{"id":6171,"date":"2024-08-01T22:46:17","date_gmt":"2024-08-01T14:46:17","guid":{"rendered":"https:\/\/xinchewhd.com.cn\/?p=6171"},"modified":"2024-08-02T16:33:21","modified_gmt":"2024-08-02T08:33:21","slug":"%e8%bd%bb%e6%9d%be%e6%95%b4%e5%90%88%ef%bc%81%e7%94%a8-spring-boot-%e5%92%8c-apache-mahout-%e5%ae%9e%e7%8e%b0%e5%bc%ba%e5%a4%a7%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f","status":"publish","type":"post","link":"https:\/\/xinchewhd.com.cn\/index.php\/spring-boot\/%e8%bd%bb%e6%9d%be%e6%95%b4%e5%90%88%ef%bc%81%e7%94%a8-spring-boot-%e5%92%8c-apache-mahout-%e5%ae%9e%e7%8e%b0%e5%bc%ba%e5%a4%a7%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f\/","title":{"rendered":"\u8f7b\u677e\u6574\u5408\uff01\u7528 Spring Boot \u548c Apache Mahout \u5b9e\u73b0\u5f3a\u5927\u63a8\u8350\u7cfb\u7edf"},"content":{"rendered":"
\n
\u70b9\u51fb\u5173\u6ce8\u516c\u4f17\u53f7\uff0c\u66f4\u591a\u8d44\u8baf<\/strong>\u53ca\u65f6\u63a8\u9001\u2193<\/em><\/section>\n
<\/section>\n

1. \u7b80\u4ecb<\/span><\/strong><\/h3>\n

Spring Boot\u6982\u8ff0<\/span><\/strong><\/h4>\n
Spring Boot\u662f\u7531Pivotal\u56e2\u961f\u63d0\u4f9b\u7684\u4e00\u4e2a\u6846\u67b6\uff0c\u7528\u6765\u7b80\u5316\u65b0Spring\u5e94\u7528\u7684\u521d\u59cb\u642d\u5efa\u53ca\u5f00\u53d1\u8fc7\u7a0b\u3002\u5176\u8bbe\u8ba1\u76ee\u6807\u662f\u7528\u6700\u5c0f\u7684\u5f00\u53d1\u91cf\u548c\u6700\u5c11\u7684\u914d\u7f6e\u642d\u5efa\u751f\u4ea7\u7ea7\u7684Spring\u5e94\u7528\u3002Spring Boot\u63d0\u4f9b\u4e86\u5f88\u591a\u9ed8\u8ba4\u914d\u7f6e\uff0c\u51cf\u5c11\u4e86\u5f00\u53d1\u65f6\u7684\u590d\u6742\u5ea6\u3002<\/span><\/section>\n

Apache Mahout\u6982\u8ff0<\/span><\/strong><\/h4>\n
Apache Mahout\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u7684\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u4e3b\u8981\u7528\u4e8e\u6784\u5efa\u53ef\u6269\u5c55\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002Mahout\u5305\u542b\u4e86\u534f\u540c\u8fc7\u6ee4\u3001\u805a\u7c7b\u548c\u5206\u7c7b\u7b49\u7b97\u6cd5\uff0c\u662f\u5927\u6570\u636e\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u91cd\u8981\u5de5\u5177\u3002<\/span><\/section>\n

\u4e3a\u4ec0\u4e48\u8981\u6574\u5408Spring Boot\u548cApache Mahout<\/span><\/strong><\/h4>\n
\u5c06Spring Boot\u548cApache Mahout\u6574\u5408\uff0c\u53ef\u4ee5\u5feb\u901f\u6784\u5efa\u51fa\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684Web\u5e94\u7528\u3002Spring Boot\u7b80\u5316\u4e86Web\u5e94\u7528\u7684\u5f00\u53d1\uff0cMahout\u5219\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u652f\u6301\uff0c\u4e8c\u8005\u7ed3\u5408\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u548c\u5e94\u7528\u6027\u80fd\u3002<\/span><\/section>\n

2. \u73af\u5883\u51c6\u5907<\/span><\/strong><\/h3>\n

\u5b89\u88c5Java JDK<\/span><\/strong><\/h4>\n
\u9996\u5148\uff0c\u9700\u8981\u786e\u4fdd\u5df2\u7ecf\u5b89\u88c5\u4e86JDK\u3002\u53ef\u4ee5\u5728Oracle\u5b98\u7f51\u4e0b\u8f7d\u5e76\u5b89\u88c5<\/span>\u3002<\/section>\n
\n
$<\/span>java-version<\/span><\/code><\/pre>\n<\/section>\n
\u786e\u8ba4JDK\u5b89\u88c5\u6210\u529f\u3002<\/span><\/section>\n
\u8bbe\u7f6eMaven\u9879\u76ee<\/span><\/strong><\/h4>\n
Maven\u662f\u4e00\u4e2a\u9879\u76ee\u7ba1\u7406\u548c\u6784\u5efa\u5de5\u5177\uff0c\u7528\u4e8e\u7ba1\u7406\u9879\u76ee\u7684\u4f9d\u8d56\u548c\u6784\u5efa\u8fc7\u7a0b\u3002\u786e\u4fdd\u5df2\u5b89\u88c5Maven\uff0c\u5e76\u914d\u7f6e\u597d\u73af\u5883\u53d8\u91cf\u3002<\/span><\/section>\n
\n
$<\/span>mvn-v<\/span><\/code><\/pre>\n<\/section>\n
\u786e\u8ba4Maven\u5b89\u88c5\u6210\u529f\u3002<\/section>\n
\u6dfb\u52a0\u4f9d\u8d56<\/span><\/strong><\/h4>\n
\u5728Maven\u9879\u76ee\u7684pom.xml\u6587\u4ef6\u4e2d\u6dfb\u52a0Spring Boot\u548cApache Mahout\u7684\u4f9d\u8d56\uff1a<\/span><\/section>\n
\n
<dependencies<\/span>><\/span><\/span><\/code>    <dependency<\/span>><\/span><\/span><\/code>        <groupId<\/span>><\/span>org.springframework.boot<\/groupId<\/span>><\/span><\/span><\/code>        <artifactId<\/span>><\/span>spring-boot-starter-web<\/artifactId<\/span>><\/span><\/span><\/code>    <\/dependency<\/span>><\/span><\/span><\/code>    <dependency<\/span>><\/span><\/span><\/code>        <groupId<\/span>><\/span>org.apache.mahout<\/groupId<\/span>><\/span><\/span><\/code>        <artifactId<\/span>><\/span>mahout-core<\/artifactId<\/span>><\/span><\/span><\/code>        <version<\/span>><\/span>14.1<\/version<\/span>><\/span><\/span><\/code>    <\/dependency<\/span>><\/span><\/span><\/code><\/dependencies<\/span>><\/span><\/span><\/code><\/pre>\n<\/section>\n
3. Spring Boot\u9879\u76ee\u521d\u59cb\u5316<\/span><\/strong><\/h3>\n
\u521b\u5efaSpring Boot\u9879\u76ee<\/span><\/strong><\/h4>\n
\u53ef\u4ee5\u901a\u8fc7Spring Initializr\u5feb\u901f\u521b\u5efa\u4e00\u4e2aSpring Boot\u9879\u76ee\u3002\u9009\u62e9\u9002\u5f53\u7684\u4f9d\u8d56\u540e\uff0c\u751f\u6210\u9879\u76ee\u5e76\u5bfc\u5165\u5230IDE\u4e2d\u3002<\/span><\/section>\n
\u914d\u7f6e\u9879\u76ee\u4f9d\u8d56<\/span><\/strong><\/h4>\n
\u5728\u751f\u6210\u7684\u9879\u76ee\u4e2d\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6dfb\u52a0\u9700\u8981\u7684\u4f9d\u8d56\uff0c\u6bd4\u5982\u7528\u4e8e\u5904\u7406JSON\u7684Jackson\u4f9d\u8d56<\/span>\uff1a<\/section>\n
\n
<dependency<\/span>><\/span><\/span><\/code>    <groupId<\/span>><\/span>com.fasterxml.jackson.core<\/groupId<\/span>><\/span><\/span><\/code>    <artifactId<\/span>><\/span>jackson-databind<\/artifactId<\/span>><\/span><\/span><\/code><\/dependency<\/span>><\/span><\/span><\/code><\/pre>\n<\/section>\n
4. Apache Mahout\u7b80\u4ecb<\/span><\/strong><\/h3>\n
Apache Mahout\u7684\u4e3b\u8981\u529f\u80fd<\/span><\/strong><\/h4>\n
Apache Mahout\u4e3b\u8981\u63d0\u4f9b\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u7684\u529f\u80fd\uff1a<\/span><\/section>\n
    \n
  • \n
    \u534f\u540c\u8fc7\u6ee4<\/strong>\uff1a\u7528\u4e8e\u63a8\u8350\u7cfb\u7edf\uff0c\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u63a8\u8350\u7269\u54c1\u3002<\/span><\/section>\n<\/li>\n
  • \n
    \u805a\u7c7b<\/strong>\uff1a\u5c06\u6570\u636e\u5206\u7ec4\uff0c\u627e\u51fa\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u3002<\/span><\/section>\n<\/li>\n
  • \u5206\u7c7b<\/strong>\uff1a\u6839\u636e\u5df2\u6709\u7684\u6570\u636e\u5206\u7c7b\u6a21\u578b\uff0c\u5bf9\u65b0\u6570\u636e\u8fdb\u884c\u5206\u7c7b\u3002<\/span><\/li>\n<\/ul>\n
    Mahout\u7684\u6838\u5fc3\u7ec4\u4ef6<\/span><\/strong><\/h4>\n
      \n
    • \n
      \u6570\u5b66\u5e93<\/strong>\uff1a\u63d0\u4f9b\u7ebf\u6027\u4ee3\u6570\u548c\u7edf\u8ba1\u5b66\u8ba1\u7b97\u3002<\/span><\/section>\n<\/li>\n
    • \n
      \u63a8\u8350\u7b97\u6cd5<\/strong>\uff1a\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u7684\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5<\/span>\u3002<\/section>\n<\/li>\n
    • \n
      \u805a\u7c7b\u7b97\u6cd5<\/strong>\uff1a\u5982K-Means\u3001Canopy\u7b49\u3002<\/span><\/section>\n<\/li>\n
    • \u5206\u7c7b\u7b97\u6cd5<\/strong>\uff1a\u5982\u6734\u7d20\u8d1d\u53f6\u65af\u3001\u968f\u673a\u68ee\u6797<\/span>\u7b49\u3002<\/span><\/li>\n<\/ul>\n
      5. \u6574\u5408\u6b65\u9aa4<\/span><\/strong><\/h3>\n
      \u914d\u7f6eMahout\u73af\u5883<\/span><\/strong><\/h4>\n
      \u786e\u4fdd\u5df2\u7ecf\u6dfb\u52a0\u4e86Mahout\u7684\u4f9d\u8d56\uff0c\u5e76\u4e14\u80fd\u591f\u6210\u529f\u7f16\u8bd1\u9879\u76ee\u3002<\/span><\/section>\n
      \u5728Spring Boot\u4e2d\u5f15\u5165Mahout<\/span><\/strong><\/h4>\n
      \u7f16\u5199\u4e00\u4e2a\u914d\u7f6e\u7c7b\uff0c\u5c06Mahout\u7684\u76f8\u5173\u914d\u7f6e\u6ce8\u5165\u5230Spring Boot\u4e2d\uff1a<\/span><\/section>\n
      \n
      \n
      import org.springframework.context.annotation.Bean;\nimport org.springframework.context.annotation.Configuration;\n\n@Configurationpublic\nclass MahoutConfig {\n    @Bean\n    public SomeMahoutService mahoutService() {\n        return new SomeMahoutService();\n    }\n}<\/pre>\n<\/div>\n<\/section>\n
      6. \u793a\u4f8b\u5e94\u7528<\/span><\/strong><\/h3>\n
      \u6570\u636e\u51c6\u5907<\/span><\/strong><\/h4>\n
      \u51c6\u5907\u4e00<\/span>\u4efd\u7528\u6237\u884c\u4e3a\u6570\u636e\uff0c\u4f8b\u5982\u7528\u6237\u5bf9\u5546\u54c1\u7684\u8bc4\u5206\u6570\u636e\u3002<\/span><\/section>\n
      \u7f16\u5199\u63a8\u8350\u7b97\u6cd5<\/span><\/strong><\/h4>\n
      \u4f7f\u7528Mahout\u7684\u63a8\u8350\u7b97\u6cd5\u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684\u63a8\u8350\u7cfb\u7edf\uff1a<\/span><\/section>\n
      \n
      \n
      import org.apache.mahout.cf.taste.eval.DataModelBuilder;\nimport org.apache.mahout.cf.taste.impl.model.file.FileDataModel;\nimport org.apache.mahout.cf.taste.impl.neighborhood.NearestNUserNeighborhood;\nimport org.apache.mahout.cf.taste.impl.recommender.GenericUserBasedRecommender;\nimport org.apache.mahout.cf.taste.impl.similarity.PearsonCorrelationSimilarity;\nimport org.apache.mahout.cf.taste.model.DataModel;\nimport org.apache.mahout.cf.taste.similarity.UserSimilarity;\n\nimport java.io.File;\n\npublic class RecommenderService {\n    public List<RecommendedItem> recommend(Long userId, int howMany) throws Exception {\n        DataModel model = new FileDataModel(new File(\"data\/ratings.csv\"));\n        UserSimilarity similarity = new PearsonCorrelationSimilarity(model);\n        UserNeighborhood neighborhood = new NearestNUserNeighborhood(2, similarity, model);\n        Recommender recommender = new GenericUserBasedRecommender(model, neighborhood, similarity);\n        return recommender.recommend(userId, howMany);\n    }\n}<\/pre>\n<\/div>\n<\/section>\n
      \u5b9e\u73b0\u63a8\u8350\u63a5\u53e3<\/span><\/strong><\/h4>\n
      \u5728Spring Boot\u4e2d\u5b9e\u73b0\u4e00\u4e2aREST\u63a5\u53e3\uff0c\u63d0\u4f9b\u63a8\u8350\u529f\u80fd\uff1a<\/span><\/section>\n
      \n
      \n
      import org.springframework.web.bind.annotation.GetMapping;\nimport org.springframework.web.bind.annotation.RequestParam;\nimport org.springframework.web.bind.annotation.RestController;\n\n@RestControllerpublic\nclass RecommenderController {\n    private final RecommenderService recommenderService;\n\n    public RecommenderController(RecommenderService recommenderService) {\n        this.recommenderService = recommenderService;\n    }\n\n    @GetMapping(\"\/recommend\")\n    public List<RecommendedItem> recommend(@RequestParam Long userId, @RequestParam int count) {\n        try {\n            return recommenderService.recommend(userId, count);\n        } catch (Exception e) {\n            e.printStackTrace();\n            return Collections.emptyList();\n        }\n    }\n}<\/pre>\n<\/div>\n<\/section>\n
      \u6d4b\u8bd5\u548c\u8fd0\u884c<\/span><\/strong><\/h4>\n
      \u542f\u52a8Spring Boot\u5e94\u7528\uff0c\u8bbf\u95ee\u63a8\u8350\u63a5\u53e3\uff0c\u9a8c\u8bc1\u662f\u5426\u80fd\u591f\u6b63\u786e\u8fd4\u56de\u63a8\u8350\u7ed3\u679c\u3002<\/span><\/section>\n
      7. \u6027\u80fd\u4f18\u5316<\/span><\/strong><\/h3>\n
      \u8c03\u6574Mahout\u53c2\u6570<\/span><\/strong><\/h4>\n
      \u6839\u636e\u6570\u636e\u89c4\u6a21\u548c\u63a8\u8350\u7b97\u6cd5\u7684\u9700\u6c42\uff0c\u8c03\u6574Mahout\u7684\u76f8\u5173\u53c2\u6570\uff0c\u5982\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u65b9\u6cd5\u3001\u90bb\u5c45\u6570\u91cf\u7b49\u3002<\/span><\/section>\n
      Spring Boot\u6027\u80fd\u8c03\u4f18<\/span><\/strong><\/h4>\n
      \u901a\u8fc7\u914d\u7f6e\u6587\u4ef6\u6216\u4ee3\u7801\u4f18\u5316Spring Boot\u5e94\u7528\u7684\u6027\u80fd\uff0c\u4f8b\u5982\u8c03\u6574\u7ebf\u7a0b\u6c60\u3001\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u7b49\u53c2\u6570\u3002<\/span><\/section>\n
      8. \u603b\u7ed3<\/span><\/strong><\/h3>\n
      \u6574\u5408Spring Boot\u548cApache Mahout\uff0c\u80fd\u591f\u5feb\u901f\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684Web\u5e94\u7528\u3002\u901a\u8fc7\u5408\u7406\u7684\u914d\u7f6e\u548c\u4f18\u5316\uff0c\u53ef\u4ee5\u63d0\u9ad8\u5e94\u7528\u7684\u6027\u80fd\u548c\u63a8\u8350\u6548\u679c\u3002\u672a\u6765\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6269\u5c55\uff0c\u589e\u52a0\u66f4\u591a\u7684\u7b97\u6cd5\u652f\u6301\u548c\u529f\u80fd\u5b9e\u73b0\u3002<\/span><\/p>\n
      \u83b7\u53d6\u65b9\u5f0f\uff1a\u70b9\u201c<\/span>\u5728\u770b<\/span>\u201d\uff0c\u5173\u6ce8\u516c\u4f17\u53f7\u5e76\u56de\u590d\u3010<\/span>Java\u30011024\u3001AI\u3001\u6e38\u620f<\/span>\u3011<\/span>\u9886\u53d6\uff0c<\/span>\u66f4\u591a\u5185\u5bb9\u9646\u7eed\u5949\u4e0a\u3002<\/span><\/section>\n
      PS\uff1a\u56e0\u516c\u4f17\u53f7\u5e73\u53f0\u66f4\u6539\u4e86\u63a8\u9001\u89c4\u5219\uff0c\u5982\u679c\u4e0d\u60f3\u9519\u8fc7\u5185\u5bb9\uff0c\u8bb0\u5f97\u8bfb\u5b8c\u70b9\u4e00\u4e0b<\/span>\u201c\u5728\u770b<\/span>\u201d<\/strong>\uff0c\u52a0\u4e2a<\/span>\u201c\u661f\u6807<\/span>\u201d<\/strong>\uff0c\u8fd9\u6837\u6bcf\u6b21\u65b0\u6587\u7ae0\u63a8\u9001\u624d\u4f1a\u7b2c\u4e00\u65f6\u95f4\u51fa\u73b0\u5728\u4f60\u7684\u8ba2\u9605\u5217\u8868\u91cc\u3002<\/span><\/section>\n
      \u70b9\u201c\u5728\u770b\u201d<\/strong>\u652f\u6301\u7801\u519c\u5440\uff0c\u8c22\u8c22\u5566<\/span><\/p>\n
      \n
      \u672c\u7bc7\u6587\u7ae0\u6765\u6e90\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7: \u65b0\u751f\u4ee3\u7801\u519c<\/p><\/blockquote>\n<\/div>\n","raw":"","protected":false},"excerpt":{"rendered":"
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