We present a source-to-source auto-generating framework that enables a large programmer community to easily and safely implement parallel stencil codes within the framework of Ordered Read-Write Locks (ORWL). It meets the specific needs of the application at a high level of abstraction. ORWL is an inter-task synchronization model for iterative data-oriented parallel and distributed algorithms that uses strict FIFO ordering for the access to all resources. It guarantees equity, liveness and efficiency for a wide range of applications. The main hurdle for using ORWL lies in its initialization phase, where the programmer has to specify the access scheme between tasks and resources and the initial positions of the tasks in the FIFOs. We provide a userfriendly interface based on a Domain-Specific Language (DSL) that captures domain semantics and automatically generates ORWL parallel high-performance stencil code. We conducted experiments that proved the validity of our approach, as well as the efficiency and scalability of the generated code.