1 | import unittest2 as unittest |
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2 | import numpy as np |
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3 | |
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4 | |
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5 | |
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6 | class TestBeagleContext(unittest.TestCase): |
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7 | |
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8 | def setUp(self): |
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9 | from vsm.corpus.util.corpusbuilders import random_corpus |
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10 | from vsm.model.beaglecontext import BeagleContextSeq, BeagleContextMulti |
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11 | from vsm.model.beagleenvironment import BeagleEnvironment |
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12 | |
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13 | self.ec = random_corpus(1000, 50, 0, 5, context_type='sentence') |
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14 | self.cc = self.ec.apply_stoplist(stoplist=[str(i) for i in xrange(0,50,7)]) |
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15 | |
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16 | self.e = BeagleEnvironment(self.ec, n_cols=5) |
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17 | self.e.train() |
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18 | |
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19 | self.ms = BeagleContextSeq(self.cc, self.ec, self.e.matrix) |
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20 | self.ms.train() |
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21 | ''' |
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22 | self.mm = BeagleContextMulti(self.cc, self.ec, self.e.matrix) |
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23 | self.mm.train(n_procs=2) |
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24 | ''' |
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25 | |
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26 | |
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27 | def test_BeagleContextSeq(self): |
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28 | from tempfile import NamedTemporaryFile |
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29 | import os |
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30 | |
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31 | from vsm.model.beaglecontext import BeagleContextSeq |
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32 | try: |
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33 | tmp = NamedTemporaryFile(delete=False, suffix='.npz') |
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34 | self.ms.save(tmp.name) |
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35 | tmp.close() |
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36 | m1 = BeagleContextSeq.load(tmp.name) |
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37 | self.assertTrue((self.ms.matrix == m1.matrix).all()) |
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38 | |
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39 | finally: |
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40 | os.remove(tmp.name) |
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41 | |
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42 | |
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43 | ''' |
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44 | def test_BeagleContextMulti(self): |
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45 | from tempfile import NamedTemporaryFile |
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46 | import os |
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47 | |
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48 | from vsm.model.beaglecontext import BeagleContextMulti |
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49 | try: |
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50 | tmp = NamedTemporaryFile(delete=False, suffix='.npz') |
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51 | self.mm.save(tmp.name) |
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52 | tmp.close() |
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53 | m1 = BeagleContextMulti.load(tmp.name) |
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54 | self.assertTrue((self.mm.matrix == m1.matrix).all()) |
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55 | |
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56 | finally: |
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57 | os.remove(tmp.name) |
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58 | |
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59 | |
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60 | |
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61 | def test_compare(self): |
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62 | |
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63 | print 'Training single processor model' |
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64 | ms = BeagleContextSeq(self.cc, self.ec, self.e.matrix) |
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65 | ms.train() |
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66 | |
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67 | print 'Training multiprocessor model' |
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68 | mm = BeagleContextMulti(self.cc, self.ec, self.e.matrix) |
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69 | mm.train() |
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70 | |
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71 | self.assertTrue(np.allclose(ms.matrix, mm.matrix)) |
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72 | ''' |
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73 | |
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74 | #Define and run test suite |
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75 | suite = unittest.TestLoader().loadTestsFromTestCase(TestBeagleContext) |
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76 | unittest.TextTestRunner(verbosity=2).run(suite) |
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