1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160
|
import os
from rdkit import Chem, RDConfig, rdBase
from rdkit.Chem import AllChem
from rdkit.Chem import rdMolDescriptors as rdMD
haveDescrs3D = hasattr(rdMD, 'CalcAUTOCORR3D')
import time
import unittest
def _gen3D(m, is3d, calculator):
if not is3d:
m = Chem.AddHs(m)
ps = AllChem.ETKDG()
ps.randomSeed = 0xf00d
AllChem.EmbedMolecule(m, ps)
return calculator(m)
class TestCase(unittest.TestCase):
def setUp(self):
self.dataDir = os.path.join(RDConfig.RDBaseDir, 'Code', 'GraphMol', 'Descriptors', 'test_data')
self.suppl = Chem.SDMolSupplier(os.path.join(self.dataDir, 'PBF_egfr.sdf'), removeHs=False)
@unittest.skipIf(not haveDescrs3D, "3d descriptors not present")
def test1AUTOCORR2D(self):
# not really a 3D descriptor, but this was added at the same time
with open(os.path.join(self.dataDir, 'auto2D.out')) as refFile:
for i, m in enumerate(self.suppl):
if i > 10:
break
nm = m.GetProp('_Name')
inl = refFile.readline()
split = inl.split('\t')
self.assertEqual(split[0], nm)
split.pop(0)
vs = rdMD.CalcAUTOCORR2D(m)
for rv, nv in zip(split, vs):
self.assertAlmostEqual(float(rv), nv, delta=0.05)
@unittest.skipIf(not haveDescrs3D, "3d descriptors not present")
def test2AUTOCORR3D(self):
with open(os.path.join(self.dataDir, 'auto3D_dragon.out')) as refFile:
for i, m in enumerate(self.suppl):
if i > 10:
break
nm = m.GetProp('_Name')
inl = refFile.readline()
split = inl.split('\t')
self.assertEqual(split[0], nm)
split.pop(0)
vs = _gen3D(m, True, rdMD.CalcAUTOCORR3D)
for rv, nv in zip(split, vs):
self.assertAlmostEqual(float(rv), nv, delta=0.05)
@unittest.skipIf(not haveDescrs3D, "3d descriptors not present")
def test3GETAWAY(self):
with open(os.path.join(self.dataDir, 'GETAWAY.new.out')) as refFile:
for i, m in enumerate(self.suppl):
if i > 10:
break
nm = m.GetProp('_Name')
inl = refFile.readline()
split = inl.split('\t')
self.assertEqual(split[0], nm)
split.pop(0)
vs = _gen3D(m, True, rdMD.CalcGETAWAY)
for rv, nv in zip(split, vs):
self.assertAlmostEqual(float(rv), nv, delta=0.05)
@unittest.skipIf(not haveDescrs3D, "3d descriptors not present")
def test4MORSE(self):
with open(os.path.join(self.dataDir, 'MORSE.out')) as refFile:
for i, m in enumerate(self.suppl):
if i > 10:
break
nm = m.GetProp('_Name')
inl = refFile.readline()
split = inl.split('\t')
self.assertEqual(split[0], nm)
split.pop(0)
vs = _gen3D(m, True, rdMD.CalcMORSE)
for rv, nv in zip(split, vs):
ref = float(rv)
self.assertTrue(ref < 1 or abs(ref - nv) / ref < 0.02)
@unittest.skipIf(not haveDescrs3D, "3d descriptors not present")
def test5RDF(self):
with open(os.path.join(self.dataDir, 'RDF.out')) as refFile:
for i, m in enumerate(self.suppl):
if i > 10:
break
nm = m.GetProp('_Name')
inl = refFile.readline()
split = inl.split('\t')
self.assertEqual(split[0], nm)
split.pop(0)
vs = _gen3D(m, True, rdMD.CalcRDF)
for rv, nv in zip(split, vs):
ref = float(rv)
self.assertTrue(ref < 0.5 or abs(ref - nv) / ref < 0.02)
@unittest.skipIf(not haveDescrs3D, "3d descriptors not present")
def test6WHIM(self):
with open(os.path.join(self.dataDir, 'whim.new.out')) as refFile:
for i, m in enumerate(self.suppl):
if i > 10:
break
nm = m.GetProp('_Name')
inl = refFile.readline()
split = inl.split('\t')
self.assertEqual(split[0], nm)
split.pop(0)
vs = _gen3D(m, True, lambda x: rdMD.CalcWHIM(x, thresh=0.01))
for rv, nv in zip(split, vs):
self.assertAlmostEqual(float(rv), nv, delta=0.01)
@unittest.skipIf(not haveDescrs3D, "3d descriptors not present")
def testGithub2037(self):
m = Chem.AddHs(Chem.MolFromSmiles("CCCCCCC"))
cids = AllChem.EmbedMultipleConfs(m, 10)
# start with defaults (which does not cache results):
npr1s = []
npr2s = []
for cid in cids:
npr1s.append(rdMD.CalcNPR1(m, confId=cid))
npr2s.append(rdMD.CalcNPR2(m, confId=cid))
for i in range(1, len(npr1s)):
self.assertNotAlmostEqual(npr1s[0], npr1s[i])
self.assertNotAlmostEqual(npr2s[0], npr2s[i])
# now ensure that we can cache:
npr1s = []
npr2s = []
for cid in cids:
npr1s.append(rdMD.CalcNPR1(m, confId=cid, force=False))
npr2s.append(rdMD.CalcNPR2(m, confId=cid, force=False))
for i in range(1, len(npr1s)):
self.assertAlmostEqual(npr1s[0], npr1s[i])
self.assertAlmostEqual(npr2s[0], npr2s[i])
@unittest.skipIf(not haveDescrs3D, "3d descriptors not present")
def testGithub4167(self):
with Chem.SDMolSupplier(os.path.join(self.dataDir, 'github4167.sdf'), removeHs=False,
sanitize=True) as suppl:
m1 = suppl[0]
m2 = suppl[1]
m1.AddConformer(Chem.Conformer(m2.GetConformer()), assignId=True)
v1_0 = rdMD.CalcSpherocityIndex(m1)
v1_1 = rdMD.CalcSpherocityIndex(m1, confId=1, force=True)
v2 = rdMD.CalcSpherocityIndex(m2)
self.assertNotEqual(v1_0, v1_1)
self.assertEqual(v1_1, v2)
if (__name__ == '__main__'):
unittest.main()
|