(September 12, 2023) Towards AI - For these reasons, GPNPUs strike a balance between thoughtfully designed hardware for AI compute with the programmability and flexibility of a general-parallel compute platform like a GPU. GPNPUs satisfy the general compute and the memory organization requirements for operator fusion and are only limited occasionally by the memory availability requirement.