CPU-Only Architectures
CPU-only architectures refer to computing systems that rely solely on central processing units (CPUs) for all computational tasks, without specialized hardware accelerators like GPUs, TPUs, or FPGAs. This approach leverages the general-purpose nature of CPUs, which are designed to handle a wide variety of tasks through sequential or parallel processing using multiple cores. It is commonly used in traditional server environments, legacy systems, and applications where hardware simplicity or cost constraints are priorities.
Developers should consider CPU-only architectures when building or maintaining applications that do not require intensive parallel processing, such as web servers, database management, or business logic in enterprise software, where CPUs provide sufficient performance and reliability. This approach is also relevant for environments with budget limitations, legacy infrastructure that cannot support accelerators, or when developing software that must run on diverse hardware without specialized dependencies. It ensures broad compatibility and ease of deployment across standard computing platforms.