{"id":34274,"date":"2023-03-19T16:33:50","date_gmt":"2023-04-14T19:49:44","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f%e9%aa%8c%e8%af%81%ef%bc%88pythonredis%ef%bc%89\/"},"modified":"2024-04-29T19:37:16","modified_gmt":"2024-04-29T11:37:16","slug":"%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f%e9%aa%8c%e8%af%81%ef%bc%88pythonredis%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f%e9%aa%8c%e8%af%81%ef%bc%88pythonredis%ef%bc%89\/","title":{"rendered":"\u63a8\u8350\u7cfb\u7edf\u9a8c\u8bc1\uff08Python+Redis\uff09"},"content":{"rendered":"<h2>\u9996\u5148<\/h2>\n<p>\u4ece\u4e9a\u9a6c\u900a\u7684\u8d2d\u7269\u4e2d\u5f97\u5230\u7684\u5b9d\u8d35\u63a8\u8350\u529f\u80fd\uff08\u53ea\u6709\u9488\u5bf9\u81ea\u5df1\uff1f\uff09\uff0c\u201c\u8d2d\u4e70\u4e86\u8fd9\u4e2a\u5546\u54c1\u7684\u4eba\u8fd8\u8d2d\u4e70\u4e86\u8fd9\u4e9b\u5546\u54c1\u201d\u53ef\u80fd\u4f1a\u6709\u4e00\u4e9b\u610f\u5916\u7684\u53d1\u73b0\u3002<\/p>\n<p>\u5173\u4e8e\u63a8\u8350\u7cfb\u7edf\u7684\u5b9e\u65bd\uff0c\u524d\u8f88\u4eec\u5df2\u7ecf\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\u7559\u4e0b\u4e86\u5f88\u591a\u5b9d\u8d35\u7684\u77e5\u8bc6\uff0c\u975e\u5e38\u611f\u8c22\u3002<\/p>\n<h2>\u6211\u60f3\u8981\u5feb\u901f\u5c1d\u8bd5\u4e00\u4e0b\u63a8\u8350\u9009\u9879\u3002<\/h2>\n<p>\u6211\u5011\u5c07\u9a57\u8b49\u5728 PyPI \u4e0a\u516c\u958b\u7684\u63a8\u85a6\u5f15\u64ce cf_recommender\u3002<\/p>\n<p>PyPI(Python Package Index)\u3068\u306f<\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9ePython\u306e\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u30fc\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30ea\u30dd\u30b8\u30c8\u30ea<br \/>\n\u3059\u3079\u3066\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306aPython\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u5305\u62ec\u7684\u306a\u30ab\u30bf\u30ed\u30b0<\/p>\n<p>cf_recommender\u3068\u306f<\/p>\n<p>\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u578b\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30f3<br \/>\nPython\u8a00\u8a9e\u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b<br \/>\nRedis(\u30a4\u30f3\u30e1\u30e2\u30ea\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9)\u3092\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u4f7f\u7528<\/p>\n<h2>\u9a8c\u8bc1\u73af\u5883<\/h2>\n<h3>\u786c\u4ef6<\/h3>\n<pre class=\"post-pre\"><code>CPU: Intel(R) Core(TM) 3.30GHz(4\u30b3\u30a28\u30b9\u30ec\u30c3\u30c9)\r\n\u30e1\u30e2\u30ea: 16 GB\r\n<\/code><\/pre>\n<h3>\u64cd\u4f5c\u7cfb\u7edf<\/h3>\n<p>\u6211\u4f7f\u7528\u4e86Ubuntu 20.04 LTS\u3002<\/p>\n<p>\u6211\u4f7f\u7528Windows 10\u4ee5\u7ba1\u7406\u5458\u6743\u9650\u5b89\u88c5\u4e86Ubuntu\u3002<\/p>\n<pre class=\"post-pre\"><code>&gt; wsl --install -d Ubuntu-20.04\r\n<\/code><\/pre>\n<h3>\u5f15\u5165Redis<\/h3>\n<p>\u6211\u5011\u4f7f\u7528\u4e86 Redis 3.0.7\u3002<br \/>\n\u7531\u65bc cf_recommender \u6700\u5f8c\u7684\u7248\u672c\u662f\u57282016\u5e74\u767c\u4f48\u7684\uff0c\u6240\u4ee5\u6211\u5011\u4f7f\u7528\u4e86\u820a\u7248\u672c\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">http:\/\/download.redis.io\/releases\/<\/ul>\n<\/li>\n<\/ul>\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<br \/>\nhttps:\/\/www.digitalocean.com\/community\/tutorials\/how-to-install-redis-from-source-on-ubuntu-18-04<\/p>\n<p>make<br \/>\nsudo make install<\/p>\n<p>\u8d77\u52d5<\/p>\n<pre class=\"post-pre\"><code>$ \/usr\/local\/bin\/redis-server\r\n<\/code><\/pre>\n<p>\u6216\u8005\u6ce8\u518c\u5e76\u542f\u52a8\u670d\u52a1\u3002<\/p>\n<h3>\u5b89\u88c5Python\u53ca\u5176\u76f8\u5173\u5e93<\/h3>\n<h4>\u4f7f\u7528Python 2.7.18\u7248\u672c\u3002<\/h4>\n<p>\u55ef\uff0c\u80fd\u542c\u5230\u58f0\u97f3\uff0c\u4f46cf_recommender\u4e0d\u652f\u6301Python 3.5\u4ee5\u4e0a\u7248\u672c\uff0c\u4f7f\u7528\u4e86\u5927\u7ea62016\u5e74\u5de6\u53f3\u7684\u65e7\u7248Python\u548c\u76f8\u5173\u5e93\u3002<\/p>\n<pre class=\"post-pre\"><code>$ sudo apt update\r\n$ sudo apt install python2\r\n$ python --version\r\nPython 2.7.18\r\n<\/code><\/pre>\n<h4>\u4f7f\u7528pip\u7248\u672c20.3.4<\/h4>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>curl https:\/\/bootstrap.pypa.io\/pip\/2.7\/get-pip.py <span class=\"nt\">-o<\/span> get-pip.py\r\n<span class=\"nv\">$ <\/span>python get-pip.py\r\n<span class=\"nv\">$ <\/span>pip <span class=\"nt\">--version<\/span>\r\npip 20.3.4 from \/home\/users\/.local\/lib\/python2.7\/site-packages\/pip <span class=\"o\">(<\/span>python 2.7<span class=\"o\">)<\/span>\r\n<\/code><\/pre>\n<h4>\u4f7f\u7528redis-py 2.10.5\u3002<\/h4>\n<p>\u8fd9\u8fb9\u4e5f\u5728\u4f7f\u7528\u65e7\u7248\u672c\u3002<\/p>\n<pre class=\"post-pre\"><code>$ pip install -Iv redis==2.10.5\r\n<\/code><\/pre>\n<h4>\u5f15\u5165cf_recommender<\/h4>\n<pre class=\"post-pre\"><code>$ pip install cf_recommender\r\n<\/code><\/pre>\n<h4>\u786e\u8ba4<\/h4>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>pip list\r\nPackage        Version\r\n<span class=\"nt\">--------------<\/span> <span class=\"nt\">-------<\/span>\r\ncf-recommender 1.0.1\r\npip            20.3.4\r\nredis          2.10.5\r\n<\/code><\/pre>\n<h2>\u4f7f\u7528\u793a\u4f8b\u4ee3\u7801\u8fdb\u884c\u63a8\u8350\u9a8c\u8bc1<\/h2>\n<p>\u6211\u5728\u4ee5\u4e0b\u7684\u4ee3\u7801\u4e2d\u5c1d\u8bd5\u4e86\u4e00\u4e0b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c1\"># -*- coding: utf-8 -*-\r\n<\/span><span class=\"kn\">from<\/span> <span class=\"n\">__future__<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">absolute_import<\/span><span class=\"p\">,<\/span> <span class=\"n\">unicode_literals<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"n\">cf_recommender.recommender<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Recommender<\/span>\r\n\r\n<span class=\"n\">cf_settings<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\r\n    <span class=\"c1\"># redis\r\n<\/span>    <span class=\"sh\">'<\/span><span class=\"s\">expire<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"mi\">3600<\/span> <span class=\"o\">*<\/span> <span class=\"mi\">24<\/span> <span class=\"o\">*<\/span> <span class=\"mi\">30<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"sh\">'<\/span><span class=\"s\">redis<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">host<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"sh\">'<\/span><span class=\"s\">localhost<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">port<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"mi\">6379<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">db<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"mi\">0<\/span>\r\n    <span class=\"p\">},<\/span>\r\n    <span class=\"c1\"># recommendation engine settings\r\n<\/span>    <span class=\"sh\">'<\/span><span class=\"s\">recommendation_count<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"mi\">10<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"sh\">'<\/span><span class=\"s\">recommendation<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">update_interval_sec<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"mi\">600<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">search_depth<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"mi\">100<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">max_history<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"mi\">1000<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"p\">},<\/span>\r\n<span class=\"p\">}<\/span>\r\n\r\n<span class=\"n\">recommendation<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Recommender<\/span><span class=\"p\">(<\/span><span class=\"n\">cf_settings<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># register history\r\n<\/span><span class=\"n\">user_id<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">user-00001<\/span><span class=\"sh\">'<\/span>\r\n<span class=\"n\">buy_items<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">Item10<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item10<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item10<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item3<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item3<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item1<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"k\">for<\/span> <span class=\"n\">item_id<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">buy_items<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">recommendation<\/span><span class=\"p\">.<\/span><span class=\"nf\">register<\/span><span class=\"p\">(<\/span><span class=\"n\">item_id<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">recommendation<\/span><span class=\"p\">.<\/span><span class=\"nf\">like<\/span><span class=\"p\">(<\/span><span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">buy_items<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">user_id<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">user-00002<\/span><span class=\"sh\">'<\/span>\r\n<span class=\"n\">buy_items<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">Item10<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item9<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item9<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item3<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item2<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item1<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"k\">for<\/span> <span class=\"n\">item_id<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">buy_items<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">recommendation<\/span><span class=\"p\">.<\/span><span class=\"nf\">register<\/span><span class=\"p\">(<\/span><span class=\"n\">item_id<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">recommendation<\/span><span class=\"p\">.<\/span><span class=\"nf\">like<\/span><span class=\"p\">(<\/span><span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">buy_items<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">user_id<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">user-00003<\/span><span class=\"sh\">'<\/span>\r\n<span class=\"n\">buy_items<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">Item10<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item10<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item4<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item3<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item1<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item1<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"k\">for<\/span> <span class=\"n\">item_id<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">buy_items<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">recommendation<\/span><span class=\"p\">.<\/span><span class=\"nf\">register<\/span><span class=\"p\">(<\/span><span class=\"n\">item_id<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">recommendation<\/span><span class=\"p\">.<\/span><span class=\"nf\">like<\/span><span class=\"p\">(<\/span><span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">buy_items<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">item_id<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">Item1<\/span><span class=\"sh\">'<\/span>\r\n<span class=\"k\">print<\/span> <span class=\"sh\">'<\/span><span class=\"s\">\u5546\u54c1 Item1 \u3092\u898b\u305f\u4eba\u306f\u4ee5\u4e0b\u306e\u5546\u54c1\u3082\u898b\u3066\u3044\u307e\u3059<\/span><span class=\"sh\">'<\/span>\r\n<span class=\"k\">print<\/span> <span class=\"n\">recommendation<\/span><span class=\"p\">.<\/span><span class=\"nf\">get<\/span><span class=\"p\">(<\/span><span class=\"n\">item_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">count<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u4e00\u65e6\u6267\u884c<\/p>\n<pre class=\"post-pre\"><code>$ python sample.py\r\n\u5546\u54c1 Item1 \u3092\u898b\u305f\u4eba\u306f\u4ee5\u4e0b\u306e\u5546\u54c1\u3082\u898b\u3066\u3044\u307e\u3059\r\n['Item10', 'Item3']\r\n<\/code><\/pre>\n<h2>\u6700\u540e<\/h2>\n<p>\u975e\u5e38\u7b80\u5355\uff0c\u4f46\u6211\u5c1d\u8bd5\u9a8c\u8bc1\u4e86\u63a8\u8350\u5f15\u64cecf_commendation\u3002\u4f7f\u7528\u8fd9\u4e2a\u5f15\u64ce\u53ef\u4ee5\u5b9e\u73b0\u5404\u79cd\u6709\u8da3\u7684\u529f\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9996\u5148 \u4ece\u4e9a\u9a6c\u900a\u7684\u8d2d\u7269\u4e2d\u5f97\u5230\u7684\u5b9d\u8d35\u63a8\u8350\u529f\u80fd\uff08\u53ea\u6709\u9488\u5bf9\u81ea\u5df1\uff1f\uff09\uff0c\u201c\u8d2d\u4e70\u4e86\u8fd9\u4e2a\u5546\u54c1\u7684\u4eba\u8fd8\u8d2d\u4e70\u4e86\u8fd9\u4e9b\u5546\u54c1\u201d\u53ef\u80fd\u4f1a\u6709\u4e00\u4e9b [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-34274","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u63a8\u8350\u7cfb\u7edf\u9a8c\u8bc1\uff08Python+Redis\uff09 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u63a8\u8350\u7cfb\u7edf\u9a8c\u8bc1\uff08pythonredis\uff09\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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