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5\u5f71\u7ba1\u7406\u3001\u8d44\u8baf\u7ba1\u7406\u3001\u6536\u85cf\u8bc4\u8bba\u548c\u63a8\u8350\u7b49\u4e1a\u52a1\u63a5\u53e3&#xff0c;\u524d\u7aef\u91c7\u7528Vue\u5b9e\u73b0\u9875\u9762\u5c55\u793a\u4e0e\u4ea4\u4e92&#xff0c;MySQL\u7528\u4e8e\u5b58\u50a8\u7528\u6237\u3001\u7535\u5f71\u3001\u8bc4\u8bba\u3001\u6536\u85cf\u3001\u8d44\u8baf\u53ca\u63a8\u8350\u7ed3\u679c\u7b49\u4e1a\u52a1\u6570\u636e\u3002<\/p>\n<p>6\u3001\u7cfb\u7edf\u6d4b\u8bd5\u4e0e\u4f18\u5316&#xff1a;\u5bf9\u7cfb\u7edf\u7684\u767b\u5f55\u6ce8\u518c\u3001\u7535\u5f71\u6d4f\u89c8\u3001\u6536\u85cf\u8bc4\u8bba\u3001\u540e\u53f0\u7ba1\u7406\u3001\u6570\u636e\u5927\u5c4f\u548c\u63a8\u8350\u529f\u80fd\u8fdb\u884c\u529f\u80fd\u6d4b\u8bd5&#xff0c;\u68c0\u67e5\u63a5\u53e3\u8fd4\u56de\u3001\u6743\u9650\u63a7\u5236\u548c\u6570\u636e\u51c6\u786e\u6027\u3002\u9488\u5bf9\u5927\u6570\u636e\u67e5\u8be2\u548c\u63a8\u8350\u54cd\u5e94\u8f83\u6162\u7684\u95ee\u9898&#xff0c;\u53ef\u901a\u8fc7\u5efa\u7acb\u7d22\u5f15\u3001\u7f13\u5b58\u70ed\u95e8\u6570\u636e\u3001\u5206\u9875\u67e5\u8be2\u53ca\u79bb\u7ebf\u8ba1\u7b97\u63a8\u8350\u7ed3\u679c\u7b49\u65b9\u5f0f\u4f18\u5316\u3002<\/p>\n<h2>3\u3001\u7535\u5f71\u6570\u636e\u53ef\u89c6\u5316\u63a8\u8350\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u5f00\u53d1\u6280\u672f\u4e0e\u73af\u5883<\/h2>\n<ul>\n<li>\u5f00\u53d1\u8bed\u8a00&#xff1a;Python<\/li>\n<li>\u5927\u6570\u636e\u6280\u672f&#xff1a;hadoop\u3001spark\u3001hive<\/li>\n<li>\u540e\u7aef\u6846\u67b6&#xff1a;Django<\/li>\n<li>\u524d\u7aef&#xff1a; Vue<\/li>\n<li>\u6570\u636e\u5e93&#xff1a;MySQL<\/li>\n<li>\u673a\u5668\u5b66\u4e60&#xff1a;\u534f\u540c\u8fc7\u6ee4\u63a8\u8350<\/li>\n<li>\u7cfb\u7edf\u67b6\u6784&#xff1a;B\/S<\/li>\n<li>\u5f00\u53d1\u5de5\u5177&#xff1a;Python\u73af\u5883&#xff0c;pycharm&#xff0c;mysql<\/li>\n<\/ul>\n<h2>4\u3001\u7535\u5f71\u6570\u636e\u53ef\u89c6\u5316\u63a8\u8350\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u529f\u80fd\u4ecb\u7ecd<\/h2>\n<p>2\u4e2a\u89d2\u8272&#xff1a;\u7528\u6237\/\u7ba1\u7406\u5458<\/p>\n<p>\u5b89\u5353\u7aef\u5c06\u5177\u5907\u7528\u6237\u53cb\u597d\u7684\u754c\u9762&#xff0c;\u652f\u6301\u6ce8\u518c\u548c\u767b\u5f55\u529f\u80fd&#xff0c;\u5b9e\u73b0\u4e2a\u6027\u5316\u8003\u7814\u8d44\u8baf\u4fe1\u606f\u5c55\u793a&#xff0c;\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u6d4f\u89c8\u6700\u65b0\u7684\u8003\u7814\u4fe1\u606f&#xff0c;\u5982\u653f\u7b56\u66f4\u65b0\u3001\u9662\u6821\u8d44\u8baf\u7b49\u3002<\/p>\n<p>1&#xff09;\u7528\u6237&#xff1a;\u767b\u5f55\u6ce8\u518c\u3001\u67e5\u770b\u5f71\u7247\u8be6\u60c5\u3001\u67e5\u770b\u7535\u5f71\u8d44\u8baf\u3001\u6536\u85cf\u7535\u7535\u5f71\u63a8\u8350<\/p>\n<p>2&#xff09;\u7ba1\u7406\u5458&#xff1a;\u7528\u6237\u7ba1\u7406\u3001\u5f71\u7247\u7ba1\u7406\u3001\u8d44\u8baf\u7ba1\u7406\u3001\u8d44\u8baf\u5206\u7c7b\u7ba1\u7406<\/p>\n<p>\u722c\u53d6\u8c46\u74e3\u7535\u5f71\u7f51\u7ad9&#xff0c;\u5b8c\u6210\u6570\u636e\u6e05\u6d17\u3001\u5206\u6790&#xff0c;\u540e\u53f0\u5927\u5c4f\u5c55\u793a(\u7247\u540d\u8bcd\u4e91\u56fe\u3001\u5730\u533a\u7edf\u8ba1\u3001\u8bc4\u5206\u5bf9\u6bd4\u3001\u8bc4\u4ef7\u4eba\u6570\u3001\u7535\u5f71\u7c7b\u578b\u7edf\u8ba1\u3001\u5267\u60c5\u7247Top10)\u524d\u53f0\u7528\u6237\u53ef\u4ee5\u6536\u85cf\u548c\u8bc4\u8bba\u7535\u5f71&#xff0c;\u901a\u8fc7\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\u63a8\u8350<\/p>\n<h2>5\u3001\u7535\u5f71\u6570\u636e\u53ef\u89c6\u5316\u63a8\u8350\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u8bba\u6587\u53c2\u8003<\/h2>\n<h2>6\u3001\u7535\u5f71\u6570\u636e\u53ef\u89c6\u5316\u63a8\u8350\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u6210\u679c\u5c55\u793a<\/h2>\n<h3>6.1\u6f14\u793a\u89c6\u9891<\/h3>\n<p>\u6f14\u793a\u89c6\u9891\u7684\u5730\u5740<\/p>\n<h3>6.2\u6f14\u793a\u56fe\u7247<\/h3>\n<p>\u2600\ufe0f\u6ce8\u518c\u767b\u5f55\u2600\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829171704-6a931410aa1f6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u67e5\u770b\u5f71\u7247\u8be6\u60c5\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829171705-6a93141165c68.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u67e5\u770b\u7535\u5f71\u8d44\u8baf\u2600\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829171705-6a931411d2d68.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u7535\u5f71\u63a8\u8350\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829171706-6a93141242a7a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u7528\u6237\u7ba1\u7406\u2600\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829171706-6a9314128db84.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u5f71\u7247\u7ba1\u7406\u2600\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829171707-6a93141320a7e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u8d44\u8baf\u7ba1\u7406\u2600\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829171707-6a931413b19de.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u8d44\u8baf\u5206\u7c7b\u7ba1\u7406\u2600\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260829171708-6a93141442d65.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>7\u3001\u4ee3\u7801\u5c55\u793a<\/h2>\n<p>1.\u7535\u5f71\u6570\u636e\u6e05\u6d17\u529f\u80fd\u529f\u80fd\u3010\u4ee3\u7801\u5982\u4e0b&#xff08;\u793a\u4f8b&#xff09;&#xff1a;\u3011<\/p>\n<p>from pyspark.sql <span class=\"token function\">import<\/span> SparkSession<br \/>\nfrom pyspark.sql.functions <span class=\"token function\">import<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n    col, trim, split, explode, regexp_replace,<br \/>\n    when, desc, count<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>spark <span class=\"token operator\">&#061;<\/span> SparkSession.builder <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .appName<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;MovieDataCleanAndAnalysis&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .enableHiveSupport<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .getOrCreate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>movie_df <span class=\"token operator\">&#061;<\/span> spark.read.option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;header&#034;<\/span>, <span class=\"token string\">&#034;true&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;inferSchema&#034;<\/span>, <span class=\"token string\">&#034;true&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/data\/douban_movie.csv&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>clean_df <span class=\"token operator\">&#061;<\/span> movie_df.select<span class=\"token punctuation\">(<\/span><br \/>\n    trim<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">))<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    trim<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;region&#034;<\/span><span class=\"token punctuation\">))<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;region&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    trim<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;movie_type&#034;<\/span><span class=\"token punctuation\">))<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;movie_type&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    regexp_replace<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating&#034;<\/span><span class=\"token punctuation\">)<\/span>.cast<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">)<\/span>, <span class=\"token string\">&#034;[^0-9.]&#034;<\/span>, <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        .cast<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;double&#034;<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    regexp_replace<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating_count&#034;<\/span><span class=\"token punctuation\">)<\/span>.cast<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">)<\/span>, <span class=\"token string\">&#034;[^0-9]&#034;<\/span>, <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        .cast<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;int&#034;<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating_count&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    trim<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;director&#034;<\/span><span class=\"token punctuation\">))<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;director&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    trim<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;summary&#034;<\/span><span class=\"token punctuation\">))<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;summary&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>clean_df <span class=\"token operator\">&#061;<\/span> clean_df.filter<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">)<\/span>.isNotNull<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">))<\/span> <span class=\"token operator\">&amp;<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&amp;<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating&#034;<\/span><span class=\"token punctuation\">)<\/span>.isNotNull<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">))<\/span> <span class=\"token operator\">&amp;<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&amp;<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\nclean_df <span class=\"token operator\">&#061;<\/span> clean_df.dropDuplicates<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nclean_df <span class=\"token operator\">&#061;<\/span> clean_df.withColumn<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;rating_count&#034;<\/span>,<br \/>\n    when<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating_count&#034;<\/span><span class=\"token punctuation\">)<\/span>.isNull<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>, <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span>.otherwise<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating_count&#034;<\/span><span class=\"token punctuation\">))<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\ntype_df <span class=\"token operator\">&#061;<\/span> clean_df.withColumn<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;type_name&#034;<\/span>,<br \/>\n    explode<span class=\"token punctuation\">(<\/span>split<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;movie_type&#034;<\/span><span class=\"token punctuation\">)<\/span>, <span class=\"token string\">&#034;\/&#034;<\/span><span class=\"token punctuation\">))<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\ndrama_top10_df <span class=\"token operator\">&#061;<\/span> type_df.filter<span class=\"token punctuation\">(<\/span>trim<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;type_name&#034;<\/span><span class=\"token punctuation\">))<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;\u5267\u60c5&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .select<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;title&#034;<\/span>, <span class=\"token string\">&#034;region&#034;<\/span>, <span class=\"token string\">&#034;rating&#034;<\/span>, <span class=\"token string\">&#034;rating_count&#034;<\/span>, <span class=\"token string\">&#034;director&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .orderBy<span class=\"token punctuation\">(<\/span>desc<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating&#034;<\/span><span class=\"token punctuation\">)<\/span>, desc<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating_count&#034;<\/span><span class=\"token punctuation\">))<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .limit<span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><br \/>\ndrama_top10_df.show<span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span>, <span class=\"token assign-left variable\">truncate<\/span><span class=\"token operator\">&#061;<\/span>False<span class=\"token punctuation\">)<\/span><br \/>\nclean_df.write.mode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;overwrite&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .saveAsTable<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;movie_system.movie_clean_data&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\ndrama_top10_df.write.mode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;overwrite&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .saveAsTable<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;movie_system.drama_top10&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nspark.stop<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>2.\u534f\u540c\u8fc7\u6ee4\u7535\u5f71\u63a8\u8350\u529f\u80fd\u529f\u80fd\u3010\u4ee3\u7801\u5982\u4e0b&#xff08;\u793a\u4f8b&#xff09;&#xff1a;\u3011<\/p>\n<p>from pyspark.sql <span class=\"token function\">import<\/span> SparkSession<br \/>\nfrom pyspark.ml.recommendation <span class=\"token function\">import<\/span> ALS<br \/>\nfrom pyspark.sql.functions <span class=\"token function\">import<\/span> col<br \/>\nfrom django.http <span class=\"token function\">import<\/span> JsonResponse<br \/>\nfrom django.contrib.auth.decorators <span class=\"token function\">import<\/span> login_required<br \/>\nfrom movie.models <span class=\"token function\">import<\/span> Movie, UserMovieRecommend<br \/>\nspark <span class=\"token operator\">&#061;<\/span> SparkSession.builder <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .appName<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;MovieCollaborativeFiltering&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .getOrCreate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>rating_df <span class=\"token operator\">&#061;<\/span> spark.read.format<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;jdbc&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;url&#034;<\/span>, <span class=\"token string\">&#034;jdbc:mysql:\/\/127.0.0.1:3306\/movie_db&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;driver&#034;<\/span>, <span class=\"token string\">&#034;com.mysql.cj.jdbc.Driver&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;dbtable&#034;<\/span>, <span class=\"token string\">&#034;movie_rating&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span>, <span class=\"token string\">&#034;root&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .option<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;password&#034;<\/span>, <span class=\"token string\">&#034;123456&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .load<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>rating_df <span class=\"token operator\">&#061;<\/span> rating_df.select<span class=\"token punctuation\">(<\/span><br \/>\n    col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">)<\/span>.cast<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;int&#034;<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;userId&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;movie_id&#034;<\/span><span class=\"token punctuation\">)<\/span>.cast<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;int&#034;<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;movieId&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;score&#034;<\/span><span class=\"token punctuation\">)<\/span>.cast<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;float&#034;<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rating&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>als <span class=\"token operator\">&#061;<\/span> ALS<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token assign-left variable\">userCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;userId&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">itemCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;movieId&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">ratingCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;rating&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">rank<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span>,<br \/>\n    <span class=\"token assign-left variable\">maxIter<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span>,<br \/>\n    <span class=\"token assign-left variable\">regParam<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.1<\/span>,<br \/>\n    <span class=\"token assign-left variable\">coldStartStrategy<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;drop&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">nonnegative<\/span><span class=\"token operator\">&#061;<\/span>True<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>als_model <span class=\"token operator\">&#061;<\/span> als.fit<span class=\"token punctuation\">(<\/span>rating_df<span class=\"token punctuation\">)<\/span><\/p>\n<p>user_recommendations <span class=\"token operator\">&#061;<\/span> als_model.recommendForAllUsers<span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>recommend_df <span class=\"token operator\">&#061;<\/span> user_recommendations.select<span class=\"token punctuation\">(<\/span><br \/>\n    col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;userId&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n    col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;recommendations.movieId&#034;<\/span><span class=\"token punctuation\">)<\/span>.alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;movie_ids&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>&#064;login_required<br \/>\ndef get_movie_recommend<span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span>:<br \/>\n    user_id <span class=\"token operator\">&#061;<\/span> request.user.id<\/p>\n<p>    recommend_records <span class=\"token operator\">&#061;<\/span> UserMovieRecommend.objects.filter<span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token assign-left variable\">user_id<\/span><span class=\"token operator\">&#061;<\/span>user_id<br \/>\n    <span class=\"token punctuation\">)<\/span>.order_by<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;-score&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span>:10<span class=\"token punctuation\">]<\/span><\/p>\n<p>    movie_ids <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>item.movie_id <span class=\"token keyword\">for<\/span> <span class=\"token for-or-select variable\">item<\/span> <span class=\"token keyword\">in<\/span> recommend_records<span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> not movie_ids:<br \/>\n        movies <span class=\"token operator\">&#061;<\/span> Movie.objects.filter<span class=\"token punctuation\">(<\/span>status<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n            .order_by<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;-rating_count&#034;<\/span>, <span class=\"token string\">&#034;-rating&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span>:10<span class=\"token punctuation\">]<\/span><br \/>\n    else:<\/p>\n<p>        movies <span class=\"token operator\">&#061;<\/span> Movie.objects.filter<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token assign-left variable\">id__in<\/span><span class=\"token operator\">&#061;<\/span>movie_ids,<br \/>\n            <span class=\"token assign-left variable\">status<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> <span class=\"token for-or-select variable\">movie<\/span> <span class=\"token keyword\">in<\/span> movies:<br \/>\n        result.append<span class=\"token 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