annotate pmat.py @ 518:4aa7f74ea93f

init dataset
author James Bergstra <bergstrj@iro.umontreal.ca>
date Wed, 12 Nov 2008 12:36:09 -0500
parents c2f17f231960
children
rev   line source
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1 ## Automatically adapted for numpy.numarray Jun 13, 2007 by python_numarray_to_numpy (-xsm)
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2
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3 # PMat.py
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4 # Copyright (C) 2005 Pascal Vincent
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5 #
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6 # Redistribution and use in source and binary forms, with or without
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7 # modification, are permitted provided that the following conditions are met:
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8 #
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9 # 1. Redistributions of source code must retain the above copyright
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10 # notice, this list of conditions and the following disclaimer.
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11 #
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12 # 2. Redistributions in binary form must reproduce the above copyright
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13 # notice, this list of conditions and the following disclaimer in the
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14 # documentation and/or other materials provided with the distribution.
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15 #
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16 # 3. The name of the authors may not be used to endorse or promote
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17 # products derived from this software without specific prior written
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18 # permission.
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19 #
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20 # THIS SOFTWARE IS PROVIDED BY THE AUTHORS ``AS IS'' AND ANY EXPRESS OR
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21 # IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES
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22 # OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN
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23 # NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
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24 # SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED
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25 # TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
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26 # PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
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27 # LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
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28 # NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
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29 # SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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30 #
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31 # This file is part of the PLearn library. For more information on the PLearn
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32 # library, go to the PLearn Web site at www.plearn.org
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33
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34
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35 # Author: Pascal Vincent
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36
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37 #import numarray, sys, os, os.path
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38 import numpy.numarray, sys, os, os.path
380
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39 import fpconst
114
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40
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41 def array_columns( a, cols ):
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42 indices = None
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43 if isinstance( cols, int ):
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44 indices = [ cols ]
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45 elif isinstance( cols, slice ):
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46 #print cols
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47 indices = range( *cols.indices(cols.stop) )
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48 else:
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49 indices = list( cols )
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50
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51 return numpy.numarray.take(a, indices, axis=1)
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52
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53 def load_pmat_as_array(fname):
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54 s = file(fname,'rb').read()
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55 formatstr = s[0:64]
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56 datastr = s[64:]
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57 structuretype, l, w, data_type, endianness = formatstr.split()
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58
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59 if data_type=='DOUBLE':
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60 elemtype = 'd'
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61 elif data_type=='FLOAT':
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62 elemtype = 'f'
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63 else:
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64 raise ValueError('Invalid data type in file header: '+data_type)
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65
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66 if endianness=='LITTLE_ENDIAN':
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67 byteorder = 'little'
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68 elif endianness=='BIG_ENDIAN':
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69 byteorder = 'big'
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70 else:
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71 raise ValueError('Invalid endianness in file header: '+endianness)
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72
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73 l = int(l)
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74 w = int(w)
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75 X = numpy.numarray.fromstring(datastr,elemtype, shape=(l,w) )
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76 if byteorder!=sys.byteorder:
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77 X.byteswap(True)
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78 return X
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79
116
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80 def load_pmat_as_array_dataset(fname):
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81 import dataset,lookup_list
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82
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83 #load the pmat as array
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84 a=load_pmat_as_array(fname)
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85
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86 #load the fieldnames
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87 fieldnames = []
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88 fieldnamefile = os.path.join(fname+'.metadata','fieldnames')
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89 if os.path.isfile(fieldnamefile):
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90 f = open(fieldnamefile)
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91 for row in f:
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92 row = row.split()
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93 if len(row)>0:
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94 fieldnames.append(row[0])
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95 f.close()
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96 else:
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97 self.fieldnames = [ "field_"+str(i) for i in range(a.shape[1]) ]
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98
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99 return dataset.ArrayDataSet(a,lookup_list.LookupList(fieldnames,[x for x in range(a.shape[1])]))
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100
380
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101 def load_amat_as_array_dataset(fname):
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102 import dataset,lookup_list
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103
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104 #load the amat as array
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105 (a,fieldnames)=readAMat(fname)
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106
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107 #load the fieldnames
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108 if len(fieldnames)==0:
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109 self.fieldnames = [ "field_"+str(i) for i in range(a.shape[1]) ]
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110
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111 return dataset.ArrayDataSet(a,lookup_list.LookupList(fieldnames,[x for x in range(a.shape[1])]))
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112
116
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113 def save_array_dataset_as_pmat(fname,ds):
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114 ar=ds.data
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 115
diff changeset
115 save_array_as_pmat(fname,ar,ds.fieldNames())
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 115
diff changeset
116
114
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
117 def save_array_as_pmat( fname, ar, fieldnames=[] ):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
118 s = file(fname,'wb')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
119
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
120 length, width = ar.shape
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
121 if fieldnames:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
122 assert len(fieldnames) == width
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
123 metadatadir = fname+'.metadata'
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
124 if not os.path.isdir(metadatadir):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
125 os.mkdir(metadatadir)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
126 fieldnamefile = os.path.join(metadatadir,'fieldnames')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
127 f = open(fieldnamefile,'wb')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
128 for name in fieldnames:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
129 f.write(name+'\t0\n')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
130 f.close()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
131
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
132 header = 'MATRIX ' + str(length) + ' ' + str(width) + ' '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
133 if ar.dtype.char=='d':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
134 header += 'DOUBLE '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
135 elemsize = 8
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
136
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
137 elif ar.dtype.char=='f':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
138 header += 'FLOAT '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
139 elemsize = 4
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
140
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
141 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
142 raise TypeError('Unsupported typecode: %s' % ar.dtype.char)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
143
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
144 rowsize = elemsize*width
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
145
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
146 if sys.byteorder=='little':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
147 header += 'LITTLE_ENDIAN '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
148 elif sys.byteorder=='big':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
149 header += 'BIG_ENDIAN '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
150 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
151 raise TypeError('Unsupported sys.byteorder: '+repr(sys.byteorder))
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
152
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
153 header += ' '*(63-len(header))+'\n'
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
154 s.write( header )
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
155 s.write( ar.tostring() )
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
156 s.close()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
157
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
158
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
159 ####### Iterators ###########################################################
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
160
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
161 class VMatIt:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
162 def __init__(self, vmat):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
163 self.vmat = vmat
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
164 self.cur_row = 0
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
165
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
166 def __iter__(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
167 return self
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
168
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
169 def next(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
170 if self.cur_row==self.vmat.length:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
171 raise StopIteration
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
172 row = self.vmat.getRow(self.cur_row)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
173 self.cur_row += 1
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
174 return row
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
175
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
176 class ColumnIt:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
177 def __init__(self, vmat, col):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
178 self.vmat = vmat
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
179 self.col = col
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
180 self.cur_row = 0
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
181
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
182 def __iter__(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
183 return self
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
184
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
185 def next(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
186 if self.cur_row==self.vmat.length:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
187 raise StopIteration
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
188 val = self.vmat[self.cur_row, self.col]
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
189 self.cur_row += 1
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
190 return val
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
191
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
192 ####### VMat classes ########################################################
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
193
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
194 class VMat:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
195 def __iter__(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
196 return VMatIt(self)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
197
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
198 def __getitem__( self, key ):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
199 if isinstance( key, slice ):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
200 start, stop, step = key.start, key.stop, key.step
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
201 if step!=None:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
202 raise IndexError('Extended slice with step not currently supported')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
203
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
204 if start is None:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
205 start = 0
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
206
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
207 l = self.length
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
208 if stop is None or stop > l:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
209 stop = l
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
210
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
211 return self.getRows(start,stop-start)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
212
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
213 elif isinstance( key, tuple ):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
214 # Basically returns a SubVMatrix
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
215 assert len(key) == 2
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
216 rows = self.__getitem__( key[0] )
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
217
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
218 shape = rows.shape
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
219 if len(shape) == 1:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
220 return rows[ key[1] ]
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
221
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
222 cols = key[1]
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
223 if isinstance(cols, slice):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
224 start, stop, step = cols.start, cols.stop, cols.step
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
225 if start is None:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
226 start = 0
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
227
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
228 if stop is None:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
229 stop = self.width
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
230 elif stop < 0:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
231 stop = self.width+stop
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
232
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
233 cols = slice(start, stop, step)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
234
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
235 return array_columns(rows, cols)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
236
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
237 elif isinstance( key, str ):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
238 # The key is considered to be a fieldname and a column is
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
239 # returned.
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
240 try:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
241 return array_columns( self.getRows(0,self.length),
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
242 self.fieldnames.index(key) )
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
243 except ValueError:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
244 print >>sys.stderr, "Key is '%s' while fieldnames are:" % key
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
245 print >>sys.stderr, self.fieldnames
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
246 raise
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
247
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
248 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
249 if key<0: key+=self.length
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
250 return self.getRow(key)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
251
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
252 def getFieldIndex(self, fieldname):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
253 try:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
254 return self.fieldnames.index(fieldname)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
255 except ValueError:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
256 raise ValueError( "VMat has no field named %s. Field names: %s"
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
257 %(fieldname, ','.join(self.fieldnames)) )
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
258
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
259 class PMat( VMat ):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
260
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
261 def __init__(self, fname, openmode='r', fieldnames=[], elemtype='d',
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
262 inputsize=-1, targetsize=-1, weightsize=-1, array = None):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
263 self.fname = fname
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
264 self.inputsize = inputsize
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
265 self.targetsize = targetsize
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
266 self.weightsize = weightsize
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
267 if openmode=='r':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
268 self.f = open(fname,'rb')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
269 self.read_and_parse_header()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
270 self.load_fieldnames()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
271
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
272 elif openmode=='w':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
273 self.f = open(fname,'w+b')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
274 self.fieldnames = fieldnames
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
275 self.save_fieldnames()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
276 self.length = 0
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
277 self.width = len(fieldnames)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
278 self.elemtype = elemtype
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
279 self.swap_bytes = False
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
280 self.write_header()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
281
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
282 elif openmode=='a':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
283 self.f = open(fname,'r+b')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
284 self.read_and_parse_header()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
285 self.load_fieldnames()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
286
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
287 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
288 raise ValueError("Currently only supported openmodes are 'r', 'w' and 'a': "+repr(openmode)+" is not supported")
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
289
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
290 if array is not None:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
291 shape = array.shape
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
292 if len(shape) == 1:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
293 row_format = lambda r: [ r ]
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
294 elif len(shape) == 2:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
295 row_format = lambda r: r
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
296
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
297 for row in array:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
298 self.appendRow( row_format(row) )
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
299
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
300 def __del__(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
301 self.close()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
302
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
303 def write_header(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
304 header = 'MATRIX ' + str(self.length) + ' ' + str(self.width) + ' '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
305
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
306 if self.elemtype=='d':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
307 header += 'DOUBLE '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
308 self.elemsize = 8
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
309 elif self.elemtype=='f':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
310 header += 'FLOAT '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
311 self.elemsize = 4
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
312 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
313 raise TypeError('Unsupported elemtype: '+repr(elemtype))
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
314 self.rowsize = self.elemsize*self.width
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
315
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
316 if sys.byteorder=='little':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
317 header += 'LITTLE_ENDIAN '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
318 elif sys.byteorder=='big':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
319 header += 'BIG_ENDIAN '
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
320 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
321 raise TypeError('Unsupported sys.byteorder: '+repr(sys.byteorder))
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
322
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
323 header += ' '*(63-len(header))+'\n'
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
324
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
325 self.f.seek(0)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
326 self.f.write(header)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
327
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
328 def read_and_parse_header(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
329 header = self.f.read(64)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
330 mat_type, l, w, data_type, endianness = header.split()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
331 if mat_type!='MATRIX':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
332 raise ValueError('Invalid file header (should start with MATRIX)')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
333 self.length = int(l)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
334 self.width = int(w)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
335 if endianness=='LITTLE_ENDIAN':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
336 byteorder = 'little'
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
337 elif endianness=='BIG_ENDIAN':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
338 byteorder = 'big'
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
339 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
340 raise ValueError('Invalid endianness in file header: '+endianness)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
341 self.swap_bytes = (byteorder!=sys.byteorder)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
342
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
343 if data_type=='DOUBLE':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
344 self.elemtype = 'd'
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
345 self.elemsize = 8
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
346 elif data_type=='FLOAT':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
347 self.elemtype = 'f'
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
348 self.elemsize = 4
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
349 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
350 raise ValueError('Invalid data type in file header: '+data_type)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
351 self.rowsize = self.elemsize*self.width
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
352
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
353 def load_fieldnames(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
354 self.fieldnames = []
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
355 fieldnamefile = os.path.join(self.fname+'.metadata','fieldnames')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
356 if os.path.isfile(fieldnamefile):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
357 f = open(fieldnamefile)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
358 for row in f:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
359 row = row.split()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
360 if len(row)>0:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
361 self.fieldnames.append(row[0])
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
362 f.close()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
363 else:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
364 self.fieldnames = [ "field_"+str(i) for i in range(self.width) ]
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
365
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
366 def save_fieldnames(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
367 metadatadir = self.fname+'.metadata'
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
368 if not os.path.isdir(metadatadir):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
369 os.mkdir(metadatadir)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
370 fieldnamefile = os.path.join(metadatadir,'fieldnames')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
371 f = open(fieldnamefile,'wb')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
372 for name in self.fieldnames:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
373 f.write(name+'\t0\n')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
374 f.close()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
375
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
376 def getRow(self,i):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
377 if i<0 or i>=self.length:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
378 raise IndexError('PMat index out of range')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
379 self.f.seek(64+i*self.rowsize)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
380 data = self.f.read(self.rowsize)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
381 ar = numpy.numarray.fromstring(data, self.elemtype, (self.width,))
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
382 if self.swap_bytes:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
383 ar.byteswap(True)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
384 return ar
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
385
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
386 def getRows(self,i,l):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
387 if i<0 or l<0 or i+l>self.length:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
388 raise IndexError('PMat index out of range')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
389 self.f.seek(64+i*self.rowsize)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
390 data = self.f.read(l*self.rowsize)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
391 ar = numpy.numarray.fromstring(data, self.elemtype, (l,self.width))
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
392 if self.swap_bytes:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
393 ar.byteswap(True)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
394 return ar
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
395
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
396 def checkzerorow(self,i):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
397 if i<0 or i>self.length:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
398 raise IndexError('PMat index out of range')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
399 self.f.seek(64+i*self.rowsize)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
400 data = self.f.read(self.rowsize)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
401 ar = numpy.numarray.fromstring(data, self.elemtype, (len(data)/self.elemsize,))
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
402 if self.swap_bytes:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
403 ar.byteswap(True)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
404 for elem in ar:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
405 if elem!=0:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
406 return False
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
407 return True
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
408
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
409 def putRow(self,i,row):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
410 if i<0 or i>=self.length:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
411 raise IndexError('PMat index out of range')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
412 if len(row)!=self.width:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
413 raise TypeError('length of row ('+str(len(row))+ ') differs from matrix width ('+str(self.width)+')')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
414 if i<0 or i>=self.length:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
415 raise IndexError
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
416 if self.swap_bytes: # must make a copy and swap bytes
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
417 ar = numpy.numarray.numarray(row,type=self.elemtype)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
418 ar.byteswap(True)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
419 else: # asarray makes a copy if not already a numarray of the right type
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
420 ar = numpy.numarray.asarray(row,type=self.elemtype)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
421 self.f.seek(64+i*self.rowsize)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
422 self.f.write(ar.tostring())
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
423
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
424 def appendRow(self,row):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
425 if len(row)!=self.width:
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
426 raise TypeError('length of row ('+str(len(row))+ ') differs from matrix width ('+str(self.width)+')')
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
427 if self.swap_bytes: # must make a copy and swap bytes
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
428 ar = numpy.numarray.numarray(row,type=self.elemtype)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
429 ar.byteswap(True)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
430 else: # asarray makes a copy if not already a numarray of the right type
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
431 ar = numpy.numarray.asarray(row,type=self.elemtype)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
432
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
433 self.f.seek(64+self.length*self.rowsize)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
434 self.f.write(ar.tostring())
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
435 self.length += 1
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
436 self.write_header() # update length in header
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
437
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
438 def flush(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
439 self.f.flush()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
440
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
441 def close(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
442 if hasattr(self, 'f'):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
443 self.f.close()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
444
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
445 def append(self,row):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
446 self.appendRow(row)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
447
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
448 def __setitem__(self, i, row):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
449 l = self.length
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
450 if i<0: i+=l
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
451 self.putRow(i,row)
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
452
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
453 def __len__(self):
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
454 return self.length
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
Frederic Bastien <bastienf@iro.umontreal.ca>
parents:
diff changeset
455
380
c2f17f231960 added function to load amat file
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 116
diff changeset
456
c2f17f231960 added function to load amat file
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 116
diff changeset
457
c2f17f231960 added function to load amat file
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 116
diff changeset
458 #copied from PLEARNDIR:python_modules/plearn/vmat/readAMat.py
c2f17f231960 added function to load amat file
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 116
diff changeset
459 def safefloat(str):
c2f17f231960 added function to load amat file
Frederic Bastien <bastienf@iro.umontreal.ca>
parents: 116
diff changeset
460 """Convert the given string to its float value. It is 'safe' in the sense
c2f17f231960 added function to load amat file
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461 that missing values ('nan') will be properly converted to the corresponding
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parents: 116
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462 float value under all platforms, contrarily to 'float(str)'.
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463 """
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464 if str.lower() == 'nan':
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465 return fpconst.NaN
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466 else:
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467 return float(str)
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468
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469 #copied from PLEARNDIR:python_modules/plearn/vmat/readAMat.py
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470 def readAMat(amatname):
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471 """Read a PLearn .amat file and return it as a numarray Array.
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472
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473 Return a tuple, with as the first argument the array itself, and as
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474 the second argument the fieldnames (list of strings).
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475 """
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476 ### NOTE: this version is much faster than first creating the array and
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parents: 116
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477 ### updating each row as it is read... Bizarrely enough
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478 f = open(amatname)
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479 a = []
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480 fieldnames = []
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481 for line in f:
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482 if line.startswith("#size:"):
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483 (length,width) = line[6:].strip().split()
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484 elif line.startswith("#sizes:"): # ignore input/target/weight/extra sizes
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485 continue
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486
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487 elif line.startswith("#:"):
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488 fieldnames = line[2:].strip().split()
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489 pass
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490 elif not line.startswith('#'):
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491 # Add all non-comment lines.
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492 row = [ safefloat(x) for x in line.strip().split() ]
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parents: 116
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493 if row:
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494 a.append(row)
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495
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496 f.close()
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497 return numpy.numarray.array(a), fieldnames
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parents: 116
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498
114
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
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parents:
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499
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
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parents:
diff changeset
500 if __name__ == '__main__':
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
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parents:
diff changeset
501 pmat = PMat( 'tmp.pmat', 'w', fieldnames=['F1', 'F2'] )
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
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parents:
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502 pmat.append( [1, 2] )
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parents:
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503 pmat.append( [3, 4] )
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
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parents:
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504 pmat.close()
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
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parents:
diff changeset
505
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
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parents:
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506 pmat = PMat( 'tmp.pmat', 'r' )
116
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
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parents: 115
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507 ar=load_pmat_as_array('tmp.pmat')
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parents: 115
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508 ds=load_pmat_as_array_dataset('tmp.pmat')
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parents: 115
diff changeset
509
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
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parents: 115
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510 print "PMat",pmat
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parents: 115
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511 print "PMat",pmat[:]
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parents: 115
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512 print "array",ar
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parents: 115
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513 print "ArrayDataSet",ds
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parents: 115
diff changeset
514 for i in ds:
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parents: 115
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515 print i
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516 save_array_dataset_as_pmat("tmp2.pmat",ds)
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parents: 115
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517 ds2=load_pmat_as_array_dataset('tmp2.pmat')
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
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parents: 115
diff changeset
518 for i in ds2:
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
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parents: 115
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519 print i
114
d6d42a0c1275 file copied from PLearn/python_modules/plearn/vmat/PMat.py
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parents:
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520 # print "+++ tmp.pmat contains: "
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parents:
diff changeset
521 # os.system( 'plearn vmat cat tmp.pmat' )
116
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
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parents: 115
diff changeset
522 import shutil
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parents: 115
diff changeset
523 for fname in ["tmp.pmat", "tmp2.pmat"]:
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parents: 115
diff changeset
524 os.remove( fname )
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
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parents: 115
diff changeset
525 if os.path.exists( fname+'.metadata' ):
9330d941fa1f added function load_pmat_as_array_dataset and save_array_dataset_as_pmat
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parents: 115
diff changeset
526 shutil.rmtree( fname+'.metadata' )