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b53ee20b49
* Fix PEP8 [E101](https://github.com/PyCQA/pycodestyle/blob/2.8.0/docs/intro.rst#error-codes) * Fix PEP8 [E502](https://github.com/PyCQA/pycodestyle/blob/2.8.0/docs/intro.rst#error-codes) * Fix PEP8 [E703](https://github.com/PyCQA/pycodestyle/blob/2.8.0/docs/intro.rst#error-codes) * Fix PEP8 [E711](https://github.com/PyCQA/pycodestyle/blob/2.8.0/docs/intro.rst#error-codes) * Fix PEP8 [E712](https://github.com/PyCQA/pycodestyle/blob/2.8.0/docs/intro.rst#error-codes) * Fix PEP8 [E713](https://github.com/PyCQA/pycodestyle/blob/2.8.0/docs/intro.rst#error-codes) * Fix PEP8 [E722](https://github.com/PyCQA/pycodestyle/blob/2.8.0/docs/intro.rst#error-codes) * Fix PEP8 [W605](https://github.com/PyCQA/pycodestyle/blob/2.8.0/docs/intro.rst#error-codes)
319 lines
12 KiB
Python
Executable File
319 lines
12 KiB
Python
Executable File
from rdkit import RDConfig
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import unittest, os
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from rdkit.SimDivFilters import rdSimDivPickers
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from rdkit.DataManip.Metric import rdMetricMatrixCalc as rdmmc
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from rdkit import DataStructs
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import numpy
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import random
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class TestCase(unittest.TestCase):
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def setUp(self):
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self.n = 1000
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self.m = 80
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self.d = 2
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self.dataPts = numpy.zeros((self.n, self.d), 'd')
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for i in range(self.n):
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for j in range(self.d):
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self.dataPts[i, j] = random.random()
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self.dMat = rdmmc.GetEuclideanDistMat(self.dataPts)
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def test0MaxMin(self):
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pkr = rdSimDivPickers.MaxMinPicker()
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maxmin = pkr.Pick(self.dMat, self.n, self.m, (886, 112))
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self.assertEqual(maxmin[0], 886)
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self.assertEqual(maxmin[1], 112)
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def func(i, j):
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if i == j:
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return 0.0
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if i < j:
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j, i = i, j
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return self.dMat[i * (i - 1) // 2 + j]
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lmaxmin = pkr.LazyPick(func, self.n, self.m, (886, 112))
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self.assertEqual(list(lmaxmin), list(maxmin))
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lmaxmin = pkr.LazyPick(func, self.n, self.m, (886, 112), useCache=False)
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self.assertEqual(list(lmaxmin), list(maxmin))
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self.assertRaises(ValueError, lambda: pkr.Pick(self.dMat, self.n, self.m, (1012, )))
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self.assertRaises(ValueError, lambda: pkr.Pick(self.dMat, self.n, self.m, (-1, )))
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maxmin = pkr.Pick(self.dMat, self.n, self.m)
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self.assertTrue(maxmin)
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lmaxmin = pkr.LazyPick(func, self.n, self.m)
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self.assertTrue(lmaxmin)
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def test1HierarchPick(self):
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fname = os.path.join(RDConfig.RDBaseDir, 'Code', 'SimDivPickers', 'Wrap', 'test_data',
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'points.csv')
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with open(fname) as infil:
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lines = infil.readlines()
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self.dataPts = numpy.zeros((len(lines), 2), 'd')
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labels = []
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i = 0
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for line in lines:
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tlst = line.strip().split(',')
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self.dataPts[i, 0] = float(tlst[1])
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self.dataPts[i, 1] = float(tlst[2])
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labels.append(int(tlst[3]))
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i += 1
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self.dMat = rdmmc.GetEuclideanDistMat(self.dataPts)
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pkr = rdSimDivPickers.HierarchicalClusterPicker(rdSimDivPickers.ClusterMethod.WARD)
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clusters = pkr.Cluster(self.dMat, i, 2)
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# check that each of the clusters have the same label
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for cl in clusters:
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clbl = labels[cl[0]]
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for id in cl:
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assert clbl == labels[id]
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hierarch = pkr.Pick(self.dMat, i, 2)
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self.assertEqual(tuple(hierarch), (1, 30))
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def testIssue208(self):
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sz = 10
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N = 3
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m = []
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for i in range(sz):
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for j in range(i + 1, sz):
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m.append(random.random())
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m = numpy.array(m)
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picker = rdSimDivPickers.HierarchicalClusterPicker(rdSimDivPickers.ClusterMethod.WARD)
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p1 = list(picker.Pick(m, sz, N))
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p1.sort()
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p2 = list(picker.Pick(m, sz, N))
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p2.sort()
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self.assertEqual(p1, p2)
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def testInts(self):
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""" make sure we can handle ints too """
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sz = 10
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N = 3
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m = []
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for i in range(sz):
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for j in range(i + 1, sz):
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m.append(int(100 * random.random()))
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m = numpy.array(m)
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picker = rdSimDivPickers.HierarchicalClusterPicker(rdSimDivPickers.ClusterMethod.WARD)
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p1 = list(picker.Pick(m, sz, N))
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p1.sort()
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p2 = list(picker.Pick(m, sz, N))
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p2.sort()
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self.assertEqual(p1, p2)
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def testNonUniqueCrash(self):
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from rdkit import DataStructs
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sz = 300
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nbits = 40
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nBitsToSet = int(nbits * .3)
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N = 8
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vs = []
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for i in range(sz):
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bv = DataStructs.ExplicitBitVect(nbits)
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for j in range(nBitsToSet):
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val = int(nbits * random.random())
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bv.SetBit(val)
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vs.append(bv)
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vs.append(bv)
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def taniFunc(i, j, bvs=vs):
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d = 1 - DataStructs.FingerprintSimilarity(bvs[i], bvs[j])
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return d
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picker = rdSimDivPickers.MaxMinPicker()
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mm1 = picker.LazyPick(taniFunc, len(vs), N)
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self.assertEqual(len(mm1), N)
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picker = None
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picker = rdSimDivPickers.MaxMinPicker()
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mm2 = picker.LazyBitVectorPick(vs, len(vs), N)
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self.assertEqual(len(mm2), N)
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picker = rdSimDivPickers.MaxMinPicker()
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mm3 = picker.LazyBitVectorPick(vs, len(vs), N)
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self.assertEqual(len(mm3), N)
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# we get the occasional dupe randomly,
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# make sure we don't get three dupes in a row
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self.assertTrue(tuple(mm2) != tuple(mm1)) or (tuple(mm3) != tuple(mm1))
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picker = None
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ds = []
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nvs = len(vs)
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for i in range(nvs):
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for j in range(i + 1, nvs):
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d = taniFunc(i, j)
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ds.append(d)
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m = numpy.array(ds)
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picker = rdSimDivPickers.HierarchicalClusterPicker(rdSimDivPickers.ClusterMethod.WARD)
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p1 = list(picker.Pick(m, nvs, N))
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def testBitVectorMaxMin(self):
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from rdkit import DataStructs
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sz = 100
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nbits = 200
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nBitsToSet = int(nbits * .1)
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N = 10
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vs = []
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for i in range(sz):
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bv = DataStructs.ExplicitBitVect(nbits)
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for j in range(nBitsToSet):
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val = int(nbits * random.random())
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bv.SetBit(val)
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vs.append(bv)
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def func(i, j, bvs=vs):
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d = DataStructs.TanimotoSimilarity(bvs[i], bvs[j], returnDistance=True)
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return d
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picker = rdSimDivPickers.MaxMinPicker()
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mm1 = picker.LazyPick(func, len(vs), N, seed=42)
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self.assertEqual(len(mm1), N)
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mm2 = picker.LazyPick(func, len(vs), N, useCache=False, seed=42)
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self.assertEqual(len(mm2), N)
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self.assertEqual(list(mm1), list(mm2))
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mm2 = picker.LazyBitVectorPick(vs, len(vs), N, seed=42)
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self.assertEqual(len(mm2), N)
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self.assertEqual(list(mm1), list(mm2))
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mm2 = picker.LazyBitVectorPick(vs, len(vs), N, useCache=False, seed=42)
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self.assertEqual(len(mm2), N)
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self.assertEqual(list(mm1), list(mm2))
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def testBitVectorMaxMin2(self):
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fps = [
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"11110010101000000000", "00000000000010010000", "11001010000000000001",
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"00100110101000001000", "01010110000100011001", "11000110101001000011",
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"00000000001100001111", "00011110110000001101", "00000011011110100010",
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"11000010110001000000", "00000100010000010000", "10000001000010110010",
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"00010010000000010100", "00011100100110101000", "10001001100110100000",
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"10000110100110010000", "00101110000101000000", "11011101100011100000",
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"10000110000100101000", "00101000100000010001", "01000001000010000000",
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"00101101010100000110", "10001000100110110001", "00011000010100000001",
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"00101000001000100011", "00010000100010011001", "01100001000100010001",
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"10000101000001101101", "00001000011001011000", "11110000100100100000",
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"10100110000000011010", "00110100010110010010", "00000000000001010010",
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"00100000000010100001", "11110011000010001000", "10110001010100001000",
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"00001100100110011011", "00010010100100001110", "10100101100010100010",
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"01100100010100000001", "10101110011100000000", "01011000000001000001",
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"00000011100110100010", "01100001010001001001", "00001000000001001100",
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"10011001110000000100", "10110000001001100100", "00011000000001001011",
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"11001011010001100010", "10010000000001001011", "00010000100111100000",
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"00001000001110001000", "11010000010001100110", "01101001100000111000",
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"01001000001110111000", "10000000000100010010", "11001000010010000000",
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"01010010000100110001", "00010001010100100001", "01110010000000010000",
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"10001010000011000001", "00000110000000100100", "00010000010001000000",
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"11101100011010000011", "00000010100001010001", "00010000110010000101",
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"00010001001000111001", "01000010001100100110", "00110110000000100001",
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"00100010010110110010", "01000000110011001111", "00011000001000110010",
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"01111010101000110100", "00001010000010110110", "00110011000011011010",
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"00111010111010000110", "00010011101010000011", "00000001011000010000",
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"00011011101110110000", "00010001101000000001", "00010000001010011010",
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"00000010100100100010", "00000010001011000100", "11010000000001011100",
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"00001000110101000001", "00000010000000110010", "10000000010011000001",
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"11110110100100010000", "10001111000110001001", "00100110000110000100",
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"00000100100000100100", "00110000101100010100", "00001010100000100000",
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"01011000000011000111", "00010000100001010001", "10000010100000010000",
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"00001000000000110010", "00001000101011010001", "00011110000100100000", "11001001010001010100"
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]
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N = 5
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fps = [DataStructs.CreateFromBitString(x) for x in fps]
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picker = rdSimDivPickers.MaxMinPicker()
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mm1 = picker.LazyBitVectorPick(fps, len(fps), N, seed=42)
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self.assertEqual(len(mm1), N)
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self.assertEqual(list(mm1), [37, 1, 43, 38, 16])
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mm2 = picker.LazyBitVectorPick(fps, len(fps), N, useCache=False, seed=42)
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self.assertEqual(len(mm2), N)
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self.assertEqual(list(mm1), list(mm2))
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def testBitVectorMaxMin3(self):
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fname = os.path.join(RDConfig.RDBaseDir, 'Code', 'SimDivPickers', 'Wrap', 'test_data',
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'chembl_cyps.head.fps')
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fps = []
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with open(fname) as infil:
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for line in infil:
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fp = DataStructs.CreateFromFPSText(line.strip())
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fps.append(fp)
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mmp = rdSimDivPickers.MaxMinPicker()
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ids = list(mmp.LazyBitVectorPick(fps, len(fps), 20, seed=42))
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self.assertEqual(ids,[374,720,690,339,875,842,404,725,120,385,115,868,630,
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881,516,497,412,718,869,407])
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ids = list(
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mmp.LazyBitVectorPick(fps, len(fps), 20, firstPicks=[374, 720, 690, 339, 875], seed=42))
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self.assertEqual(ids,[374,720,690,339,875,842,404,725,120,385,115,868,630,
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881,516,497,412,718,869,407])
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def testBitVectorMaxMin4(self):
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# threshold tests
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fname = os.path.join(RDConfig.RDBaseDir, 'Code', 'SimDivPickers', 'Wrap', 'test_data',
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'chembl_cyps.head.fps')
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fps = []
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with open(fname) as infil:
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for line in infil:
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fp = DataStructs.CreateFromFPSText(line.strip())
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fps.append(fp)
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mmp = rdSimDivPickers.MaxMinPicker()
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ids, threshold = mmp.LazyBitVectorPickWithThreshold(fps, len(fps), 20, -1.0, seed=42)
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self.assertEqual(list(ids),[374,720,690,339,875,842,404,725,120,385,115,868,630,
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881,516,497,412,718,869,407])
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self.assertAlmostEqual(threshold, 0.8977, 4)
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ids, threshold = mmp.LazyBitVectorPickWithThreshold(fps, len(fps), 20, 0.91, seed=42)
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self.assertEqual(list(ids), [374, 720, 690, 339, 875, 842, 404, 725, 120, 385, 115, 868, 630])
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self.assertTrue(threshold >= 0.91)
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def testBitVectorLeader1(self):
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# threshold tests
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fname = os.path.join(RDConfig.RDBaseDir, 'Code', 'SimDivPickers', 'Wrap', 'test_data',
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'chembl_cyps.head.fps')
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fps = []
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with open(fname) as infil:
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for line in infil:
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fp = DataStructs.CreateFromFPSText(line.strip())
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fps.append(fp)
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mmp = rdSimDivPickers.LeaderPicker()
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thresh = 0.8
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ids = mmp.LazyBitVectorPick(fps, len(fps), thresh)
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self.assertEqual(len(ids), 146)
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for i in range(len(ids)):
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for j in range(i):
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self.assertGreaterEqual(1 - DataStructs.TanimotoSimilarity(fps[ids[i]], fps[ids[j]]),
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thresh)
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thresh = 0.9
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ids = mmp.LazyBitVectorPick(fps, len(fps), thresh)
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self.assertEqual(len(ids), 14)
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for i in range(len(ids)):
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for j in range(i):
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self.assertGreaterEqual(1 - DataStructs.TanimotoSimilarity(fps[ids[i]], fps[ids[j]]),
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thresh)
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ids = mmp.LazyBitVectorPick(fps, len(fps), thresh, pickSize=10)
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self.assertEqual(len(ids), 10)
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for i in range(len(ids)):
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for j in range(i):
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self.assertGreaterEqual(1 - DataStructs.TanimotoSimilarity(fps[ids[i]], fps[ids[j]]),
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thresh)
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def testLazyLeader(self):
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pkr = rdSimDivPickers.LeaderPicker()
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def func(i, j):
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if i == j:
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return 0.0
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if i < j:
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j, i = i, j
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return i - j
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lres = pkr.LazyPick(func, 100, 20)
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self.assertEqual(list(lres), [0, 21, 42, 63, 84])
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if __name__ == '__main__':
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unittest.main()
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