Based on Quantum Topological Stabilizer Color Code Morphism Neural Network Decoder

Algorithm 1

Color code decoder training algorithm.

(1	) color code projection to surface code
(2	) While defects exist do
(3	)  from to get the observation of
(4	)  greedy strategy selects the action corresponding to the error
(5	)  perform action on
(6	)  calculate the value of performing action on
(7	)  obtain the observation results after the action is executed
(8	)  save the tuple
(9	)  update deep neural network
(10	) end while
(11	) each random draw tuple
(12	)  calculate the objective function
(13	) end for
(14	) update network parameters