{"id":84966,"date":"2025-06-05T16:25:54","date_gmt":"2025-06-05T16:25:54","guid":{"rendered":"https:\/\/www.azul.com\/blog\/3-reasons-java-could-overtake-python-for-ai-development\/"},"modified":"2025-07-16T17:52:32","modified_gmt":"2025-07-16T17:52:32","slug":"3-reasons-java-could-overtake-python-for-ai-development","status":"publish","type":"post","link":"https:\/\/www.azul.com\/zh-hans\/blog\/3-reasons-java-could-overtake-python-for-ai-development\/","title":{"rendered":"Java \u5728 AI \u5f00\u53d1\u9886\u57df\u8d85\u8d8a Python \u7684 3 \u4e2a\u7406\u7531"},"content":{"rendered":"\n<p><em>\u5f53\u8c08\u5230\u5f00\u53d1 AI \u5e94\u7528\u7a0b\u5e8f\u65f6\uff0c\u6bcf\u4e2a\u4eba\u90fd\u4f1a\u60f3\u5230 Python\uff0c\u8fd9\u5f97\u76ca\u4e8e Python \u4e30\u5bcc\u7684 AI \u5e93\uff0c\u4ee5\u53ca\u4eba\u4eec\u5bf9 Java \u4e0d\u9002\u5408\u8fdb\u884c AI \u5f00\u53d1\u7684\u8bef\u89e3\u3002\u5b9e\u9645\u4e0a\uff0c\u51e0\u4e4e\u6240\u6709 AI \u5e93\u90fd\u53ef\u4ee5\u7528 Java \u6765\u4ea4\u4e92\u3002\u6b64\u5916\uff0c\u5353\u8d8a\u7684\u53ef\u6269\u5c55\u6027\u3001\u591a\u7ebf\u7a0b\u7f16\u7801\u548c\u5373\u65f6\u7f16\u8bd1\u529f\u80fd\u90fd\u4f7f Java \u6210\u4e3a\u5f00\u53d1 AI \u7684\u7edd\u4f73\u8bed\u8a00\u3002\u5728\u8fd9\u7bc7\u535a\u6587\u4e2d\uff0cAzul \u526f\u9996\u5e2d\u6280\u672f\u5b98\u517c Java Champion \u79f0\u53f7\u83b7\u5f97\u8005 Simon Ritter \u63a2\u8ba8\u4e86 Java \u662f\u5426\u9002\u5408\u5f00\u53d1 AI \u5e94\u7528\u7a0b\u5e8f\u3002<\/em>\u00a0<\/p>\n\n\n\n<p>\u6beb\u65e0\u7591\u95ee\uff0c\u5f53\u4eca IT \u9886\u57df\u6700\u70ed\u95e8\u7684\u9886\u57df\u662f\u4eba\u5de5\u667a\u80fd (AI)\u3002\u8fc7\u53bb\u51e0\u5e74\uff0cAI \u7684\u80fd\u529b\u663e\u8457\u63d0\u5347\uff0c\u76f8\u5173\u6295\u8d44\u5927\u5e45\u589e\u957f\uff0c\u5e76\u51e0\u4e4e\u5df2\u878d\u5165\u6211\u4eec\u5468\u56f4\u7684\u65b9\u65b9\u9762\u9762\u3002&nbsp;<\/p>\n\n\n\n<p>\u8bf4\u5230\u5f00\u53d1 AI \u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u53d1\u8bed\u8a00\uff0c\u6bcf\u4e2a\u4eba\u90fd\u4f1a\u60f3\u5230 Python\u3002Python \u62e5\u6709\u4f17\u591a\u5e93\u53ef\u4f9b\u9009\u62e9\uff0c\u5305\u62ec TensorFlow\u3001PyTorch\u3001Hugging Faces \u548c LangChain\uff0c\u4ee5\u53ca OpenAI \u548c Anthropic \u7684 API\u3002Python \u5728 AI \u5f00\u53d1\u4e2d\u5e7f\u53d7\u6b22\u8fce\u7684\u539f\u56e0\u4e0e Java \u5728\u4f01\u4e1a\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5982\u6b64\u53d7\u6b22\u8fce\u7684\u539f\u56e0\u5927\u81f4\u76f8\u540c\u3002Python \u8bed\u6cd5\u6613\u4e8e\u9605\u8bfb\uff0c\u56e0\u6b64\u4ee3\u7801\u5171\u4eab\u975e\u5e38\u7b80\u5355\u3002\u5b83\u7684\u6613\u7528\u6027\u4f7f\u5176\u5728 AI \u7814\u7a76\u4eba\u5458\u4e2d\u975e\u5e38\u53d7\u6b22\u8fce\uff0c\u56e0\u4e3a\u4ed6\u4eec\u901a\u5e38\u66f4\u719f\u6089\u6570\u5b66\u6982\u5ff5\u800c\u4e0d\u662f\u7f16\u7a0b\u3002&nbsp;<\/p>\n\n\n\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u4eba\u4eec\u5bf9 Java \u4e0e\u4e0a\u8ff0\u5e93\u548c\u6846\u67b6\u96c6\u6210\u7684\u80fd\u529b\u4ecd\u7136\u5b58\u5728\u8bef\u89e3\u3002&nbsp;<\/p>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6765\u770b\u770b\u8ba4\u77e5\u4e0e\u73b0\u5b9e\u4e4b\u95f4\u7684\u5dee\u5f02\u3002&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u57fa\u4e8e-java-\u4e0e-ai-\u5e93\u4ea4\u4e92\u7684\u65b9\u5f0f\">\u57fa\u4e8e Java \u4e0e AI \u5e93\u4ea4\u4e92\u7684\u65b9\u5f0f\u00a0<\/h2>\n\n\n\n<p>\u8fd9\u4e9b\u6d41\u884c\u7684 AI \u5e93\u548c\u6846\u67b6\u90fd\u6709\u57fa\u4e8e Java \u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u5982\u4e0b\u8868\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>AI \u5e93\u6216\u6846\u67b6<\/strong><\/mark><\/th><th><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>\u5982\u4f55\u4e0e Java \u7ed3\u5408\u4f7f\u7528<\/strong><\/mark><\/th><\/tr><\/thead><tbody><tr><td><strong>TensorFlow<\/strong><\/td><td>Java API\uff08\u6765\u81ea Google\uff09REST \u7aef\u70b9\u652f\u6301\u00a0<\/td><\/tr><tr><td><strong>PyTorch<\/strong><\/td><td>Java API\uff08\u6765\u81ea Meta\uff09\u00a0<\/td><\/tr><tr><td><strong>Hugging Faces<\/strong>&nbsp;<\/td><td>Deep Java \u5e93 REST \u7aef\u70b9\u00a0<\/td><\/tr><tr><td><strong>LangChain<\/strong>&nbsp;<\/td><td>LangChain4J<\/td><\/tr><tr><td><strong>OpenAI<\/strong><\/td><td>SpringAI simple-openai REST \u7aef\u70b9\u00a0<\/td><\/tr><tr><td><strong>Anthropic<\/strong><\/td><td>Java API\uff08\u6765\u81ea Anthropic\uff09REST \u7aef\u70b9\u00a0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4ece\u8868\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0cREST \u7aef\u70b9\u7684\u4f7f\u7528\u975e\u5e38\u5e7f\u6cdb\u3002\u6211\u6700\u8fd1\u53c2\u52a0\u4e86\u4e00\u4e2a\u4f1a\u8bae\uff0c\u89c2\u770b\u4e86 Pivotal \u7684 Josh Long \u5173\u4e8e Spring AI \u7684\u6f14\u8bb2\u3002\u4ed6\u63d0\u51fa\u4e86\u4e00\u4e2a\u5f88\u597d\u7684\u89c2\u70b9\uff1a\u5982\u4eca\uff0c\u6211\u4eec\u5927\u90e8\u5206\u7684 AI \u64cd\u4f5c\u90fd\u662f\u5c06\u6587\u672c\u53d1\u9001\u5230 REST \u7aef\u70b9\u3002\u591a\u5e74\u6765\uff0c\u6211\u4eec\u4e00\u76f4\u5728 Java \u4e2d\u8fd9\u6837\u505a\uff0c\u5e76\u4e14\u6211\u4eec\u5b8c\u5168\u6709\u80fd\u529b\u9ad8\u6548\u5730\u5b8c\u6210\u8fd9\u9879\u5de5\u4f5c\u3002&nbsp;<\/p>\n\n\n\n<p>Java \u5e73\u53f0\u7684\u53e6\u4e00\u4e2a\u5173\u952e\u65b9\u9762\u662f Panama \u9879\u76ee\uff0c\u5b83\u65e8\u5728\u7b80\u5316 Java \u548c\u975e Java API \u4e4b\u95f4\u7684\u4ea4\u4e92\u3002Panama \u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u7b80\u5355\u7684 Java \u539f\u751f\u63a5\u53e3 (JNI) \u66ff\u4ee3\u65b9\u6848\u3002\u5916\u90e8\u51fd\u6570\u548c\u5185\u5b58 API \u73b0\u5728\u4f7f\u5f97\u5c06\u975e Java \u5e93\u96c6\u6210\u5230 Java \u5e94\u7528\u7a0b\u5e8f\u4e2d\u53d8\u5f97\u975e\u5e38\u7b80\u5355\u3002&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-java-\u7684\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027\u4f18\u52bf\">Java \u7684\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027\u4f18\u52bf\u00a0<\/h2>\n\n\n\n<p>\u867d\u7136 Python \u662f\u5f00\u53d1\u5c0f\u578b\u5e94\u7528\u7a0b\u5e8f\u7684\u7edd\u4f73\u8bed\u8a00\uff0c\u4f46 Java \u5728\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027\u65b9\u9762\u786e\u5b9e\u66f4\u80dc\u4e00\u7b79\u3002JVM \u80fd\u591f\u6269\u5c55\u5230\u4e92\u8054\u7f51\u89c4\u6a21\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u8fd9\u4e00\u70b9\u5df2\u5f97\u5230\u5145\u5206\u9a8c\u8bc1\uff0c\u4e5f\u662f\u8be5\u5e73\u53f0\u53d7\u6b22\u8fce\u7684\u4e3b\u8981\u539f\u56e0\u3002&nbsp;<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0cJava \u4ece\u4e00\u5f00\u59cb\u4fbf\u652f\u6301\u591a\u7ebf\u7a0b\u7684\u6982\u5ff5\uff0c\u5e76\u5c06\u5176\u878d\u5165\u5230\u8bed\u8a00\u4e2d\u3002\u5728\u5176 30 \u5e74\u7684\u53d1\u5c55\u5386\u7a0b\u4e2d\uff0c\u591a\u7ebf\u7a0b\u7f16\u7a0b\u5df2\u53d8\u5f97\u66f4\u52a0\u5f3a\u5927\u548c\u7b80\u5355\u3002\u6700\u8fd1\u5f15\u5165\u7684\u662f\u865a\u62df\u7ebf\u7a0b\uff0c\u4ee5\u53ca\u7ed3\u6784\u5316\u5e76\u53d1\u548c\u4f5c\u7528\u57df\u503c\u3002\u7531\u4e8e\u5168\u5c40\u89e3\u91ca\u5668\u9501 (GIL)\uff0cPython \u672c\u8d28\u4e0a\u662f\u5355\u7ebf\u7a0b\u7684\u3002GIL \u963b\u6b62\u591a\u4e2a\u7ebf\u7a0b\u540c\u65f6\u6267\u884c Python \u4ee3\u7801\u3002Python \u63d0\u4f9b\u4e86\u4e24\u4e2a\u6a21\u5757\u6765\u5c1d\u8bd5\u6539\u8fdb\u8fd9\u4e00\u70b9\uff1a\u7ebf\u7a0b\u6a21\u5757\uff08\u4ecd\u7136\u53d7 GIL \u6027\u80fd\u9650\u5236\uff09\u548c\u591a\u7ebf\u7a0b\u6a21\u5757\uff08\u901a\u8fc7\u751f\u6210\u5355\u72ec\u7684 Python \u8fdb\u7a0b\u6765\u5904\u7406\u5e76\u884c\u6267\u884c\uff0c\u4ece\u800c\u907f\u514d GIL \u95ee\u9898\uff09\u3002\u591a\u5904\u7406\u6a21\u5757\u5728\u53ef\u6269\u5c55\u6027\u65b9\u9762\u5b58\u5728\u4e25\u91cd\u9650\u5236\uff0c\u5e76\u4e14\u5bf9\u4e8e\u5f00\u53d1\u534f\u4f5c\u5f0f\u6570\u636e\u5171\u4eab\u4ee3\u7801\u800c\u8a00\u9762\u4e34\u7740\u5de8\u5927\u7684\u6311\u6218\u3002&nbsp;<\/p>\n\n\n\n<p>Python \u7684\u53e6\u4e00\u4e2a\u6027\u80fd\u95ee\u9898\u662f\uff0c\u5982\u679c\u4f7f\u7528\u6700\u6d41\u884c\u7684 CPython \u8fd0\u884c\u65f6\uff0c\u5b83\u662f\u4e00\u79cd\u89e3\u91ca\u578b\u8bed\u8a00\u3002\u867d\u7136 Java \u4e5f\u662f\u4e00\u79cd\u89e3\u91ca\u578b\u8bed\u8a00\uff0c\u4f46 JVM \u4f7f\u7528\u5373\u65f6 (JIT) \u7f16\u8bd1\u3002JVM \u4f1a\u8bc6\u522b\u5e38\u7528\u65b9\u6cd5\uff0c\u5e76\u5728\u5e94\u7528\u7a0b\u5e8f\u8fd0\u884c\u65f6\u5c06\u5176\u7f16\u8bd1\u4e3a\u4f18\u5316\u7684\u672c\u673a\u6307\u4ee4\u3002\u540c\u6837\uff0c\u7ecf\u8fc7\u8d85\u8fc7 25 \u5e74\u7684\u53d1\u5c55\uff0cJVM JIT \u7f16\u8bd1\u53ef\u4ee5\u5e26\u6765\u6bd4\u4ec5\u4f7f\u7528\u89e3\u91ca\u5668\u9ad8\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7\u7684\u6027\u80fd\u63d0\u5347\u3002Azul \u5728\u6211\u4eec\u7684 Zing JVM \u4e2d\u5305\u542b\u4e86\u4e00\u4e2a\u4e0d\u540c\u7684 JIT \u7f16\u8bd1\u5668\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\uff08\u4f8b\u5982\uff0cKafka \u6bcf\u79d2\u5904\u7406\u7684\u4e8b\u52a1\u6570\u6bd4\u6807\u51c6 OpenJDK \u5b9e\u73b0\u591a 43%\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-java-\u7528\u6237\u5e0c\u671b\u4f7f\u7528-java-\u5f00\u53d1-ai\">Java \u7528\u6237\u5e0c\u671b\u4f7f\u7528 Java \u5f00\u53d1 AI<\/h2>\n\n\n\n<p>\u6240\u6709\u8fd9\u4e9b\u90fd\u8868\u660e\uff0cJava \u662f\u5f15\u9886\u65b0\u4e00\u6ce2 AI \u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u6d6a\u6f6e\u7684\u7406\u60f3\u9009\u62e9\u3002\u6211\u4eec\u5df2\u7ecf\u770b\u5230\uff0c\u968f\u7740\u4f01\u4e1a\u9700\u8981\u5c06\u5176 AI \u5de5\u4f5c\u8d1f\u8f7d\u6269\u5c55\u5230\u66f4\u591a\u7528\u6237\uff0c\u4ed6\u4eec\u5e0c\u671b Java \u80fd\u591f\u4ee5\u7b80\u5355\u4e14\u7ecf\u6d4e\u9ad8\u6548\u7684\u65b9\u5f0f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002&nbsp;<\/p>\n\n\n\n<p>\u6709\u8bc1\u636e\u8868\u660e\uff0c\u5728<a href=\"https:\/\/www.azul.com\/zh-hans\/state-of-java-2025\/\">\u300a2025 \u5e74 Java \u73b0\u72b6\u8c03\u67e5\u4e0e\u62a5\u544a\u300b<\/a>\u4e2d\uff0c50% \u7684\u53c2\u4e0e\u8005\u8868\u793a\u5176\u7ec4\u7ec7\u4f7f\u7528 Java \u5f00\u53d1 AI \u5e94\u7528\u7a0b\u5e8f\u3002\u867d\u7136\u8fd9\u9879\u8c03\u67e5\u4e3b\u8981\u9488\u5bf9 Java \u5f00\u53d1\u4eba\u5458\uff0c\u4f46\u5b83\u6e05\u695a\u5730\u8868\u660e\uff0cJava \u6b63\u88ab\u7528\u4e8e\u5b9e\u9645\u7684 AI \u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"463\" src=\"https:\/\/azul.imgix.net\/wp-content\/uploads\/programming-language-chart-CN-1024x463.png?auto=format&crop=faces,entropy&fit=max&q=80&s=0f65910c093e6496dc102e963dda463b\" alt=\"\" class=\"wp-image-84969\"\/><\/figure>\n\n\n\n<p>\u6beb\u65e0\u7591\u95ee\uff0cPython \u4ecd\u5c06\u662f AI \u5f00\u53d1\u7684\u4e3b\u8981\u8bed\u8a00\uff0c\u4f46 Java \u5728\u4f01\u4e1a AI \u90e8\u7f72\u9886\u57df\u8d85\u8d8a Python \u4e5f\u6307\u65e5\u53ef\u5f85\u3002\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u7ed3\u8bed\">\u7ed3\u8bed\u00a0<\/h2>\n\n\n\n<p>Java \u5c06\u7ee7\u7eed\u6210\u4e3a\u4f01\u4e1a\u5173\u952e\u4e1a\u52a1\u5e94\u7528\u7a0b\u5e8f\u7684\u652f\u67f1\u3002Java \u7684\u957f\u76db\u4e0d\u8870\u548c\u6301\u7eed\u589e\u957f\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5f97\u76ca\u4e8e\u5176\u4e0d\u65ad\u521b\u65b0\u7684\u80fd\u529b\uff0c\u8fd9\u4e5f\u4f7f\u5176\u5728 Oracle Java \u66ff\u4ee3\u65b9\u6848\u3001\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\u3001\u4e91\u6210\u672c\u4f18\u5316\u548c DevOps \u751f\u4ea7\u529b\u7b49\u65e5\u76ca\u53d7\u5173\u6ce8\u7684\u9886\u57df\u4e2d\u5360\u636e\u5173\u952e\u5730\u4f4d\u3002Java \u5728\u670d\u52a1\u5de5\u7a0b\u5e08\u53ca\u5176\u7ec4\u7ec7\u65b9\u9762\u7ee7\u7eed\u4fdd\u6301\u9886\u5148\u5730\u4f4d\uff0c\u5e76\u5728 AI \u9886\u57df\u4e5f\u9010\u6e10\u5360\u636e\u9886\u5148\u5730\u4f4d\u3002<\/p>\n\n\n\n\n\n<section    class=\"c-cta-band c-cta-band--color-light c-cta-band--mt-default c-cta-band--mb-default c-cta-band--pt-default c-cta-band--pb-default c-cta-band--color-1 o-component o-component--color-light o-component--mt-default o-component--mb-default o-component--pt-default o-component--pb-default\"\n\n            id=\"block_d9486b3152779c8ca90c7f4349dc5247\"\n    \n    >\n    \n    <div class=\"o-component__wrap\">\n                    <div class=\"o-container\">\n        \n<div class=\"c-cta-band__wrap c-cta-band__wrap--shadow c-cta-band__wrap--bg-white\" id=\"c-cta-band__wrap--block_d9486b3152779c8ca90c7f4349dc5247\">\n       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