Dparallel
Dparallel is a software framework and programming model designed to simplify parallel and distributed computing by providing deterministic execution semantics and a modular runtime. It aims to help developers write concurrent programs that are easier to reason about, debug, and reproduce by reducing nondeterminism from scheduling and communication interactions.
The core model of Dparallel separates computation into tasks with explicit data dependencies. Tasks declare input
Key features often associated with Dparallel-style frameworks include deterministic task ordering based on dependencies, support for
Limitations of the approach can include overhead from dependency tracking, constraints on dynamic or irregular workloads