Dear SciKitters,

there is one thing I don't understand when cPickling a model. Here is my 
code to pickle a model:
"
clf_kNN       = KNeighborsClassifier()
clf_kNN       = clf_kNN.fit(dataDescrs_array,dataActs_array)
cPickle.dump(clf_kNN,file("clf_kNN.descr.pk","wb+"))
"

And this is the way to extract the model:
"
kNN_clf_frompkl = cPickle.load(file("./clf_kNN.descr.pkl","rb"))
y_predict = kNN_clf_frompkl.predict(X_test)
#
kNN_clf_frompkl = kNN_clf_frompkl.fit(X_train,y_train)
y_predict2 = kNN_clf_frompkl.predict(X_test)
"

Is it necessary to run the "fit" step? - in my understanding, 
"kNN_clf_frompkl" already contains a kNN model.
What is the difference between the loaded models with and without the 
"fit" step?

Is there any documentation about cPickling models? The only documentation 
I found comes from the mailing list.

Cheers & Thanks,
Paul


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