1 | import unittest2 as unittest |
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2 | import numpy as np |
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3 | |
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4 | from vsm.model.beagleorder import * |
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5 | from vsm.model.beagleorder import (reduce_ngrams, rand_pt_unit_sphere, |
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6 | two_rand_perm) |
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7 | |
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8 | |
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9 | class TestBeagleOrder(unittest.TestCase): |
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10 | |
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11 | def setUp(self): |
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12 | |
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13 | from vsm.corpus.util.corpusbuilders import random_corpus |
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14 | from vsm.model.beagleenvironment import BeagleEnvironment |
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15 | |
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16 | self.c = random_corpus(1000, 50, 0, 10, context_type='sentence') |
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17 | |
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18 | self.e = BeagleEnvironment(self.c, n_cols=100) |
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19 | self.e.train() |
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20 | |
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21 | self.ms = BeagleOrderSeq(self.c, self.e.matrix) |
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22 | self.ms.train() |
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23 | ''' |
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24 | self.mm = BeagleOrderMulti(self.c, self.e.matrix) |
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25 | self.mm.train(2) |
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26 | ''' |
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27 | |
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28 | |
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29 | def test_BeagleOrderSeq(self): |
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30 | from tempfile import NamedTemporaryFile |
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31 | import os |
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32 | |
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33 | try: |
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34 | tmp = NamedTemporaryFile(delete=False, suffix='.npz') |
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35 | self.ms.save(tmp.name) |
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36 | tmp.close() |
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37 | m1 = BeagleOrderSeq.load(tmp.name) |
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38 | self.assertTrue((self.ms.matrix == m1.matrix).all()) |
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39 | |
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40 | finally: |
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41 | os.remove(tmp.name) |
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42 | |
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43 | |
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44 | ''' |
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45 | def test_BeagleOrderMulti(self): |
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46 | |
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47 | from tempfile import NamedTemporaryFile |
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48 | import os |
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49 | |
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50 | try: |
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51 | tmp = NamedTemporaryFile(delete=False, suffix='.npz') |
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52 | self.mm.save(tmp.name) |
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53 | tmp.close() |
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54 | m1 = BeagleOrderMulti.load(tmp.name) |
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55 | self.assertTrue((self.mm.matrix == m1.matrix).all()) |
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56 | |
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57 | finally: |
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58 | os.remove(tmp.name) |
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59 | ''' |
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60 | |
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61 | #TODO: Construct a reference result for both models |
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62 | # def test_compare(self): |
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63 | |
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64 | # psi = rand_pt_unit_sphere(self.e.shape[1]) |
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65 | |
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66 | # rand_perm = two_rand_perm(self.e.shape[1]) |
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67 | |
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68 | # print 'Training single processor model' |
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69 | # ms = BeagleOrderSeq(self.c, self.e.matrix, psi=psi, rand_perm=rand_perm) |
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70 | # ms.train() |
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71 | |
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72 | # print 'Training multiprocessor model' |
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73 | # mm = BeagleOrderMulti(self.c, self.e.matrix, psi=psi, rand_perm=rand_perm) |
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74 | # mm.train() |
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75 | |
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76 | # self.assertTrue(np.allclose(ms.matrix, mm.matrix), (ms.matrix, mm.matrix |
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77 | # )) |
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78 | |
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79 | |
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80 | #TODO: Make into actual unit tests |
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81 | # def test10(self): |
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82 | |
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83 | # import pprint |
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84 | |
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85 | # def fn(x,y): |
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86 | # if isinstance(x, tuple): |
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87 | # return x + (y,) |
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88 | # return (x, y) |
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89 | |
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90 | # a = np.arange(5) |
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91 | # print 'array length', a.shape[0] |
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92 | |
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93 | # for i in xrange(a.shape[0]): |
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94 | # n = 3 |
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95 | # print 'ngram length', n |
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96 | # print 'index', i |
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97 | # pprint.pprint(reduce_ngrams(fn, a, n, i)) |
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98 | |
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99 | # for i in xrange(a.shape[0]): |
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100 | # n = 4 |
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101 | # print 'ngram length', n |
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102 | # print 'index', i |
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103 | # pprint.pprint(reduce_ngrams(fn, a, n, i)) |
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104 | |
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105 | # for i in xrange(a.shape[0]): |
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106 | # n = 5 |
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107 | # print 'ngram length', n |
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108 | # print 'index', i |
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109 | # pprint.pprint(reduce_ngrams(fn, a, n, i)) |
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110 | |
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111 | |
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112 | # def test11(self): |
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113 | |
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114 | # import pprint |
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115 | |
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116 | # def fn(x,y): |
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117 | # return x + y |
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118 | |
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119 | # a = np.arange(5) |
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120 | # print 'array length', a.shape[0] |
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121 | |
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122 | # for i in xrange(a.shape[0]): |
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123 | # n = 3 |
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124 | # print 'ngram length', n |
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125 | # print 'index', i |
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126 | # pprint.pprint(reduce_ngrams(fn, a, n, i)) |
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127 | |
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128 | # for i in xrange(a.shape[0]): |
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129 | # n = 4 |
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130 | # print 'ngram length', n |
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131 | # print 'index', i |
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132 | # pprint.pprint(reduce_ngrams(fn, a, n, i)) |
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133 | |
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134 | # for i in xrange(a.shape[0]): |
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135 | # n = 5 |
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136 | # print 'ngram length', n |
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137 | # print 'index', i |
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138 | # pprint.pprint(reduce_ngrams(fn, a, n, i)) |
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139 | |
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140 | |
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141 | |
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142 | #Define and run test suite |
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143 | suite = unittest.TestLoader().loadTestsFromTestCase(TestBeagleOrder) |
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144 | unittest.TextTestRunner(verbosity=2).run(suite) |
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