The error of optical hardware, which influences the error probability of associative memory in Hopfield neural network, is analyzed by menas of statistical method. The approximate formula and modulation result of error probability versus hardware error are proposed. It is concluded that the error within some extant does not affect the error probability sharply. Especially, the required gray level of detector array can be much less than the maxium value detected. This is very significant for designing the optical neural network.