{"id":566243,"date":"2025-05-09T04:59:32","date_gmt":"2025-05-09T03:59:32","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=idea&#038;p=566243"},"modified":"2025-09-15T10:23:16","modified_gmt":"2025-09-15T09:23:16","slug":"how-to-use-kotlin-notebooks-for-productive-development","status":"publish","type":"idea","link":"https:\/\/blog.jetbrains.com\/zh-hans\/idea\/2025\/05\/how-to-use-kotlin-notebooks-for-productive-development\/","title":{"rendered":"\u5982\u4f55\u4f7f\u7528 Kotlin Notebook \u5b9e\u73b0\u9ad8\u6548\u5f00\u53d1\u00a0"},"content":{"rendered":"<p><a href=\"https:\/\/blog.jetbrains.com\/idea\/2025\/04\/kotlin-notebook-arrives-in-intellij-idea\/\">Kotlin Notebook<\/a> \u662f\u4e00\u79cd\u4e13\u4e3a JVM \u5f00\u53d1\u8005\u6253\u9020\u7684\u5168\u65b0\u4ea4\u4e92\u5f0f\u73af\u5883\u3002 \u672c\u6587\u5c06\u4ecb\u7ecd Notebook \u7684\u4e3b\u8981\u529f\u80fd\uff0c\u5e76\u5c55\u793a\u5982\u4f55\u5229\u7528\u8fd9\u4e9b\u529f\u80fd\u6765\u63d0\u5347\u5de5\u4f5c\u6548\u7387\u3002\u00a0<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u5982\u4f55\u4f7f\u7528 Kotlin Notebook<\/strong><\/h2>\n<p>\u4ece 2025.1 \u7248\u672c\u5f00\u59cb\uff0cKotlin Notebook \u4e0e IntelliJ IDEA \u6346\u7ed1\uff0c\u5728\u5404\u79cd\u4e0a\u4e0b\u6587\u4e2d\u4f7f\u7528 Notebook \u53d8\u5f97\u524d\u6240\u672a\u6709\u7684\u7b80\u5355\u3002 \u60a8\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u4e09\u79cd\u4e3b\u8981\u65b9\u5f0f\u521b\u5efa Notebook\uff1a<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u5728\u9879\u76ee\u4e2d\u521b\u5efa Notebook<\/strong><\/h3>\n<p>\u6253\u5f00\u9879\u76ee\u540e\uff0c\u5728 <em>Project<\/em>\uff08\u9879\u76ee\uff09\u89c6\u56fe\u4e2d\uff0c\u53f3\u952e\u70b9\u51fb\u6e90\u6839\u76ee\u5f55\u6216\u67d0\u4e2a\u6587\u4ef6\u5939\uff0c\u7136\u540e\u9009\u62e9 <em>New | Kotlin Notebook<\/em>\uff08\u65b0\u5efa | Kotlin Notebook\uff09\u3002<\/p>\n<p>\u8fd9\u5c06\u5728\u9879\u76ee\u5185\u521b\u5efa\u4e00\u4e2a .ipynb \u6587\u4ef6\u3002 \u901a\u5e38\u5c06 Notebook \u7f6e\u4e8e notebooks \u6216 samples \u5b50\u76ee\u5f55\u4e2d\uff0c\u4f46\u4e5f\u53ef\u4ee5\u5c06\u5b83\u4eec\u7f6e\u4e8e\u9879\u76ee\u5185\u7684\u4efb\u610f\u4f4d\u7f6e\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXcLHe0-4yKbAtT8ZHRjfS23On1Wh3yJqGQlxdlaCqXV-m3wrlg7tse7dvLft9Vw5XrRff7MSzlbsodkrJ9eQWmhvNuhyjrREMmMgzJAsbfJo5zOpiJuV6cFVYQatTwv6fmDlxMyOw.png\" alt=\"\" \/><\/figure>\n<h3 class=\"wp-block-heading\"><strong>\u521b\u5efa\u4e34\u65f6 Notebook<\/strong><\/h3>\n<p>\u5047\u8bbe\u60a8\u8981\u5728\u4e0d\u5411\u9879\u76ee\u6dfb\u52a0\u65b0\u6587\u4ef6\u7684\u60c5\u51b5\u4e0b\u8bd5\u9a8c\u4ee3\u7801\u3002 \u6b64\u65f6\uff0c\u4e34\u65f6 Notebook \u4f1a\u975e\u5e38\u5b9e\u7528\u3002 \u8981\u521b\u5efa\u4e0d\u5c5e\u4e8e\u7279\u5b9a\u9879\u76ee\u7684 Notebook\uff0c\u8bf7\u6309\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528 <em>New Scratch File<\/em>\uff08\u65b0\u5efa\u4e34\u65f6\u6587\u4ef6\uff09\u64cd\u4f5c\uff08macOS \u4e0a\u6309 <em>Cmd+Shift+N<\/em>\uff0cWindows\/Linux \u4e0a\u6309 <em>Ctrl+Alt+Shift+Insert<\/em>\uff09\u3002<\/li>\n<li>\u4ece\u5217\u8868\u4e2d\u9009\u62e9 <em>Kotlin Notebook<\/em>\u3002<\/li>\n<\/ul>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXeZle_yv5UtOTkHds-YgNZ0KSvx-CCw5yYx9MMQd4nShhDf2oVMDIrA6M6qHddcJkjU2SenWcSfo7H7Bqj6GmOnKMqI8t4EqHuITbkA6l5AK7CRGHWlWIwlmkiB0YuXzRg8OBKDnw.png\" alt=\"\" \/><\/figure>\n<p>\u8fd9\u5c06\u5728 <em>Scratches and Consoles | Kotlin Notebooks<\/em> \u76ee\u5f55\u4e2d\u521b\u5efa\u4e00\u4e2a\u6587\u4ef6\uff0c\u5e76\u4e14\u8be5 Notebook \u53ef\u5728\u6240\u6709\u9879\u76ee\u4e2d\u8bbf\u95ee\uff0c\u65b9\u4fbf\u60a8\u5b58\u50a8\u96f6\u6563\u7684\u4ee3\u7801\u6bb5\u5e76\u5728\u9700\u8981\u65f6\u968f\u65f6\u5f15\u7528\u5b83\u4eec\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXeaDG4zlZPqktX9jVx1UtjAJHEfbXeNxio6i4VkX1tlMLcOGk3h04v6x_8FDKm19zFQRzY-d-Y53LpfwCKTUHnXRuIKEyasLpDJsO4gBSoVFtGDbVzL8aFMjo2e8e6PpylBQGZb5Q.png\" alt=\"\" \/><\/figure>\n<h3 class=\"wp-block-heading\"><strong>\u4ece <\/strong><strong><em>Welcome<\/em><\/strong><strong>\uff08\u6b22\u8fce\uff09\u5c4f\u5e55\u521b\u5efa Notebook<\/strong><\/h3>\n<p>\u60a8\u65e0\u9700\u6253\u5f00\u9879\u76ee\u5373\u53ef\u76f4\u63a5\u4ece <em>Welcome<\/em>\uff08\u6b22\u8fce\uff09\u5c4f\u5e55\u6253\u5f00\u6216\u521b\u5efa Kotlin Notebook\u3002 \u5bfc\u822a\u5230 <em>Kotlin Notebook<\/em> \u6807\u7b7e\u9875\u5e76\u70b9\u51fb <em>New Notebook<\/em>\uff08\u65b0\u5efa Notebook\uff09\u3002 \u7cfb\u7edf\u5c06\u63d0\u793a\u60a8\u4e3a Notebook \u547d\u540d\uff0c\u5e76\u9009\u62e9\u5c06\u5176\u53e6\u5b58\u4e3a\u4e34\u65f6\u6587\u4ef6\u8fd8\u662f\u5b58\u50a8\u5230\u6307\u5b9a\u6587\u4ef6\u5939\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXdwIP5eQHrkxLzAYuJzD-593_N_QBjL7nFrUJGSkojoflKezmlvCQURqYqnovSgGoeeNr4DvoqtvOvu4o61-JlfKYnSLwlitPYufPcO-kfZWjcQCfowDLAGO8jN2rXbhPkXMOMx.png\" alt=\"\" \/><\/figure>\n<h2 class=\"wp-block-heading\"><strong>\u57fa\u7840\u77e5\u8bc6\uff1a\u4ea4\u4e92\u5f0f\u5355\u5143\u6267\u884c\u4e0e\u5185\u6838\u63a7\u5236<\/strong><\/h2>\n<p>Kotlin Notebook \u5728 IntelliJ IDEA \u5185\u63d0\u4f9b\u4e86\u719f\u6089\u7684 Notebook \u754c\u9762\uff0c\u652f\u6301\u8f7b\u677e\u8fd0\u884c\u4ee3\u7801\u548c\u7ba1\u7406\u6267\u884c\u72b6\u6001\u3002 \u6bcf\u4e2a Notebook \u7531\u53ef\u72ec\u7acb\u6216\u6309\u5e8f\u6267\u884c\u7684\u5355\u5143\u7ec4\u6210\u3002 Notebook \u9876\u90e8\u7684\u5de5\u5177\u680f\u5305\u542b\u7528\u4e8e\u8fd0\u884c\u5355\u5143\u548c\u7ba1\u7406 Kotlin \u5185\u6838\u7684\u63a7\u4ef6\uff1a<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXeQ-tHIROlhlNIpfZ5u04BP2CnM4hsYMll3fuh4NSSqM2GU7mcwa02ej2M2Ct7H9P2tWY79LBPgNzliIAvYrcM6TZcKG0qinmm-Sd-h4cHrvHN-oOJfB116mHOKGD7ghOIa7LUTg.png\" alt=\"\" \/><\/figure>\n<ul>\n<li><strong>\u8fd0\u884c\u5355\u4e2a\u5355\u5143<\/strong>\uff1a\u70b9\u51fb\u4ee3\u7801\u5355\u5143\u5de6\u4fa7\u7684 <em>Run<\/em>\uff08\u8fd0\u884c\uff09\u6309\u94ae\uff0c\u6216\u6309 <em>Ctrl+Enter\/ Cmd+Enter<\/em>\u3002 \u5355\u5143\u7684\u4ee3\u7801\u968f\u5373\u8fd0\u884c\uff0c\u8f93\u51fa\u7ed3\u679c\u76f4\u63a5\u663e\u793a\u5728\u5355\u5143\u4e0b\u65b9\u3002\u00a0<\/li>\n<li><strong>\u8fd0\u884c\u591a\u4e2a\u5355\u5143<\/strong>\uff1a\u70b9\u51fb <em>Run All<\/em>\uff08\u5168\u90e8\u8fd0\u884c\uff09\u4ee5\u4ece\u4e0a\u81f3\u4e0b<a href=\"https:\/\/www.jetbrains.com\/zh-cn\/help\/idea\/2025.1\/kotlin-notebook.html\" target=\"_blank\" rel=\"noopener\">\u6267\u884c Notebook \u4e2d\u7684\u6240\u6709\u5355\u5143<\/a>\u3002 \u5982\u679c\u8981\u8fd0\u884c\u7279\u5b9a\u70b9\u4e4b\u4e0b\u7684\u6240\u6709\u5355\u5143\uff08\u4f8b\u5982\uff0c\u4ece Notebook \u7684\u4e2d\u95f4\u6062\u590d\uff09\u60a8\u53ef\u4ee5\u53f3\u952e\u70b9\u51fb\u8be5\u5355\u5143\u5e76\u9009\u62e9 <em>Run All Below<\/em>\uff08\u8fd0\u884c\u4e0b\u65b9\u6240\u6709\u5355\u5143\uff09\u3002 \u8fd9\u79cd\u7075\u6d3b\u6027\u8ba9\u60a8\u80fd\u591f\u91cd\u65b0\u8fd0\u884c\u6574\u4e2a Notebook \u6216\u7279\u5b9a\u90e8\u5206\uff0c\u65e0\u9700\u624b\u52a8\u8fd0\u884c\u6bcf\u4e2a\u5355\u5143\u3002<\/li>\n<li><strong>\u4e2d\u65ad\u6267\u884c<\/strong>\uff1a\u5982\u679c\u67d0\u4e2a\u5355\u5143\u8017\u65f6\u8fc7\u957f\u6216\u9677\u5165\u6b7b\u5faa\u73af\uff0c\u8bf7\u70b9\u51fb <em>Interrupt<\/em>\uff08\u4e2d\u65ad\uff09\u6309\u94ae (\u23f9)\u3002 \u6b64\u64cd\u4f5c\u4f1a<a href=\"https:\/\/www.jetbrains.com\/zh-cn\/help\/idea\/2025.1\/kotlin-notebook.html\" target=\"_blank\" rel=\"noopener\">\u505c\u6b62\u5f53\u524d\u8fd0\u884c\u7684<\/a>\u5355\u5143\uff0c\u800c\u4e0d\u4f1a\u5f71\u54cd\u5df2\u6267\u884c\u5355\u5143\u7684\u72b6\u6001\u3002 \u6b64\u529f\u80fd\u9002\u7528\u4e8e\u6682\u505c\u957f\u671f\u8fd0\u884c\u7684\u8ba1\u7b97\u6216\u53d6\u6d88\u8bef\u64cd\u4f5c\u3002<\/li>\n<li><strong>\u91cd\u542f\/\u505c\u6b62\u4f1a\u8bdd<\/strong>\uff1a\u4f7f\u7528 <em>Restart Kernel<\/em>\uff08\u91cd\u542f\u5185\u6838\uff09\u6309\u94ae (?) \u91cd\u7f6e Kotlin \u5185\u6838\u3002 \u91cd\u542f\u64cd\u4f5c\u4f1a<strong>\u7ec8\u6b62\u5f53\u524d\u4f1a\u8bdd\u5e76\u6e05\u9664\u8fd0\u884c\u65f6\u72b6\u6001<\/strong>\uff0c\u56e0\u6b64\u6240\u6709\u53d8\u91cf\u548c import \u90fd\u4f1a\u53d8\u4e3a\u672a\u89e3\u6790\u72b6\u6001\u3002 \u8fd9\u6709\u52a9\u4e8e\u786e\u4fdd\u5e72\u51c0\u7684\u521d\u59cb\u72b6\u6001\uff08\u4f8b\u5982\uff0c\u4ece\u5934\u5f00\u59cb\u8fd0\u884c Notebook \u6216\u4ece\u9519\u8bef\u72b6\u6001\u6062\u590d\uff09\u3002 \u60a8\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5173\u95ed Notebook \u6216\u4f7f\u7528 <em>Kotlin Notebook<\/em> \u5de5\u5177\u7a97\u53e3\u4e2d\u7684\u6807\u51c6 <em>Stop <\/em>\uff08\u505c\u6b62\uff09\u64cd\u4f5c\uff08\u6b64\u64cd\u4f5c\u4f1a\u5173\u95ed\u5185\u6838\u8fdb\u7a0b\uff09\u5f7b\u5e95\u505c\u6b62\u4f1a\u8bdd\u3002<\/li>\n<li><strong>\u914d\u7f6e Kotlin Notebook<\/strong>\uff1a\u5de5\u5177\u680f\u4e0a\u7684\u9f7f\u8f6e\u56fe\u6807\u53ef\u4ee5\u6253\u5f00 Kotlin Notebook \u8bbe\u7f6e\uff0c\u60a8\u53ef\u4ee5\u5728\u5176\u4e2d\u8c03\u6574 Notebook \u7684\u914d\u7f6e\u3002 \u501f\u52a9\u6b64\u8bbe\u7f6e\u9762\u677f\uff0c\u60a8\u53ef\u4ee5\u63a7\u5236 Kotlin \u5185\u6838\u73af\u5883\uff0c\u4f8b\u5982\u4f7f\u7528\u7684 JDK \u6216\u5185\u6838\u7248\u672c\u3002<\/li>\n<\/ul>\n<p>\u4f7f\u7528\u8fd9\u4e9b\u63a7\u4ef6\uff0c\u60a8\u80fd\u591f\u4ee5\u4ea4\u4e92\u65b9\u5f0f\u6267\u884c\u4ee3\u7801\u5e76\u7ba1\u7406 Notebook \u7684\u72b6\u6001\uff0c\u6267\u884c\u7684\u6bcf\u4e2a\u5355\u5143\u90fd\u4f1a\u83b7\u5f97\u4e00\u4e2a\u7f16\u53f7\u3002\u00a0<\/p>\n<p>\u6b64\u7f16\u53f7\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a Notebook \u7684\u72b6\u6001\u53d6\u51b3\u4e8e\u6267\u884c\u987a\u5e8f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5355\u5143\u7684\u7ebf\u6027\u987a\u5e8f\u3002 \u4f8b\u5982\uff0c\u5982\u679c\u5355\u5143 A \u5b9a\u4e49\u4e86\u4e00\u4e2a\u53d8\u91cf\uff0c\u800c\u5355\u5143 B \u4f7f\u7528\u4e86\u8be5\u53d8\u91cf\uff0c\u5219\u5fc5\u987b\u6309\u6b63\u786e\u987a\u5e8f\u6267\u884c\u8fd9\u4e24\u4e2a\u5355\u5143\u3002 Kotlin Notebook \u4f1a\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u63d0\u4f9b\u5e2e\u52a9\uff1a\u4f7f\u7528\u661f\u53f7 (*) \u6807\u8bb0\u5c1a\u672a\u8fd0\u884c\u7684\u5355\u5143\uff1b\u6bcf\u6b21\u8fd0\u884c\u5355\u5143\u65f6\u66f4\u65b0\u5176\u6267\u884c\u8ba1\u6570\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u901a\u8fc7 Gist \u548c Datalore \u5206\u4eab Notebook<\/strong><\/h2>\n<p>\u4f7f\u7528\u6807\u51c6 .ipynb Notebook \u683c\u5f0f\u7684\u4f18\u52bf\u4e4b\u4e00\u662f\u60a8\u53ef\u4ee5\u8f7b\u677e\u5206\u4eab\u60a8\u7684\u5de5\u4f5c\u6210\u679c\u3002 Kotlin Notebook \u63d0\u4f9b\u4e86\u4fbf\u6377\u7684\u65b9\u5f0f\u6765\u4e0e\u4ed6\u4eba\u5206\u4eab Notebook \u6216\u5728\u7ebf\u53d1\u5e03\u60a8\u7684\u6210\u679c\uff1a<\/p>\n<ul>\n<li><strong>GitHub Gist<\/strong>\uff1a\u60a8\u53ef\u4ee5\u5feb\u901f\u5c06\u5f53\u524d\u7684 Notebook \u4f5c\u4e3a GitHub Gist \u5206\u4eab\u3002 \u53ea\u9700\u70b9\u51fb\u5de5\u5177\u680f\u4e0a\u7684 <em>Create Gist<\/em>\uff08\u521b\u5efa Gist\uff09\u6309\u94ae\uff08\u5e26 GitHub \u6807\u5fbd\u7684\u56fe\u6807\uff09\u3002 IDE \u4f1a\u5c06 Notebook \u5bfc\u51fa\u5230\u60a8 GitHub \u5e10\u6237\u4e0a\u7684 Gist\uff0c\u5e76\u751f\u6210\u4e00\u4e2a\u53ef\u5206\u4eab\u7684 URL\u3002\u60a8\u53ef\u4ee5\u5c06\u6b64 URL \u53d1\u9001\u7ed9\u540c\u4e8b\uff0c\u4f9b\u4ed6\u4eec\u5728 GitHub \u4e0a\u67e5\u770b\u8be5 Notebook \u6216\u5c06\u5176\u4e0b\u8f7d\u5230\u672c\u5730\u3002 \u6b64\u529f\u80fd\u975e\u5e38\u9002\u5408\u5feb\u901f\u5206\u4eab\u793a\u4f8b\u6216\u5728\u95ee\u9898\u548c\u8bba\u575b\u4e2d\u6dfb\u52a0 Notebook \u5185\u5bb9\u3002 Gist \u5c06\u5305\u542b JSON \u683c\u5f0f\u7684 Notebook\uff0cGitHub \u53ef\u4ee5\u5448\u73b0\u8be5\u683c\u5f0f\u4ee5\u4f9b\u9884\u89c8\u3002 \u60a8\u7684 Kotlin Notebook \u4e2d\u7684\u6240\u6709\u4ee3\u7801\u3001\u8f93\u51fa\u548c Markdown \u90fd\u4f1a\u4fdd\u7559\u3002<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-563469\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/04\/gist_final.gif\" alt=\"\" width=\"1080\" height=\"600\" \/><\/figure>\n<ul>\n<li><strong>JetBrains Datalore<\/strong>\uff1a\u7531\u4e8e Kotlin Notebook \u4e0e JetBrains \u7684\u5728\u7ebf\u6570\u636e\u79d1\u5b66 Notebook \u5e73\u53f0 <a href=\"https:\/\/datalore.jetbrains.com\/\" target=\"_blank\" rel=\"noopener\">Datalore<\/a> \u4f7f\u7528\u76f8\u540c\u7684\u6587\u4ef6\u683c\u5f0f\u548c Kotlin Jupyter \u5185\u6838\uff0c\u60a8\u7684 Notebook \u4e0e\u8be5\u5e73\u53f0\u5b8c\u5168\u517c\u5bb9\u3002 \u53ea\u9700\u5c06 .ipynb \u6587\u4ef6\u4e0a\u4f20\u5230 Datalore \u5373\u53ef\u5206\u4eab\u6216\u5728\u4e91\u7aef\u7ee7\u7eed\u5de5\u4f5c\u3002 \u8fd9\u610f\u5473\u7740\uff0c\u60a8\u53ea\u9700\u5c06 Notebook \u79fb\u81f3 Datalore \u5373\u53ef\u8f7b\u677e\u4e0e\u4ed6\u4eba\u534f\u4f5c \u2013 \u65e0\u9700\u4efb\u4f55\u8f6c\u6362\u3002\u00a0<\/li>\n<\/ul>\n<p>Kotlin Notebook \u652f\u6301\u5229\u7528 Gist \u5feb\u901f\u5206\u4eab\u4ee3\u7801\u6bb5\u4ee5\u53ca\u5229\u7528 Datalore \u5b9e\u73b0\u4e91\u7aef\u534f\u4f5c\uff0c\u8ba9\u5206\u4eab\u6210\u679c\u548c\u539f\u578b\u8bbe\u8ba1\u53d8\u5f97\u8f7b\u800c\u6613\u4e3e\u3002 \u65e0\u8bba\u662f\u516c\u5f00\u53d1\u5e03\u4ee3\u7801\u6bb5\u8fd8\u662f\u4e0e\u56e2\u961f\u6210\u5458\u5408\u4f5c\u5206\u6790\u6570\u636e\uff0c\u60a8\u90fd\u80fd\u5728 IntelliJ IDEA \u4e0e Web \u7aef\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u6d4b\u8bd5 REST API<\/strong><\/h2>\n<p>Kotlin Notebook \u4e3a\u540e\u7aef\u548c API \u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff1a\u80fd\u591f\u76f4\u63a5\u4ece Notebook \u8c03\u7528\u548c\u6d4b\u8bd5 RESTful API\uff0c\u5e76\u5b8c\u5168\u652f\u6301 HTTP \u65b9\u6cd5\u3001JSON \u5e8f\u5217\u5316\u548c\u57fa\u4e8e IDE \u7684\u4ee3\u7801\u8865\u5168\u3002 \u6b64\u529f\u80fd\u901a\u8fc7\u96c6\u6210\u7531 Ktor \u63d0\u4f9b\u652f\u6301\u7684 Kotlin HTTP \u5ba2\u6237\u7aef\u5b9e\u73b0\u3002<\/p>\n<p>\u8981\u5f00\u59cb\uff0c\u53ea\u9700\u5728\u4ee3\u7801\u5355\u5143\u4e2d\u6dfb\u52a0 <code>%use ktor-client<\/code>\u3002 \u6b64\u547d\u4ee4\u4f1a\u62c9\u53d6\u57fa\u4e8e Ktor \u7684 HTTP \u5ba2\u6237\u7aef\u548c <em><code>kotlinx.serialization<\/code><\/em> \u5e93\uff0c\u4e24\u8005\u90fd\u968f\u65f6\u53ef\u7528\u3002 \u4e4b\u540e\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7 http \u53d8\u91cf\u8bbf\u95ee Notebook \u4e2d\u7684\u9884\u914d\u7f6e HTTP \u5ba2\u6237\u7aef\u5b9e\u4f8b\u3002<\/p>\n<p><strong>\u5f3a\u7c7b\u578b HTTP \u8c03\u7528<\/strong>\uff1a\u501f\u52a9 HTTP \u5ba2\u6237\u7aef\u96c6\u6210\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528 Kotlin \u4ee3\u7801\u6267\u884c HTTP \u8bf7\u6c42\u5e76\u83b7\u5f97\u7c7b\u578b\u5316\u7ed3\u679c\u3002 \u4f8b\u5982\uff0c\u8981\u4ece API \u83b7\u53d6 JSON \u6570\u636e\uff0c\u60a8\u53ef\u4ee5\u7f16\u5199\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">val response = http.get(\"https:\/\/jsonplaceholder.typicode.com\/todos\/1\")\n\nresponse.bodyAsText()<\/pre>\n<p>\u6b64\u4ee3\u7801\u5c06\u6267\u884c <code>GET<\/code> \u8bf7\u6c42\uff0c\u5e76\u4ee5\u9488\u5bf9\u6253\u5370\u7f8e\u5316\u4e14\u9ad8\u4eae\u663e\u793a\u7684 JSON \u8f93\u51fa\u683c\u5f0f\u8fd4\u56de\u54cd\u5e94\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXewaAaf_YGVrUllpNZExl7JDGkYFJl0tR8oBfBxycqPeV66R-XOj1rCWaaTmbc84k8tNM5mgsnh6r85ssnPob-22r6f03hj3K-WbL3Kp546EYtuRrkv2Ud40ShhuVmWL-l6ke-UyA.png\" alt=\"\" \/><\/figure>\n<p><strong>\u81ea\u52a8 JSON \u5e8f\u5217\u5316<\/strong>\uff1aNotebook \u7684 HTTP \u5ba2\u6237\u7aef\u4e0e Kotlin \u5e8f\u5217\u5316\u96c6\u6210\uff0c\u54cd\u5e94\u53ef\u81ea\u52a8\u88ab\u53cd\u5e8f\u5217\u5316\uff1a<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXeOMtOhTgL_-Mp1wWykGGCKfQPH0d7gGQX6MU067o1sBNj8PLYcBIsttYYNA8cFDSS9IDtyBKbi1UjilK6UwihBFN8yVCNLdOz9zxrh7C-TZv8E8mpltJj0CCAHhqYGjW34JUN6.png\" alt=\"\" \/><\/figure>\n<p>Ktor \u5ba2\u6237\u7aef\u96c6\u6210\u5c06\u81ea\u52a8\u5904\u7406\u7c7b\u751f\u6210\u548c JSON \u53cd\u5e8f\u5217\u5316\u672c\u8eab\u3002 \u8fd9\u610f\u5473\u7740\u60a8\u53ef\u4ee5\u83b7\u5f97\u4e00\u4e2a\u5305\u542b\u9002\u5f53\u5b57\u6bb5\u7684\u7c7b\u578b\u5316 Kotlin \u5bf9\u8c61\uff0c\u800c\u65e0\u9700\u624b\u52a8\u5904\u7406 JSON \u89e3\u6790\u3002 \u5982\u679c\u62e5\u6709\u9884\u5b9a\u4e49\u7684\u6570\u636e\u7c7b\uff0c\u60a8\u4e5f\u53ef\u4ee5\u4f7f\u7528\u9002\u5f53\u7684\u7c7b\u578b\u5b9e\u53c2\u8c03\u7528\u54cd\u5e94\u7684 body() \u65b9\u6cd5\u3002<\/p>\n<p>\u5728\u540e\u53f0\uff0c\u6b64\u529f\u80fd\u4f9d\u8d56\u4e8e\u5f00\u6e90\u7684 <a href=\"https:\/\/github.com\/Kotlin\/kotlin-jupyter-http-util\" target=\"_blank\" rel=\"noopener\">kotlin-jupyter-http-util<\/a> \u5e93\uff0c\u8be5\u5e93\u5c06 Ktor \u5ba2\u6237\u7aef\u548c\u5e8f\u5217\u5316\u529f\u80fd\u6574\u5408\u5230 Notebook \u4e2d\u3002 \u5b9e\u9645\u4e0a\uff0c\u8fd9\u610f\u5473\u7740\u60a8\u7684 Kotlin Notebook \u53ef\u4ee5\u5145\u5f53\u529f\u80fd\u5b8c\u6574\u7684 HTTP \u5ba2\u6237\u7aef\u5de5\u5177\uff08\u7c7b\u4f3c Postman \u6216 REST \u5ba2\u6237\u7aef\uff09\uff0c\u800c\u4e14\u8fd8\u80fd\u5728 Kotlin \u4e2d\u7f16\u5199\u811a\u672c\u5e76\u5bf9\u54cd\u5e94\u8fdb\u884c\u65ad\u8a00\u3002 \u6b64\u529f\u80fd\u7279\u522b\u9002\u5408\u8bd5\u7528\u7aef\u70b9\u3001\u6d4b\u8bd5\u5fae\u670d\u52a1\u6216\u6293\u53d6 Web API \u2013 \u6240\u6709\u64cd\u4f5c\u5747\u5728 IntelliJ IDEA \u4e2d\u5b8c\u6210\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u5904\u7406\u6570\u636e\uff1a\u8868\u548c\u53ef\u89c6\u5316<\/strong><\/h2>\n<p>\u6570\u636e\u63a2\u7d22\u8005\u4f1a\u5bf9 Kotlin Notebook \u611f\u5230\u5f97\u5fc3\u5e94\u624b\u3002 \u901a\u8fc7\u4e0e\u7528\u4e8e\u8868\u683c\u6570\u636e\u7684 <strong>Kotlin DataFrame<\/strong> \u5e93\u548c\u7528\u4e8e\u56fe\u8868\u7684 <strong>Kandy<\/strong> \u5e93\u7d27\u5bc6\u96c6\u6210\uff0c2025.1 \u7248\u672c\u663e\u8457\u589e\u5f3a\u4e86\u6570\u636e\u663e\u793a\u548c\u7ed8\u56fe\u80fd\u529b\u3002 \u8fd9\u4e9b\u96c6\u6210\u5c06\u60a8\u7684 Notebook \u8f6c\u53d8\u4e3a\u4e00\u79cd\u4ea4\u4e92\u5f0f\u6570\u636e\u63a2\u7d22\u5de5\u5177\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>DataFrame \u96c6\u6210 \u2013 \u4ea4\u4e92\u5f0f\u8868<\/strong><\/h3>\n<p>\u6dfb\u52a0 DataFrame \u5e93\u65f6\uff0c\u901a\u8fc7\u5728\u5355\u5143\u4e2d\u653e\u5165 <code>%use dataframe<\/code>\uff0c\u60a8\u53ef\u4ee5\u83b7\u5f97\u4e00\u79cd\u5f3a\u5927\u7684 DSL \u4f9b\u64cd\u4f5c\u6570\u636e\u3002 \u5b83\u4ee5\u4e0e HTTP \u96c6\u6210\u903b\u8f91\u76f8\u540c\u7684\u65b9\u5f0f\u4ece\u8fd0\u884c\u65f6\u6784\u5efa\u7c7b\u578b\u4fe1\u606f\uff0c\u4f8b\u5982\uff1a<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXdOdIa-3ht_o8IrYXRc8t7E0ZfGVjqt9HQpajnrECoOSq_EVDLz08jl9ydiyUNT1kduorFlsfa-dEZT45N4lO-XcdG-DCzXsthmRNtt0jyL68a8pnN5hBF9jPFNrV7yB2_1YUgT.png\" alt=\"\" \/><\/figure>\n<p>\u5f53\u60a8\u663e\u793a DataFrame\uff08\u4f8b\u5982\uff0c\u901a\u8fc7\u8bc4\u4f30\u5305\u542b\u8868\u7684\u53d8\u91cf\u6216\u8c03\u7528 <code>df.head()<\/code>\uff09\u65f6\uff0cKotlin Notebook \u5c06\u4f7f\u7528\u7279\u6b8a\u7684 UI \u7ec4\u4ef6\u800c\u4e0d\u662f\u7eaf\u6587\u672c\u8fdb\u884c\u5448\u73b0\u3002 \u5b83\u63d0\u4f9b\uff1a<\/p>\n<ul>\n<li><strong>\u53ef\u6eda\u52a8\u5206\u9875<\/strong>\uff1a\u4f18\u96c5\u5730\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u3002 \u8868\u8f93\u51fa\u4e0d\u4f1a\u5c1d\u8bd5\u8f6c\u50a8\u6210\u5343\u4e0a\u4e07\u884c\uff0c\u800c\u662f\u6309\u9875\u663e\u793a\u6709\u9650\u884c\u6570\u5e76\u63d0\u4f9b\u5bfc\u822a\u63a7\u4ef6\u3002<\/li>\n<li><strong>\u53ef\u6392\u5e8f\u5217<\/strong>\uff1a\u53ea\u9700\u70b9\u51fb\u5217\u6807\u9898\u5373\u53ef\u6309\u8be5\u5217\u5bf9\u8868\u8fdb\u884c\u6392\u5e8f\u3002<\/li>\n<li><strong>\u5206\u5c42\u6570\u636e\u94bb\u53d6<\/strong>\uff1a\u5982\u679c\u60a8\u7684 DataFrame \u5305\u542b\u5d4c\u5957\u6570\u636e\uff08\u4f8b\u5982\uff0c\u67d0\u4e00\u5217\u5305\u542b\u53e6\u4e00\u4e2a\u8868\u6216\u590d\u6742\u5bf9\u8c61\uff09\uff0c\u5219\u53ef\u4ee5\u5185\u8054\u5c55\u5f00\u8be5\u6570\u636e\u3002 \u70b9\u51fb\u5305\u542b\u5d4c\u5957\u7ed3\u6784\u7684\u5355\u5143\u5373\u53ef\u6df1\u5165\u67e5\u770b\u5b50\u8868\u3002 \u8fd9\u79cd\u6d4f\u89c8\u65b9\u5f0f\u975e\u5e38\u9002\u5408\u52a0\u8f7d\u5230 DataFrame \u4e2d\u7684\u5206\u5c42 JSON \u6570\u636e\u96c6\u3002<\/li>\n<li><strong>\u5728\u5355\u72ec\u7684\u6807\u7b7e\u9875\u4e2d\u6253\u5f00<\/strong>\uff1a\u6709\u65f6\u60a8\u60f3\u5e76\u6392\u6bd4\u8f83\u4e24\u4e2a\u8868\u3002 \u73b0\u5728\uff0c\u60a8\u53ef\u4ee5\u5c06 DataFrame \u8f93\u51fa\u79fb\u52a8\u5230 Notebook \u754c\u9762\u5185\u7684\u72ec\u7acb\u6807\u7b7e\u9875\u4e2d\u3002 \u60a8\u5728\u6bcf\u4e2a\u65b0\u6807\u7b7e\u9875\u4e2d\u6253\u5f00\u7684\u8868\u90fd\u4fdd\u6301\u53ef\u8bbf\u95ee\u72b6\u6001\uff0c\u56e0\u6b64\u60a8\u53ef\u4ee5\u5728\u591a\u4e2a\u6570\u636e\u89c6\u56fe\u4e4b\u95f4\u5207\u6362\u3002<\/li>\n<li><strong>\u5bfc\u51fa\u5230\u6587\u4ef6<\/strong>\uff1a\u8f93\u51fa\u9762\u677f\u73b0\u5728\u63d0\u4f9b\u4e86\u4e00\u4e2a <em>Export<\/em>\uff08\u5bfc\u51fa\uff09\u6309\u94ae (?)\u3002 \u53ea\u9700\u70b9\u51fb\u51e0\u4e0b\uff0c\u5373\u53ef\u5c06\u663e\u793a\u7684 DataFrame \u5bfc\u51fa\u4e3a CSV\u3001JSON \u6216 XML \u7b49\u5e38\u7528\u683c\u5f0f\u7684\u6587\u4ef6\u3002 \u5982\u679c\u60a8\u8f6c\u6362\u4e86\u4e00\u4e9b\u6570\u636e\u5e76\u4e14\u60f3\u4fdd\u5b58\u7ed3\u679c\uff0c\u6b64\u529f\u80fd\u975e\u5e38\u6709\u7528\u3002 \u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0cDataFrame \u5c06\u4fdd\u5b58\u5230\u60a8\u7684\u9879\u76ee\u76ee\u5f55\uff0c\u4f46\u60a8\u53ef\u4ee5\u9009\u62e9\u4efb\u610f\u4f4d\u7f6e\u3002 \u5bfc\u51fa\u7684\u6570\u636e\u9075\u5faa\u5f53\u524d\u663e\u793a\u7684\u72b6\u6001\uff08\u4f8b\u5982\uff0c\u5982\u679c\u60a8\u5df2\u6309\u67d0\u5217\u5bf9\u89c6\u56fe\u8fdb\u884c\u4e86\u6392\u5e8f\uff0c\u5bfc\u51fa\u5c06\u9075\u5faa\u8be5\u6392\u5e8f\u987a\u5e8f\uff0c\u56e0\u6b64\u6240\u89c1\u5373\u6240\u5f97\uff09\u3002<\/li>\n<\/ul>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXcVzcfGUPWuuKul1WEq6bd5e_MJqyI6_fvbNfPjPqUc7Wt3Ban2yszxSqp6i1NFpeLokpVvLGyUD7fTbb3frFF6WTYEX2FnHDlvT1CHSkgcZ7v8Gi1lgxsUJJ9DZwplmLfq-XdbvQ.png\" alt=\"\" \/><\/figure>\n<p>\u60a8\u4e5f\u53ef\u4ee5\u76f4\u63a5\u5c06 CSV \u6587\u4ef6\u62d6\u653e\u5230 Notebook \u4e0a\uff1a\u968f\u540e\u4f1a\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884c\u5fc5\u8981\u7684\u4ee3\u7801\u3002 \u60a8\u53ef\u4ee5\u7acb\u5373\u5f00\u59cb\u5904\u7406\u52a0\u8f7d\u7684 DataFrame\u3002<\/p>\n<p>\u501f\u52a9 Kotlin DataFrame\uff0c\u60a8\u53ef\u4ee5\u5c06 CSV \u548c JSON \u6587\u4ef6\u4ee5\u53ca SQL \u67e5\u8be2\u7ed3\u679c\u52a0\u8f7d\u5230\u8868\u4e2d\uff0c\u968f\u540e\u4f7f\u7528 Kotlin \u4ee3\u7801\u5bf9\u5b83\u4eec\u8fdb\u884c\u7b5b\u9009\u3001\u805a\u5408\u4e0e\u8f6c\u6362\u3002 Kotlin Notebook \u4f1a\u4ee5\u4eba\u6027\u5316\u7684\u65b9\u5f0f\u5c55\u793a\u6bcf\u4e00\u6b65\u64cd\u4f5c\u7684\u7ed3\u679c\uff0c \u5982\u540c\u5728 IDE \u4e2d\u5185\u7f6e\u4e86\u4e00\u4e2a\u5fae\u578b\u6570\u636e\u7f51\u683c\uff0c\u53ef\u4ee5\u63d0\u4f9b\u6570\u636e\u64cd\u4f5c\u7684\u5b9e\u65f6\u53cd\u9988\u3002<\/p>\n<p>\u8981\u8be6\u7ec6\u4e86\u89e3 Kotlin DataFrame \u7684\u5168\u90e8\u529f\u80fd\uff0c\u8bf7\u67e5\u9605<a href=\"https:\/\/kotlin.github.io\/dataframe\/overview.html\" target=\"_blank\" rel=\"noopener\">\u5b98\u65b9\u6587\u6863<\/a>\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u4f7f\u7528 Kandy \u76f4\u89c2\u5448\u73b0\u6570\u636e<\/strong><\/h3>\n<p>\u6ca1\u6709\u53ef\u89c6\u5316\u7684\u6570\u636e\u79d1\u5b66 Notebook \u662f\u4e0d\u5b8c\u6574\u7684\u3002 Kotlin Notebook \u4e0e <strong>Kandy<\/strong> \u96c6\u6210\uff0c\u8fd9\u662f\u4e00\u4e2a\u7531 JetBrains \u57fa\u4e8e LetsPlot \u6784\u5efa\u5e76\u7531 Kotlin \u56e2\u961f\u521b\u5efa\u7684\u7ed8\u56fe\u5e93\uff0c\u76ee\u7684\u662f\u4e3a\u4f7f\u7528 Kotlin DataFrame \u548c Kotlin Notebook \u7684\u5f00\u53d1\u8005\u63d0\u4f9b\u6700\u4f73\u4f53\u9a8c\u3002 \u5728\u4e00\u4e2a\u5355\u5143\u4e2d\u8fd0\u884c <code>%use kandy<\/code> \u5373\u53ef\u5728 Notebook \u4e2d\u52a0\u8f7d Kandy \u5e93\u5e76\u542f\u7528\u5448\u73b0\u652f\u6301\u3002 \u8fd9\u6837\uff0c\u60a8\u5c31\u53ef\u4ee5\u4f7f\u7528 Kandy \u7b80\u5355\u4e14\u7c7b\u578b\u5b89\u5168\u7684 DSL \u521b\u5efa\u56fe\u8868\uff0c\u5e76\u8ba9\u5b83\u4eec\u76f4\u63a5\u663e\u793a\u5728\u4ee3\u7801\u4e0b\u65b9\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u4e3a\u5305\u542b Year\uff08\u5e74\uff09\u548c Population\uff08\u4eba\u53e3\uff09\u5217\u7684 DataFrame df \u5feb\u901f\u751f\u6210\u4e00\u4e2a\u6298\u7ebf\u56fe\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">%use kandy\n\ndf.plot {\n\n\u00a0\u00a0\u00a0\u00a0line {\n\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0x(Year)\n\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0y(Population)\n\n\u00a0 width = 3.5\n\n\u00a0 color = Color.LIGHT_BLUE\n\n\u00a0\u00a0\u00a0\u00a0}\u00a0\n\nlayout.title = \"Population Growth\"\n\n}<\/pre>\n<p>\u5f53\u60a8\u6267\u884c\u6b64\u5355\u5143\u65f6\uff0cNotebook \u7684\u8f93\u51fa\u533a\u57df\u4f1a\u663e\u793a\u4e00\u4e2a\u56fe\u8868\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-563483\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/04\/image-22.png\" alt=\"\" width=\"1270\" height=\"822\" \/><\/figure>\n<p>\u60a8\u53ef\u4ee5\u5728 <a href=\"https:\/\/kotlin.github.io\/kandy\/examples.html\" target=\"_blank\" rel=\"noopener\">Kandy \u6587\u6863\u548c\u793a\u4f8b\u5e93<\/a>\u4e2d\u770b\u5230\u8bb8\u591a\u56fe\u8868\u793a\u4f8b\u3002<\/p>\n<p><strong>\u5bfc\u51fa\u548c\u590d\u5236\u56fe<\/strong>\uff1a\u60a8\u53ef\u4ee5\u8f7b\u677e\u4fdd\u5b58\u6216\u590d\u5236\u56fe\u8868\u3002 \u6bcf\u4e2a\u56fe\u8f93\u51fa\u90fd\u6709\u4e00\u4e2a\u8f93\u51fa\u83dc\u5355\uff08\u53ef\u4ee5\u901a\u8fc7\u5c06\u9f20\u6807\u60ac\u505c\u5728\u8f93\u51fa\u4e0a\u65f6\u51fa\u73b0\u5728\u8f93\u51fa\u53f3\u4e0a\u89d2\u7684\u5c0f\u56fe\u6807\u8bbf\u95ee\uff09\u3002 \u5728\u6b64\u83dc\u5355\u4e2d\uff0c\u9009\u62e9 <em>Export Plot As\u2026<\/em>\uff08\u5c06\u56fe\u5bfc\u51fa\u4e3a\u2026\uff09\uff0c \u5c06\u56fe\u8868\u4fdd\u5b58\u4e3a\u56fe\u50cf\u6587\u4ef6\u3002\u00a0<\/p>\n<p>\u5982\u679c\u60a8\u9700\u8981\u7acb\u5373\u5728\u53e6\u4e00\u4e2a\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528\u8be5\u56fe\uff0c\u5219\u53ef\u4ee5\u9009\u62e9 <em>Copy Plot<\/em>\uff08\u590d\u5236\u56fe\uff09\uff0c\u6b64\u529f\u80fd\u4f1a\u5c06\u56fe\u8868\u56fe\u50cf\u590d\u5236\u5230\u526a\u8d34\u677f\uff0c\u65b9\u4fbf\u60a8\u5c06\u5176\u5feb\u901f\u7c98\u8d34\u5230\u6587\u6863\u6216\u804a\u5929\u5de5\u5177\u4e2d\u3002 \u8fd9\u79cd\u5de5\u4f5c\u6d41\u4f7f\u5206\u4eab\u6570\u636e\u4e2d\u7684\u53ef\u89c6\u5316\u5206\u6790\u53d8\u5f97\u8f7b\u800c\u6613\u4e3e\uff1a\u9996\u5148\u8fd0\u884c\u5355\u5143\u6765\u521b\u5efa\u56fe\u8868\uff0c\u968f\u540e\u53ea\u9700\u70b9\u51fb\u51e0\u4e0b\u5373\u53ef\u5bfc\u51fa\u6216\u590d\u5236\u8be5\u53ef\u89c6\u5316\u7ed3\u679c\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXdcPe4vbLatLQkpTyImh9gBkQfCxSe6mmkIGfSL_HWgQ4b_GjtcN7J6ju6MrhWfuaAjp85KbN8-8OsjzgVg0h6nAvfzo67u8VzvLwq26yhoyZ28sfsIQHCXnntABOUrqNaZt_XjzA.png\" alt=\"\" \/><\/figure>\n<p>Kandy \u7684\u7ed8\u56fe\u529f\u80fd\u4e0e DataFrame \u76f8\u7ed3\u5408\uff0c\u53ef\u4ee5\u63d0\u4f9b\u6d41\u7545\u7684\u6570\u636e\u63a2\u7d22\u4f53\u9a8c\u3002 \u60a8\u53ef\u4ee5\u5728\u8868\u4e2d\u52a0\u8f7d\u548c\u51c6\u5907\u6570\u636e\uff0c\u968f\u540e\u4f7f\u7528\u56fe\u8868\u76f4\u89c2\u5448\u73b0\u6a21\u5f0f \u2013 \u5168\u7a0b\u4f7f\u7528 Kotlin \u5b8c\u6210\u3002 \u60a8\u751a\u81f3\u53ef\u4ee5\u8fdb\u884c\u8fed\u4ee3\u3001\u8c03\u6574\u6570\u636e\u8f6c\u6362\u5e76\u91cd\u65b0\u8fd0\u884c\u56fe\u5355\u5143\u6765\u5373\u65f6\u67e5\u770b\u66f4\u65b0\u3002 Kotlin Notebook \u786e\u4fdd\u56fe\u8868\u5728 IDE \u5185\u9ad8\u6548\u5448\u73b0\uff0c\u65e0\u9700\u5207\u6362\u5230\u5916\u90e8\u6d4f\u89c8\u5668\u6765\u67e5\u770b\u4ea4\u4e92\u5f0f\u89c6\u89c9\u6548\u679c\u3002 \u6709\u5173\u66f4\u9ad8\u7ea7\u7684\u7528\u6cd5\uff08\u5982\u4ea4\u4e92\u5f0f\u56fe\u6216\u590d\u6742\u5e03\u5c40\uff09\uff0c\u8bf7\u53c2\u9605 Kandy \u6587\u6863\uff0c\u4f46\u5bf9\u4e8e\u5927\u591a\u6570\u9700\u6c42\uff0c\u51e0\u884c Kotlin \u4ee3\u7801\u5373\u53ef\u751f\u6210\u6240\u9700\u56fe\u8868\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u4f7f\u7528 JVM \u5e93\u548c\u9879\u76ee\u4ee3\u7801<\/strong><\/h2>\n<p>Kotlin \u62e5\u6709\u4e30\u5bcc\u7684\u5e93\u751f\u6001\u7cfb\u7edf\uff0c\u4e14\u4e0e Java \u65e0\u7f1d\u96c6\u6210\u3002 Kotlin Notebook \u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u4f18\u52bf\uff0c\u5141\u8bb8\u5c06\u5916\u90e8\u5e93\u6216\u60a8\u81ea\u5df1\u9879\u76ee\u7684\u4ee3\u7801\u8f7b\u677e\u5f15\u5165 Notebook \u4f1a\u8bdd\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u4f7f\u7528 %use \u548c USE {} \u6dfb\u52a0\u5916\u90e8\u5e93<\/h3>\n<p>\u5728 Notebook \u4e2d\u4f7f\u7528\u7b2c\u4e09\u65b9 JVM \u5e93\uff08\u4f8b\u5982\uff0cHTTP \u5ba2\u6237\u7aef\u3001CSV \u89e3\u6790\u5668\u6216\u673a\u5668\u5b66\u4e60\u5de5\u5177\u5305\uff09\u65f6\uff0c\u60a8\u4e3b\u8981\u6709\u4e24\u79cd\u9009\u62e9\uff1a<\/p>\n<ul>\n<li><strong>\u901a\u8fc7 %use \u5bfc\u5165\u96c6\u6210\u5e93<\/strong>\uff1aKotlin Notebook \u9644\u5e26\u4e86\u4e00\u7ec4\u9762\u5411\u8bb8\u591a\u6d41\u884c\u5e93\uff08\u5982 Kotlin DataFrame\u3001Kandy\u3001Ktor\u3001KotlinDL \u7b49\uff09\u7684\u9884\u5b9a\u4e49\u5e93\u63cf\u8ff0\u7b26\u3002 \u60a8\u53ef\u4ee5\u4f7f\u7528\u795e\u5947\u7684 <code>%use libraryName<\/code> \u5bfc\u5165\u8fd9\u4e9b\u5e93\uff0c\u800c\u65e0\u9700\u8003\u8651\u4f9d\u8d56\u9879\uff01 \u5982\u6211\u4eec\u5728\u793a\u4f8b\u4e2d\u6240\u89c1\uff1a<code>%use dataframe<\/code> \u5f15\u5165 Kotlin DataFrame \u5e93\u5e76\u8bbe\u7f6e\u5176\u5448\u73b0\u5668\uff0c<code>%use ktor-client<\/code> \u5f15\u5165 Ktor \u548c\u76f8\u5173\u5b9e\u7528\u5de5\u5177\u3002 \u6211\u4eec\u5728 <a href=\"https:\/\/github.com\/Kotlin\/kotlin-jupyter-libraries\" target=\"_blank\" rel=\"noopener\">GitHub<\/a> \u4e0a\u7ef4\u62a4\u4e86\u4e00\u4e2a\u652f\u6301\u7684\u5e93\u53ca\u5176\u63cf\u8ff0\u7b26\u7684\u5217\u8868\uff0c\u5e76\u4e14\u8bb8\u591a\u793e\u533a\u5e93\u4e5f\u5df2\u96c6\u6210\u3002<\/li>\n<li><strong>\u901a\u8fc7 Gradle \u8bed\u6cd5\u4f7f\u7528\u672a\u96c6\u6210\u5e93<\/strong>\uff1a\u5982\u679c <code>%use<\/code> \u4e0d\u652f\u6301\u67d0\u4e2a\u7279\u5b9a\u7684\u5e93\uff0c\u6216\u8005\u9700\u8981\u6307\u5b9a\u7248\u672c\uff0c\u60a8\u4ecd\u7136\u53ef\u4ee5\u4f7f\u7528 Gradle \u98ce\u683c\u7684\u4f9d\u8d56\u9879\u5757\u624b\u52a8\u6dfb\u52a0\u3002 Kotlin Notebook \u652f\u6301\u7279\u6b8a\u7684 <code>USE { ... }<\/code> \u4ee3\u7801\u5757\uff0c\u60a8\u53ef\u4ee5\u5728\u5176\u4e2d\u58f0\u660e\u4ed3\u5e93\u548c\u4f9d\u8d56\u9879\uff0c\u4f8b\u5982\uff1a<\/li>\n<\/ul>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">USE {\n\n\u00a0\u00a0\u00a0\u00a0repositories {\n\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0maven(\"https:\/\/my.repo\/url\")\n\n\u00a0\u00a0\u00a0\u00a0}\n\n\u00a0\u00a0\u00a0\u00a0dependencies {\n\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0implementation(\"com.example:my-library:1.2.3\")\n\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0implementation(\"org.apache.commons:commons-text:1.10.0\")\n\n\u00a0\u00a0\u00a0\u00a0}\n\n}<\/pre>\n<p>\u6b64\u4ee3\u7801\u5c06\u83b7\u53d6\u6307\u5b9a\u7684 Maven \u5de5\u4ef6\u5e76\u5c06\u5b83\u4eec\u6dfb\u52a0\u5230 Notebook \u7684\u7c7b\u8def\u5f84\u4e2d\u3002 \u8981\u5fae\u8c03\u5e93\u7684\u89e3\u6790\u65b9\u5f0f\uff0c\u53ef\u4ee5\u4f7f\u7528 Kotlin Notebook \u9009\u9879\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXcS5UGr1N-MWwEq1eblbXoT7EsCgWHUd8q76Yzh86ahXCGykLtMrRO-2WP5jWd69d-HwgJc1Wf4PyrzFy1J4LM3NGzxEs0WFj20YMq7f1JI-a031RyYSm1sg3HeVkDfyiqi_lC_EQ.png\" alt=\"\" \/><\/figure>\n<p>\u5f53\u60a8\u4f7f\u7528\u8fd9\u4e24\u79cd\u65b9\u6cd5\u4e4b\u4e00\u52a0\u8f7d\u5e93\u65f6\uff0c\u5982\u679c\u5b58\u5728\u63cf\u8ff0\u7b26\u6216\u96c6\u6210\u7c7b\uff0cKotlin Notebook \u5185\u6838\u53ef\u80fd\u4f1a\u6267\u884c\u989d\u5916\u7684\u96c6\u6210\u6b65\u9aa4\u3002 <a href=\"https:\/\/github.com\/Kotlin\/kotlin-jupyter\/blob\/master\/docs\/libraries.md\" target=\"_blank\" rel=\"noopener\">\u8be6\u7ec6\u4e86\u89e3<\/a>\u5982\u4f55\u5b9a\u4e49\u60a8\u81ea\u5df1\u7684\u5e93\u96c6\u6210\u3002<\/p>\n<p>\u5982\u679c\u5728\u4e00\u4e2a\u5355\u5143\u4e2d\u6dfb\u52a0\u4e86\u5e93\uff0c\u540e\u7eed\u5355\u5143\u4e2d\u7684\u4ee3\u7801\u53ef\u4ee5\u4f7f\u7528\u8be5\u5e93\uff0c\u4f46\u540c\u4e00\u5355\u5143\u4e2d\u7684\u4ee3\u7801\u53ef\u80fd\u9700\u8981\u5728\u8be5\u5355\u5143\u6267\u884c\u540e\u624d\u80fd\u8bc6\u522b\u5230\u5b83\u3002 \u6700\u4f73\u505a\u6cd5\u662f\u5c06 <code>%use<\/code> \u547d\u4ee4\u6216 <code>USE {}<\/code> \u5757\u653e\u5728 Notebook \u7684\u9876\u90e8\uff0c\u6216\u8005\u81f3\u5c11\u653e\u5728\u5b83\u4eec\u81ea\u5df1\u7684\u5355\u5143\u4e2d\u3002 \u6b64\u5916\uff0c\u5982\u679c\u91cd\u542f\u5185\u6838\uff0c\u5219\u9700\u8981\u91cd\u65b0\u8fd0\u884c\u76f8\u5e94\u7684\u4f9d\u8d56\u9879\u5355\u5143\u4ee5\u91cd\u65b0\u5efa\u7acb\u7c7b\u8def\u5f84\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u4f7f\u7528\u9879\u76ee\u4ee3\u7801\u548c\u6a21\u5757\u4f9d\u8d56\u9879\u8fdb\u884c\u539f\u578b\u8bbe\u8ba1<\/strong><\/h3>\n<p>Kotlin Notebook \u8fd8\u80fd\u4e0e\u9879\u76ee\u4e2d\u7684\u4ee3\u7801\u4ea4\u4e92\uff0c\u8fd9\u4f7f\u5176\u5728\u539f\u578b\u8bbe\u8ba1\u548c\u8c03\u8bd5\u4e2d\u975e\u5e38\u6709\u7528\u3002 \u4f8b\u5982\uff0c\u5982\u679c\u60a8\u6709\u4e00\u4e2a\u5927\u578b\u4ee3\u7801\u5e93\uff0c\u60a8\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u4e34\u65f6 Notebook \u4ee5\u4ea4\u4e92\u65b9\u5f0f\u8bd5\u9a8c\u81ea\u5df1\u7684 API \u6216\u6570\u636e\u6a21\u578b\uff0c\u800c\u65e0\u9700\u7f16\u5199\u4e34\u65f6 main \u51fd\u6570\u6216\u5355\u5143\u6d4b\u8bd5\u3002<\/p>\n<p>2025.1 \u7248\u672c\u7b80\u5316\u4e86\u9879\u76ee\u4ee3\u7801\u5728 Notebook \u4e2d\u7684\u4f7f\u7528\u4f53\u9a8c\uff0c\u5e76\u4e14\u63d0\u4f9b\u4e86\u66f4\u591a\u914d\u7f6e\u9009\u9879\uff1a<\/p>\n<ul>\n<li><strong>\u6a21\u5757\u7c7b\u8def\u5f84\u9009\u62e9<\/strong>\uff1a\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5f53\u60a8\u5728 IntelliJ IDEA \u9879\u76ee\u4e2d\u6253\u5f00 Notebook \u6587\u4ef6\u65f6\uff0cNotebook \u7684\u7c7b\u8def\u5f84<strong>\u4e0d\u4f1a<\/strong>\u5305\u542b\u4efb\u4f55\u9879\u76ee\u4f9d\u8d56\u9879\u3002 \u4e0d\u8fc7\uff0c\u60a8\u4e5f\u53ef\u4ee5\u5c06 Notebook \u8bbe\u7f6e\u4e3a\u4f9d\u8d56\u6240\u6709\u9879\u76ee\u5e93\uff0c\u6216\u8005\u4f9d\u8d56\u7279\u5b9a\u7684\u9879\u76ee\u6a21\u5757\u53ca\u5176\u5185\u90e8\u7684\u6240\u6709\u4f9d\u8d56\u9879\u3002 \u4f7f\u7528 Notebook \u5de5\u5177\u680f\u4e2d\u7684\u7ec4\u5408\u6846\u5728\u8fd9\u4e9b\u9009\u9879\u4e4b\u95f4\u5207\u6362\u3002<\/li>\n<\/ul>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXdiqTAjJQ41rOg-lZYMuPe_EhOyGs7ybJHQTOMCH2l_x4vHlOdXGb2XBdikoTaEqVbBkneyTRO-47oy-wvAI54sm9k30aCwfnIi3WpV2C5XqkoW55eJ2N-3aanqJW7Di2YELVZ3_w.png\" alt=\"\" \/><\/figure>\n<ul>\n<li><strong>\u6700\u65b0\u4ee3\u7801<\/strong>\uff1aNotebook \u4f7f\u7528\u60a8\u9879\u76ee\u4e2d\u7684\u5df2\u7f16\u8bd1\u7c7b\u3002 \u4e3a\u786e\u4fdd\u6700\u65b0\u7684\u5df2\u7f16\u8bd1 .class \u6587\u4ef6\u53ef\u7528\uff0c\u60a8\u5e94\u8be5\u5728\u8fd0\u884c Notebook \u4e4b\u524d<strong>\u6784\u5efa\u60a8\u7684\u9879\u76ee<\/strong>\u3002 \u5982\u679c\u60a8\u5728 Notebook \u6253\u5f00\u65f6\u7f16\u8f91\u4e86\u9879\u76ee\u4e2d\u7684\u6e90\u6587\u4ef6\uff0c\u7cfb\u7edf\u4f1a\u63d0\u793a\u91cd\u65b0\u6784\u5efa\u6a21\u5757\u5e76\u91cd\u542f Notebook\uff0c\u4ee5\u4fbf\u5728 Notebook \u7684\u8f93\u51fa\u4e2d\u770b\u5230\u66f4\u6539\u751f\u6548\u3002<\/li>\n<li><strong>\u96c6\u6210<\/strong>\uff1a\u5982\u679c\u60a8\u7684\u9879\u76ee\u5728 Notebook \u6240\u4f9d\u8d56\u7684\u6a21\u5757\u4e2d\u4e3a Kotlin Notebook \u5b9a\u4e49\u4e86\u4efb\u4f55\u96c6\u6210\u7c7b\uff0c\u8fd9\u4e9b\u96c6\u6210\u4e5f\u4f1a\u88ab\u52a0\u8f7d\u3002<\/li>\n<\/ul>\n<p>Kotlin Notebook \u5bf9\u5e93\u548c\u4f9d\u8d56\u9879\u7684\u5904\u7406\u65b9\u5f0f\u5141\u8bb8\u60a8\u5c06\u6240\u9700\u7684\u4efb\u4f55\u5185\u5bb9\uff08\u65e0\u8bba\u662f\u77e5\u540d\u7684\u5e93\u8fd8\u662f\u60a8\u81ea\u5df1\u7684\u4ee3\u7801\uff09\u6574\u5408\u5230\u4e00\u8d77\uff0c\u5e76\u4ee5\u4ea4\u4e92\u65b9\u5f0f\u4f7f\u7528\u3002 \u7531\u4e8e Kotlin Notebook \u53ef\u4ee5\u8bbf\u95ee\u60a8\u7684\u9879\u76ee\u4ee3\u7801\uff0c\u60a8\u53ef\u4ee5\u6267\u884c\u8bb8\u591a\u64cd\u4f5c\uff0c\u4f8b\u5982\uff0c\u5bf9\u5e94\u7528\u7a0b\u5e8f\u7684\u7c7b\u8fdb\u884c\u5b9e\u4f8b\u5316\u3001\u8c03\u7528\u4e1a\u52a1\u903b\u8f91\u4e2d\u7684\u51fd\u6570\uff0c\u6216\u8005\u5bf9\u6570\u636e\u6a21\u578b\u8fd0\u884c\u5feb\u901f\u5b9e\u9a8c\u3002 \u60a8\u751a\u81f3\u53ef\u4ee5\u4f7f\u7528 Notebook \u9488\u5bf9\u60a8\u7684 API \u7f16\u5199\u63a2\u7d22\u6027\u6d4b\u8bd5\uff0c\u56e0\u4e3a Notebook \u652f\u6301\u4ee5\u4efb\u610f\u987a\u5e8f\u8fd0\u884c\u4ee3\u7801\u5e76\u68c0\u67e5\u7ed3\u679c\uff0c\u8fd9\u6bd4\u56fa\u5b9a\u7684\u5355\u5143\u6d4b\u8bd5\u66f4\u7075\u6d3b\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u540e\u7eed\u8ba1\u5212<\/h2>\n<p>\u4e0b\u4e00\u7bc7\u6587\u7ae0\u5c06\u4ecb\u7ecd Kotlin Notebook \u7684\u9ad8\u7ea7\u529f\u80fd\u3002 \u656c\u8bf7\u5173\u6ce8\uff01<\/p>\n<p>\u5982\u679c\u60a8\u6709\u4efb\u4f55\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u60a8\u53ef\u4ee5\uff1a<\/p>\n<ul>\n<li>\u5728\u672c\u6587\u4e0b\u65b9\u76f4\u63a5\u63d0\u95ee\u3002<\/li>\n<li><strong>YouTrack<\/strong>\uff1a\u521b\u5efa\u4e00\u4e2a <a href=\"https:\/\/youtrack.jetbrains.com\/newIssue?draftId=25-6422446\" target=\"_blank\" rel=\"noopener\">#ktnb<\/a> \u5de5\u5355\u6765\u62a5\u544a bug \u6216\u5efa\u8bae\u529f\u80fd\u3002<\/li>\n<li><strong>Slack<\/strong>\uff1a\u52a0\u5165 <a href=\"https:\/\/kotlinlang.slack.com\/archives\/C05333T208Y\" target=\"_blank\" rel=\"noopener\">#notebooks<\/a> \u9891\u9053\u53c2\u4e0e\u8ba8\u8bba\u5e76\u63d0\u95ee\u3002<\/li>\n<li><strong>\u7535\u5b50\u90ae\u4ef6<\/strong>\uff1a\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\u81f3 <a href=\"mailto:teodor.irkhin@jetbrains.com\">teodor.irkhin@jetbrains.com<\/a>\uff0c\u63d0\u51fa\u4efb\u4f55\u5efa\u8bae\u6216\u5c06 Kotlin Notebook \u96c6\u6210\u5230\u60a8\u7684\u5de5\u4f5c\u6d41\u4e2d\u7684\u529f\u80fd\u8bf7\u6c42\u3002<\/li>\n<\/ul>\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/secure.gravatar.com\/avatar\/a47bc1a78e6833a5abfe2c4fe1a89bff?s=200&#038;r=g\" width=\"200\" height=\"200\" alt=\"Ilya Muradyan\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Ilya Muradyan<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/photo_2024-08-02-14.40.26.jpeg\" width=\"200\" height=\"200\" alt=\"Teodor Irkhin\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Teodor Irkhin<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1297,"featured_media":566643,"comment_status":"closed","ping_status":"closed","template":"","categories":[4113,2347],"tags":[40,21,8764],"cross-post-tag":[6355],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/idea\/566243"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/idea"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/types\/idea"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/users\/1297"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=566243"}],"version-history":[{"count":9,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/idea\/566243\/revisions"}],"predecessor-version":[{"id":602116,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/idea\/566243\/revisions\/602116"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/566643"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=566243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=566243"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=566243"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=566243"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}