Quantum error correction is vital for implementing universal quantum computing. A key component the encoding circuit that maps a product state of physical qubits into encoded multipartite entangled logical state. Known methods are typically not ``optimal'' either in terms depth (and therefore burden) or specifics target platform, i.e., native gates and topology system. This work introduces vari...