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rec-assemble's Introduction

rec-assemble

简单推荐系统应用，做了用户行为跟踪，master-slave架构，基于hbase数据存储,依赖下面多个模块：

data streming

  • 请求经过spring mvc接收之后，经过简单过滤，直接发送到Kafka
  • 分布式进程从Kafka中读取数据，发送到leader处理整型数值映射，产生一个用户矩阵，发送到HBase存储
  • Spark进程从HBase中拿到矩阵数据，应用简单的协同过滤算法算出相似度结果，数据推到Hbase或者Redis中供外部服务调用

config

  • hbase:
    create 'u2itable','info'
    create 'userItem','item'

  • kafka：
    topic -> rec-system
    ./kafka-console-consumer.sh --topic rec-system --zookeeper one.3cgg.rec:2181 --from-beginning

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