{"id":152807,"date":"2024-05-06T11:48:53","date_gmt":"2024-05-06T03:48:53","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/152807.html"},"modified":"2024-05-06T11:48:57","modified_gmt":"2024-05-06T03:48:57","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%98%af%e4%bb%80%e4%b9%88%e8%af%ad%e8%a8%80%e5%bc%80%e5%8f%91%e7%9a%84","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/152807.html","title":{"rendered":"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\u8bed\u8a00\u5f00\u53d1\u7684"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/27150921\/11cef431-2726-4f13-a3f9-ba8e72299d1b.webp\" alt=\"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\u8bed\u8a00\u5f00\u53d1\u7684\" 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href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u9886\u57df\u663e\u793a\u51fa\u5de8\u5927\u7684\u6f5c\u529b\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001PYTHON\u7684\u5e7f\u6cdb\u5e94\u7528<\/h3>\n<\/p>\n<p><p>Python\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5927\u6a21\u578b\u7684\u5f00\u53d1\uff0c\u5176\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u7b80\u5355\u6613\u5b66\u3001\u5feb\u901f\u5f00\u53d1\u4ee5\u53ca\u4e30\u5bcc\u7684\u5e93\u652f\u6301\uff0c\u5176\u4e2d\u6700\u8457\u540d\u7684\u5e93\u5305\u62ecNumPy\u3001Pandas\u3001Matplotlib\u3001TensorFlow\u548cPyTorch\u3002\u8fd9\u4e9b\u5e93\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u529f\u80fd\uff0c\u8986\u76d6\u4e86\u6570\u636e\u5904\u7406\u3001\u6570\u5b66\u8fd0\u7b97\u3001\u56fe\u5f62\u7ed8\u5236\u548c\u6df1\u5ea6\u5b66\u4e60\u7b49\u5404\u4e2a\u65b9\u9762\u3002Python\u7684\u8fd9\u4e9b\u5e93\u6781\u5927\u5730\u4fc3\u8fdb\u4e86\u79d1\u5b66\u8ba1\u7b97\u548c<a href=\"https:\/\/docs.pingcode.com\/tag\/AI\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd<\/a>\u7814\u7a76\u7684\u8fdb\u6b65\u3002<\/p>\n<\/p>\n<p><p>Python\u4e5f\u662f\u6559\u80b2\u754c\u7684\u9996\u9009\uff0c\u591a\u6570\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u8bfe\u7a0b\u63a8\u8350\u4f7f\u7528Python\u4f5c\u4e3a\u5165\u95e8\u8bed\u8a00\u3002\u8fd9\u4f7f\u5f97\u5927\u91cf\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u5b66\u8005\u548c\u5f00\u53d1\u8005\u90fd\u719f\u6089Python\uff0c\u8fdb\u4e00\u6b65\u52a0\u901f\u4e86\u5176\u5728\u5927\u6a21\u578b\u5f00\u53d1\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001C++\u7684\u6027\u80fd\u4f18\u52bf<\/h3>\n<\/p>\n<p><p>\u867d\u7136Python\u5728\u5f00\u53d1\u5927\u6a21\u578b\u4e2d\u626e\u6f14\u4e86\u4e3b\u89d2\uff0c\u4f46C++\u7531\u4e8e\u5176\u6267\u884c\u6548\u7387\u9ad8\uff0c\u88ab\u7528\u4e8e\u5904\u7406\u6027\u80fd\u654f\u611f\u7684\u5e95\u5c42\u64cd\u4f5c\u3002C++\u62e5\u6709\u624b\u52a8\u5185\u5b58\u7ba1\u7406\u548c\u5e95\u5c42\u7cfb\u7edf\u8bbf\u95ee\u7684\u80fd\u529b\uff0c\u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u4f18\u5316\u5185\u5b58\u4f7f\u7528\u3001\u63d0\u9ad8\u7a0b\u5e8f\u8fd0\u884c\u6548\u7387\u3002\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u8fd9\u4e9b\u4f18\u5316\u5bf9\u52a0\u901f\u8ba1\u7b97\u3001\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/p>\n<p><p>C++\u7684\u8fd9\u4e9b\u7279\u6027\u7279\u522b\u9002\u7528\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7684\u6838\u5fc3\u7ec4\u4ef6\u5f00\u53d1\uff0c\u5982TensorFlow\u548cPyTorch\u7684\u5e95\u5c42\u5f15\u64ce\u3002\u901a\u8fc7C++\u4f18\u5316\uff0c\u8fd9\u4e9b\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u80fd\u591f\u6709\u6548\u5730\u5229\u7528\u786c\u4ef6\u8d44\u6e90\uff0c\u5305\u62ecGPU\u548cTPU\uff0c\u5b9e\u73b0\u6a21\u578b\u7684\u5feb\u901f\u8bad\u7ec3\u548c\u9ad8\u6548\u6267\u884c\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001JAX\u7684\u5d1b\u8d77<\/h3>\n<\/p>\n<p><p>JAX\u662f\u4e00\u4e2a\u57fa\u4e8ePython\u7684\u5e93\uff0c\u65e8\u5728\u9ad8\u6548\u5730\u6267\u884c\u6570\u503c\u8ba1\u7b97\uff0c\u7279\u522b\u662f\u4e3a\u4e86\u81ea\u52a8\u5fae\u5206\u548c\u9ad8\u6027\u80fd\u673a\u5668\u5b66\u4e60\u3002JAX\u7684\u8bbe\u8ba1\u54f2\u5b66\u662f\u5c06NumPy\u7684\u7b80\u5355\u754c\u9762\u4e0e\u73b0\u4ee3\u786c\u4ef6\u7684\u8ba1\u7b97\u80fd\u529b\u7ed3\u5408\u8d77\u6765\u3002JAX\u901a\u8fc7XLA\u5b9e\u73b0\u4e86\u81ea\u52a8\u5fae\u5206\u548c\u52a0\u901f\uff0c\u4f7f\u5f97\u5728TPU\u548cGPU\u4e0a\u8fd0\u884c\u53d8\u5f97\u9ad8\u6548\u800c\u76f4\u63a5\u3002<\/p>\n<\/p>\n<p><p>JAX\u7279\u522b\u9002\u5408\u4e8e\u90a3\u4e9b\u9700\u8981\u8fdb\u884c\u5927\u91cf\u6570\u5b66\u8fd0\u7b97\u548c\u673a\u5668\u5b66\u4e60\u7814\u7a76\u7684\u573a\u666f\u3002\u4e0e\u4f20\u7edf\u7684NumPy\u76f8\u6bd4\uff0cJAX\u63d0\u4f9b\u4e86\u66f4\u4e3a\u7075\u6d3b\u548c\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u7279\u522b\u5728\u68af\u5ea6\u8ba1\u7b97\u3001\u4f18\u5316\u548c\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u65b9\u9762\u8868\u73b0\u7a81\u51fa\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u4e3a\u5927\u6a21\u578b\u7684\u7814\u7a76\u548c\u5f00\u53d1\u5e26\u6765\u4e86\u65b0\u7684\u673a\u9047\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u5927\u6a21\u578b\u5f00\u53d1\u4e2d\u7684\u7efc\u5408\u5e94\u7528<\/h3>\n<\/p>\n<p><p>\u5728\u5927\u6a21\u578b\u7684\u5f00\u53d1\u4e2d\uff0c\u4e0d\u540c\u8bed\u8a00\u548c\u5de5\u5177\u7684\u7efc\u5408\u5e94\u7528\u662f\u5e38\u6001\u3002Python\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5e93\u548c\u6846\u67b6\uff0c\u4f5c\u4e3a\u6784\u5efa\u6a21\u578b\u7684\u57fa\u7840\u5c42\u3002C++\u7528\u4e8e\u7f16\u5199\u90a3\u4e9b\u5bf9\u6027\u80fd\u8981\u6c42\u6781\u9ad8\u7684\u6a21\u5757\uff0c\u5982\u5f20\u91cf\u64cd\u4f5c\u7684\u5e95\u5c42\u5b9e\u73b0\u3002JAX\u4ee5\u5176\u72ec\u7279\u7684\u4f18\u52bf\u8865\u5145\u4e86Python\u548cC++\uff0c\u7279\u522b\u662f\u5728\u81ea\u52a8\u5fae\u5206\u548cGPU\/TPU\u52a0\u901f\u65b9\u9762\u3002<\/p>\n<\/p>\n<p><p>\u5f00\u53d1\u5927\u6a21\u578b\u5f80\u5f80\u9700\u8981\u8de8\u9886\u57df\u7684\u77e5\u8bc6\uff0c\u5305\u62ec\u6570\u636e\u79d1\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u6570\u5b66\u3002\u5f00\u53d1\u8005\u9700\u8981\u7cbe\u901a\u81f3\u5c11\u4e00\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5e76\u4e86\u89e3\u5176\u4ed6\u8bed\u8a00\u548c\u5de5\u5177\u7684\u7279\u6027\uff0c\u4ee5\u4fbf\u6839\u636e\u9879\u76ee\u9700\u6c42\u7ec4\u5408\u4f7f\u7528\u5b83\u4eec\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fc5\u901f\u53d1\u5c55\uff0c\u5bf9\u4e8e\u4f18\u79c0\u7684\u5927\u6a21\u578b\u5f00\u53d1\u4eba\u5458\u7684\u9700\u6c42\u4e5f\u5728\u4e0d\u65ad\u589e\u957f\u3002<\/p>\n<\/p>\n<p><p>\u603b\u7ed3\u800c\u8a00\uff0cPython\u3001C++\u548cJAX\u7684\u7ed3\u5408\u4e3a\u5927\u6a21\u578b\u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u548c\u6846\u67b6\u3002Python\u7684\u6613\u7528\u6027\u3001C++\u7684\u6027\u80fd\u4f18\u52bf\u548cJAX\u7684\u73b0\u4ee3\u6570\u503c\u8ba1\u7b97\u80fd\u529b\u5171\u540c\u4f7f\u5f97\u5927\u6a21\u5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\u8fd9\u4e2a\u5927\u6a21\u578b\u662f\u7528\u54ea\u79cd\u7f16\u7a0b\u8bed\u8a00\u5f00\u53d1\u7684\uff1f<\/strong><br \/>\n\u5927\u6a21\u578b\u7684\u5f00\u53d1\u901a\u5e38\u4f7f\u7528\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u548c\u6280\u672f\u7ec4\u6210\u7684\u3002\u5176\u4e2d\uff0c\u5e38\u89c1\u7684\u8bed\u8a00\u5305\u62ecPython\u3001Java\u3001C++\u7b49\u3002\u9009\u62e9\u4f7f\u7528\u54ea\u79cd\u8bed\u8a00\u4e3b\u8981\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u7684\u6280\u672f\u80cc\u666f\u548c\u76ee\u6807\u5e94\u7528\u7684\u9700\u6c42\u3002\u6bd4\u5982\uff0cPython\u5e38\u88ab\u7528\u4e8e\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\u548c\u6570\u636e\u79d1\u5b66\u9886\u57df\uff0c\u800c\u76f8\u5bf9\u5e95\u5c42\u7684C++\u8bed\u8a00\u5219\u5728\u9700\u8981\u9ad8\u6027\u80fd\u548c\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u65f6\u66f4\u53d7\u9752\u7750\u3002<\/p>\n<p><strong>2. \u54ea\u79cd\u7f16\u7a0b\u8bed\u8a00\u5bf9\u4e8e\u5927\u6a21\u578b\u7684\u5f00\u53d1\u66f4\u5177\u4f18\u52bf\uff1f<\/strong><br 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