def test_Tree(self):
tree = Tree.TreeNode(None, 'root', label=0)
self.assertEqual(tree.GetLevel(), 0)
self.assertEqual(tree.GetName(), 'root')
self.assertEqual(tree.GetData(), None)
self.assertEqual(tree.GetTerminal(), False)
self.assertEqual(tree.GetLabel(), 0)
self.assertEqual(tree.GetParent(), None)
self.assertEqual(tree.GetChildren(), [])
for i in range(3):
child = tree.AddChild('child {0}'.format(i),
i + 1,
data={'key': 'value'})
self.assertEqual(child.GetLevel(), 1)
self.assertEqual(child.GetName(), 'child {0}'.format(i))
self.assertEqual(child.GetData(), {'key': 'value'})
self.assertEqual(child.GetLabel(), i + 1)
self.assertEqual(child.GetParent(), tree)
self.assertEqual(child.GetChildren(), [])
children = tree.GetChildren()
self.assertEqual(len(children), 3)
children[0].AddChild('terminal', 4, isTerminal=True)
s = str(tree)
self.assertIn('root', s)
self.assertIn(' terminal', s)
self.assertIn(' child 2', s)
tree.NameTree(['a', 'b', 'c', 'd', 'e'])
self.assertEqual(str(tree), 'a\n b\n terminal\n c\n d\n')
tree.PruneChild(children[1])
self.assertEqual(str(tree), 'a\n b\n terminal\n d\n')
f = StringIO()
with redirect_stdout(f):
tree.Print(showData=True)
s = f.getvalue()
self.assertIn('value', s)
self.assertIn('None', s)
f = StringIO()
with redirect_stdout(f):
tree.Print()
s = f.getvalue()
self.assertNotIn('value', s)
self.assertNotIn('None', s)
tree.Destroy()
self.assertEqual(str(tree), 'a\n')
def test_Tree(self):
tree = Tree.TreeNode(None, 'root', label=0)
self.assertEqual(tree.GetLevel(), 0)
self.assertEqual(tree.GetName(), 'root')
self.assertEqual(tree.GetData(), None)
self.assertEqual(tree.GetTerminal(), False)
self.assertEqual(tree.GetLabel(), 0)
self.assertEqual(tree.GetParent(), None)
self.assertEqual(tree.GetChildren(), [])
for i in range(3):
child = tree.AddChild('child {0}'.format(i), i + 1, data={'key': 'value'})
self.assertEqual(child.GetLevel(), 1)
self.assertEqual(child.GetName(), 'child {0}'.format(i))
self.assertEqual(child.GetData(), {'key': 'value'})
self.assertEqual(child.GetLabel(), i + 1)
self.assertEqual(child.GetParent(), tree)
self.assertEqual(child.GetChildren(), [])
children = tree.GetChildren()
self.assertEqual(len(children), 3)
children[0].AddChild('terminal', 4, isTerminal=True)
s = str(tree)
self.assertIn('root', s)
self.assertIn(' terminal', s)
self.assertIn(' child 2', s)
tree.NameTree(['a', 'b', 'c', 'd', 'e'])
self.assertEqual(str(tree), 'a\n b\n terminal\n c\n d\n')
tree.PruneChild(children[1])
self.assertEqual(str(tree), 'a\n b\n terminal\n d\n')
f = StringIO()
with redirect_stdout(f):
tree.Print(showData=True)
s = f.getvalue()
self.assertIn('value', s)
self.assertIn('None', s)
f = StringIO()
with redirect_stdout(f):
tree.Print()
s = f.getvalue()
self.assertNotIn('value', s)
self.assertNotIn('None', s)
tree.Destroy()
self.assertEqual(str(tree), 'a\n')
def testSaveState(self):
fName = os.path.join(RDConfig.RDCodeDir, 'ML/Descriptors/test_data', 'molcalc.dsc')
with open(fName, 'r') as inTF:
buf = inTF.read().replace('\r\n', '\n').encode('utf-8')
inTF.close()
inF = BytesIO(buf)
calc = cPickle.load(inF)
self.assertEqual(calc.GetDescriptorNames(), tuple(self.descs))
self.assertEqual(calc.GetDescriptorVersions(), tuple(self.vers))
self._testVals(calc, self.testD)
f = StringIO()
with redirect_stdout(f):
calc.ShowDescriptors()
s = f.getvalue()
for name in calc.GetDescriptorNames():
self.assertIn(name, s)
self.assertIn('Wildman-Crippen LogP value', calc.GetDescriptorSummaries())
self.assertIn('N/A', calc.GetDescriptorSummaries())
funcs = calc.GetDescriptorFuncs()
self.assertEqual(len(funcs), len(self.descs))
for f in funcs:
self.assertTrue(callable(f))
def test1(self):
# " testing pruning with known results "
oPts = [
[0, 0, 1, 0],
[0, 1, 1, 1],
[1, 0, 1, 1],
[1, 1, 0, 0],
[1, 1, 1, 1],
]
tPts = oPts + [[0, 1, 1, 0], [0, 1, 1, 0]]
tree = ID3.ID3Boot(oPts, attrs=range(3), nPossibleVals=[2] * 4)
err, badEx = CrossValidate.CrossValidate(tree, oPts)
assert err == 0.0, 'bad initial error'
assert len(badEx) == 0, 'bad initial error'
# prune with original data, shouldn't do anything
f = StringIO()
with redirect_stdout(f):
PruneTree._verbose = True
newTree, err = PruneTree.PruneTree(tree, [], oPts)
PruneTree._verbose = False
self.assertIn('Pruner', f.getvalue())
assert newTree == tree, 'improper pruning'
# prune with train data
newTree, err = PruneTree.PruneTree(tree, [], tPts)
assert newTree != tree, 'bad pruning'
assert feq(err, 0.14286), 'bad error result'
def test_exampleCode(self):
# We make sure that the example code runs
f = StringIO()
with redirect_stdout(f):
_exampleCode()
s = f.getvalue()
self.assertIn('[58, 75, 78, 84]', s)
def test1(self):
# " testing pruning with known results "
oPts = [
[0, 0, 1, 0],
[0, 1, 1, 1],
[1, 0, 1, 1],
[1, 1, 0, 0],
[1, 1, 1, 1],
]
tPts = oPts + [[0, 1, 1, 0], [0, 1, 1, 0]]
tree = ID3.ID3Boot(oPts, attrs=range(3), nPossibleVals=[2] * 4)
err, badEx = CrossValidate.CrossValidate(tree, oPts)
assert err == 0.0, 'bad initial error'
assert len(badEx) == 0, 'bad initial error'
# prune with original data, shouldn't do anything
f = StringIO()
with redirect_stdout(f):
PruneTree._verbose = True
newTree, err = PruneTree.PruneTree(tree, [], oPts)
PruneTree._verbose = False
self.assertIn('Pruner', f.getvalue())
assert newTree == tree, 'improper pruning'
# prune with train data
newTree, err = PruneTree.PruneTree(tree, [], tPts)
assert newTree != tree, 'bad pruning'
assert feq(err, 0.14286), 'bad error result'
def test_CrossValidate(self):
# We just check here that the code works
net, _ = self._trainExamples(self.orExamples)
percentage, badExamples = CrossValidate(net, self.orExamples, 0.2)
self.assertEqual(percentage, 1.0 / 4)
self.assertEqual(len(badExamples), 1)
percentage, badExamples = CrossValidate(net, self.orExamples,
self.trainTol)
self.assertEqual(percentage, 0.0)
self.assertEqual(len(badExamples), 0)
net, cvError = CrossValidationDriver(self.orExamples + self.orExamples,
silent=True)
self.assertEqual(cvError, 0.5)
net, cvError = CrossValidationDriver(self.orExamples + self.orExamples,
silent=True,
replacementSelection=True)
self.assertEqual(cvError, 0.0)
net, cvError = CrossValidationDriver(self.orExamples + self.orExamples,
silent=True,
calcTotalError=True)
self.assertEqual(cvError, 0.25)
f = StringIO()
with redirect_stdout(f):
CrossValidationDriver(self.orExamples + self.orExamples)
def test_exampleCode(self):
# We make sure that the example code runs
f = StringIO()
with redirect_stdout(f):
_exampleCode()
s = f.getvalue()
self.assertIn('[58, 75, 78, 84]', s)
def test_CrossValidate(self):
# We just check here that the code works
net, _ = self._trainExamples(self.orExamples)
percentage, badExamples = CrossValidate(net, self.orExamples, 0.2)
self.assertEqual(percentage, 1.0 / 4)
self.assertEqual(len(badExamples), 1)
percentage, badExamples = CrossValidate(net, self.orExamples, self.trainTol)
self.assertEqual(percentage, 0.0)
self.assertEqual(len(badExamples), 0)
net, cvError = CrossValidationDriver(self.orExamples + self.orExamples, silent=True)
self.assertEqual(cvError, 0.5)
net, cvError = CrossValidationDriver(self.orExamples + self.orExamples, silent=True,
replacementSelection=True)
self.assertEqual(cvError, 0.0)
net, cvError = CrossValidationDriver(self.orExamples + self.orExamples, silent=True,
calcTotalError=True)
self.assertEqual(cvError, 0.25)
f = StringIO()
with redirect_stdout(f):
CrossValidationDriver(self.orExamples + self.orExamples)
def testSaveState(self):
fName = os.path.join(RDConfig.RDCodeDir, 'ML/Descriptors/test_data', 'molcalc.dsc')
with open(fName, 'r') as inTF:
buf = inTF.read().replace('\r\n', '\n').encode('utf-8')
inTF.close()
inF = BytesIO(buf)
calc = cPickle.load(inF)
self.assertEqual(calc.GetDescriptorNames(), tuple(self.descs))
self.assertEqual(calc.GetDescriptorVersions(), tuple(self.vers))
self._testVals(calc, self.testD)
f = StringIO()
with redirect_stdout(f):
calc.ShowDescriptors()
s = f.getvalue()
for name in calc.GetDescriptorNames():
self.assertIn(name, s)
self.assertIn('Wildman-Crippen LogP value', calc.GetDescriptorSummaries())
self.assertIn('N/A', calc.GetDescriptorSummaries())
funcs = calc.GetDescriptorFuncs()
self.assertEqual(len(funcs), len(self.descs))
for f in funcs:
self.assertTrue(callable(f))
def test_Cluster(self):
""" tests the Cluster class functionality """
root = Clusters.Cluster(index=1, position=1)
c1 = Clusters.Cluster(index=10, position=10)
c1.AddChild(Clusters.Cluster(index=30, position=30))
c1.AddChild(Clusters.Cluster(index=31, position=31))
t32 = Clusters.Cluster(index=32, position=32)
c1.AddChild(t32)
c2 = Clusters.Cluster(index=11)
# c2.AddChild(Clusters.Cluster(index=40))
# c2.AddChild(Clusters.Cluster(index=41))
c2.AddChildren(
[Clusters.Cluster(index=40),
Clusters.Cluster(index=41)])
root.AddChild(c1)
root.AddChild(c2)
nodes = ClusterUtils.GetNodeList(root)
indices = [x.GetIndex() for x in nodes]
assert indices == [30, 31, 32, 10, 40, 41, 11, 1], 'bad indices'
subtree = root.FindSubtree(11)
self.assertEqual(
[x.GetIndex() for x in ClusterUtils.GetNodeList(subtree)],
[40, 41, 11])
self.assertFalse(root.IsTerminal())
self.assertTrue(t32.IsTerminal())
self.assertEqual(root.GetData(), None)
root.SetData(3.14)
self.assertEqual(root.GetData(), 3.14)
self.assertEqual(root.GetMetric(), 0.0)
root.SetMetric(0.1)
self.assertEqual(root.GetMetric(), 0.1)
self.assertEqual(root.GetIndex(), 1)
root.SetIndex(100)
self.assertEqual(root.GetIndex(), 100)
self.assertEqual(root.GetPointsPositions(), [30, 31, 32, []])
root.RemoveChild(c1)
self.assertEqual(
[x.GetIndex() for x in ClusterUtils.GetNodeList(root)],
[40, 41, 11, 100])
self.assertEqual(root.GetName(), 'Cluster(100)')
root.SetName('abc')
self.assertEqual(root.GetName(), 'abc')
f = StringIO()
with redirect_stdout(f):
root.Print(showData=True)
self.assertIn('abc', f.getvalue())
self.assertIn('Cluster(41)', f.getvalue())
self.assertIn('Metric', f.getvalue())
def test_exampleCode(self):
# We make sure that the example code runs
from rdkit.TestRunner import redirect_stdout
f = StringIO()
with redirect_stdout(f):
EState.EState._exampleCode()
s = f.getvalue()
self.assertIn('CC(N)C(=O)O', s)
def test_exampleCode(self):
# We make sure that the example code runs
from rdkit.TestRunner import redirect_stdout
f = StringIO()
with redirect_stdout(f):
Fingerprinter._exampleCode()
s = f.getvalue()
self.assertIn('NCCc1ccc(O)c(O)c1', s)
def test_exampleCode(self):
# We make sure that the example code runs
from rdkit.TestRunner import redirect_stdout
f = StringIO()
with redirect_stdout(f):
EState.EState._exampleCode()
s = f.getvalue()
self.assertIn('CC(N)C(=O)O', s)
def test_exampleCode(self):
# We make sure that the example code runs
from rdkit.TestRunner import redirect_stdout
f = StringIO()
with redirect_stdout(f):
Fingerprinter._exampleCode()
s = f.getvalue()
self.assertIn('NCCc1ccc(O)c(O)c1', s)
def test_exceptions(self):
self.assertRaises(ValueError, SplitData.SplitIndices, 10, -0.1)
self.assertRaises(ValueError, SplitData.SplitIndices, 10, 1.1)
f = StringIO()
with redirect_stdout(f):
SplitData.SplitIndices(10, 0.5, replacement=True, silent=False)
s = f.getvalue()
self.assertIn('Training', s)
self.assertIn('hold-out', s)
def test_exampleCode(self):
try:
f = StringIO()
with redirect_stdout(f):
Tree._exampleCode()
self.assertTrue(os.path.isfile('save.pkl'))
self.assertIn('tree==tree2 False', f.getvalue(), 'Example didn' 't run to end')
finally:
if os.path.isfile('save.pkl'):
os.remove('save.pkl')
def test_exceptions(self):
self.assertRaises(ValueError, SplitData.SplitIndices, 10, -0.1)
self.assertRaises(ValueError, SplitData.SplitIndices, 10, 1.1)
f = StringIO()
with redirect_stdout(f):
SplitData.SplitIndices(10, 0.5, replacement=True, silent=False)
s = f.getvalue()
self.assertIn('Training', s)
self.assertIn('hold-out', s)
def test_TestRun(self):
try:
f = StringIO()
with redirect_stdout(f):
CrossValidate.TestRun()
self.assertTrue(os.path.isfile('save.pkl'))
s = f.getvalue()
self.assertIn('t1 == t2 True', s)
finally:
if os.path.isfile('save.pkl'):
os.remove('save.pkl')
def test_TestRun(self):
try:
f = StringIO()
with redirect_stdout(f):
CrossValidate.TestRun()
self.assertTrue(os.path.isfile('save.pkl'))
s = f.getvalue()
self.assertIn('t1 == t2 True', s)
finally:
if os.path.isfile('save.pkl'):
os.remove('save.pkl')
def test_exampleCode(self):
try:
f = StringIO()
with redirect_stdout(f):
Tree._exampleCode()
self.assertTrue(os.path.isfile('save.pkl'))
self.assertIn('tree==tree2 False', f.getvalue(), 'Example didn'
't run to end')
finally:
if os.path.isfile('save.pkl'):
os.remove('save.pkl')
def test_Cluster(self):
""" tests the Cluster class functionality """
root = Clusters.Cluster(index=1, position=1)
c1 = Clusters.Cluster(index=10, position=10)
c1.AddChild(Clusters.Cluster(index=30, position=30))
c1.AddChild(Clusters.Cluster(index=31, position=31))
t32 = Clusters.Cluster(index=32, position=32)
c1.AddChild(t32)
c2 = Clusters.Cluster(index=11)
# c2.AddChild(Clusters.Cluster(index=40))
# c2.AddChild(Clusters.Cluster(index=41))
c2.AddChildren([Clusters.Cluster(index=40), Clusters.Cluster(index=41)])
root.AddChild(c1)
root.AddChild(c2)
nodes = ClusterUtils.GetNodeList(root)
indices = [x.GetIndex() for x in nodes]
assert indices == [30, 31, 32, 10, 40, 41, 11, 1], 'bad indices'
subtree = root.FindSubtree(11)
self.assertEqual([x.GetIndex() for x in ClusterUtils.GetNodeList(subtree)], [40, 41, 11])
self.assertFalse(root.IsTerminal())
self.assertTrue(t32.IsTerminal())
self.assertEqual(root.GetData(), None)
root.SetData(3.14)
self.assertEqual(root.GetData(), 3.14)
self.assertEqual(root.GetMetric(), 0.0)
root.SetMetric(0.1)
self.assertEqual(root.GetMetric(), 0.1)
self.assertEqual(root.GetIndex(), 1)
root.SetIndex(100)
self.assertEqual(root.GetIndex(), 100)
self.assertEqual(root.GetPointsPositions(), [30, 31, 32, []])
root.RemoveChild(c1)
self.assertEqual([x.GetIndex() for x in ClusterUtils.GetNodeList(root)], [40, 41, 11, 100])
self.assertEqual(root.GetName(), 'Cluster(100)')
root.SetName('abc')
self.assertEqual(root.GetName(), 'abc')
f = StringIO()
with redirect_stdout(f):
root.Print(showData=True)
self.assertIn('abc', f.getvalue())
self.assertIn('Cluster(41)', f.getvalue())
self.assertIn('Metric', f.getvalue())
def testRun(self):
# " test that the CrossValidationDriver runs "
examples, attrs, nPossibleVals = randomtest.GenRandomExamples(nExamples=200)
f = StringIO()
with redirect_stdout(f):
tree, frac = CrossValidate.CrossValidationDriver(examples, attrs, nPossibleVals, silent=False)
self.assertGreater(frac, 0)
self.assertEqual('Var: 1', tree.GetName())
self.assertIn('Validation error', f.getvalue())
CrossValidate.CrossValidationDriver(examples, attrs, nPossibleVals, lessGreedy=True,
calcTotalError=True, silent=True)
def test_exampleCode(self):
f = StringIO()
with redirect_stdout(f):
try:
PruneTree._testRandom()
self.assertTrue(os.path.isfile('prune.pkl'))
finally:
if os.path.isfile('orig.pkl'):
os.remove('orig.pkl')
if os.path.isfile('prune.pkl'):
os.remove('prune.pkl')
self.assertIn('pruned error', f.getvalue())
f = StringIO()
with redirect_stdout(f):
PruneTree._testSpecific()
self.assertIn('pruned holdout error', f.getvalue())
f = StringIO()
with redirect_stdout(f):
PruneTree._testChain()
self.assertIn('pruned holdout error', f.getvalue())
def test_exampleCode(self):
f = StringIO()
with redirect_stdout(f):
try:
PruneTree._testRandom()
self.assertTrue(os.path.isfile('prune.pkl'))
finally:
if os.path.isfile('orig.pkl'):
os.remove('orig.pkl')
if os.path.isfile('prune.pkl'):
os.remove('prune.pkl')
self.assertIn('pruned error', f.getvalue())
f = StringIO()
with redirect_stdout(f):
PruneTree._testSpecific()
self.assertIn('pruned holdout error', f.getvalue())
f = StringIO()
with redirect_stdout(f):
PruneTree._testChain()
self.assertIn('pruned holdout error', f.getvalue())
def test_SplitData(self):
self.assertRaises(ValueError, SplitData.SplitDataSet, None, -1.1)
self.assertRaises(ValueError, SplitData.SplitDataSet, None, 1.1)
data = list(range(10))
DataUtils.InitRandomNumbers((23, 42))
f = StringIO()
with redirect_stdout(f):
result = SplitData.SplitDataSet(data, 0.5)
self.assertEqual(set(result[0]).intersection(result[1]), set())
self.assertEqual(len(result[0]), 5)
s = f.getvalue()
self.assertIn('Training', s)
self.assertIn('hold-out', s)
def test_SplitData(self):
self.assertRaises(ValueError, SplitData.SplitDataSet, None, -1.1)
self.assertRaises(ValueError, SplitData.SplitDataSet, None, 1.1)
data = list(range(10))
DataUtils.InitRandomNumbers((23, 42))
f = StringIO()
with redirect_stdout(f):
result = SplitData.SplitDataSet(data, 0.5)
self.assertEqual(set(result[0]).intersection(result[1]), set())
self.assertEqual(len(result[0]), 5)
s = f.getvalue()
self.assertIn('Training', s)
self.assertIn('hold-out', s)
def test_DescriptorCalculator(self):
calc = Descriptors.DescriptorCalculator()
self.assertRaises(NotImplementedError, calc.ShowDescriptors)
self.assertRaises(NotImplementedError, calc.GetDescriptorNames)
self.assertRaises(NotImplementedError, calc.CalcDescriptors, None)
calc.simpleList = ['simple1', 'simple2']
calc.compoundList = ['cmpd1', 'cmpd2']
f = StringIO()
with redirect_stdout(f):
calc.ShowDescriptors()
s = f.getvalue()
for name in calc.simpleList:
self.assertIn(name, s)
for name in calc.compoundList:
self.assertIn(name, s)
def test_DescriptorCalculator(self):
calc = Descriptors.DescriptorCalculator()
self.assertRaises(NotImplementedError, calc.ShowDescriptors)
self.assertRaises(NotImplementedError, calc.GetDescriptorNames)
self.assertRaises(NotImplementedError, calc.CalcDescriptors, None)
calc.simpleList = ['simple1', 'simple2']
calc.compoundList = ['cmpd1', 'cmpd2']
f = StringIO()
with redirect_stdout(f):
calc.ShowDescriptors()
s = f.getvalue()
for name in calc.simpleList:
self.assertIn(name, s)
for name in calc.compoundList:
self.assertIn(name, s)
def testRun(self):
# " test that the CrossValidationDriver runs "
examples, attrs, nPossibleVals = randomtest.GenRandomExamples(
nExamples=200)
f = StringIO()
with redirect_stdout(f):
tree, frac = CrossValidate.CrossValidationDriver(examples,
attrs,
nPossibleVals,
silent=False)
self.assertGreater(frac, 0)
self.assertEqual('Var: 1', tree.GetName())
self.assertIn('Validation error', f.getvalue())
CrossValidate.CrossValidationDriver(examples,
attrs,
nPossibleVals,
lessGreedy=True,
calcTotalError=True,
silent=True)
def test3(self):
examples = []
bv = ExplicitBitVect(2)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['a', vc, 1])
bv = ExplicitBitVect(2)
bv.SetBit(1)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['c', vc, 0])
bv = ExplicitBitVect(2)
bv.SetBit(1)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['c2', vc, 0])
bv = ExplicitBitVect(2)
bv.SetBit(0)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['d', vc, 0])
bv = ExplicitBitVect(2)
bv.SetBit(0)
vc = VectCollection()
vc.AddVect(1, bv)
bv = ExplicitBitVect(2)
bv.SetBit(1)
vc.AddVect(2, bv)
examples.append(['d2', vc, 0])
bv = ExplicitBitVect(2)
bv.SetBit(0)
bv.SetBit(1)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['d', vc, 1])
bv = ExplicitBitVect(2)
bv.SetBit(0)
bv.SetBit(1)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['e', vc, 1])
f = StringIO()
with redirect_stdout(f):
t = BuildSigTree(examples, 2, metric=InfoTheory.InfoType.ENTROPY, maxDepth=2, verbose=True)
self.assertIn('Build', f.getvalue())
self.assertEqual(t.GetName(), 'Bit-0')
self.assertEqual(t.GetLabel(), 0)
c0 = t.GetChildren()[0]
self.assertEqual(c0.GetName(), 'Bit-1')
self.assertEqual(c0.GetLabel(), 1)
c1 = t.GetChildren()[1]
self.assertEqual(c1.GetName(), 'Bit-1')
self.assertEqual(c1.GetLabel(), 1)
bv = ExplicitBitVect(2)
bv.SetBit(0)
vc = VectCollection()
vc.AddVect(1, bv)
bv = ExplicitBitVect(2)
bv.SetBit(1)
vc.AddVect(2, bv)
r = t.ClassifyExample(['t', vc, 0])
self.assertEqual(r, 0)
def test3(self):
examples = []
bv = ExplicitBitVect(2)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['a', vc, 1])
bv = ExplicitBitVect(2)
bv.SetBit(1)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['c', vc, 0])
bv = ExplicitBitVect(2)
bv.SetBit(1)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['c2', vc, 0])
bv = ExplicitBitVect(2)
bv.SetBit(0)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['d', vc, 0])
bv = ExplicitBitVect(2)
bv.SetBit(0)
vc = VectCollection()
vc.AddVect(1, bv)
bv = ExplicitBitVect(2)
bv.SetBit(1)
vc.AddVect(2, bv)
examples.append(['d2', vc, 0])
bv = ExplicitBitVect(2)
bv.SetBit(0)
bv.SetBit(1)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['d', vc, 1])
bv = ExplicitBitVect(2)
bv.SetBit(0)
bv.SetBit(1)
vc = VectCollection()
vc.AddVect(1, bv)
examples.append(['e', vc, 1])
f = StringIO()
with redirect_stdout(f):
t = BuildSigTree(examples,
2,
metric=InfoTheory.InfoType.ENTROPY,
maxDepth=2,
verbose=True)
self.assertIn('Build', f.getvalue())
self.assertEqual(t.GetName(), 'Bit-0')
self.assertEqual(t.GetLabel(), 0)
c0 = t.GetChildren()[0]
self.assertEqual(c0.GetName(), 'Bit-1')
self.assertEqual(c0.GetLabel(), 1)
c1 = t.GetChildren()[1]
self.assertEqual(c1.GetName(), 'Bit-1')
self.assertEqual(c1.GetLabel(), 1)
bv = ExplicitBitVect(2)
bv.SetBit(0)
vc = VectCollection()
vc.AddVect(1, bv)
bv = ExplicitBitVect(2)
bv.SetBit(1)
vc.AddVect(2, bv)
r = t.ClassifyExample(['t', vc, 0])
self.assertEqual(r, 0)
def test_exampleCode(self):
f = StringIO()
with redirect_stdout(f):
BuildQuantTree.TestTree()
self.assertIn('Var: 2', f.getvalue())
def test_exampleCode(self):
# We make sure that the example code runs
f = StringIO()
with redirect_stdout(f):
Matcher._exampleCode()
self.assertIn('finished', f.getvalue())
def test_exampleCode(self):
# We make sure that the example code runs
f = StringIO()
with redirect_stdout(f):
Matcher._exampleCode()
self.assertIn('finished', f.getvalue())
def test_exampleCode(self):
f = StringIO()
with redirect_stdout(f):
CompoundDescriptors._exampleCode()
def test_exampleCode(self):
f = StringIO()
with redirect_stdout(f):
BuildQuantTree.TestTree()
self.assertIn('Var: 2', f.getvalue())