IEEE Journal of Solid-State Circuits · 2023 · 14 citations · 12 references
EngineeringComputer EngineeringComputer ScienceComputer ArchitectureEmbedded SystemsField-programmable Gate ArraysAccelerator ArchitectureAccelerator IntegrationField-programmable Gate Array ArchitectureFpga ArchitectureHardware AccelerationHeterogeneous System ArchitectureChiplet InterconnectsChiplet-based ArchitectureEnergy-efficient Hardware AccelerationHeterogeneous Fpga ArchitecturesInterconnect IntegrationPower EfficiencyPower-efficient InterconnectsSystem-in-package Integration
Integrating heterogeneous chiplets in a package presents a promising and cost-effective approach to constructing scalable and flexible systems for accelerating a wide range of workloads. We introduce Arvon that integrates a 14-nm FPGA chiplet with two efficient and densely packed 22-nm DSP chiplets using embedded multidie interconnect bridges (EMIBs). The chiplets are interconnected via a 1.536-Tb/s advanced interface bus (AIB) 1.0 interface and a 7.68-Tb/s AIB 2.0 interface. Arvon is programmable, supporting various workloads from neural network (NN) to communication signal processing. Each DSP chiplet delivers a peak performance of 4.14 TFLOPS in half-precision floating-point while maintaining a power efficiency of 1.8 TFLOPS/W. A compilation procedure is developed to map workloads across the FPGA and DSPs to optimize performance and utilization. Our AIB 2.0 interface implementation using 36- <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$\mu \text{m}$ </tex-math></inline-formula> -pitch microbumps achieves a data transfer rate of 4 Gb/s/pin, with an energy efficiency of 0.10–0.46 pJ/b including the adapter. The bandwidth density reaches 1.024 Tb/s/mm of shoreline and 1.705 Tb/s/mm 2 of area.
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Benchmark Analysis of Representative Deep Neural Network Architectures
Simone Bianco, Rémi Cadène, Luigi Celona et al. · IEEE Access · 2018 · 825 citations · Full text
A low-noise self-calibrating dynamic comparator for high-speed ADCs
Masaya Miyahara, Yusuke Asada, Daehwa Paik et al. · 2008 · 414 citations
Engineering, Computer Engineering, Electrical Engineering +17