In-Datacenter Performance Analysis of a Tensor Processing Unit

Many architects believe that major improvements in cost-energy-performance must now come from domain-specific hardware. This paper evaluates a custom ASIC---called a Tensor Processing Unit (TPU)---deployed in datacenters since 2015 that accelerates the inference phase of neural networks (NN). The heart of the TPU is a 65,536 8-bit MAC matrix multiply unit that offers a peak throughput of 92 TeraOps/second (TOPS) and a large (28 MiB) software-managed on-chip memory. The TPU's deterministic execution model is a better match to the 99th-percentile response-time requirement of our NN applications than are the time-varying optimizations of CPUs and GPUs (caches, out-of-order execution, multithreading, multiprocessing, prefetching, ...) that help average throughput more than guaranteed latency. The lack of such features helps explain why, despite having myriad MACs and a big memory, the TPU is relatively small and low power. We compare the TPU to a server-class Intel Haswell CPU and an Nvidia K80 GPU, which are contemporaries deployed in the same datacenters. Our workload, written in the high-level TensorFlow framework, uses production NN applications (MLPs, CNNs, and LSTMs) that represent 95% of our datacenters' NN inference demand. Despite low utilization for some applications, the TPU is on average about 15X - 30X faster than its contemporary GPU or CPU, with TOPS/Watt about 30X - 80X higher. Moreover, using the GPU's GDDR5 memory in the TPU would triple achieved TOPS and raise TOPS/Watt to nearly 70X the GPU and 200X the CPU.Comment: 17 pages, 11 figures, 8 tables. To appear at the 44th International Symposium on Computer Architecture (ISCA), Toronto, Canada, June 24-28, 201

Interactions between endothelial cells and smooth muscle cells during their response to nitric oxide and oxidized LDL, using a co-culture model of arterial wall

Doctorat en sciences (sciences biologiques) (BIOL 3)--UCL, 200

Effects of wine on cellular and endocellular membranes <em>in vitro</em>

Several observations suggest that wine consumption could have beneficial effects on health by preventing cardiovascular diseases. Apparently, ethanol is not the only component responsible for these effects, phenolic substances: tanins, flavonoids may have an important role. As these compounds are able to affect biological membranes, we investigated the effect of wine in vitro on two model membranes: the lysosomal membrane and the red cell membrane. The integrity of rat liver lysosomal membrane was assessed by measuring the latency of Nacetylglucosaminidase, a lysosomal enzyme, when the organelles are subjected to free radicals of oxygen in the presence of different concentrations of wine. The state of red cell membrane was followed by determining hemolysis caused by phospholipase C. Our results show that low concentrations of red wine prevent the deterioration of the membrane of lysosomes induced by oxygen free radicals generated by the xanthine-xanthine oxidase system and oppose hemolysis induced by treating red cells with Clostridium welchii phospholipase C. White wine is considerably less efficient. As similar effects can be obtained with some phenolic compounds, it is probable that the membrane protective effects of red wine that we describe, originate from its content in these substances

Neonatal Follicular Th Cell Responses Are Impaired and Modulated by IL-4.

Newborns are characterized by poor responses to vaccines. Defective B cell responses and a Th2-type polarization can account for this impaired protection in early life. We in this study investigated the generation of follicular Th (TFH) cells, involved in the development of Ab response and germinal center reaction, upon vaccination in neonates. We showed that, compared with adults, Ab production, affinity maturation, and germinal center formation were reduced in neonates immunized with OVA-aluminum hydroxide. Although this vaccination induced CD4(+) CXCR5(+) PD-1(+) TFH cells in newborns, their frequency, as well as their Bcl6 expression and IL-21 and IL-4 mRNA induction, was decreased in early life. Moreover, neonatal TFH cells were mainly localized in interfollicular regions of lymphoid tissues. The prototypic Th2 cytokine IL-4 was found to promote the emergence and the localization in germinal centers of neonatal TFH cells, as well as the neonatal germinal center reaction itself. In addition, IL-4 dampened expression of Th17-related molecules in neonatal TFH cells, as TFH cells from immunized IL-4-deficient neonates displayed enhanced expression of RORγt and IL-17. This Th17-like profile correlated with an increased secretion of OVA-specific IgG2a. Our study thus suggests that defective humoral immunity in early life is associated with limited and IL-4-modulated TFH cell responses.JOURNAL ARTICLESCOPUS: ar.jinfo:eu-repo/semantics/publishe

Teaching broader impacts of science with undergraduate research

<div><p>Science plays an important role in most aspects of society, and scientists face ethical decisions as a routine part of their work, but science education frequently omits or segregates content related to ethics and broader impacts of science. Undergraduate research experiences have the potential to bridge traditional divides in education and provide a holistic view of science. In practice, these experiences can be inconsistent and may not provide the optimal learning environment. We developed a course that combines seminar and independent research elements to support student learning during undergraduate research, makes ethical and societal impacts of science clear by relating them to the students’ own research projects, and develops students’ ethical decision-making skills. Here, we describe the course and provide resources for developing a similar course.</p></div