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In "Compute regularized least squares solution", the np.linalg.pinv() should be changed to torch.linalg.pinv(). Hence, all correspondent variables are calculated in torch tensors.
There should be some better methods, this merge is just a temporary solution. Thanks to @hongxiaoy for the help.