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lines changed Original file line number Diff line number Diff line change @@ -326,7 +326,7 @@ def ret_normalized_vec(vec, length):
326326 else :
327327 return list (vec )
328328
329- def ret_log_normalize_vec (vec , axis = 1 ):
329+ def ret_log_normalize_vec (vec , axis = 1 ):
330330 log_max = 100.0
331331 if len (vec .shape ) == 1 :
332332 max_val = numpy .max (vec )
@@ -335,17 +335,17 @@ def ret_log_normalize_vec(vec, axis = 1):
335335 log_norm = numpy .log (tot ) - log_shift
336336 vec = vec - log_norm
337337 else :
338- if axis == 1 :# independently normalize each sample
338+ if axis == 1 : # independently normalize each sample
339339 max_val = numpy .max (vec , 1 )
340340 log_shift = log_max - numpy .log (vec .shape [1 ] + 1.0 ) - max_val
341341 tot = numpy .sum (numpy .exp (vec + log_shift [:, numpy .newaxis ]), 1 )
342342 log_norm = numpy .log (tot ) - log_shift
343343 vec = vec - log_norm [:, numpy .newaxis ]
344- elif axis == 0 :# normalize each feature
344+ elif axis == 0 : # normalize each feature
345345 k = ret_log_normalize_vec (vec .T )
346346 return (k [0 ].T , k [1 ])
347347 else :
348- raise ValueError ("'%d ' is not a supported axis" % axis )
348+ raise ValueError ("'%s ' is not a supported axis" % axis )
349349 return (vec , log_norm )
350350
351351
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