Mercurial > ift6266
view datasets/gzpklfile.py @ 399:99905d9bc9dd
Initial commit for calculating the test error of the AMT classifier
author | humel |
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date | Wed, 28 Apr 2010 00:38:31 -0400 |
parents | c2fae7b96769 |
children |
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import gzip try: import cPickle as pickle except ImportError: import pickle from dataset import DataSet from dsetiter import DataIterator from itertools import izip class ArrayFile(object): def __init__(self, ary): self.ary = ary self.pos = 0 def read(self, num): res = self.ary[self.pos:self.pos+num] self.pos += num return res class GzpklDataSet(DataSet): def __init__(self, fname, maxsize): self._fname = fname self.maxsize = maxsize self._train = 0 self._valid = 1 self._test = 2 def _load(self): f = gzip.open(self._fname, 'rb') try: self.datas = pickle.load(f) finally: f.close() def _return_it(self, batchsz, bufsz, id): if not hasattr(self, 'datas'): self._load() return izip(DataIterator([ArrayFile(self.datas[id][0][:self.maxsize])], batchsz, bufsz), DataIterator([ArrayFile(self.datas[id][1][:self.maxsize])], batchsz, bufsz))