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the bunch kaufman decomposition of a self-adjoint matrix $a$ is such that: $$P A P^\top = LBL^H$$ where $P$ is a permutation matrix, $B$ is a block diagonal matrix, with $1\times 1$ or $2 \times 2 $ diagonal blocks, and $L$ is a unit lower triangular matrix