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annotate pylearn/datasets/nade.py @ 1467:b24ed2aa077e

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name parameter for dataset needs to be a keyword arg. for compatibility with jobman
author gdesjardins
date Wed, 20 Apr 2011 16:55:18 -0400
parents 490616262500
children be4a49a65333
rev   line source
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1 import os
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2 import numpy
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3
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4 from pylearn.io.pmat import PMat
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5 from pylearn.datasets.config import data_root # config
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6 from pylearn.datasets.dataset import Dataset
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7
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8 def load_dataset(name=None):
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9 """
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10 Various datasets which were used in the following paper.
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11 The Neural Autoregressive Distribution Estimator
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12 Hugo Larochelle and Iain Murray, AISTATS 2011
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13
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14 :param name: string specifying which dataset to load
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15 :return: Dataset object
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16 dataset.train.x: matrix of training data of shape (num_examples, ndim)
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17 dataset.train.y: vector of training labels of length num_examples. Labels are
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18 integer valued and represent the class it belongs too.
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19 dataset.valid.x: idem for validation data
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20 dataset.valid.y: idem for validation data
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21 dataset.test.x: idem for test data
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22 dataset.test.y: idem for test data
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23
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24 WARNING: class labels are integer-valued instead of 1-of-n encoding !
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25 """
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26 assert name in ['adult','binarized_mnist', 'mnist', 'connect4','dna',
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27 'mushrooms','nips','ocr_letters','rcv1','web']
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28 rval = Dataset()
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29
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30 path = os.path.join(data_root(), 'larocheh', name)
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31
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32 # load training set
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33 x=numpy.load(os.path.join(path,'train_data.npy'))
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34 y_fname = os.path.join(path, 'train_labels.npy')
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35 if os.path.exists(y_fname):
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36 y = numpy.load(os.path.join(path,'train_labels.npy'))
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37 else:
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38 y = None
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39 rval.train = Dataset.Obj(x=x, y=y)
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40
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41 # load validation set
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42 x=numpy.load(os.path.join(path,'valid_data.npy'))
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43 y_fname = os.path.join(path, 'valid_labels.npy')
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44 if os.path.exists(y_fname):
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45 y = numpy.load(os.path.join(path,'valid_labels.npy'))
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46 else:
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47 y = None
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48 rval.valid = Dataset.Obj(x=x, y=y)
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49
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50 # load training set
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51 x=numpy.load(os.path.join(path,'test_data.npy'))
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52 y_fname = os.path.join(path, 'test_labels.npy')
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53 if os.path.exists(y_fname):
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54 y = numpy.load(os.path.join(path,'test_labels.npy'))
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55 else:
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56 y = None
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57 rval.test = Dataset.Obj(x=x, y=y)
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58
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59 return rval