Mercurial > ift6266

annotate datasets/gzpklfile.py @ 256:bd7e50d56d80

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author Xavier Glorot <glorotxa@iro.umontreal.ca>
date Wed, 17 Mar 2010 14:04:12 -0400
parents 4cfd0eb438af
children 966272e7f14b
rev   line source
222
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
parents:
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1 import gzip
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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2 try:
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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3 import cPickle as pickle
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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4 except ImportError:
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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5 import pickle
4cfd0eb438af Add mnist to datasets (and supporting code).
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6
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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7 from dataset import DataSet
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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8 from dsetiter import DataIterator
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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9 from itertools import izip
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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10
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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11 class ArrayFile(object):
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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12 def __init__(self, ary):
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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13 self.ary = ary
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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14 self.pos = 0
4cfd0eb438af Add mnist to datasets (and supporting code).
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15
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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16 def read(self, num):
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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17 res = self.ary[self.pos:self.pos+num]
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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18 self.pos += num
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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19 return res
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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20
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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21 class GzpklDataSet(DataSet):
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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22 def __init__(self, fname):
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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23 self._fname = fname
4cfd0eb438af Add mnist to datasets (and supporting code).
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24 self._train = 0
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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25 self._valid = 1
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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26 self._test = 2
4cfd0eb438af Add mnist to datasets (and supporting code).
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27
4cfd0eb438af Add mnist to datasets (and supporting code).
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28 def _load(self):
4cfd0eb438af Add mnist to datasets (and supporting code).
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29 f = gzip.open(self._fname, 'rb')
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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30 try:
4cfd0eb438af Add mnist to datasets (and supporting code).
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31 self.datas = pickle.load(f)
4cfd0eb438af Add mnist to datasets (and supporting code).
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32 finally:
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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33 f.close()
4cfd0eb438af Add mnist to datasets (and supporting code).
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34
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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35 def _return_it(self, batchsz, bufsz, id):
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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36 if not hasattr(self, 'datas'):
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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37 self._load()
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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38 return izip(DataIterator([ArrayFile(self.datas[id][0])], batchsz, bufsz),
4cfd0eb438af Add mnist to datasets (and supporting code).
Arnaud Bergeron <abergeron@gmail.com>
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39 DataIterator([ArrayFile(self.datas[id][1])], batchsz, bufsz))