We consider two types of generalized self-duality conditions for Yang-Mills fields on paracomplex manifolds of arbitrary dimension. We then specialize to 3 + 3 dimensions and show how one can obtain the KP equation from these self-duality conditions on SL(2, R) valued gauge fields.