{"id":556085,"date":"2025-04-02T07:36:15","date_gmt":"2025-04-02T06:36:15","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=ai&#038;p=556085"},"modified":"2025-09-15T16:36:39","modified_gmt":"2025-09-15T15:36:39","slug":"ai-code-completion-less-is-more","status":"publish","type":"ai","link":"https:\/\/blog.jetbrains.com\/zh-hans\/ai\/2025\/04\/ai-code-completion-less-is-more\/","title":{"rendered":"AI \u4ee3\u7801\u8865\u5168\uff1a\u5c11\u5373\u662f\u591a"},"content":{"rendered":"<p>\u5982\u679c\u60a8\u4e00\u76f4\u5728\u8ddf\u968f\u6211\u4eec\u7684\u5386\u7a0b\uff0c\u60a8\u53ef\u80fd\u5df2\u7ecf\u9605\u8bfb\u8fc7\u6211\u4eec\u6700\u8fd1\u7684\u535a\u6587<a href=\"https:\/\/blog.jetbrains.com\/ai\/2024\/10\/complete-the-un-completable-the-state-of-ai-completion-in-jetbrains-ides\/\">\u5b8c\u6210\u4e0d\u53ef\u5b8c\u6210\u7684\u8865\u5168\u4efb\u52a1\uff1aJetBrains IDE \u4e2d AI \u8865\u5168\u7684\u73b0\u72b6<\/a>\u3002 \u5728\u90a3\u7bc7\u6587\u7ae0\u4e2d\uff0c\u60a8\u53ef\u80fd\u8fd8\u8bb0\u5f97\u8fd9\u5f20\u5f88\u9177\u7684\u4ee3\u7801\u8865\u5168\u56fe\u8868\u3002 4 \u6708\u4efd\u51fa\u73b0\u4e86\u4e9b\u6709\u8da3\u7684\u53d8\u5316\uff1a\u6211\u4eec\u7684\u63a5\u53d7\u7387\u6709\u6240\u4e0a\u5347\uff0c\u663e\u5f0f\u53d6\u6d88\u7387\uff08explicit cancel rate\uff09\u6709\u6240\u4e0b\u964d\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXdz1jeDqppkC5bTJi0wWcC8E68iN75IMo_IlZGD6UdNaONB_DXsV9crMnSJnDDlgDpNhyxW3PmIwa3RFklNEa6ZzWHwNmS66833MTNkc0URw0hzftWQi3kIHyP3cgpdOWNZ6zH74g.png\" alt=\"\" \/><\/figure>\n<p>\u5728\u8fd9\u7bc7\u535a\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u5206\u6790\u4e3a\u4ec0\u4e48\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u751f\u6210\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u83b7\u5f97\u8fd9\u6837\u7684\u7ed3\u679c\u3002\u00a0<\/p>\n<h2 class=\"wp-block-heading\">\u4e0d\u80fd\u53ea\u4f9d\u9760 LLM<\/h2>\n<p>\u63d0\u4f9b\u4ee3\u7801\u5efa\u8bae\u7684 LLM \u662f AI \u4ee3\u7801\u8865\u5168\u7684\u6838\u5fc3\uff0c\u4f46\u4e0d\u662f\u5168\u90e8\u3002 \u5e55\u540e\u6709\u5f88\u591a\u4e8b\u5728\u53d1\u751f\uff0c\u7279\u522b\u662f\u5728\u63d2\u4ef6\u65b9\u9762\uff0c\u4f8b\u5982\u51b3\u5b9a\uff1a<\/p>\n<ul>\n<li>\u4f55\u65f6\u663e\u793a\u5efa\u8bae\u3002\u00a0<\/li>\n<li>\u5efa\u8bae\u5e94\u8be5\u662f\u5355\u884c\u8fd8\u662f\u591a\u884c\u3002<\/li>\n<li>\u5efa\u8bae\u5e94\u8be5\u663e\u793a\u8fd8\u662f\u9690\u85cf \u2013 \u4f8b\u5982\uff0c\u67d0\u4e2a\u5efa\u8bae\u53ef\u80fd\u8bed\u4e49\u4e0d\u6b63\u786e\u3001\u5206\u6570\u8fc7\u4f4e\uff0c\u6216\u8005\u4f7f\u7528\u4e86\u5192\u72af\u6027\u6216\u4e0d\u6070\u5f53\u7684\u8bed\u8a00\u3002\u00a0<\/li>\n<\/ul>\n<p>\u4f46\u6709\u65f6\uff0c\u5b9a\u4e49\u7b5b\u9009\u89c4\u5219\u5e76\u4e0d\u90a3\u4e48\u7b80\u5355\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u6211\u4eec\u60f3\u8981\u5b9e\u73b0\u7684\u76ee\u6807<\/h2>\n<p>\u7b80\u800c\u8a00\u4e4b\uff0c\u6211\u4eec\u53ea\u60f3\u5c55\u793a\u60a8\u771f\u6b63\u4f1a\u7528\u5230\u7684\u5efa\u8bae\u3002 \u8fd9\u610f\u5473\u7740\u51cf\u5c11\u591a\u4f59\u7684\u5efa\u8bae\uff08\u60a8\u4f1a\u53d6\u6d88\u3001\u7f16\u8f91\u6216\u5220\u9664\u7684\u5efa\u8bae\uff09\uff0c\u540c\u65f6\u4e0d\u5f71\u54cd\u6211\u4eec\u5f3a\u5927\u7684\u4ee3\u7801\u8865\u5168\u529f\u80fd\u3002 \u5728\u6307\u6807\u65b9\u9762\uff0c\u6211\u4eec\u6b63\u5728\u52aa\u529b\uff1a\u00a0<\/p>\n<ul>\n<li>\u63d0\u9ad8\u63a5\u53d7\u7387\u3002<\/li>\n<li>\u964d\u4f4e\u663e\u5f0f\u53d6\u6d88\u7387\u548c\u7f16\u8f91\/\u5220\u9664\u5efa\u8bae\u7684\u767e\u5206\u6bd4\u3002<\/li>\n<li>\u7ef4\u6301\u6216\u63d0\u9ad8\u5df2\u8865\u5168\u4ee3\u7801\u7684\u6bd4\u4f8b\u3002\u00a0<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\">\u53ea\u9700\u8981\u65e5\u5fd7<\/h2>\n<p>\u90a3\u4e48\uff0c\u6211\u4eec\u600e\u6837\u624d\u80fd\u505a\u5230\u8fd9\u4e00\u5207\u5462\uff1f \u76f4\u63a5\u7684\u7b54\u6848\u662f<strong>\u6539\u8fdb\u8865\u5168\u6a21\u578b<\/strong>\u3002\u00a0<\/p>\n<p>\u4e0d\u8fc7\uff0c\u4e8b\u60c5\u5e76\u6ca1\u6709\u90a3\u4e48\u7b80\u5355\uff1a<\/p>\n<ul>\n<li>\u5b83\u65e2\u6602\u8d35\u53c8\u8d39\u65f6\u3002 \u8bad\u7ec3\u66f4\u597d\u7684\u6a21\u578b\u9700\u8981\u5927\u91cf\u8d44\u6e90\u3002<\/li>\n<li>\u6211\u4eec\u770b\u4e0d\u51fa\u54ea\u91cc\u51fa\u4e86\u95ee\u9898\u3002 \u6211\u4eec\u4e0d\u5b58\u50a8\u7528\u6237\u7684\u4ee3\u7801\uff0c\u6240\u4ee5\u6211\u4eec\u65e0\u6cd5\u5206\u6790\u574f\u5efa\u8bae\u3002<\/li>\n<li>\u4ec5\u6709\u4e0a\u4e0b\u6587\u8fd8\u4e0d\u591f\uff0c\u7528\u6237\u884c\u4e3a\u548c\u5efa\u8bae\u4e0e\u9644\u8fd1\u884c\u7684\u5339\u914d\u7b49\u56e0\u7d20\u4e5f\u5f88\u91cd\u8981\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u8f7b\u91cf\u7ea7\u672c\u5730\u7b5b\u9009\u6a21\u578b<\/h3>\n<p>\u6211\u4eec\u6ca1\u6709\u8d70\u6539\u8fdb\u8865\u5168 LLM \u7684\u6f2b\u957f\u9053\u8def\uff0c\u800c\u662f\u91c7\u53d6\u4e86\u53e6\u4e00\u79cd\u65b9\u5f0f\uff1a<strong>\u8f7b\u91cf\u7ea7\u672c\u5730\u7b5b\u9009\u6a21\u578b<\/strong>\u3002<\/p>\n<p>\u8fd9\u4e2a\u6a21\u578b\u5728\u8865\u5168 LLM \u7684\u57fa\u7840\u4e0a\u8fd0\u884c\uff0c\u901a\u8fc7\u5df2\u8fdb\u884c\u533f\u540d\u5904\u7406\u7684\u65e5\u5fd7\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>\u6a21\u578b\u4f1a\u901a\u8fc7\u5206\u6790\u4ee5\u4e0b\u5185\u5bb9\u6765\u5e2e\u52a9\u51b3\u5b9a\u662f\u5426\u5e94\u8be5\u663e\u793a\u5efa\u8bae\uff1a<\/p>\n<ul>\n<li><strong>\u4e0a\u4e0b\u6587<\/strong>\uff1a\u6587\u4ef6\/\u9879\u76ee\u4e0a\u4e0b\u6587\uff08\u5982\u4f7f\u7528\u7684\u8bed\u8a00\u4ee5\u53ca import \u7684\u6570\u91cf\u548c\u7c7b\u578b\uff09\u548c\u8865\u5168\u4e0a\u4e0b\u6587\uff08\u5982\u63cf\u8ff0\u6587\u672c\u5149\u6807\u4f4d\u7f6e\u7684\u7279\u5f81\uff09\u3002\u00a0<\/li>\n<li><strong>\u7528\u6237\u884c\u4e3a<\/strong>\uff1a\u8f93\u5165\u901f\u5ea6\u4ee5\u53ca\u81ea\u4e0a\u6b21\u8f93\u5165\u4ee5\u6765\u7684\u65f6\u95f4\u3002<\/li>\n<li><strong>\u5efa\u8bae\u672c\u8eab<\/strong>\uff1a\u5f15\u7528\u662f\u5426\u5f97\u5230\u89e3\u51b3\uff0c\u5efa\u8bae\u662f\u5426\u91cd\u590d\u6216\u4e0e\u5468\u56f4\u884c\u76f8\u4f3c\uff0c\u4ee5\u53ca\u5176\u4ed6\u6a21\u578b\u8f93\u51fa\uff0c\u5982\u8bcd\u5143\u5206\u6570\u548c\u8bcd\u5143\u71b5\u3002<\/li>\n<\/ul>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXdQVqSQo0ujQo6kvNL8EjMEPFPZ9-iGTpfKPpK_0OqqJExI-DYqmRrFJmVQQUYXMzP-ERMVPXdxmhBs39ofTY2eQqlwDg2D88wFHAWiFk1cdq4oGzWSi6IG6wEhdfeJWE5Dd694.png\" alt=\"\" \/><\/figure>\n<p>\u8f7b\u91cf\u7ea7\u672c\u5730\u7b5b\u9009\u6a21\u578b\u7684\u5de5\u4f5c\u5f88\u7b80\u5355\uff1a\u6839\u636e\u60a8\u7684\u64cd\u4f5c\u51b3\u5b9a\u63a5\u53d7\u6216\u62d2\u7edd\u5efa\u8bae\u3002 \u4e0d\u8fc7\uff0c\u6211\u4eec\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u4e00\u4e9b\u6307\u5bfc\u3002 \u6211\u4eec\u5bf9\u663e\u5f0f\u7528\u6237\u64cd\u4f5c\u7ed9\u4e88\u4e86\u989d\u5916\u6743\u91cd\uff0c\u4f8b\u5982\u663e\u5f0f\u63a5\u53d7\u6216\u53d6\u6d88\u5efa\u8bae\u65f6\u3002 \u5982\u679c\u60a8\u5728\u63a5\u53d7\u5efa\u8bae\u540e\u5bf9\u5176\u8fdb\u884c\u7f16\u8f91\u6216\u5220\u9664\uff0c\u6211\u4eec\u4f1a\u5c06\u5176\u89c6\u4e3a\u4e0d\u90a3\u4e48\u6210\u529f\u7684\u5efa\u8bae \u2013 \u60a8\u66f4\u6539\u7684\u8d8a\u591a\uff0c\u6743\u91cd\u5c31\u8d8a\u5c0f\u3002<\/p>\n<p>\u4ece\u6280\u672f\u4e0a\u8bb2\uff0c\u6a21\u578b\u901a\u8fc7 <a href=\"https:\/\/catboost.ai\/\" target=\"_blank\" rel=\"noopener\">CatBoost<\/a> \u6784\u5efa\uff0c\u6548\u7387\u9ad8\u4e14\u4e0d\u9700\u8981\u5927\u91cf\u6570\u636e\u3002 \u6a21\u578b\u4e13\u95e8\u8bbe\u8ba1\u4e3a\u8f7b\u91cf\u7ea7 \u2013 \u8bad\u7ec3\u540e\uff0c\u5b83\u4f1a\u53d8\u6210\u4e00\u4e2a 2.5 MB \u7684\u7d27\u51d1\u6587\u4ef6\uff0c\u76f4\u63a5\u5728\u7528\u6237\u673a\u5668\u4e0a\u4ee5 Kotlin \u8fd0\u884c\uff0c\u5728 1-2 \u6beb\u79d2\u5185\u505a\u51fa\u9884\u6d4b\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u6211\u4eec\u7684\u6210\u679c<\/h2>\n<p>\u6211\u4eec\u5728 <a href=\"https:\/\/www.jetbrains.com.cn\/resources\/eap\/\" target=\"_blank\" rel=\"noopener\">EAP<\/a> \u4e2d\u7684 A\/B \u6d4b\u8bd5\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u7ed3\u679c\uff0c\u800c\u4e14\u7ed3\u679c\u8fd8\u5728\u8d8a\u6765\u8d8a\u597d\u3002 \u7b5b\u9009\u6a21\u578b\u5c06\u63a5\u53d7\u7387\u63d0\u9ad8\u4e86\u7ea6 50%\uff0c\u5c06\u663e\u5f0f\u53d6\u6d88\u7387\u964d\u4f4e\u4e86\u7ea6 40%\uff0c\u540c\u65f6\u4fdd\u6301\u5df2\u8865\u5168\u4ee3\u7801\u6bd4\u4f8b\u7a33\u5b9a\u3002<\/p>\n<p>\u6211\u4eec\u5728 2024.1 \u7248 JetBrains IDE \u4e2d\u6b63\u5f0f\u63a8\u51fa\u4e86\u9002\u7528\u4e8e\u591a\u79cd\u8bed\u8a00\u7684\u7b5b\u9009\u6a21\u578b\uff0c\u5305\u62ec Java\u3001Kotlin\u3001Python\u3001PHP\u3001JavaScript\/TypeScript\u3001Go\u3001CSS \u548c Ruby\u3002 \u5728\u540e\u7eed\u7248\u672c\u4e2d\uff0c\u6211\u4eec\u8fd8\u6db5\u76d6\u4e86 C#\u3001C++\u3001Rust \u548c HCL\uff0c\u5e76\u63a8\u51fa\u4e86\u5728 Python\u3001Java \u548c Kotlin \u4e2d\u4f7f\u7528 Mellum \u8fdb\u884c\u4e91\u8865\u5168\u7684\u672c\u5730\u7b5b\u9009\u6a21\u578b\u3002 \u6211\u4eec\u8ba1\u5212\u5c3d\u5feb\u6db5\u76d6\u66f4\u591a\u8bed\u8a00\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u672c\u5730\u4ee3\u7801\u8865\u5168\u6a21\u578b\u548c\u8f7b\u91cf\u7ea7\u672c\u5730\u7b5b\u9009\u6a21\u578b\u4e5f\u5728\u4e0d\u65ad\u53d1\u5c55\u548c\u5b8c\u5584\u3002<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/AD_4nXdq879sS5_nqhdiXANZgWKNM-WM7G_b9gaAW78kgs7zq60szRg6hXM2LLZpMN3YjoXfh_2AFhm6w_pIgTS7iFwN-5qHaVZKIlbjvqCKW2rQNcCNQJQFH8FcF34BTtho1kkCYalXcQ.png\" alt=\"\" \/><\/figure>\n<h2 class=\"wp-block-heading\">\u6211\u4eec\u7684\u6536\u83b7<\/h2>\n<p>\u5373\u4f7f\u60a8\u7684 LLM \u5df2\u7ecf\u5f88\u51fa\u8272\uff0c\u5b83\u4e5f\u8fd8\u662f\u4f1a\u6709\u8fdb\u6b65\u7684\u7a7a\u95f4\u3002 \u60a8\u5e76\u4e0d\u4e00\u5b9a\u9700\u8981\u5e9e\u5927\u3001\u590d\u6742\u7684\u6a21\u578b\u6765\u6539\u53d8\u73b0\u72b6\u3002 \u6709\u65f6\uff0c\u5de7\u5999\u4f7f\u7528\u65e5\u5fd7\u4e4b\u7c7b\u7684\u989d\u5916\u6570\u636e\u53ef\u4ee5\u8d77\u5230\u4e8b\u534a\u529f\u500d\u7684\u6548\u679c\u3002 \u90a3\u4e48\uff0cAI \u4ee3\u7801\u8865\u5168\u4e0b\u4e00\u6b65\u5c06\u5982\u4f55\u53d1\u5c55\uff1f \u6211\u4eec\u80fd\u63a8\u52a8\u5b83\u8d70\u591a\u8fdc\uff1f<\/p>\n<p>\u8bf7\u5728\u4e0b\u65b9\u8bc4\u8bba\u533a\u4e2d\u4e0e\u6211\u4eec\u5206\u4eab\u60a8\u7684\u60f3\u6cd5\uff01<\/p>\n<\/p>\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\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\/2025\/03\/photo_2025-03-10-23.57.13-1.jpeg\" width=\"200\" height=\"200\" alt=\"Darya Rovdo\" 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>Darya Rovdo<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    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