Accelerating hybrid and compact neural networks targeting perception and control domains with coarse-grained dataflow reconfiguration

Driven by continuous scaling of nanoscale semiconductor technologies,the past years have witnessed the progressive advancement of machine learning techniques and applications.Recently,dedicated machine learning accelerators,especially for neural networks,have attracted the research interests of computer architects and VLSI designers.State-of-the-art accelerators increase performance by deploying a huge amount of processing elements,however still face the issue of degraded resource utilization across hybrid and non-standard algorithmic kernels.In this work,we exploit the properties of important neural network kernels for both perception and control to propose a reconfigurable dataflow processor,which adjusts the patterns of data flowing,functionalities of processing elements and on-chip storages according to network kernels.In contrast to stateof-the-art fine-grained data flowing techniques,the proposed coarse-grained dataflow reconfiguration approach enables extensive sharing of computing and storage resources.Three hybrid networks for MobileNet,deep reinforcement learning and sequence classification are constructed and analyzed with customized instruction sets and toolchain.A test chip has been designed and fabricated under UMC 65 nm CMOS technology,with the measured power consumption of 7.51 mW under 100 MHz frequency on a die size of 1.8×1.8 mm^2.

Lycium barbarum polysaccharides ameliorate canine acute liver injury by reducing oxidative stress,protecting mitochondrial function,and regulating metabolic pathways

The development of acute liver injury can result in liver cirrhosis,liver failure,and even liver cancer,yet there is currently no effective therapy for it.The purpose of this study was to investigate the protective effect and therapeutic mechanism of Lycium barbarum polysaccharides(LBPs)on acute liver injury induced by carbon tetrachloride(CCl_(4)).To create a model of acute liver injury,experimental canines received an intraperitoneal injection of 1 mL/kg of CCl_(4)solution.The experimental canines in the therapy group were then fed LBPs(20 mg/kg).CCl_(4)-induced liver structural damage,excessive fibrosis,and reduced mitochondrial density were all improved by LBPs,according to microstructure data.By suppressing Kelch-like epichlorohydrin(ECH)-associated protein 1(Keap1),promoting the production of sequestosome 1(SQSTM1)/p62,nuclear factor erythroid 2-related factor 2(Nrf2),and phaseⅡdetoxification genes and proteins downstream of Nrf2,and restoring the activity of anti-oxidant enzymes like catalase(CAT),LBPs can restore and increase the antioxidant capacity of liver.To lessen mitochondrial damage,LBPs can also enhance mitochondrial respiration,raise tissue adenosine triphosphate(ATP)levels,and reactivate the respiratory chain complexes I–V.According to serum metabolomics,the therapeutic impact of LBPs on acute liver damage is accomplished mostly by controlling the pathways to lipid metabolism.9-Hydroxyoctadecadienoic acid(9-HODE),lysophosphatidylcholine(Lyso PC/LPC),and phosphatidylethanolamine(PE)may be potential indicators of acute liver injury.This study confirmed that LBPs,an effective hepatoprotective drug,may cure acute liver injury by lowering oxidative stress,repairing mitochondrial damage,and regulating metabolic pathways.

来华留学生汉语国际教育本科专业人才培养模式探究——以云南师范大学为例

随着近些年教育国际化程度的逐渐加强,中国高校积极探索来华留学生人才培养模式的改进和推行.本文采用调查法和个案研究法,以云南师范大学来华留学生汉语国际教育本科专业人才培养现状为研究点,从人才培养目标、培养模式、课程设置、培养特色和培养成效五个角度,对云南师范大学汉语国际教育本科专业人才培养模式进行定性和定量分析,以期验证该培养模式对南亚、东南亚学生汉语国际教育专业的适应性,并针对性地提出来华留学生汉语国际教育人才培养中应该注重的"三个结合",旨在为汉语国际教育研究提供一定借鉴.