)
self.assert_dt_members(dt)
self.assertTrue(dt.is_leaf(), "dt was not a leaf")
self.assertEqual(dt.fLabel, fLabel)
def test_build_tree_rec_leaf(self):
fLabel = randbool()
listInst = [dtree.Instance([],fLabel)]*random.randint(1,3)
dt = dtree.build_tree_rec([],listInst,0.0,-1)
self.assert_dt_members(dt)
self.assertTrue(dt.is_leaf(), "dt was not a leaf")
self.assertEqual(dt.fLabel, fLabel)
def test_build_tree_rec_stump(self):
pairBounds = (5,10)
build_list_inst_bool = (lambda f:
[dtree.Instance([int(f),randbool()],fLabel=f)
for _ in xrange(random.randint(*pairBounds))])
listInst = build_list_inst_bool(True) + build_list_inst_bool(False)
setIxAttr = set(range(2))
dt = dtree.build_tree_rec(setIxAttr, listInst, 0.0,-1)
self.assertTrue(dt.is_node(), "dt was not a node")
self.assertEqual(dt.ixAttr, 0)
dt0 = dt.dictChildren[0]
dt1 = dt.dictChildren[1]
for dtChild,fExpected in ((dt0,False), (dt1,True)):
self.assertTrue(dtChild.is_leaf(), "dtChild was not a leaf")
self.assertEqual(dtChild.fLabel, fExpected)
def test_build_tree_rec_stump(self):
pairBounds = (5, 10)
build_list_inst_bool = (lambda f: [
dtree.Instance([int(f), randbool()], fLabel=f)
for _ in xrange(random.randint(*pairBounds))
])
listInst = build_list_inst_bool(True) + build_list_inst_bool(False)
setIxAttr = set(range(2))
dt = dtree.build_tree_rec(setIxAttr, listInst, 0.0, -1)
self.assertTrue(dt.is_node(), "dt was not a node")
self.assertEqual(dt.ixAttr, 0)
dt0 = dt.dictChildren[0]
dt1 = dt.dictChildren[1]
for dtChild, fExpected in ((dt0, False), (dt1, True)):
self.assertTrue(dtChild.is_leaf(), "dtChild was not a leaf")
self.assertEqual(dtChild.fLabel, fExpected)
