{"id":484814,"date":"2024-06-18T11:33:36","date_gmt":"2024-06-18T10:33:36","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=kotlin&#038;p=484814"},"modified":"2024-06-18T11:46:40","modified_gmt":"2024-06-18T10:46:40","slug":"ai-friendly-programming-languages-the-kotlin-story","status":"publish","type":"kotlin","link":"https:\/\/blog.jetbrains.com\/zh-hans\/kotlin\/2024\/06\/ai-friendly-programming-languages-the-kotlin-story\/","title":{"rendered":"AI \u53cb\u597d\u578b\u7f16\u7a0b\u8bed\u8a00\uff1aKotlin \u7684\u6545\u4e8b"},"content":{"rendered":"<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-479218\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/05\/Kotlin-AI-Friendly.png\" alt=\"\" width=\"1500\" height=\"720\" \/><\/figure>\n<p>\u7f16\u7a0b\u8bed\u8a00\u53ea\u6709\u5728\u673a\u5668\u5b66\u4e60\u793e\u533a\u548c\u8bed\u8a00\u6a21\u578b\u4e2d\u5177\u6709\u826f\u597d\u7684\u4ee3\u8868\u6027\uff0c\u624d\u80fd\u5728\u5f53\u4eca\u5168\u7403 AI \u53d8\u9769\u4e4b\u4e2d\u8ddf\u4e0a\u65f6\u4ee3\u7684\u6b65\u4f10\u3002 \u8bed\u8a00\u7684\u4ee3\u8868\u6027\u8d8a\u5dee\uff0c\u751f\u6210\u7684\u4ee3\u7801\u7684\u8d28\u91cf\u5c31\u8d8a\u4f4e\uff0c\u8fdb\u800c\u5bfc\u81f4\u8bed\u8a00\u4f7f\u7528\u7387\u4e0b\u964d\uff0c\u4ee3\u8868\u6027\u4e5f\u4f1a\u66f4\u5dee\u3002 \u60a8\u53ef\u80fd\u60f3\u77e5\u9053\u6211\u4eec\u6240\u8bf4\u7684\u201c\u4ee3\u8868\u6027\u201d\u662f\u4ec0\u4e48\u610f\u601d\u3002 \u7ee7\u7eed\u9605\u8bfb\uff01<\/p>\n<p>\u4e3a\u4e86\u652f\u6301 Kotlin \u672a\u6765\u53d7\u6b22\u8fce\u7a0b\u5ea6\u7684\u589e\u957f\uff0c\u5e76\u786e\u4fdd\u8bed\u8a00\u5728\u65b0\u4e00\u4ee3\u5f00\u53d1\u8005\u5de5\u5177\u4e2d\u5177\u6709\u826f\u597d\u7684\u4ee3\u8868\u6027\uff0c\u6211\u4eec\u63a8\u51fa\u4e86 <a href=\"https:\/\/huggingface.co\/collections\/JetBrains\/kotlin-ml-pack-66423743451ac992774574ba\" target=\"_blank\" rel=\"noopener\">?Kotlin ML Pack<\/a>\uff1a\u4e00\u5957\u5fc5\u5907\u5de5\u5177\u3001\u6570\u636e\u548c\u6a21\u578b\uff0c\u53ef\u4ee5\u4fc3\u8fdb Kotlin \u8bed\u8a00\u7684\u4ee3\u7801\u5efa\u6a21\u4efb\u52a1\u3002 \u5b83\u57fa\u4e8e JetBrains \u7814\u7a76\u56e2\u961f\u7684\u5e7f\u6cdb\u7814\u7a76\uff0c\u5e76\u4e3a\u673a\u5668\u5b66\u4e60\u7814\u7a76\u8005\u63d0\u4f9b\u4e86\u66f4\u591a\u53ef\u4ee5\u5e94\u7528\u4e8e\u5176\u4ed6\u7f16\u7a0b\u8bed\u8a00\u7684\u5de5\u5177\u548c\u60f3\u6cd5\u3002<\/p>\n<h2 class=\"wp-block-heading\">Kotlin \u6570\u636e\/\u6570\u636e\u96c6<\/h2>\n<p>\u597d\u6570\u636e\u662f\u5305\u62ec\u7f16\u7a0b\u8bed\u8a00\u5728\u5185\u6240\u6709\u9886\u57df\u7684\u673a\u5668\u5b66\u4e60\u7684\u57fa\u77f3\u3002 \u867d\u7136\u5df2\u7ecf\u5b58\u5728\u7528\u4e8e\u6559\u6388\u548c\u8861\u91cf Python \u8bed\u8a00\u5efa\u6a21\u5404\u4e2a\u65b9\u9762\u7684\u70ed\u95e8\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\uff0c\u4f46\u5bf9\u4e8e Kotlin \u6765\u8bf4\uff0c\u8fd9\u6837\u7684\u6570\u636e\u96c6\u51e0\u4e4e\u4e0d\u5b58\u5728\u3002 \u6211\u4eec\u901a\u8fc7\u6536\u96c6\u548c\u5f00\u6e90 Kotlin \u8bed\u8a00\u8bed\u6599\u5e93\u548c Kotlin \u751f\u6210\u6307\u4ee4\u6570\u636e\u96c6\u8fd9\u4e24\u5927\u4e3b\u8981\u6570\u636e\u96c6\u5f25\u8865\u4e86\u8fd9\u4e00\u5dee\u8ddd\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u8bed\u8a00\u8bed\u6599\u5e93\u6570\u636e\u96c6<\/h3>\n<p>\u4e0b\u9762\u4e24\u4e2a\u6570\u636e\u96c6\u662f\u6211\u4eec\u8bed\u8a00\u8bed\u6599\u5e93\u76f8\u5173\u7814\u7a76\u7684\u6210\u679c\uff1a<\/p>\n<ul>\n<li>KStack \u2013 Kotlin \u5927\u578b\u8bed\u8a00\u8bed\u6599\u5e93\u3002 \u6700\u5b8c\u6574\u3001\u8bb8\u53ef\u6700\u5bbd\u677e\u4e14\u6700\u65b0\u7684\u5f00\u6e90 Kotlin \u4ee3\u7801\u96c6\u5408\u3002<\/li>\n<li>KStack-clean \u2013 \u7528\u4e8e\u63d0\u5347\u6a21\u578b\u8bad\u7ec3\u7684\u7cbe\u9009\u6570\u636e\u96c6\u3002 KStack \u7684\u9ad8\u5ea6\u7b5b\u9009\u7248\u672c\uff0c\u5305\u542b 25,000 \u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u8868\u6bd4\u8f83\u4e86\u8fd9\u4e24\u4e2a\u65b0\u6570\u636e\u96c6\u548c The Stack v2 \u7684 Kotlin \u5b50\u96c6\u7684\u63cf\u8ff0\u6027\u7edf\u8ba1\u3002<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<tbody>\n<tr>\n<td>\u00a0<\/td>\n<td><strong>\u6587\u4ef6<\/strong><\/td>\n<td><strong>\u4ed3\u5e93<\/strong><\/td>\n<td><strong>\u884c\u6570<\/strong><\/td>\n<td><strong>\u8bcd\u4f8b\u6570<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>The Stack v2<\/strong><\/td>\n<td>200 \u4e07<\/td>\n<td>109547<\/td>\n<td>1.62 \u4ebf<\/td>\n<td>17 \u4ebf<\/td>\n<\/tr>\n<tr>\n<td><strong>KStack<\/strong><\/td>\n<td>400 \u4e07<\/td>\n<td>163310<\/td>\n<td>2.93 \u4ebf<\/td>\n<td>31 \u4ebf<\/td>\n<\/tr>\n<tr>\n<td><strong>KStack-clean<\/strong><\/td>\n<td>25000<\/td>\n<td>3366<\/td>\n<td>200 \u4e07<\/td>\n<td>2200 \u4e07<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<h3 class=\"wp-block-heading\">KExercises\uff1aKotlin \u6307\u4ee4\u6570\u636e\u96c6<\/h3>\n<p>\u6211\u4eec\u7684\u6570\u636e\u96c6\u5f00\u53d1\u7684\u53e6\u4e00\u4e2a\u91cd\u70b9\u662f\u521b\u5efa\u7528\u4e8e\u6307\u4ee4\u8c03\u6574\u7684 Kotlin \u6570\u636e\u96c6\u3002 \u901a\u5e38\uff0c\u6b64\u7c7b\u6570\u636e\u96c6\u7531\u6307\u4ee4\u6216\u4efb\u52a1\u96c6\u53ca\u5176\u89e3\u51b3\u65b9\u6848\u7ec4\u6210\u3002 \u5728\u8fd9\u79cd\u6570\u636e\u4e0a\u8bad\u7ec3\u6709\u52a9\u4e8e\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u4e0e\u7f16\u7a0b\u8bed\u8a00\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u6b64\u7c7b\u6570\u636e\u96c6\u5f88\u591a\uff0c\u4e00\u4e9b\u9002\u7528\u4e8e Python \u7f16\u7a0b\u8bed\u8a00\uff0c\u53e6\u4e00\u4e9b\u5177\u6709\u591a\u8bed\u8a00\u8868\u793a\u3002 \u4e0d\u8fc7\uff0c\u5728\u8fd9\u4e9b\u6570\u636e\u96c6\u4e2d\uff0cKotlin \u4ec5\u5177\u6709\u9002\u91cf\u7684\u4ee3\u8868\u6027\uff0c\u6216\u8005\u6839\u672c\u4e0d\u5b58\u5728\u3002<\/p>\n<p>\u6211\u4eec\u7684\u51b3\u5b9a\u662f\u5c06\u4e00\u4e2a\u73b0\u6709\u6570\u636e\u96c6\u4ece Python \u8f6c\u6362\u5230 Kotlin\uff0c\u800c\u4e0d\u662f\u4ece\u5934\u5f00\u59cb\u521b\u5efa\u6574\u4e2a\u6570\u636e\u96c6\u3002 \u4e3a\u6b64\uff0c\u6211\u4eec\u9009\u62e9\u4e86\u4e00\u4e2a Python \u7ec3\u4e60<a href=\"https:\/\/huggingface.co\/datasets\/jinaai\/code_exercises\" target=\"_blank\" rel=\"noopener\">\u6570\u636e\u96c6<\/a>\u6765\u5c55\u793a\u5176\u529f\u80fd\u548c\u6709\u6548\u6027\u3002 \u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528 GPT-3.5-turbo \u5c06\u6570\u636e\u4ece Python \u8f6c\u6362\u4e3a Kotlin\u3002 \u8f6c\u6362\u5b8c\u6210\u540e\uff0c\u6211\u4eec\u624b\u52a8\u5ba1\u67e5\u4e86\u6570\u636e\u7684\u5b50\u6837\u672c\uff0c\u786e\u4fdd\u8f6c\u6362\u7684\u51c6\u786e\u6027\u3002 \u6700\u540e\uff0c\u6211\u4eec\u7f16\u8bd1\u4e86\u4e00\u4e2a\u5305\u542b 15,000 \u4e2a Kotlin \u4efb\u52a1\uff08\u7ea6 350 \u4e07\u4e2a\u8bcd\u4f8b\u548c 33.5 \u4e07\u884c\u4ee3\u7801\uff09\u7684\u6307\u4ee4\u6570\u636e\u96c6\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u8bc4\u4f30<\/h2>\n<p>\u673a\u5668\u5b66\u4e60\u7684\u53e6\u4e00\u4e2a\u91cd\u8981\u65b9\u9762\u662f\u51c6\u786e\u3001\u6709\u6548\u7684\u8bc4\u4f30\u7a0b\u5e8f\u3002 \u597d\u5728 HumanEval \u5df2\u7ecf\u6210\u4e3a\u4ee3\u7801 LLM \u9886\u57df\u6b64\u7c7b\u8bc4\u4f30\u7684\u6807\u51c6\u3002 \u867d\u7136 HumanEval \u6700\u521d\u662f\u4e3a Python \u8bbe\u8ba1\uff0c\u4f46\u5b83\u5df2\u88ab\u7ffb\u8bd1\u6210\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002 \u5b83\u4e5f\u88ab\u6539\u7f16\u7528\u4e8e\u7f16\u8bd1\u8bed\u8a00\uff0c\u5e76\u5df2\u6269\u5c55\u5230\u65b0\u4efb\u52a1\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u9002\u7528\u4e8e Kotlin \u7684 HumanEval<\/h3>\n<p>\u4e0d\u8fc7\uff0c\u73b0\u6709\u9002\u7528\u4e8e Kotlin \u7684 HumanEval \u9700\u8981\u91cd\u5927\u6539\u8fdb\u624d\u80fd\u4f7f\u7528\u3002 \u56e0\u6b64\uff0c\u6211\u4eec\u91c7\u7528\u4e0d\u540c\u7684\u65b9\u5f0f\u8ba9\u4eba\u7c7b\u4e13\u5bb6\u53c2\u4e0e\uff0c\u4ece\u5934\u91cd\u505a HumanEval\u3002<\/p>\n<p>\u6240\u6709 JetBrains HumanEval \u89e3\u51b3\u65b9\u6848\u548c\u6d4b\u8bd5\u5747\u7531\u5177\u6709\u516d\u5e74 Kotlin \u7ecf\u9a8c\u7684\u4e13\u4e1a\u7a0b\u5e8f\u5458\u7f16\u5199\uff0c\u5e76\u7531\u5177\u6709\u56db\u5e74 Kotlin \u7ecf\u9a8c\u7684\u7a0b\u5e8f\u5458\u72ec\u7acb\u68c0\u67e5\u3002 \u6211\u4eec\u5b9e\u73b0\u7684\u6d4b\u8bd5\u76f8\u5f53\u4e8e Python \u7684\u539f\u59cb HumanEval \u6d4b\u8bd5\uff0c\u6211\u4eec\u8fd8\u4fee\u6b63\u4e86\u63d0\u793a\u7b7e\u540d\u4ee5\u89e3\u51b3\u4e0a\u8ff0\u6cdb\u578b\u53d8\u91cf\u7b7e\u540d\u3002<\/p>\n<p>\u65b0\u7684 <a href=\"https:\/\/huggingface.co\/datasets\/JetBrains\/Kotlin_HumanEval\" target=\"_blank\" rel=\"noopener\">HumanEval \u57fa\u51c6\u4f4d\u4e8e Hugging Face<\/a> \u4e0a\uff0c\u540c\u65f6\u63d0\u4f9b\u4e86\u9002\u7528\u4e8e\u4e0d\u540c\u8bed\u8a00\u6a21\u578b\u7684\u4f7f\u7528\u8bf4\u660e\u548c\u57fa\u51c6\u8bc4\u4f30\u7ed3\u679c\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u9002\u7528\u4e8e Kotlin \u7684\u8bad\u7ec3\u6a21\u578b<\/h2>\n<p>\u4e3a\u4e86\u5c55\u793a\u6211\u4eec\u7684\u6570\u636e\u96c6\uff0c\u6211\u4eec\u5728\u4e0d\u540c\u7684\u73af\u5883\u4e2d\u8bad\u7ec3\u4e86\u591a\u4e2a\u6a21\u578b\u3002<\/p>\n<ul>\n<li><strong>Code Llama 7B<\/strong> \u662f\u4f7f\u7528\u4f18\u5316\u578b Transformer \u67b6\u6784\u7684\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u3002 \u5b83\u652f\u6301\u586b\u5145\u6587\u672c\u751f\u6210\uff0c\u4f7f\u7528\u591a\u8fbe 16,000 \u4e2a\u8bcd\u4f8b\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u5e76\u5728\u63a8\u7406\u65f6\u652f\u6301\u6700\u591a 100,000 \u4e2a\u8bcd\u4f8b\u3002<\/li>\n<li>DeepSeek \u5b9e\u73b0\u7684 <strong>DeepSeek-coder-6.7B<\/strong> \u57fa\u7840\u6a21\u578b\u662f\u62e5\u6709 67 \u4ebf\u53c2\u6570\u7684 Multi-Head Attention \u6a21\u578b\uff0c\u57fa\u4e8e 2 \u4e07\u4ebf\u4e2a\u82f1\u8bed\u548c\u4e2d\u6587\u81ea\u7136\u8bed\u8a00\u6587\u672c\u8bad\u7ec3\u3002 \u5b83\u8fd8\u4f7f\u7528 16,000 \u7684\u7a97\u53e3\u5927\u5c0f\u548c\u989d\u5916\u7684\u586b\u7a7a\u4efb\u52a1\u652f\u6301\u9879\u76ee\u7ea7\u4ee3\u7801\u8865\u5168\u548c\u586b\u5145\uff0c\u5728\u9879\u76ee\u7ea7\u4ee3\u7801\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u00a0<\/li>\n<li><strong>DeepSeek-coder-1.3B<\/strong> \u5177\u6709\u76f8\u540c\u7684\u67b6\u6784\u548c\u8bad\u7ec3\u7a0b\u5e8f\uff0c\u4f46\u53c2\u6570\u66f4\u5c11\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u4f7f\u7528\u4e0a\u9762\u7684\u4e09\u4e2a\u6570\u636e\u96c6\u4f5c\u4e3a\u8bad\u7ec3\u73af\u5883\u7684\u4e00\u90e8\u5206\u3002 \u4f7f\u7528 AdamW \u4f18\u5316\u5668\u5728 NVIDIA A100 GPU \u4e0a\u4ee5 bf16 \u7cbe\u5ea6\u5fae\u8c03\u3002 \u6b64\u5916\uff0c\u4e3a\u4e86\u7a33\u5b9a\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u591a\u79cd\u79cd\u672f\uff0c\u4f8b\u5982 Z-loss\u3001\u6743\u91cd\u8870\u51cf\u3001\u68af\u5ea6\u8303\u6570\u88c1\u526a\u7b49\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u4f7f\u7528\u7684\u6240\u6709\u65b9\u5f0f\u90fd\u6709\u6240\u6539\u8fdb\u3002 \u7ed3\u5408 DeepSeek-coder-6.7B \u4e0e KExercises \u6570\u636e\u96c6\u4e0a\u7684\u5fae\u8c03\uff0c\u6211\u4eec\u53d6\u5f97\u4e86\u6700\u663e\u8457\u7684\u63d0\u5347\uff0c\u901a\u8fc7\u7387\u8fbe\u5230 55.28%\u3002 \u6307\u4ee4\u5fae\u8c03\u5728\u53e6\u5916\u4e24\u4e2a\u57fa\u7840\u6a21\u578b\u4e5f\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u6548\u679c\u3002 \u540c\u65f6\uff0c\u5bf9\u5b8c\u6574\u6570\u636e\u96c6\u7684\u5fae\u8c03\u663e\u793a\u51fa\u8f83\u5f31\u7684\u7ed3\u679c\uff0cCodeLlama \u7684\u901a\u8fc7\u7387\u4ec5\u63d0\u9ad8\u4e86 3 \u4e2a\u767e\u5206\u70b9\u3002 KStack \u7684\u5e72\u51c0\u7248\u672c\u5728\u5fae\u8c03\u671f\u95f4\u663e\u793a\u51fa\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u4f46\u901a\u8fc7\u7387\u4ecd\u7136\u4f4e\u4e8e\u6211\u4eec\u4f7f\u7528 KExercises \u6570\u636e\u96c6\u5b9e\u73b0\u7684\u901a\u8fc7\u7387\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-479204\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/05\/Kotlin-ML-Pack-Models-tuning.png\" alt=\"\" width=\"3142\" height=\"1080\" \/><\/figure>\n<p>\u6211\u4eec\u4e0d\u4f1a\u6b62\u6b65\u4e8e\u6b64\u3002 \u6211\u4eec\u7684\u76ee\u6807\u4e0d\u4ec5\u4ec5\u662f\u63d0\u9ad8 Kotlin \u4ee3\u7801\u751f\u6210\u7684\u8d28\u91cf\u3002 \u6211\u4eec\u8fd8\u5c06\u4e3a\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u66f4\u591a\u5de5\u5177\u548c\u60f3\u6cd5\uff0c\u786e\u4fdd\u5f00\u53d1\u8005\u5de5\u5177\u5728\u4ee3\u7801\u751f\u6210\u548c\u8f6f\u4ef6\u5f00\u53d1\u7684\u673a\u5668\u5b66\u4e60\u5e94\u7528\u65b9\u9762\u53d6\u5f97\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002<\/p>\n<p>\u8fd9\u9879\u5de5\u4f5c\u548c\u6211\u4eec\u53d1\u5e03\u7684 <a href=\"https:\/\/huggingface.co\/collections\/JetBrains\/kotlin-ml-pack-66423743451ac992774574ba\" target=\"_blank\" rel=\"noopener\">Kotlin ML Pack<\/a> \u6db5\u76d6\u4e86 Kotlin \u5b66\u4e60\u7ba1\u9053\u7684\u57fa\u672c\u8981\u7d20\uff0c\u4f8b\u5982\u6570\u636e\u548c\u8bc4\u4f30\u3002 \u4e0d\u8fc7\uff0cKotlin \u548c JetBrains \u751f\u6001\u7cfb\u7edf\u53ef\u4ee5\u4e3a\u8bed\u8a00\u5efa\u6a21\u548c\u673a\u5668\u5b66\u4e60\u793e\u533a\u63d0\u4f9b\u66f4\u591a\u597d\u5904\uff0c\u4f8b\u5982\u901a\u8fc7\u7f16\u8bd1\u5668\u6216 linter \u7b49\u5de5\u5177\u5b66\u4e60\u3001\u6570\u636e\u96c6\u7684\u989d\u5916\u4ee3\u7801\uff0c\u4ee5\u53ca\u4e0e\u65e5\u5e38\u751f\u4ea7\u5f00\u53d1\u4efb\u52a1\u66f4\u76f8\u5173\u7684\u65b0\u57fa\u51c6\u3002<\/p>\n<p>\u5982\u9700\u6df1\u5165\u4e86\u89e3 JetBrains \u7814\u7a76\u56e2\u961f\u7684\u7814\u7a76\uff0c\u8bf7\u9605\u8bfb <a href=\"https:\/\/arxiv.org\/abs\/2405.19250\" target=\"_blank\" rel=\"noopener\">Kotlin ML Pack\uff1a\u6280\u672f\u62a5\u544a<\/a>\u3002<\/p>\n<p>\u6216\u8005\uff0c\u89c2\u770b <a href=\"https:\/\/www.bilibili.com\/video\/BV18D421G7k2\/\" target=\"_blank\" rel=\"noopener\">KotlinConf\u201924 \u4e3b\u9898\u6f14\u8bb2<\/a>\u7684\u76f8\u5173\u90e8\u5206\uff0851 \u5206 12 \u79d2\u5f00\u59cb\uff09\u3002<\/p>\n\n\n<p><\/p>\n\n\n\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<br><\/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    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<\/div>\n","protected":false},"author":1297,"featured_media":479241,"comment_status":"closed","ping_status":"closed","template":"","categories":[],"tags":[],"cross-post-tag":[8396],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/kotlin\/484814"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/kotlin"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/types\/kotlin"}],"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=484814"}],"version-history":[{"count":10,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/kotlin\/484814\/revisions"}],"predecessor-version":[{"id":484914,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/kotlin\/484814\/revisions\/484914"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/479241"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=484814"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=484814"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=484814"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=484814"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}