def model_test(model, X_test, y_test,outputfile):
#net.load_params_from('/path/to/weights_file')
y_pred = model.predict(X_test)
print stats.linregress(y_test,y_pred[:,0])
hkl.dump([y_pred[:,0],y_test],outputfile)
#save model parameters
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