Why do these two functions have different outputs, even both of them 
defined from numpy's dot() function:

x = T.dmatrix('x')

y = T.dvector('y')

z = np.dot(x,y)

f = theano.function([x,y],z)

f([[1,2,3],[4,5,6]],[7,8,9])
Out[31]: 
array([[ 7., 16., 27.],
       [28., 40., 54.]])

np.dot([[1,2,3],[4,5,6]],[7,8,9])
Out[32]: array([ 50, 122])

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