Mercurial > pylearn
annotate doc/v2_planning/dataset.py @ 1191:9046d230772b
add the requirement and use_case to the web site of v2_planning.
author | Frederic Bastien <nouiz@nouiz.org> |
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date | Fri, 17 Sep 2010 21:15:08 -0400 |
parents | 9686c0d9689d |
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rev | line source |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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1 class DataColumn(object): |
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Quick implementation of the Dataset Api we propose.
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2 def __init__(self, loader, **metadata): |
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Quick implementation of the Dataset Api we propose.
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3 self.loader = loader |
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4 self.batch_size = 0 |
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5 self.modulo = None |
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6 self.metadata = metadata |
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Quick implementation of the Dataset Api we propose.
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7 |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
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8 def __getitem__(self, idx): |
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Quick implementation of the Dataset Api we propose.
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9 if isinstance(idx, slice): |
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Quick implementation of the Dataset Api we propose.
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10 return self.loader.getitem(idx.start, idx.stop) |
9686c0d9689d
Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
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11 else: |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
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12 return self.loader.getitem(idx, idx+1) |
9686c0d9689d
Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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13 |
9686c0d9689d
Quick implementation of the Dataset Api we propose.
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14 def group(size, modulo): |
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Quick implementation of the Dataset Api we propose.
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15 self.batch_size = size |
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Quick implementation of the Dataset Api we propose.
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16 self.module = modulo |
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Quick implementation of the Dataset Api we propose.
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17 |
9686c0d9689d
Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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18 def __iter__(self): |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
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19 return DsetIter(self, self.size, self.modulo) |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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20 |
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Quick implementation of the Dataset Api we propose.
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21 def get_sub_datacolumn(self, i, j): |
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Quick implementation of the Dataset Api we propose.
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22 return DataColumn(DsetLoader(self, i, j), **self.metadata) |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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23 |
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Quick implementation of the Dataset Api we propose.
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24 def length(self): |
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Quick implementation of the Dataset Api we propose.
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25 return self.loader.length() |
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Quick implementation of the Dataset Api we propose.
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26 |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
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27 class DsetIter(object): |
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Quick implementation of the Dataset Api we propose.
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28 def __init__(self, dset, size, modulo): |
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Quick implementation of the Dataset Api we propose.
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29 self.dset = dset |
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Quick implementation of the Dataset Api we propose.
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30 self.size = size |
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31 self.modulo = modulo |
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32 self.pos = 0 |
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Quick implementation of the Dataset Api we propose.
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33 |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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34 def __iter__(self): |
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Quick implementation of the Dataset Api we propose.
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35 return self |
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36 |
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Quick implementation of the Dataset Api we propose.
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37 def next(self): |
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38 res = self.dset[self.pos*self.size:(self.pos+self.size)*self.size] |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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39 if len(res) == 0: |
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Quick implementation of the Dataset Api we propose.
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40 raise StopIteration |
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Quick implementation of the Dataset Api we propose.
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41 if len(res) != self.size: |
9686c0d9689d
Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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42 if modulo == True: |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
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43 return res |
9686c0d9689d
Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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44 if modulo == False: |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
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45 raise StopIteration |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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46 |
9686c0d9689d
Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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47 class DsetLoader(object): |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
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48 def __init__(self, dset, start, stop): |
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Quick implementation of the Dataset Api we propose.
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parents:
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49 self.dset = dset |
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Quick implementation of the Dataset Api we propose.
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50 self.start = start |
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Quick implementation of the Dataset Api we propose.
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51 self.stop = stop |
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52 if self.start is None: |
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53 self.start = 0 |
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54 if self.stop is None: |
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Quick implementation of the Dataset Api we propose.
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55 self.stop = self.dset.length() |
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Quick implementation of the Dataset Api we propose.
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56 |
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Quick implementation of the Dataset Api we propose.
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parents:
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57 def getitem(self, i, j): |
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58 if self.stop is None: |
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59 return self.dset[self.start+i:self.start+j] |
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60 else: |
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Quick implementation of the Dataset Api we propose.
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61 return self.dset[min(self.start+i, self.stop): |
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Quick implementation of the Dataset Api we propose.
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62 min(self.start+j, self.stop)] |
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63 |
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64 def length(self): |
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Quick implementation of the Dataset Api we propose.
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65 if self.stop is None: |
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Quick implementation of the Dataset Api we propose.
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66 return None |
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Quick implementation of the Dataset Api we propose.
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67 else: |
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Quick implementation of the Dataset Api we propose.
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68 return self.stop - self.start |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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69 |
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Quick implementation of the Dataset Api we propose.
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parents:
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70 class Dataset(object): |
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Quick implementation of the Dataset Api we propose.
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71 def __init__(self, cols): |
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72 self.cols = cols |
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Quick implementation of the Dataset Api we propose.
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73 |
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Quick implementation of the Dataset Api we propose.
Arnaud Bergeron <abergeron@gmail.com>
parents:
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74 def get_sub_dataset(self, start, stop): |
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Quick implementation of the Dataset Api we propose.
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75 return Dataset([c.get_sub_datacolumn(start, stop) for c in self.cols]) |
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Quick implementation of the Dataset Api we propose.
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parents:
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76 |
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Quick implementation of the Dataset Api we propose.
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77 # we could have the __getitem__ interface and the iterator interface also |