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Software programmable data allocation in multi-bank memory of SIMD processors

机译:sImD处理器的多存储器存储器中的软件可编程数据分配

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摘要

The host-SIMD style heterogeneous multi-processor architecture offers high computing performance and user friendly programmability. It explores both task level parallelism and data level parallelism by the on-chip multiple SIMD coprocessors. For embedded DSP applications with predictable computing feature, this architecture can be further optimized for performance, implementation cost and power consumption. The optimization could be done by improving the SIMD processing efficiency and reducing redundant memory accesses and data shuffle operations. This paper introduces one effective approach by designing a software programmable multi-bank memory system for SIMD processors. Both the hardware architecture and software programming model are described in this paper, with an implementation example of the BLAS syrk routine. The proposed memory system offers high SIMD data access flexibility by using lookup table based address generators, and applying data permutations on both DMA controller interface and SIMD data access. The evaluation results show that the SIMD processor with this memory system can achieve high execution efficiency, with only 10% to 30% overhead. The proposed memory system also saves the implementation cost on SIMD local registers, in our system, each SIMD core has only 8 128-bit vector registers.
机译:主机SIMD样式的异构多处理器体系结构可提供较高的计算性能和用户友好的可编程性。它通过片上多个SIMD协处理器探索任务级并行性和数据级并行性。对于具有可预测计算功能的嵌入式DSP应用,可以针对性能,实现成本和功耗进一步优化此架构。优化可以通过提高SIMD处理效率并减少冗余内存访问和数据混洗操作来完成。本文通过设计一种适用于SIMD处理器的软件可编程多组存储系统,介绍了一种有效的方法。本文介绍了硬件体系结构和软件编程模型,并给出了BLAS syrk例程的实现示例。所提出的存储系统通过使用基于查找表的地址生成器,并在DMA控制器接口和SIMD数据访问两者上应用数据置换,从而提供了高度的SIMD数据访问灵活性。评估结果表明,具有此存储系统的SIMD处理器可以实现高执行效率,而开销仅为10%到30%。所提出的存储器系统还节省了SIMD本地寄存器的实现成本,在我们的系统中,每个SIMD内核只有8个128位向量寄存器。

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