Eigen Vectors mismatch by cuBLAS and Eigen lib

I want to do the EVD wth this 4x4 covariance matrix:

Eigen Vectors mismatch with cublas and Eigen lib

I implemented an algorithm with EVD by using C++ Eigen lib, and verified the result is what I want.

CUBLAS matrix multiplication with row-major data

I read some related posts here, and success using do the row majored matrixes multiplication with cuBLAS: