Mercurial > pylearn

annotate test_dataset.py @ 63:14589f02a372

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more test
author Frederic Bastien <bastienf@iro.umontreal.ca>
date Fri, 02 May 2008 10:14:24 -0400
parents 9165d86855ab
children 863da25a60f1
rev   line source
51
59757365a057 the script can be autorun
Frederic Bastien <bastienf@iro.umontreal.ca>
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1 #!/bin/env python
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a5c70dc42972 Test functions for dataset.py
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2 from dataset import *
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3 from math import *
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4 import numpy
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5
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6 def test1():
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7 global a,ds
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8 a = numpy.random.rand(10,4)
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9 print a
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10 ds = ArrayDataSet(a,{'x':slice(3),'y':3,'z':[0,2]})
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11 print "len(ds)=",len(ds)
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12 assert(len(ds)==10)
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13 print "example 0 = ",ds[0]
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14 # assert
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15 print "x=",ds["x"]
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16 print "x|y"
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17 for x,y in ds("x","y"):
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18 print x,y
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19 minibatch_iterator = ds.minibatches(fieldnames=['z','y'],n_batches=1,minibatch_size=3,offset=4)
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20 minibatch = minibatch_iterator.__iter__().next()
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21 print "minibatch=",minibatch
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22 for var in minibatch:
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23 print "var=",var
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24 print "take a slice and look at field y",ds[1:6:2]["y"]
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26 def test_ArrayDataSet():
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27 #don't test stream
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28 #tested only with float value
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29 a = numpy.random.rand(10,4)
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30 print a
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31 ds = ArrayDataSet(a,{'x':slice(3),'y':3,'z':[0,2]})
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32 assert len(ds)==10
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33 #assert ds==a? should this work?
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34 for i in range(len(ds)):
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35 assert ds[i]['x'].all()==a[i][:2].all()
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36 assert ds[i]['y']==a[i][3]
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37 assert ds[i]['z'].all()==a[i][0:3:2].all()
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38 print "x=",ds["x"]
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39 print "x|y"
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40 i=0
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41 for x in ds('x','y'):
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42 assert numpy.append(x['x'],x['y']).all()==a[i].all()
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43 i+=1
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44 # i=0
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45 # for x in ds['x','y']: # don't work
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46 # assert numpy.append(x['x'],x['y']).all()==a[i].all()
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47 # i+=1
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48 # for (x,y) in (ds('x','y'),a): #don't work # haven't found a variant that work.
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49 # assert numpy.append(x,y)==z
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50 i=0
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51 for x,y in ds('x','y'):
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52 assert numpy.append(x,y).all()==a[i].all()
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53 i+=1
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54 for minibatch in ds.minibatches(['x','z'], minibatch_size=3):
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55 assert minibatch[0][:,0:3:2].all()==minibatch[1].all()
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56 for x,z in ds.minibatches(['x','z'], minibatch_size=3):
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57 assert x[:,0:3:2].all()==z.all()
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58
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59 # for minibatch in ds.minibatches(['z','y'], minibatch_size=3):
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60 # print minibatch
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61 # minibatch_iterator = ds.minibatches(fieldnames=['z','y'],n_batches=1,minibatch_size=3,offset=4)
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62 # minibatch = minibatch_iterator.__iter__().next()
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63 # print "minibatch=",minibatch
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64 # for var in minibatch:
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65 # print "var=",var
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66 # print "take a slice and look at field y",ds[1:6:2]["y"]
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67 have_thrown = False
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68 try:
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69 ds['h'] # h is not defined...
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70 except :
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71 have_thrown = True
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72 assert have_thrown == True
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73 assert len(ds.fields())==3
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74 for field in ds.fields():
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75 for field_value in field: # iterate over the values associated to that field for all the ds examples
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76 pass
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77 for field in ds('x','z').fields():
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78 pass
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79 for field in ds.fields('x','y'):
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80 pass
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81 for field_examples in ds.fields():
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82 for example_value in field_examples:
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83 pass
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84
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85 assert ds == ds.fields().examples()
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86
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87
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88 #test missing value
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89
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90 assert len(ds[:3])==3
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91 for x,z in ds[:3]('x','z'):
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92 assert ds[i]['z'].all()==a[i][0:3:2].all()
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93
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94 #ds[i1:i2:s]# returns a ds with the examples i1,i1+s,...i2-s.
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95
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96 #ds[i]# returns an Example.
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97
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98 #ds[[i1,i2,...in]]# returns a ds with examples i1,i2,...in.
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99
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100 #ds[fieldname]# an iterable over the values of the field fieldname across
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101 #the ds (the iterable is obtained by default by calling valuesVStack
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102 #over the values for individual examples).
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103
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104 #ds.<property># returns the value of a property associated with
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105 #the name <property>. The following properties should be supported:
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106 # - 'description': a textual description or name for the ds
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107 # - 'fieldtypes': a list of types (one per field)
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108 #* ds1 | ds2 | ds3 == ds.hstack([ds1,ds2,ds3])
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109 #* ds1 & ds2 & ds3 == ds.vstack([ds1,ds2,ds3])
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110
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111
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112 test_ArrayDataSet()
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113