Mercurial > pylearn

annotate test_dataset.py @ 158:90104343c665

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typo
author Frederic Bastien <bastienf@iro.umontreal.ca>
date Mon, 12 May 2008 16:24:59 -0400
parents e8c8022582f4
children 60e00cce3492
rev   line source
51
59757365a057 the script can be autorun
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 45
diff changeset
1 #!/bin/env python
45
a5c70dc42972 Test functions for dataset.py
bengioy@grenat.iro.umontreal.ca
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2 from dataset import *
a5c70dc42972 Test functions for dataset.py
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3 from math import *
a5c70dc42972 Test functions for dataset.py
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4 import numpy
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5
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6 def have_raised(to_eval, **var):
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7
84
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8 have_thrown = False
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9 try:
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10 eval(to_eval)
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11 except :
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12 have_thrown = True
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13 return have_thrown
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14
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15 def test1():
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16 print "test1"
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a5c70dc42972 Test functions for dataset.py
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17 global a,ds
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18 a = numpy.random.rand(10,4)
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19 print a
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20 ds = ArrayDataSet(a,{'x':slice(3),'y':3,'z':[0,2]})
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21 print "len(ds)=",len(ds)
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22 assert(len(ds)==10)
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23 print "example 0 = ",ds[0]
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24 # assert
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25 print "x=",ds["x"]
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26 print "x|y"
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27 for x,y in ds("x","y"):
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28 print x,y
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29 minibatch_iterator = ds.minibatches(fieldnames=['z','y'],n_batches=1,minibatch_size=3,offset=4)
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30 minibatch = minibatch_iterator.__iter__().next()
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31 print "minibatch=",minibatch
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32 for var in minibatch:
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33 print "var=",var
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b6730f9a336d Fixing MinibatchDataSet getitem
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34 print "take a slice and look at field y",ds[1:6:2]["y"]
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35
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36 def test_iterate_over_examples(array,ds):
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37 #not in doc!!!
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38 i=0
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39 for example in range(len(ds)):
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40 assert (ds[example]['x']==array[example][:3]).all()
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41 assert ds[example]['y']==array[example][3]
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42 assert (ds[example]['z']==array[example][[0,2]]).all()
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43 i+=1
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44 assert i==len(ds)
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45 del example,i
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46
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47 # - for example in dataset:
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48 i=0
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49 for example in ds:
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50 assert len(example)==3
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51 assert (example['x']==array[i][:3]).all()
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52 assert example['y']==array[i][3]
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53 assert (example['z']==array[i][0:3:2]).all()
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54 assert (numpy.append(example['x'],example['y'])==array[i]).all()
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55 i+=1
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56 assert i==len(ds)
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57 del example,i
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58
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59 # - for val1,val2,... in dataset:
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60 i=0
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61 for x,y,z in ds:
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parents: 139
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62 assert (x==array[i][:3]).all()
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63 assert y==array[i][3]
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64 assert (z==array[i][0:3:2]).all()
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65 assert (numpy.append(x,y)==array[i]).all()
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66 i+=1
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67 assert i==len(ds)
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68 del x,y,z,i
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69
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70 # - for example in dataset(field1, field2,field3, ...):
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71 i=0
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72 for example in ds('x','y','z'):
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73 assert len(example)==3
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74 assert (example['x']==array[i][:3]).all()
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75 assert example['y']==array[i][3]
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76 assert (example['z']==array[i][0:3:2]).all()
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77 assert (numpy.append(example['x'],example['y'])==array[i]).all()
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78 i+=1
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79 assert i==len(ds)
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80 del example,i
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81 i=0
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82 for example in ds('y','x'):
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83 assert len(example)==2
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84 assert (example['x']==array[i][:3]).all()
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85 assert example['y']==array[i][3]
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86 assert (numpy.append(example['x'],example['y'])==array[i]).all()
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87 i+=1
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88 assert i==len(ds)
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89 del example,i
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90
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91 # - for val1,val2,val3 in dataset(field1, field2,field3):
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92 i=0
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93 for x,y,z in ds('x','y','z'):
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94 assert (x==array[i][:3]).all()
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95 assert y==array[i][3]
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96 assert (z==array[i][0:3:2]).all()
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97 assert (numpy.append(x,y)==array[i]).all()
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98 i+=1
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99 assert i==len(ds)
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100 del x,y,z,i
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101 i=0
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102 for y,x in ds('y','x',):
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103 assert (x==array[i][:3]).all()
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104 assert y==array[i][3]
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105 assert (numpy.append(x,y)==array[i]).all()
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106 i+=1
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107 assert i==len(ds)
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108 del x,y,i
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109
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110 def test_minibatch_size(minibatch,minibatch_size,len_ds,nb_field,nb_iter_finished):
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111 ##full minibatch or the last minibatch
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112 for idx in range(nb_field):
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113 test_minibatch_field_size(minibatch[idx],minibatch_size,len_ds,nb_iter_finished)
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114 del idx
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115 def test_minibatch_field_size(minibatch_field,minibatch_size,len_ds,nb_iter_finished):
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116 assert len(minibatch_field)==minibatch_size or ((nb_iter_finished*minibatch_size+len(minibatch_field))==len_ds and len(minibatch_field)<minibatch_size)
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117
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118 # - for minibatch in dataset.minibatches([field1, field2, ...],minibatch_size=N):
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119 i=0
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120 mi=0
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121 m=ds.minibatches(['x','z'], minibatch_size=3)
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122 assert isinstance(m,DataSet.MinibatchWrapAroundIterator)
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123 for minibatch in m:
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124 assert len(minibatch)==2
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125 test_minibatch_size(minibatch,m.minibatch_size,len(ds),2,mi)
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126 assert (minibatch[0][:,0:3:2]==minibatch[1]).all()
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127 mi+=1
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128 i+=len(minibatch[0])
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129 assert i==len(ds)
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130 assert mi==4
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131 del minibatch,i,m,mi
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132
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diff changeset
133 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
134 mi=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
135 m=ds.minibatches(['x','y'], minibatch_size=3)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
136 assert isinstance(m,DataSet.MinibatchWrapAroundIterator)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
137 for minibatch in m:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
138 assert len(minibatch)==2
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
139 test_minibatch_size(minibatch,m.minibatch_size,len(ds),2,mi)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
140 mi+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
141 for id in range(len(minibatch[0])):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
142 assert (numpy.append(minibatch[0][id],minibatch[1][id])==array[i]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
143 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
144 assert i==len(ds)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
145 assert mi==4
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
146 del minibatch,i,id,m,mi
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
147
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
148 # - for mini1,mini2,mini3 in dataset.minibatches([field1, field2, field3], minibatch_size=N):
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Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
149 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
150 mi=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
151 m=ds.minibatches(['x','z'], minibatch_size=3)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
152 assert isinstance(m,DataSet.MinibatchWrapAroundIterator)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
153 for x,z in m:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
154 test_minibatch_field_size(x,m.minibatch_size,len(ds),mi)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
155 test_minibatch_field_size(z,m.minibatch_size,len(ds),mi)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
156 assert (x[:,0:3:2]==z).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
157 i+=len(x)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
158 mi+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
159 assert i==len(ds)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
160 assert mi==4
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
161 del x,z,i,m,mi
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
162 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
163 mi=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
164 m=ds.minibatches(['x','y'], minibatch_size=3)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
165 for x,y in m:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
166 test_minibatch_field_size(x,m.minibatch_size,len(ds),mi)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
167 test_minibatch_field_size(y,m.minibatch_size,len(ds),mi)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
168 mi+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
169 for id in range(len(x)):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
170 assert (numpy.append(x[id],y[id])==array[i]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
171 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
172 assert i==len(ds)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
173 assert mi==4
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
174 del x,y,i,id,m,mi
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
175
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
176 #not in doc
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Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
177 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
178 m=ds.minibatches(['x','y'],n_batches=1,minibatch_size=3,offset=4)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
179 assert isinstance(m,DataSet.MinibatchWrapAroundIterator)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
180 for x,y in m:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
181 assert len(x)==3
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
182 assert len(y)==3
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
183 for id in range(3):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
184 assert (numpy.append(x[id],y[id])==array[i+4]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
185 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
186 assert i==3
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
187 del x,y,i,id,m
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
188
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
189 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
190 m=ds.minibatches(['x','y'],n_batches=2,minibatch_size=3,offset=4)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
191 assert isinstance(m,DataSet.MinibatchWrapAroundIterator)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
192 for x,y in m:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
193 assert len(x)==3
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
194 assert len(y)==3
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
195 for id in range(3):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
196 assert (numpy.append(x[id],y[id])==array[i+4]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
197 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
198 assert i==6
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
199 del x,y,i,id,m
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
200
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
201 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
202 m=ds.minibatches(['x','y'],n_batches=20,minibatch_size=3,offset=4)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
203 assert isinstance(m,DataSet.MinibatchWrapAroundIterator)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
204 for x,y in m:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
205 assert len(x)==3
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
206 assert len(y)==3
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
207 for id in range(3):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
208 assert (numpy.append(x[id],y[id])==array[(i+4)%array.shape[0]]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
209 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
210 assert i==m.n_batches*m.minibatch_size
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
211 del x,y,i,id
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
212
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
213
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
214 def test_ds_iterator(array,iterator1,iterator2,iterator3):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
215 l=len(iterator1)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
216 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
217 for x,y in iterator1:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
218 assert (x==array[i][:3]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
219 assert y==array[i][3]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
220 assert (numpy.append(x,y)==array[i]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
221 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
222 assert i==l
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
223 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
224 for y,z in iterator2:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
225 assert y==array[i][3]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
226 assert (z==array[i][0:3:2]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
227 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
228 assert i==l
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
229 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
230 for x,y,z in iterator3:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
231 assert (x==array[i][:3]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
232 assert y==array[i][3]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
233 assert (z==array[i][0:3:2]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
234 assert (numpy.append(x,y)==array[i]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
235 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
236 assert i==l
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
237
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
238 def test_getitem(array,ds):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
239 def test_ds(orig,ds,index):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
240 i=0
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
241 assert len(ds)==len(index)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
242 for x,z,y in ds('x','z','y'):
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
243 assert (orig[index[i]]['x']==array[index[i]][:3]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
244 assert (orig[index[i]]['x']==x).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
245 assert orig[index[i]]['y']==array[index[i]][3]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
246 assert orig[index[i]]['y']==y
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
247 assert (orig[index[i]]['z']==array[index[i]][0:3:2]).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
248 assert (orig[index[i]]['z']==z).all()
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
249 i+=1
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
250 del i
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
251 ds[0]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
252 if len(ds)>2:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
253 ds[:1]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
254 ds[1:1]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
255 ds[1:1:1]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
256 if len(ds)>5:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
257 ds[[1,2,3]]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
258 for x in ds:
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
259 pass
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
260
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
261 #ds[:n] returns a dataset with the n first examples.
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
262 ds2=ds[:3]
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
263 assert isinstance(ds2,DataSet)
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
264 test_ds(ds,ds2,index=[0,1,2])
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
265 del ds2
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 139
diff changeset
266
933db7ece663 make some function global to reuse them to test other dataset
Frederic Bastien <bastienf@iro.umontreal.ca>
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diff changeset
267 #ds[i1:i2:s]# returns a ds with the examples i1,i1+s,...i2-s.
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268 ds2=ds[1:7:2]
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269 assert isinstance(ds2,DataSet)
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270 test_ds(ds,ds2,[1,3,5])
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271 del ds2
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272
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273 #ds[i]
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274 ds2=ds[5]
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275 assert isinstance(ds2,Example)
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276 assert have_raised("var['ds']["+str(len(ds))+"]",ds=ds) # index not defined
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277 assert not have_raised("var['ds']["+str(len(ds)-1)+"]",ds=ds)
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278 del ds2
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279
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280 #ds[[i1,i2,...in]]# returns a ds with examples i1,i2,...in.
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281 ds2=ds[[4,7,2,8]]
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282 assert isinstance(ds2,DataSet)
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283 test_ds(ds,ds2,[4,7,2,8])
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284 del ds2
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285
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286 #ds[fieldname]# an iterable over the values of the field fieldname across
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287 #the ds (the iterable is obtained by default by calling valuesVStack
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288 #over the values for individual examples).
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289 assert have_raised("ds['h']") # h is not defined...
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290 assert have_raised("ds[['x']]") # bad syntax
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291 assert not have_raised("var['ds']['x']",ds=ds)
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292 isinstance(ds['x'],DataSetFields)
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293 ds2=ds['x']
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294 assert len(ds['x'])==10
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295 assert len(ds['y'])==10
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296 assert len(ds['z'])==10
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297 i=0
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298 for example in ds['x']:
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299 assert (example==array[i][:3]).all()
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300 i+=1
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301 i=0
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302 for example in ds['y']:
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303 assert (example==array[i][3]).all()
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304 i+=1
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305 i=0
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306 for example in ds['z']:
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307 assert (example==array[i,0:3:2]).all()
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308 i+=1
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309 del ds2,i
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310
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311 #ds.<property># returns the value of a property associated with
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312 #the name <property>. The following properties should be supported:
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313 # - 'description': a textual description or name for the ds
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314 # - 'fieldtypes': a list of types (one per field)
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315
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316 #* ds1 | ds2 | ds3 == ds.hstack([ds1,ds2,ds3])#????
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317 #hstack([ds('x','y'),ds('z')]
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318 #hstack([ds('z','y'),ds('x')]
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319 #assert have_thrown("hstack([ds('x'),ds('x')]")
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320 #assert not have_thrown("hstack([ds('x'),ds('x')]")
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321 #accept_nonunique_names
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322 #assert have_thrown("hstack([ds('y','x'),ds('x')]")
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323 # i=0
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324 # for example in hstack([ds('x'),ds('y'),ds('z')]):
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325 # example==ds[i]
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326 # i+=1
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327 # del i,example
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328 #* ds1 & ds2 & ds3 == ds.vstack([ds1,ds2,ds3])#????
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329
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330
58
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331 def test_ArrayDataSet():
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332 #don't test stream
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333 #tested only with float value
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334 #don't always test with y
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335 #don't test missing value
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336 #don't test with tuple
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337 #don't test proterties
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338 print "test_ArrayDataSet"
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339 a2 = numpy.random.rand(10,4)
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340 ds = ArrayDataSet(a2,{'x':slice(3),'y':3,'z':[0,2]})###???tuple not tested
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341 ds = ArrayDataSet(a2,LookupList(['x','y','z'],[slice(3),3,[0,2]]))###???tuple not tested
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342 assert len(ds)==10
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343 #assert ds==a? should this work?
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344
145
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345 test_iterate_over_examples(a2, ds)
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346 test_getitem(a2, ds)
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347
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348 # - for val1,val2,val3 in dataset(field1, field2,field3):
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349 test_ds_iterator(a2,ds('x','y'),ds('y','z'),ds('x','y','z'))
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350
81
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351
63
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352 assert len(ds.fields())==3
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353 for field in ds.fields():
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354 for field_value in field: # iterate over the values associated to that field for all the ds examples
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355 pass
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356 for field in ds('x','z').fields():
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357 pass
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358 for field in ds.fields('x','y'):
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359 pass
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360 for field_examples in ds.fields():
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361 for example_value in field_examples:
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362 pass
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363
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364 assert ds == ds.fields().examples()
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365 # for ((x,y),a_v) in (ds('x','y'),a): #???don't work # haven't found a variant that work.# will not work
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366 # assert numpy.append(x,y)==z
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367
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368 def test_LookupList():
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369 #test only the example in the doc???
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370 print "test_LookupList"
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371 example = LookupList(['x','y','z'],[1,2,3])
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372 example['x'] = [1, 2, 3] # set or change a field
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373 x, y, z = example
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374 x = example[0]
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375 x = example["x"]
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376 assert example.keys()==['x','y','z']
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377 assert example.values()==[[1,2,3],2,3]
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378 assert example.items()==[('x',[1,2,3]),('y',2),('z',3)]
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379 example.append_keyval('u',0) # adds item with name 'u' and value 0
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380 assert len(example)==4 # number of items = 4 here
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381 example2 = LookupList(['v','w'], ['a','b'])
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382 example3 = LookupList(['x','y','z','u','v','w'], [[1, 2, 3],2,3,0,'a','b'])
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diff changeset
383 assert example+example2==example3
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384 assert have_raised("var['x']+var['x']",x=example)
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385
158
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386 def test_CachedDataSet():
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387 print "test_CacheDataSet"
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388 a2 = numpy.random.rand(10,4)
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389 ds1 = ArrayDataSet(a2,LookupList(['x','y','z'],[slice(3),3,[0,2]]))###???tuple not tested
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390 ds2 = CachedDataSet(ds1)
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391 ds3 = CachedDataSet(ds1,cache_all_upon_construction=True)
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392 assert len(ds2)==10
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393
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394 test_iterate_over_examples(a2, ds2)
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395 test_getitem(a2, ds2)
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396
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diff changeset
397 # - for val1,val2,val3 in dataset(field1, field2,field3):
149
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398 test_ds_iterator(a2,ds2('x','y'),ds2('y','z'),ds2('x','y','z'))
148
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399
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400
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401 assert len(ds2.fields())==3
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402 for field in ds2.fields():
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403 for field_value in field: # iterate over the values associated to that field for all the ds examples
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404 pass
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405 for field in ds2('x','z').fields():
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406 pass
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407 for field in ds2.fields('x','y'):
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408 pass
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409 for field_examples in ds2.fields():
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410 for example_value in field_examples:
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411 pass
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412
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413 assert ds2 == ds2.fields().examples()
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414 # for ((x,y),a_v) in (ds('x','y'),a): #???don't work # haven't found a variant that work.# will not work
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415 # assert numpy.append(x,y)==z
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416
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417
84
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418 def test_ApplyFunctionDataSet():
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419 print "test_ApplyFunctionDataSet"
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420 raise NotImplementedError()
84
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421 def test_FieldsSubsetDataSet():
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422 print "test_FieldsSubsetDataSet"
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423 raise NotImplementedError()
84
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424 def test_DataSetFields():
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425 print "test_DataSetFields"
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426 raise NotImplementedError()
84
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427 def test_MinibatchDataSet():
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428 print "test_MinibatchDataSet"
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429 raise NotImplementedError()
84
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430 def test_HStackedDataSet():
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431 print "test_HStackedDataSet"
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432 raise NotImplementedError()
84
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433 def test_VStackedDataSet():
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434 print "test_VStackedDataSet"
81
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435 raise NotImplementedError()
84
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436 def test_ArrayFieldsDataSet():
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437 print "test_ArrayFieldsDataSet"
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438 raise NotImplementedError()
157
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439 if __name__=='__main__':
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440 test1()
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441 test_LookupList()
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442 test_ArrayDataSet()
158
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443 test_CachedDataSet()
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444 #test pmat.py