项目地址

https://github.com/open-rec

运行模式

standalone模式

openrec_standalone.jpeg

SDK

数据推送与推荐接口交互client，目前仅支持java版本

rec-server

推荐系统在线服务，整合实时数据链路、运营操作以及召回+排序链路，完成整套推荐系统在线服务功能串通

rec-algorithm

推荐算法模块，基于pandas实现，故而目前仅支持单机环境：包含i2i,word2vec,hot以及new四种召回算法

recall-engine

推荐召回引擎，包括两部分

1. redis：用户i2i,hot,new以及曝光过滤等
2. elasticsearch：用于向量召回以及文本检索

example

顾名思义，为了使开发者更容易的了解整套链路的工作流程而准备的辅助模块

cluster模式

openrec_cluster.jpeg

主要是rec-algorithm以及离线、实时链路部分会进行集群版本的扩充，挖个坑先...
先将standalone版本放出来试试水，尝试搜集下需求和建议，当然如果能一起参与开发就更好了，说实话一个人搞还是蛮累的...

演示说明

使用了开放的豆瓣数据集，由于太大没有上传至git
其中包含用户数据64w+，物品数据14w+，行为数据210w+
测试效果：
个性化推荐，当你点了悬疑电影《葬礼之后》

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  "code": 200,
  "status": true,
  "msg": "",
  "data": {
    "results": [
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        "id": "1768141",
        "score": 0.08358968296584475
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      {
        "id": "3426877",
        "score": 0.07665220781278664
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      {
        "id": "1427040",
        "score": 0.07655959028113997
      },
      {
        "id": "1427039",
        "score": 0.07570950809055003
      },
      {
        "id": "1768209",
        "score": 0.07437190381291456
      },
      {
        "id": "3228086",
        "score": 0.0697870242753483
      },
      {
        "id": "1421737",
        "score": 0.06672216347590268
      },
      {
        "id": "3992966",
        "score": 0.0652121816197966
      },
      {
        "id": "4106641",
        "score": 0.06475048223743467
      },
      {
        "id": "1768212",
        "score": 0.06289306435371969
      }
    ],
    "detailInfos": [
      {
        "id": "1768141",
        "weight": 0,
        "title": "遗产风波 - 电影",
        "category": "悬疑/惊悚/犯罪",
        "tags": "英剧/阿加莎·克里斯蒂/推理/英国/悬疑/Poirot/AgathaChristie/侦探",
        "scene": "douban_movie",
        "pubTime": "0",
        "modifyTime": "0",
        "expireTime": "0",
        "status": 1,
        "extFields": "{}"
      },
      {
        "id": "3426877",
        "weight": 7,
        "title": "鸽群中的猫",
        "category": "剧情/悬疑/惊悚/犯罪",
        "tags": "英剧/阿加莎·克里斯蒂/推理/英国/悬疑/AgathaChristie/Poirot/波洛",
        "scene": "douban_movie",
        "pubTime": "0",
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        "status": 1,
        "extFields": "{}"
      },
      {
        "id": "1427040",
        "weight": 7,
        "title": "空幻之屋",
        "category": "剧情/爱情/悬疑/犯罪",
        "tags": "阿加莎·克里斯蒂/推理/英剧/英国/波洛/悬疑/Poirot/AgathaChristie",
        "scene": "douban_movie",
        "pubTime": "0",
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        "status": 1,
        "extFields": "{}"
      },
      {
        "id": "1427039",
        "weight": 8,
        "title": "H庄园的一次午餐",
        "category": "剧情/爱情/悬疑/犯罪",
        "tags": "阿加莎·克里斯蒂/推理/英国/英剧/悬疑/波洛/侦探/Poirot",
        "scene": "douban_movie",
        "pubTime": "0",
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        "expireTime": "0",
        "status": 1,
        "extFields": "{}"
      },
      {
        "id": "1768209",
        "weight": 7,
        "title": "底牌",
        "category": "剧情/悬疑/犯罪",
        "tags": "阿加莎·克里斯蒂/推理/英剧/英国/悬疑/Poirot/侦探/波洛",
        "scene": "douban_movie",
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      },
      {
        "id": "3228086",
        "weight": 7,
        "title": "第三个女郎",
        "category": "悬疑/惊悚/犯罪",
        "tags": "英剧/阿加莎·克里斯蒂/推理/Poirot/AgathaChristie/英国/悬疑/波洛",
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      },
      {
        "id": "1421737",
        "weight": 0,
        "title": "埃奇威尔爵士之死 - 电影",
        "category": "悬疑/犯罪",
        "tags": "阿加莎·克里斯蒂/推理/英国/悬疑/英剧/波洛/侦探/Poirot",
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      {
        "id": "3992966",
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        "title": "三幕悲剧 - 电影",
        "category": "剧情/悬疑/惊悚/犯罪",
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      {
        "id": "4106641",
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        "scene": "douban_movie",
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      {
        "id": "1768212",
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        "title": "蓝色特快上的秘密",
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        "tags": "阿加莎·克里斯蒂/推理/英剧/英国/波洛/悬疑/侦探/Poirot",
        "scene": "douban_movie",
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}