数据中心是现代信息网络的重要基础设施，由于网络需求的不断增加, 对数据中心服务器的规模要求也越来越大。目前，数据中心常见的网络系统架构为三层架构，包含核心层、汇聚层以及接入层。下面易天光通信（ETU-LINK）就给大家介绍下传统数据中心网络架构及互连方案。 （1）接入层 接入层由各功能设备和接入交换机组成，提供主机和服务器在数据中心中的接入，支持主机端口的访问控制，具有高密度的接入能力，为用户提供网络访问功能及相关网络服务。接入层交换机的上行端口为光口，下行端口与服务器连接时可采用光口，如果距离小于30M也可以采用电口，用Cat.6A类双绞线连接。 接入层与汇聚层互连方案： 目前接入交换机端口到汇聚交换机端口主要采用40G端口，可使用40GBASE-SR4光模块、40G QSFP+ AOC 有源光缆、40G QSFP+ DAC高速线缆。（以上光模块及线缆易天光通信均可提供） （2）汇聚层 汇聚层一般由汇聚交换机组成。提供接入层各功能分区的基于策略的汇聚，集中实现接入控制和安全控制。汇聚层交换机的下行端口连接接入层交换机的上行端口，上行端口连接核心层路由交换机，其带宽容量必须是下行端口的三倍以上，才能保证不发生网络阻塞现象。例如：汇聚层交换机下行端口为10 Gb/s，上行端口必须达到30 Gb/s以上，一般为40 Gb/s光口配置。 汇聚层与核心层互连方案CR-Net: A Deep Classification-Regression Network for Multimodal Apparent Personality Analysis 模型结构 模型包括数据处理， 特征提取， 预测回归三个部分， 下面分别介绍 数据预处理 visual 每个视频取样32帧， 而且每一帧又分为**背景和脸部 **图片 ，以往的工作专注于面部特征， 但是作者认为其背景特征也是一种补充信息， 作者举了一个例子， 单看这个人的面部可能会觉得他很生气， 但是结合背景，可以知道这个人在进行演讲，不一定是生气。 audio 使用librosa 直接转换成 固定维度的向量， 少了补0 text 使用2015年提出的skip-thought vector 来表达文本， 可以查看这个解释https://zhuanlan.zhihu.com/p/100271181 特征提取 特征提取使用提出的一个CR-Net 结构：此结构ResNet-34维基础 ，在第一阶段，我们得到了具有交叉熵损失的分类特征。在第二阶段，利用softmax函数对分类特征进行权值生成，并得到这些特征的加权和。然后，我们使用它与MSE, L1和我们提出的贝尔损失进行回归 交叉熵损失使得专注于正确的分布， MSE 则是表示真实值和预测值的距离， CR-Net主要思想是https://coub.com/stories/889611
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