def update_gradients_diag(self, dL_dKdiag, X):
self.variance.gradient = np.sum(dL_dKdiag)<EOL>self.period.gradient = <NUM_LIT:0><EOL>self.lengthscale.gradient = <NUM_LIT:0><EOL>
derivative of the diagonal of the covariance matrix with respect to the parameters.