Essays about: "Matrix computation kernels"

Found 2 essays containing the words Matrix computation kernels.

1. 1. AXI-PACK : Near-memory Bus Packing for Bandwidth-Efficient Irregular Workloads

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Chi Zhang; [2022]
   Keywords : General propose processor; on-chip bus protocol; irregular memory access; ASIC digital circuit design.; Generellt förslag på processor; on-chip-bussprotokoll; oregelbunden minnesåtkomst; digital ASIC-kretsdesign.;

   Abstract : General propose processor (GPP) are demanded high performance in dataintensive applications, such as deep learning, high performance computation (HPC), where algorithm kernels like GEMM (general matrix-matrix multiply) and SPMV (sparse matrix-vector multiply) kernels are intensively used. The performance of these data-intensive applications are bounded with memory bandwidth, which is limited by computing & memory access coupling and memory wall effect. READ MORE

3. 2. Speeding up matrix computation kernels by sharing vector coprocessor among multiple cores on chip

   University essay from JTH, Data- och elektroteknik

   Author : Christopher Dahlberg; [2012]
   Keywords : Coprocessor; Speeding-up; Accelerator; Power efficiency; Shared resources; Vector processor; Multi-core on chip; Matrix algorithm; Matrix computation kernels;

   Abstract : Today’s computer systems develop towards less energy consumption while keeping high performance. These are contradictory requirement and pose a great challenge. A good example of an application were this is used is the smartphone. The constraints are on long battery time while getting high performance required by future 2D/3D applications. READ MORE