def load(self, modelfile):
with open(modelfile, 'rb') as pklfile:
self.model = pickle.load(pklfile)
assert( isinstance(self.model,sklearn.decomposition.pca.PCA) )
print "Successfully loaded pca model from %s." % modelfile
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