{"id":2072,"date":"2025-08-08T00:29:30","date_gmt":"2025-08-07T16:29:30","guid":{"rendered":"https:\/\/www.hgfwq.com\/blog\/?p=2072"},"modified":"2025-08-08T00:29:30","modified_gmt":"2025-08-07T16:29:30","slug":"ipython-%e6%9c%8d%e5%8a%a1%e5%90%af%e5%8a%a8%e7%9a%84%e5%9c%a8%e7%ba%bf%e5%b9%b3%e5%8f%b0%e5%93%aa%e9%87%8c%e6%9b%b4%e5%80%bc%e5%be%97%e9%80%89%e6%8b%a9%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.hgfwq.com\/blog\/2072.html","title":{"rendered":"IPython \u670d\u52a1\u542f\u52a8\u7684\u5728\u7ebf\u5e73\u53f0\u54ea\u91cc\u66f4\u503c\u5f97\u9009\u62e9\uff1f"},"content":{"rendered":"<p><h3>1. \u817e\u8baf\u4e91 &#8211; \u817e\u8baf\u4e91 Notebook<\/h3>\n<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/www.hgfwq.com\/blog\/wp-content\/uploads\/2025\/07\/9RW77.jpg\" alt=\"IPython \u670d\u52a1\u542f\u52a8\u7684\u5728\u7ebf\u5e73\u53f0\u54ea\u91cc\u66f4\u503c\u5f97\u9009\u62e9\uff1f\" title=\"IPython \u670d\u52a1\u542f\u52a8\u7684\u5728\u7ebf\u5e73\u53f0\u54ea\u91cc\u66f4\u503c\u5f97\u9009\u62e9\uff1f\"><\/p>\n<p><p>\u817e\u8baf\u4e91 Notebook \u662f\u817e\u8baf\u4e91\u63d0\u4f9b\u7684\u4e00\u6b3e\u57fa\u4e8e Jupyter Notebook \u7684\u5728\u7ebf\u534f\u4f5c\u5e73\u53f0\uff0c\u652f\u6301 Python\u3001R \u7b49\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u817e\u8baf\u4e91 Notebook \u5feb\u901f\u542f\u52a8 IPython \u670d\u52a1\uff0c\u5b9e\u73b0\u4ee3\u7801\u7684\u7f16\u5199\u3001\u8fd0\u884c\u548c\u5c55\u793a\u3002\u4ee5\u4e0b\u662f\u817e\u8baf\u4e91 Notebook \u7684\u4ea7\u54c1\u4ef7\u683c\uff1a<\/p>\n<\/p>\n<p><p>\u57fa\u7840\u7248\uff1a\u514d\u8d39\uff0c\u6bcf\u6708\u514d\u8d39\u63d0\u4f9b 10 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><p>\u4e13\u4e1a\u7248\uff1a\u6bcf\u6708 50 \u5143\uff0c\u63d0\u4f9b 100 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><p>\u9ad8\u7ea7\u7248\uff1a\u6bcf\u6708 100 \u5143\uff0c\u63d0\u4f9b 200 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><h3>2. \u534e\u4e3a\u4e91 &#8211; \u534e\u4e3a\u4e91 DataArts Notebook<\/h3>\n<\/p>\n<p><p>\u534e\u4e3a\u4e91 DataArts Notebook \u662f\u534e\u4e3a\u4e91\u63d0\u4f9b\u7684\u4e00\u6b3e\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u5728\u7ebf\u534f\u4f5c\u5e73\u53f0\uff0c\u9002\u7528\u4e8e\u6570\u636e\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u7b49\u9886\u57df\u7684\u5f00\u53d1\u4eba\u5458\u3002\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u542f\u52a8 IPython \u670d\u52a1\uff0c\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u6a21\u578b\u8bad\u7ec3\u3002\u4ee5\u4e0b\u662f\u534e\u4e3a\u4e91 DataArts Notebook \u7684\u4ea7\u54c1\u4ef7\u683c\uff1a<\/p>\n<\/p>\n<p><p>\u514d\u8d39\u7248\uff1a\u514d\u8d39\uff0c\u6bcf\u6708\u514d\u8d39\u63d0\u4f9b 10 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><p>\u6807\u51c6\u7248\uff1a\u6bcf\u6708 50 \u5143\uff0c\u63d0\u4f9b 100 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><p>\u4e13\u4e1a\u7248\uff1a\u6bcf\u6708 100 \u5143\uff0c\u63d0\u4f9b 200 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><h3>3. \u963f\u91cc\u4e91 &#8211; \u963f\u91cc\u4e91 PAI Notebook<\/h3>\n<\/p>\n<p><p>\u963f\u91cc\u4e91 PAI Notebook \u662f\u963f\u91cc\u4e91\u63d0\u4f9b\u7684\u4e00\u6b3e\u57fa\u4e8e Jupyter Notebook \u7684\u5728\u7ebf\u534f\u4f5c\u5e73\u53f0\uff0c\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u548c\u6570\u636e\u5904\u7406\u5de5\u5177\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u963f\u91cc\u4e91 PAI Notebook \u5feb\u901f\u542f\u52a8 IPython \u670d\u52a1\uff0c\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u3002\u4ee5\u4e0b\u662f\u963f\u91cc\u4e91 PAI Notebook \u7684\u4ea7\u54c1\u4ef7\u683c\uff1a<\/p>\n<\/p>\n<p><p>\u514d\u8d39\u7248\uff1a\u514d\u8d39\uff0c\u6bcf\u6708\u514d\u8d39\u63d0\u4f9b 10 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><p>\u6807\u51c6\u7248\uff1a\u6bcf\u6708 50 \u5143\uff0c\u63d0\u4f9b 100 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><p>\u9ad8\u7ea7\u7248\uff1a\u6bcf\u6708 100 \u5143\uff0c\u63d0\u4f9b 200 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><h3>4. \u91d1\u5c71\u4e91 &#8211; \u91d1\u5c71\u4e91 KubeNotebook<\/h3>\n<\/p>\n<p><p>\u91d1\u5c71\u4e91 KubeNotebook \u662f\u91d1\u5c71\u4e91\u63d0\u4f9b\u7684\u4e00\u6b3e\u57fa\u4e8e Kubernetes \u7684\u5728\u7ebf\u534f\u4f5c\u5e73\u53f0\uff0c\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u548c\u6570\u636e\u5904\u7406\u5de5\u5177\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u91d1\u5c71\u4e91 KubeNotebook \u5feb\u901f\u542f\u52a8 IPython \u670d\u52a1\uff0c\u8fdb\u884c\u5927\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u3002\u4ee5\u4e0b\u662f\u91d1\u5c71\u4e91 KubeNotebook \u7684\u4ea7\u54c1\u4ef7\u683c\uff1a<\/p>\n<\/p>\n<p><p>\u514d\u8d39\u7248\uff1a\u514d\u8d39\uff0c\u6bcf\u6708\u514d\u8d39\u63d0\u4f9b 10 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><p>\u6807\u51c6\u7248\uff1a\u6bcf\u6708 50 \u5143\uff0c\u63d0\u4f9b 100 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><p>\u9ad8\u7ea7\u7248\uff1a\u6bcf\u6708 100 \u5143\uff0c\u63d0\u4f9b 200 \u5c0f\u65f6\u4f7f\u7528\u65f6\u957f\u3002<\/p>\n<\/p>\n<p><b>\u95ee\uff1a\u4ee5\u4e0a\u54ea\u5bb6\u516c\u53f8\u7684 IPython \u670d\u52a1\u6027\u4ef7\u6bd4\u6700\u9ad8\uff1f<\/b><\/p>\n<p><p>\u7b54\uff1a\u6839\u636e\u4ef7\u683c\u548c\u63d0\u4f9b\u7684\u4f7f\u7528\u65f6\u957f\u6765\u770b\uff0c\u817e\u8baf\u4e91 Notebook \u7684\u514d\u8d39\u7248\u6027\u4ef7\u6bd4\u6700\u9ad8\uff0c\u6bcf\u6708\u63d0\u4f9b 10 \u5c0f\u65f6\u514d\u8d39\u4f7f\u7528\u65f6\u957f\uff0c\u975e\u5e38\u9002\u5408\u5b66\u4e60\u548c\u8bd5\u7528\u3002<\/p>\n<\/p>\n<p><b>\u95ee\uff1a\u5982\u679c\u6211\u9700\u8981\u957f\u65f6\u95f4\u4f7f\u7528 IPython \u670d\u52a1\uff0c\u5e94\u8be5\u9009\u62e9\u54ea\u5bb6\u516c\u53f8\u7684\u4ea7\u54c1\uff1f<\/b><\/p>\n<p><p>\u7b54\uff1a\u5982\u679c\u9700\u8981\u957f\u65f6\u95f4\u4f7f\u7528 IPython \u670d\u52a1\uff0c\u53ef\u4ee5\u8003\u8651\u9009\u62e9\u534e\u4e3a\u4e91 DataArts Notebook\u3001\u963f\u91cc\u4e91 PAI Notebook \u6216\u91d1\u5c71\u4e91 KubeNotebook \u7684\u6807\u51c6\u7248\u6216\u9ad8\u7ea7\u7248\uff0c\u8fd9\u4e9b\u7248\u672c\u63d0\u4f9b\u66f4\u957f\u7684\u4f7f\u7528\u65f6\u957f\uff0c\u6ee1\u8db3\u957f\u65f6\u95f4\u5728\u7ebf\u5f00\u53d1\u7684\u9700\u6c42\u3002<\/p>\n<\/p>\n<p><b>\u95ee\uff1a\u4ee5\u4e0a\u54ea\u5bb6\u516c\u53f8\u7684 IPython \u670d\u52a1\u529f\u80fd\u6700\u5168\u9762\uff1f<\/b><\/p>\n<p><p>\u7b54\uff1a\u6839\u636e\u529f\u80fd\u6765\u770b\uff0c\u963f\u91cc\u4e91 PAI Notebook \u548c\u534e\u4e3a\u4e91 DataArts Notebook \u529f\u80fd\u8f83\u4e3a\u5168\u9762\uff0c\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u3001\u6570\u636e\u5904\u7406\u5de5\u5177\u548c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u9002\u5408\u8fdb\u884c\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u548c\u6a21\u578b\u8bad\u7ec3\u3002<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u817e\u8baf\u4e91 &#8211; 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