WebFeb 12, 2024 · GraphLily, a graph linear algebra overlay, to accelerate graph processing on HBM-equipped FPGAs and builds a middleware to provide runtime support, which shows that compared with state-of-the-art graph processing frameworks on CPUs and GPUs, GraphLily achieves up to 2.5 x and 1.1 x higher throughput, while reducing the energy … WebGraphLily builds a middleware to manage three runtime tasks: (1) data transfer between the CPU host and the FPGA device; (2) on-device data transfer between kernels; (3) kernel …
High-Performance Sparse Linear Algebra on HBM-Equipped …
WebGraphLily effectively utilizes the high bandwidth of HBM to achieve high performance for memory-bound sparse kernels by co-designing the data layout and the accelerator architecture. WebY. Hu, Y. Du, E. Ustun, and Z. Zhang, GraphLily: Accelerating Graph Linear Algebra on HBM-Equipped FPGAs, International Conference On Computer Aided Design (ICCAD), Nov. 2024. Skills Designing complex hardware systems using high-level synthesis. circuit clerk jefferson county ar
[2109.11081] Sextans: A Streaming Accelerator for General …
WebJul 26, 2024 · An error occurs when we call BFS::pull_push multiple times on the same dataset with different source vertices. This is due to the results_.resize function call in ... WebGraphLily implements an FPGA overlay that executes a set of computing primitives commonly found in graph analytics applications. Figure 9 shows the architecture of the … WebGraphLily supports a rich set of graph algorithms by adopting the GraphBLAS programming interface, which formulates graph algorithms as sparse linear algebra operations. GraphLily provides efficient, memory-optimized accelerators for the two widely-used kernels in GraphBLAS, namely, sparse-matrix dense-vector multiplication (SpMV) and sparse ... circuit clerk jackson county il