{"id":43818,"date":"2023-05-26T01:08:08","date_gmt":"2024-02-03T15:12:15","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%b0%86nextremer%e6%89%a9%e5%b1%95%e4%b8%ba%e5%a4%a7%e8%a7%84%e6%a8%a1%e7%9a%84%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%8e%af%e5%a2%83shiva%e3%80%82\/"},"modified":"2024-04-30T05:57:57","modified_gmt":"2024-04-29T21:57:57","slug":"%e5%b0%86nextremer%e6%89%a9%e5%b1%95%e4%b8%ba%e5%a4%a7%e8%a7%84%e6%a8%a1%e7%9a%84%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%8e%af%e5%a2%83shiva%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%b0%86nextremer%e6%89%a9%e5%b1%95%e4%b8%ba%e5%a4%a7%e8%a7%84%e6%a8%a1%e7%9a%84%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%8e%af%e5%a2%83shiva%e3%80%82\/","title":{"rendered":"\u5c06Nextremer\u6269\u5c55\u4e3a\u5927\u89c4\u6a21\u7684\u673a\u5668\u5b66\u4e60\u73af\u5883Shiva"},"content":{"rendered":"

\u8fd9\u662fNextremer 2017\u5e74\u5723\u8bde\u8282\u65e5\u5386\u7684\u7b2c\u4e09\u7bc7\u6587\u7ae0\u3002<\/p>\n

Nextremer\u6b63\u5728\u5efa\u7acb\u4e00\u4e2a\u540d\u4e3aShiva\u7684\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u73af\u5883\uff0c\u4f7f\u5f97\u4f7f\u7528GPU\u673a\u5668\u53d8\u5f97\u65b9\u4fbf\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u5bfc\u81f4Shiva\u5f00\u53d1\u7684\u80cc\u666f\u548c\u5176\u5de5\u4f5c\u539f\u7406\u3002<\/p>\n

\"IMG_0900-min.JPG\"<\/div>\n

\u5728\u5f00\u53d1Shiva\u65f6\uff0c\u6211\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53c2\u8003\u4e86\u53bb\u5e74Retty\u7684CTO\u6a3d\u77f3\u5148\u751f\u516c\u5f00\u7684\u6587\u7ae0\u300aRetty\u6d41\u300e\u652f\u64912200\u4e07\u7528\u6237\u7684\u673a\u5668\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd\u300f\u7684\u6784\u5efa\u65b9\u6cd5\u300b\u3002
\n\u80fd\u591f\u516c\u5f00\u8fd9\u6837\u5b9d\u8d35\u7684\u4e13\u4e1a\u77e5\u8bc6\u771f\u662f\u592a\u597d\u4e86\uff0c\u5982\u679c\u6ca1\u6709\u8fd9\u7bc7\u6587\u7ae0\uff0c\u6211\u53ef\u80fd\u4e0d\u4f1a\u53bb\u5f00\u53d1Shiva\u3002<\/p>\n

\u6211\u5c06\u5411Retty\u5148\u751f\u4f20\u8fbe\u6211\u5bf9\u6a3d\u77f3\u5148\u751f\u7684\u5c0a\u656c\u548c\u611f\u6fc0\u4e4b\u60c5\uff0c\u5e76\u516c\u5f00\u5173\u4e8eNextremer\u7684Shiva\u7684\u4e13\u4e1a\u77e5\u8bc6\uff01<\/p>\n

Shiva\u7684\u5f00\u53d1\u7ecf\u8fc7\u5982\u4e0b\u3002<\/h1>\n

\u5728Nextremer\u7684\u7814\u53d1\u9879\u76ee\u4e2d\uff0c\u6211\u4eec\u6d89\u53ca\u6df1\u5ea6\u5b66\u4e60\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u9886\u57df\u7684\u5e94\u7528\u3002\u7136\u800c\uff0c\u6df1\u5ea6\u5b66\u4e60\u6240\u9700\u7684\u5927\u91cf\u8ba1\u7b97\u65e0\u6cd5\u79bb\u5f00GPU\u73af\u5883\u3002<\/p>\n

\u5728\u4e00\u4e2a\u6b63\u5f0f\u7684\u9879\u76ee\u4e2d\uff0c\u6211\u4eec\u4f1a\u9884\u7559\u9884\u7b97\u6765\u8d2d\u4e70\u4e2a\u4eba\u7528\u7684GPU\u673a\u5668\uff0c\u6216\u8005\u4f7f\u7528\u4e91\u7aef\u7684GPU\u5b9e\u4f8b\u3002\u4f46\u5e76\u975e\u6240\u6709\u7684\u5de5\u7a0b\u5e08\u90fd\u6d89\u53ca\u6df1\u5ea6\u5b66\u4e60\u5de5\u4f5c\uff0c\u56e0\u6b64\u6211\u4eec\u5185\u90e8\u6ca1\u6709\u53ef\u4f9b\u4efb\u4f55\u4eba\u65b9\u4fbf\u4f7f\u7528\u7684GPU\u73af\u5883\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u542c\u5230\u4e86\u6765\u81ea\u5de5\u7a0b\u5e08\u548c\u5b9e\u4e60\u751f\u5b66\u751f\u90a3\u8fb9\u7684\u58f0\u97f3\uff0c\u4ed6\u4eec\u5e0c\u671b\u80fd\u66f4\u8f7b\u677e\u5730\u4f7f\u7528GPU\u73af\u5883\u8fdb\u884c\u5feb\u901f\u5b9e\u9a8c\u548c\u9ed1\u6697\u7814\u7a76\u3002<\/p>\n

\u6b64\u5916\uff0c\u7531\u65bc\u53c3\u8207\u7814\u7a76\u7684\u6210\u54e1\u548c\u5be6\u7fd2\u751f\u4e26\u975e\u6240\u6709\u4eba\u90fd\u7cbe\u901a\u65bc\u8edf\u9ad4\u672c\u8eab\uff0c\u56e0\u6b64\u6bcf\u500b\u4eba\u7684\u74b0\u5883\u8a2d\u7f6e\u90fd\u662f\u5404\u81ea\u4e0d\u540c\u4e14\u8017\u6642\u7684\u3002\u5176\u4e2d\uff0c\u6a5f\u5668\u5b78\u7fd2\u74b0\u5883\u7684\u5b89\u88dd\u6709\u4e9b\u53ef\u4ee5\u8f15\u9b06\u901a\u904epip\u547d\u4ee4\u5feb\u901f\u5b8c\u6210\uff0c\u800c\u6709\u4e9b\u5247\u9700\u8981\u9032\u884c\u8907\u96dc\u7684\u69cb\u5efa\u904e\u7a0b\u3002<\/p>\n

\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5f53\u6211\u770b\u5230\u4e4b\u524d\u63d0\u5230\u7684\u6a3d\u77f3\u5148\u751f\u5199\u7684\u6587\u7ae0\u65f6\uff0c\u6211\u89c9\u5f97\uff1a\u201c\u5982\u679c\u6211\u4eec\u4e5f\u6709\u8fd9\u6837\u7684\u4eba\uff0c\u8fd9\u4e2a\u95ee\u9898\u5c31\u53ef\u80fd\u89e3\u51b3\u4e86\uff01\u201d\u3001\u201c\u800c\u4e14\uff0c\u8fd9\u6837\u5f88\u9177\uff0c\u6211\u60f3\u5c1d\u8bd5\u4e00\u4e0b\uff01\u201d\u56e0\u6b64\uff0c\u4e00\u5f00\u59cb\u6211\u4eec\u4ee5\u8fd9\u7bc7\u6587\u7ae0\u7684\u67b6\u6784\u4e3a\u76ee\u6807\uff0c\u5f00\u59cb\u4e86Shiva\u7684\u5f00\u53d1\u3002<\/p>\n

Shiva \u662f\u6307<\/h1>\n

\u6982\u5ff5<\/h2>\n

\u8fd9\u662f\u4e00\u4e2a\u4f9b\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u4f7f\u7528\u7684\u6c99\u76d2\u73af\u5883\u3002\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u4f7f\u7528\u9884\u5148\u8bbe\u7f6e\u597d\u7684GPU\u73af\u5883\uff0c\u5e76\u91cd\u590d\u5c1d\u8bd5\u548c\u9519\u8bef\u4ee5\u751f\u6210\u521b\u65b0\u6027\u7684\u5e94\u7528\u7a0b\u5e8f\u3002\u8fd9\u4e2a\u73af\u5883\u7684\u9884\u8ba1\u4f7f\u7528\u662f\u4e3a\u4e86\u91cd\u590d\u5c1d\u8bd5\u548c\u9519\u8bef\u4ee5\u751f\u6210\u521b\u65b0\u6027\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n

\u5982\u4f55\u4f7f\u7528<\/h2>\n

\u5f53\u60a8\u8bbf\u95eeShiva\u4eea\u8868\u76d8\u65f6\uff0c\u60a8\u53ef\u4ee5\u770b\u5230\u6bcf\u4e2aGPU\u673a\u5668\u7684\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u4ee5\u53ca\u6b63\u5728\u4f7f\u7528\u7684\u7528\u6237\u3002
\n\u5f53\u60a8\u9009\u62e9\u7a7a\u95f2\u7684\u673a\u5668\u5e76\u70b9\u51fb[\u542f\u52a8\u6211\u7684\u5bb9\u5668]\u540e\uff0c\u60a8\u5c06\u5728\u51e0\u79d2\u949f\u5185\u521b\u5efa\u4e00\u4e2a\u4e13\u5c5e\u4e8e\u60a8\u7684\u5bb9\u5668\uff0c\u5e76\u542f\u52a8Jupyter\u3002<\/p>\n

\"shiva.gif\"<\/div>\n

\u6458\u8981<\/h2>\n
\"shiva_concept.png\"<\/div>\n

\u8fd9\u662f\u4e00\u4e2a\u5728GPU\u673a\u5668\u4e0a\u81ea\u52a8\u542f\u52a8\u5404\u7528\u6237\u4e13\u7528\u7684Docker\u5bb9\u5668\u7684\u673a\u5236\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5730\u5171\u4eab\u673a\u5668\u8d44\u6e90\uff0c\u5e76\u4e14\u4e0d\u9700\u8981\u62c5\u5fc3\u4e0e\u5176\u4ed6\u7528\u6237\u7684\u5e93\u51b2\u7a81\u7b49\u95ee\u9898\u3002<\/p>\n

\u6bcf\u4e2a\u5bb9\u5668\u5747\u9884\u914d\u7f6e\u4e86\u6df1\u5ea6\u5b66\u4e60\u5e93\uff0c\u8bf8\u5982cuda\u3001cudnn\u3001chainer\u3001tensorflow\uff0c\u4ee5\u53ca\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\uff0c\u5982MeCab\u3001CaboCha\u3001NEologd\uff0c\u56e0\u6b64\uff0c\u7528\u6237\u65e0\u9700\u8d39\u65f6\u642d\u5efa\u73af\u5883\u4fbf\u53ef\u5728\u6570\u79d2\u5185\u5f00\u59cb\u5f00\u53d1\u3002\u6211\u4eec\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86sudo\u6743\u9650\uff0c\u4ed6\u4eec\u53ef\u4ee5\u81ea\u7531\u6dfb\u52a0\u6240\u9700\u7684\u5e93\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n

\u6b64\u5916\uff0c\u7531\u4e8e\u6240\u6709\u673a\u5668\u5171\u4eab\u6bcf\u4e2a\u7528\u6237\u7684\u4e3b\u76ee\u5f55\uff0c\u56e0\u6b64\u60a8\u53ef\u4ee5\u5728\u4efb\u4f55\u673a\u5668\u4e0a\u4f7f\u7528\u76f8\u540c\u7684\u73af\u5883\u8fdb\u884c\u5f00\u53d1\u3002<\/p>\n

\u5efa\u7b51\u6982\u89c8<\/h1>\n
\"arc.png\"<\/div>\n

\u5e0c\u74e6\u4eea\u8868\u677f<\/h2>\n

\u8fd9\u662f\u7528\u6237\u4eceWeb\u6d4f\u89c8\u5668\u4f7f\u7528Shiva\u7684\u4eea\u8868\u677f\u3002\u60a8\u53ef\u4ee5\u4ece\u4eea\u8868\u677f\u4e0a\u542f\u52a8\u6216\u505c\u6b62\u5bb9\u5668\uff0c\u67e5\u770b\u6bcf\u53f0\u673a\u5668\u7684\u8d44\u6e90\u72b6\u6001\uff0c\u4ee5\u53ca\u68c0\u67e5\u5bb9\u5668\u8fd0\u884c\u60c5\u51b5\uff0c\u5305\u62ec\u8c01\u4f55\u65f6\u5f00\u59cb\u4f7f\u7528\u5b83\u4eec\u3002<\/p>\n

\u5728Nextremer\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528GSuite\u4f5c\u4e3a\u5185\u90e8\u5de5\u5177\uff0c\u6240\u6709\u5458\u5de5\u90fd\u6301\u6709\u516c\u53f8\u7684Google\u8d26\u6237\uff0c\u56e0\u6b64\u767b\u5f55\u65f6\u9700\u8981\u4f7f\u7528Google\u8d26\u6237\u3002\u4eea\u8868\u677f\u91c7\u7528React.js\u8fdb\u884c\u5b9e\u73b0\uff0c\u7531\u4e8e\u6211\u5bf9\u5916\u89c2\u8bbe\u8ba1\u6ca1\u6709\u5929\u8d4b\uff0c\u4e3a\u4e86\u8282\u7701UI\u5b9e\u73b0\u7684\u65f6\u95f4\u548c\u7cbe\u529b\uff0c\u6211\u4f7f\u7528\u4e86\u8bbe\u8ba1\u6846\u67b6material-ui\u3002<\/p>\n

\u5e0c\u74e6\u7ecf\u7406<\/h2>\n

Shiva API ->
\n\u5e08\u74e6API<\/h3>\n

\u6211\u4eec\u5c06\u83b7\u53d6\u5404\u4e2a\u673a\u5668\u7684\u8d44\u6e90\u4fe1\u606f\uff0c\u5e76\u6267\u884c\u5bf9GPU\u673a\u5668\u5bb9\u5668\u7684\u64cd\u4f5c\u3002
\n\u673a\u5668\u8d44\u6e90\uff08CPU\u3001\u5185\u5b58\u3001GPU\uff09\u901a\u8fc7Prometheus\u7684API\u83b7\u53d6\uff0c\u800c\u5bb9\u5668\u7684\u4fe1\u606f\u5219\u901a\u8fc7Jupyter broker\u7684API\u83b7\u53d6\u3002<\/p>\n

\u79c1\u4eba\u6ce8\u518c\u5904<\/h3>\n

\u4e3a\u4e86\u7ba1\u7406\u5728Shiva\u4e0a\u4f7f\u7528\u7684\u6240\u6709\u5bb9\u5668\u955c\u50cf\uff0c\u6211\u4eec\u81ea\u884c\u8fd0\u884cDocker Registry\u3002
\n\u7531\u4e8e\u673a\u5668\u5b66\u4e60\u73af\u5883\u7684Docker\u955c\u50cf\u5927\u5c0f\u7ea6\u4e3a15GB\uff0c\u76f8\u5f53\u5927\uff0c\u4e3a\u4e86\u51cf\u5c11push\/pull\u901a\u4fe1\u7684\u65f6\u95f4\uff0c\u6211\u4eec\u5728\u5c40\u57df\u7f51\u4e2d\u8fd0\u884cRegistry\u3002<\/p>\n

GPU\u673a\u5668\u96c6\u7fa4 (g\u016b j\u012b q\u00ec j\u00ed<\/h2>\n

\u6211\u4eec\u76ee\u524d\u4f7f\u75283\u53f0GPU\u673a\u5668\u6784\u5efa\u4e86\u4e00\u4e2aMesos\u96c6\u7fa4\uff0c\u7528\u4e8e\u6784\u5efa\u96c6\u7fa4\u548c\u7ba1\u7406Docker\u5bb9\u5668\u7684\u7f16\u6392\uff0c\u6211\u4eec\u4f7f\u7528Mesos\u548cMarathon\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n

Mesos \u662f\u7528\u4e8e\u7ba1\u7406\u673a\u5668\u96c6\u7fa4\u7684\u8f6f\u4ef6\uff0c\u5f53\u5c1d\u8bd5\u6267\u884c\u67d0\u4e2a\u64cd\u4f5c\u65f6\uff0c\u5b83\u4f1a\u81ea\u52a8\u9009\u62e9\u5177\u6709\u5fc5\u8981\u7a7a\u95f2\u8d44\u6e90\u7684\u673a\u5668\u5e76\u6267\u884c\u8be5\u64cd\u4f5c\u3002
\nMarathon \u662f\u4e00\u4e2a\u5229\u7528 Mesos \u529f\u80fd\u8fd0\u884c\u7684\u6846\u67b6\u4e4b\u4e00\uff0c\u5b83\u662f\u7528\u4e8e\u7ba1\u7406\u5728 Mesos \u96c6\u7fa4\u4e0a\u59cb\u7ec8\u8fd0\u884c\u7684\u5b88\u62a4\u7a0b\u5e8f\u7684\u8f6f\u4ef6\u3002<\/p>\n

\u5118\u7ba1\u76f8\u8f03\u65bcKubernetes\uff0cMarathon\u7684\u529f\u80fd\u8f03\u5c11\uff0c\u4f46\u5b89\u88dd\u8a2d\u7f6e\u66f4\u52a0\u7c21\u55ae\uff0c\u6240\u9700\u8cc7\u6e90\u4e5f\u8f03\u5c11\u3002\u5728\u9019\u6b21\u7684\u4f7f\u7528\u60c5\u666f\u4e2d\uff0c\u7c21\u55ae\u7684\u5bb9\u5668\u7de8\u6392\u529f\u80fd\u5df2\u8db3\u5920\uff0c\u800c\u4e14\u8003\u616e\u5230\u53ea\u6709\u4e00\u500b\u4eba\u4f86\u904b\u71df\uff0c\u5e0c\u671b\u5728\u6545\u969c\u6392\u67e5\u6642\u80fd\u76e1\u53ef\u80fd\u6e1b\u5c11\u9700\u8981\u6aa2\u67e5\u7684\u9805\u76ee\uff0c\u56e0\u6b64\u6211\u5011\u9078\u64c7\u4e86\u4f7f\u7528Mesos + Marathon\u4f5c\u70baShiva\u7684\u5bb9\u5668\u7de8\u6392\u65b9\u6848\u3002<\/p>\n

\u987a\u4fbf\u63d0\u4e00\u4e0b\uff0cNextremer\u5728\u5f00\u53d1\u548c\u9500\u552eminarai\u4ee5\u53ca\u5176\u4ed6\u9879\u76ee\u65f6\u4f7f\u7528\u4e86Kubernetes\u8fdb\u884c\u5f00\u53d1\u3002<\/p>\n

\u90e8\u7f72\u673a\u5668\u5b66\u4e60\u73af\u5883\u5bb9\u5668<\/h3>\n

Jupyter\u4ee3\u7406\u3001Jupyter\u4ee3\u7406\u5546\u548cShiva-jupyter\u6240\u8a18\u8ff0\u7684\u90e8\u5206\u662fShiva\u7684\u6838\u5fc3\u529f\u80fd\uff0c\u7528\u65bc\u7ba1\u7406\u7528\u6236\u7684\u6a5f\u5668\u5b78\u7fd2\u5bb9\u5668\u548c\u5c0djupyter\u7684\u8a2a\u554f\u3002<\/p>\n

\u6bcf\u4e2a\u7528\u6237\u7684Jupyter\u968f\u673a\u5206\u914d\u4e86\u4e00\u4e2a\u5728\u672c\u673a\u76d1\u542c\u7684\u7aef\u53e3\uff0cJupyter\u4ee3\u7406\u4fdd\u5b58\u4e86\u542f\u52a8\u7528\u6237\u548cJupyter\u7aef\u53e3\u53f7\u4e4b\u95f4\u7684\u6620\u5c04\u8868\u3002\u8fd9\u6837\uff0c\u6839\u636e\u8bbf\u95ee\u7684\u7528\u6237\u4e0d\u540c\uff0c\u8bf7\u6c42\u5c06\u88ab\u4ee3\u7406\u5230\u8be5\u7528\u6237\u7684\u5bb9\u5668\u4e2d\u3002\u6b64\u5916\uff0c\u53ef\u4ee5\u901a\u8fc7API\u6765\u83b7\u53d6\u6b63\u5728\u8fd0\u884c\u7684\u5bb9\u5668\u4fe1\u606f\uff0c\u4ee5\u53ca\u521b\u5efa\u548c\u5220\u9664\u5bb9\u5668\u3002<\/p>\n

\"jupyter_broker.png\"<\/div>\n

\u9019\u4e9b\u529f\u80fd\u662f\u57fa\u65bcProject Jupyter\u63d0\u4f9b\u7684OSS\u958b\u767c\u7684\uff0c\u6211\u5011\u5be6\u73fe\u4e86Jupyter proxy\u548cJupyter broker\u3002
\ntmpnb\u63d0\u4f9b\u4e86\u591a\u7528\u6236\u4f7f\u7528\u7368\u7acb\u74b0\u5883\u7684Jupyter\u529f\u80fd\uff0cShiva\u7684\u5bb9\u5668\u7ba1\u7406\u4e3b\u8981\u662f\u5229\u7528\u4e86\u9019\u500b\u529f\u80fd\u3002<\/p>\n

\u6a5f\u5668\u5b78\u7fd2\u74b0\u5883\u7684Docker\u6620\u50cf\u662f\u57fa\u65bcNVIDIA\u63d0\u4f9b\u7684CUDA\u6620\u50cf\u5efa\u7acb\u7684\u3002<\/p>\n

NVIDIA-Docker – NVIDIA\u5bb9\u5668<\/h3>\n

\u4e3a\u4e86\u4f7f\u5bb9\u5668\u53ef\u4ee5\u8bbf\u95ee\u4e3b\u673a\u4e0a\u7684GPU\uff0c\u6211\u4eec\u5728\u5185\u90e8\u4f7f\u7528nvidia-docker\u3002nvidia-docker\u547d\u4ee4\u672c\u8eab\u53ea\u662f\u5728\u666e\u901a\u7684docker\u547d\u4ee4\u4e0a\u6dfb\u52a0\u4e86\u4ecenvidia-docker\u63d2\u4ef6\u83b7\u53d6\u7684GPU\u8bbe\u5907\u9009\u9879\u3002\u8be6\u60c5\u8bf7\u53c2\u8003\u4ee5\u4e0b\u94fe\u63a5\uff1ahttps:\/\/github.com\/NVIDIA\/nvidia-docker\/wiki\/Internals\uff0chttps:\/\/github.com\/NVIDIA\/nvidia-docker\/wiki\/nvidia-docker-plugin\u3002\u6ce8\u610f\uff0c\u6700\u65b0\u7248\u672c\u5df2\u7ecf\u6807\u8bb0\u4e3a1.0\uff08\u5df2\u5e9f\u5f03\uff09\u3002<\/p>\n

\u56e0\u6b64\uff0c\u5982\u679c\u50cfShiva\u4e00\u6837\u4f7f\u7528docker API\uff0c\u60a8\u53ef\u4ee5\u7b80\u5355\u5730\u5c06\u53ef\u4ee5\u4ecenvidia-docker-plugin\u83b7\u53d6\u7684\u9009\u9879\u9644\u52a0\u5230API\u8bf7\u6c42\u4e2d\uff0c\u4ee5\u4fbf\u4ee5\u76f8\u540c\u7684\u65b9\u5f0f\u4f7f\u7528\u3002
\n* \u4f46\u662f\uff0c\u76ee\u524d\u65e0\u6cd5\u6709\u6548\u89e3\u51b3\u5728\u5bb9\u5668\u5185\u90e8\u4f7f\u7528sshfs\u7684\u95ee\u9898\uff0c\u6700\u7ec8\u4e0d\u5f97\u4e0d\u4f7f\u7528privileged\u9009\u9879\u542f\u52a8\uff0c\u56e0\u6b64\u4f7f\u5f97nvidia-docker\u53d8\u5f97\u65e0\u610f\u4e49……<\/p>\n

Prometheus\u51fa\u53e3\u5de5\u5177<\/h3>\n

\u8fd9\u4e2a\u8f6f\u4ef6\u53ef\u4ee5\u5c06 Prometheus \u9700\u8981\u76d1\u63a7\u7684\u4fe1\u606f\u516c\u5f00\u7ed9 Prometheus\uff0cexporter \u81ea\u8eab\u53ea\u5177\u6709\u5c06\u6bcf\u4e2a exporter \u6240\u6301\u6709\u7684\u4fe1\u606f\u4f5c\u4e3a JSON \u683c\u5f0f\u7684 API \u516c\u5f00\u7684\u529f\u80fd\uff0cPrometheus \u5c06\u8f6e\u8be2\u76d1\u63a7 exporter \u5e76\u5c06\u6570\u636e\u5b58\u50a8\u5230 Prometheus \u7684\u6570\u636e\u5e93\u4e2d\u3002<\/p>\n

Shiva\u6b63\u5728\u4f7f\u7528\u4ee5\u4e0b\u7684\u51fa\u53e3\u5546\u3002<\/p>\n

    \n
  • \n
      \u7269\u7406\u30de\u30b7\u30f3(CPU\u3001\u30e1\u30e2\u30ea\u3001NW\u3001\u30c7\u30a3\u30b9\u30af\u3001\u6e29\u5ea6)<\/ul>\n<\/li>\n<\/ul>\n

      node_exporter \u3092\u305d\u306e\u307e\u307e\u5229\u7528<\/p>\n

      GPU(\u5229\u7528\u7387\u3001\u30e1\u30e2\u30ea\u3001\u6e29\u5ea6)<\/p>\n

      nvidia_exporter \u3092\u30ab\u30b9\u30bf\u30e0<\/p>\n

      \u30b3\u30f3\u30c6\u30ca\u72b6\u6cc1(\u5229\u7528\u30e6\u30fc\u30b6\u30fc\u3001\u6700\u7d42\u30a2\u30af\u30bb\u30b9\u6642\u523b)<\/p>\n

      Jupyter broker\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308bexporter\u3092\u72ec\u81ea\u306b\u5b9f\u88c5<\/p>\n

      CephFS – Ceph\u6587\u4ef6\u7cfb\u7edf<\/h3>\n

      \u4f7f\u7528 Ceph \u4f5c\u4e3a\u6587\u4ef6\u7cfb\u7edf\uff0c\u5e76\u5229\u7528 CephFS \u6765\u6784\u5efa\u5206\u6563\u5b58\u50a8\uff0c\u4ee5\u521b\u5efa\u53ef\u4ece\u6240\u6709\u673a\u5668\u8bbf\u95ee\u7684\u5171\u4eab\u7a7a\u95f4\u3002
      \n\u6bcf\u4e2a\u7528\u6237\u7684\u4e3b\u76ee\u5f55\u90fd\u5b58\u50a8\u5728 CephFS \u4e2d\uff0c\u5e76\u5728 Shiva-jupyter \u4e0a\u6302\u8f7d CephFS \u4e2d\u7684\u7528\u6237\u4e3b\u76ee\u5f55\u3002<\/p>\n

      CephFS \u4e0a\u7684\u6587\u4ef6\u8f93\u5165\/\u8f93\u51fa\u901a\u8fc7\u7f51\u7edc\u8fdb\u884c\uff0c\u5e76\u4e14\u4e3a\u4e86\u5197\u4f59\u548c\u8bfb\u53d6\u52a0\u901f\uff0c\u6bcf\u4e2a\u6587\u4ef6\u4f1a\u88ab\u5206\u5272\u6210\u591a\u4e2a\u6761\u5e26\u5e76\u5b58\u50a8\u5728\u6bcf\u4e2a Ceph \u8282\u70b9\u4e0a\u3002\u56e0\u6b64\uff0c\u7f51\u7edc\u901f\u5ea6\u4e00\u5b9a\u662f\u74f6\u9888\uff0c\u5fc5\u987b\u901a\u8fc7\u5c40\u57df\u7f51\u4f20\u8f93\u3002<\/p>\n

      \u7136\u800c\uff0c\u5bf9\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u4efb\u52a1\u6765\u8bf4\uff0c\u4e3b\u8981\u662f\u6279\u91cf\u52a0\u8f7d\u6587\u4ef6\u5230\u5185\u5b58\u548cGPU\u5185\u5b58\u5e76\u91cd\u590d\u8ba1\u7b97\uff0c\u56e0\u6b64\u78c1\u76d8I\/O\u5f88\u5c11\u6210\u4e3a\u74f6\u9888\u3002\u56e0\u6b64\uff0c\u5728\u4f7f\u7528Shiva\u65f6\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e0d\u662f\u4e2a\u95ee\u9898\uff0c\u5e76\u4e14\u5728\u5b9e\u9645\u8fd0\u884c\u4e2d\uff0c\u78c1\u76d8I\/O\u7684\u901f\u5ea6\u76ee\u524d\u4e5f\u6ca1\u6709\u6210\u4e3a\u95ee\u9898\u3002<\/p>\n

      \u7a81\u7136\u65ad\u7535\u4e5f\u80fd\u81ea\u52a8\u6062\u590d\u800c\u4e0d\u4f1a\u4e22\u5931\u6570\u636e\uff0c\u8fd9\u4e00\u70b9\u76f8\u5f53\u51fa\u8272\u3002<\/p>\n

      \u5f53\u4f60\u5728\u8c03\u67e5Ceph\u76f8\u5173\u4fe1\u606f\u65f6\uff0c\u8981\u5728\u5546\u4e1a\u73af\u5883\u4e2d\u5e94\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u548c\u5927\u91cf\u8bbf\u95ee\u786e\u5b9e\u662f\u76f8\u5f53\u56f0\u96be\u7684\u3002<\/p>\n

      \u57fa\u7840\u8bbe\u65bd\u6982\u89c8<\/h1>\n
      \"infra_3.png\"<\/div>\n

      MAAS (Metal-As-A-Service)\u63d0\u4f9b\u4e00\u79cd\u670d\u52a1\uff0c\u53ef\u4ee5\u7b80\u5316\u548c\u81ea\u52a8\u5316\u7269\u7406\u670d\u52a1\u5668\u7684\u7ba1\u7406\u548c\u90e8\u7f72\u3002<\/h3>\n

      \u6211\u53ef\u4ee5\u4f7f\u7528Ubuntu\u5b98\u65b9\u5de5\u5177\u6765\u642d\u5efa\u88f8\u91d1\u5c5e\u73af\u5883\uff0c\u81ea\u52a8\u8fdb\u884c\u64cd\u4f5c\u7cfb\u7edf\u7684\u5b89\u88c5\u3002\u6211\u5728Retty\u5148\u751f\u7684\u6587\u7ae0\u4e2d\u4e86\u89e3\u5230\u5e76\u4f7f\u7528\u4e86\u8fd9\u4e2a\u5de5\u5177\u3002<\/p>\n

      \u56e0\u4e3aMAAS\u672c\u8eab\u7684\u4fe1\u606f\u5f88\u5c11\uff0c\u6240\u4ee5\u6211\u6709\u70b9\u56f0\u60d1\uff0c\u4f46\u53ea\u8981\u6309\u7167MAAS\u5b98\u65b9\u6587\u6863\u7684\u6307\u793a\u6765\u64cd\u4f5c\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528\u800c\u6ca1\u6709\u9047\u5230\u5927\u95ee\u9898\u3002<\/p>\n

      \u5728MAAS\u76842.x\u7248\u672c\u4e2d\uff0c\u65e0\u6cd5\u4f7f\u7528\u8fdc\u7a0b\u5524\u9192\uff08Wake-on-LAN\uff09\u6765\u5f00\u542f\u7535\u6e90\uff0c\u5fc5\u987b\u624b\u52a8\u8fdb\u884c\uff0c\u8fd9\u662f\u7a0d\u5fae\u6709\u70b9\u4e0d\u65b9\u4fbf\u7684\u5730\u65b9\u3002
      \n\u7136\u800c\uff0c\u5b9e\u9645\u4e0a\u5f88\u5c11\u6709\u673a\u4f1a\u9700\u8981\u5f00\u542f\u6216\u5173\u95ed\u7269\u7406\u673a\uff0c\u56e0\u4e3a\u53ea\u6709\u5728\u529e\u516c\u5ba4\u65f6\u624d\u4f1a\u8fd9\u6837\u505a\uff0c\u6240\u4ee5\u5e76\u6ca1\u6709\u7279\u522b\u7684\u95ee\u9898\u3002<\/p>\n

      Ceph (\u5206\u5e03\u5f0f\u5bf9\u8c61\u5b58\u50a8\u7cfb\u7edf)<\/h3>\n

      \u5728\u8fdb\u884cCeph\u7684\u8bbe\u7f6e\u65f6\uff0c\u6211\u7ecf\u8fc7\u4e86\u5f88\u591a\u8270\u96be\u7684\u8c03\u67e5\u7814\u7a76\uff0c\u4e0d\u65ad\u5730\u5c1d\u8bd5\u4e86\u5f88\u591a\u6b21\u3002<\/p>\n

      \u6211\u5728\u642d\u5efaCeph\u65f6\u53c2\u8003\u4e86\u4ee5\u4e0b\u6587\u7ae0\uff1a
      \nhttps:\/\/jedipunkz.github.io\/blog\/2014\/01\/29\/ceph-process-best-practice\/
      \nhttps:\/\/jedipunkz.github.io\/blog\/2014\/02\/27\/journal-ssd-ceph-deploy\/
      \nhttps:\/\/www.server-world.info\/query?os=Ubuntu_16.04&p=ceph<\/p>\n

      \u6700\u540e\uff0c\u6211\u4eec\u628aceph-deploy\u7684\u547d\u4ee4\u4e00\u6b65\u4e00\u6b65\u5730\u6267\u884c\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u6b65\u9aa4\u3002
      \n\u867d\u7136\u60f3\u7528ansible\u6765\u5b9e\u73b0\u81ea\u52a8\u5316\uff0c\u4f46\u76ee\u524d\u8fd8\u672a\u5f00\u59cb\u5904\u7406\u3002<\/p>\n

      Ansible \u4eba\u755c\u65e0\u5bb3<\/h3>\n

      \u6211\u4eec\u4f7f\u7528\u4e2d\u95f4\u4ef6\u914d\u7f6e\u7ba1\u7406\u8f6f\u4ef6\u6765\u81ea\u52a8\u8bbe\u7f6eMesos\uff06Marathon\u73af\u5883\u3002<\/p>\n

      \u7531\u65bcRetty\u5148\u751f\u5728\u6587\u7ae0\u4e2d\u4f7f\u7528\u4e86juju\uff0c\u6240\u4ee5\u6211\u6700\u521d\u4e5f\u8a66\u4e86\u8a66\u90a3\u500b\u3002\u4f46\u662f\u9700\u8981\u82b1\u4e00\u4e9b\u6642\u9593\u4f86\u5b78\u7fd2\u5b83\uff0c\u6240\u4ee5\u6211\u9084\u662f\u9078\u64c7\u4f7f\u7528\u6211\u719f\u6089\u7684Ansible\uff0c\u5c0d\u65bc\u6211\u9019\u6b21\u60f3\u8981\u505a\u7684\u4e8b\u60c5\u4f86\u8aaa\u5df2\u7d93\u8db3\u5920\u4e86\u3002\u4e0d\u904e\uff0c\u5982\u679c\u8003\u616e\u5728\u96f2\u7aef\u4e0a\u52d5\u614b\u8abf\u6574\u898f\u6a21\u7684\u6a5f\u5236\uff0c\u4f3c\u4e4e\u4f7f\u7528juju\u80fd\u5920\u66f4\u8f15\u9b06\u5730\u8a2d\u7f6e\u96c6\u7fa4\u3002<\/p>\n

      \u7269\u7406\u8ba1\u7b97\u673a\u89c4\u683c<\/h2>\n

      \u6211\u4eec\u6b63\u5728\u4f7f\u7528\u4ee5\u4e0b\u89c4\u683c\u7684GPU\u673a\u5668\uff0c\u603b\u5171\u67093\u53f0\u3002<\/p>\n

      \n
      \n

      CPUIntel Core i7-6700K\u30e1\u30e2\u30ea32GBDiskSSD 500GBGPUGTX-1080 \u00d72<\/p><\/div>\n<\/div>\n

      \"IMG_0906-min.JPG\"<\/div>\n

      \u6700\u521d\u653e\u5728\u529e\u516c\u5ba4\u89d2\u843d\u7684\u65f6\u5019\uff0c\u6211\u89c9\u5f97\u5916\u89c2\u5f88\u91cd\u8981\uff0c\u6240\u4ee5\u7528LED\u98ce\u6247\u548cLED\u5e26\u5b50\u7ed9\u5b83\u589e\u6dfb\u4e86\u5149\u5f69\uff0c\u5e76\u628a\u5b83\u653e\u5728\u6210\u5458\u4eec\u5bb9\u6613\u770b\u5230\u7684\u5730\u65b9\uff0c\u5c31\u50cf\u4f9b\u5949\u795e\u7075\u7684\u5730\u65b9\u4e00\u6837\u3002
      \n\u867d\u7136\u88c5\u9970\u8fd8\u4e0d\u591f\uff0c\u4f46\u6211\u5e0c\u671b\u4eca\u540e\u80fd\u627e\u5230\u673a\u4f1a\u4e0d\u65ad\u5347\u7ea7\u5b83\u3002<\/p>\n

      \u5e76\u4e14\uff0cShiva Manager\u6240\u4f7f\u7528\u7684\u670d\u52a1\u5668\u662f\u76f4\u63a5\u4f7f\u7528\u4e00\u53f0\u6211\u4e3a\u5b9e\u4e60\u610f\u5411\u800c\u51c6\u5907\u7684Macbook Pro\u3002<\/p>\n

      \u4f7f\u7528\u65f6\u51fa\u73b0\u7684\u95ee\u9898<\/h1>\n

      \u78c1\u76e4\u5bb9\u91cf\u9650\u5236<\/h2>\n

      \u5728Ceph\u7684\u673a\u5236\u4e2d\uff0c\u6bcf\u4e2a\u6587\u4ef6\u90fd\u4f1a\u88ab\u590d\u5236\u5e76\u4fdd\u5b58\uff0c\u56e0\u6b64\u6bcf\u4e2a\u6587\u4ef6\u7684\u5bb9\u91cf\u4f7f\u7528\u5c06\u7b80\u5355\u5730\u589e\u52a0\u4e00\u500d\u3002
      \n\u5728Shiva\u73af\u5883\u4e2d\uff0c\u603b\u5171\u67091.5TB\u7684\u78c1\u76d8\u5bb9\u91cf\u53ef\u7528\uff0c\u4f46\u5728Ceph\u4e2d\u7684\u6709\u6548\u5bb9\u91cf\u53ea\u6709\u5176\u4e00\u534a\u3002
      \n\u203b\u8fd9\u91cc\u6ca1\u6709\u8be6\u7ec6\u8c03\u67e5\u8fc7\u3002<\/p>\n

      \u4ee5\u524d\u6709\u4eba\u5c06\u6570\u767eGB\u7684\u5b66\u4e60\u6570\u636e\u4e0a\u4f20\u81f3Shiva\uff0c\u5bfc\u81f4ceph\u7684\u5bb9\u91cf\u4e0a\u9650\u88ab\u8017\u5c3d\uff0c\u7cfb\u7edf\u56e0\u6b64\u505c\u6b62\u8fd0\u884c\u3002\u7531\u4e8e\u6570\u636e\u4e0a\u4f20\u672c\u8eab\u4e5f\u9700\u8981\u65f6\u95f4\uff0c\u56e0\u6b64\u6b64\u540e\u6211\u4eec\u51b3\u5b9a\u4e0d\u518d\u5c06\u5927\u5bb9\u91cf\u6570\u636e\u5b58\u653e\u5728Shiva\u4e0a\uff0c\u800c\u662f\u901a\u8fc7sshfs\u5c06\u4e2a\u4eba\u8ba1\u7b97\u673a\u7684\u78c1\u76d8\u6302\u8f7d\u5230\u5bb9\u5668\u5185\u4f9b\u4f7f\u7528\u3002<\/p>\n

      \u5bb9\u5668\u8d44\u6e90\u9694\u79bb<\/h2>\n

      \u7531\u4e8e\u6ca1\u6709\u5bf9\u5bb9\u5668\u8fdb\u884c\u7279\u522b\u7684\u8d44\u6e90\u9650\u5236\uff0c\u5f53\u67d0\u4e9b\u5bb9\u5668\u5931\u63a7\u5e76\u8017\u5c3d\u5185\u5b58\u548cCPU\u65f6\uff0c\u6574\u4e2a\u673a\u5668\u7684\u8fd0\u884c\u4f1a\u505c\u6b62\uff0c\u8fd9\u662f\u4e00\u4e2a\u95ee\u9898\u3002
      \nDocker\u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u5bb9\u5668\u8bbe\u7f6e\u8d44\u6e90\u9650\u5236\uff0c\u56e0\u6b64\u5982\u679c\u7ecf\u5e38\u51fa\u73b0\u95ee\u9898\uff0c\u5efa\u8bae\u6dfb\u52a0\u6b64\u8bbe\u7f6e\u3002<\/p>\n

      \u5bf9\u4e8e Shiva\uff0c\u7531\u4e8e\u5185\u90e8\u56e2\u961f\u6210\u5458\u8f83\u5c11\u4e14\u90fd\u662f\u7528\u6237\uff0c\u6bcf\u4e2a\u6210\u5458\u5bf9\u6280\u672f\u6709\u4e00\u5b9a\u7684\u4e86\u89e3\uff0c\u6240\u4ee5\u5373\u4f7f\u91c7\u7528\u8fd9\u6837\u7684\u673a\u5236\u4e5f\u6ca1\u6709\u95ee\u9898\u3002\u4f46\u662f\uff0c\u5982\u679c\u8981\u9762\u5411\u666e\u901a\u7528\u6237\u63d0\u4f9b\u771f\u6b63\u4e13\u4e1a\u7684\u670d\u52a1\uff0c\u5c31\u9700\u8981\u66f4\u4e25\u683c\u7684\u8d44\u6e90\u9694\u79bb\uff0c\u8fd9\u4f1a\u53d8\u5f97\u76f8\u5f53\u56f0\u96be\u3002<\/p>\n

      Koding\u4e3a\u4ec0\u4e48\u4ece\u5bb9\u5668\u8f6c\u5411\u4f7f\u7528\u865a\u62df\u673a\uff0c\u653e\u5f03\u4e86Docker\uff1f<\/p>\n

      Shiva \u5728\u4f7f\u7528\u5f00\u542f\u540e\u7684\u5b9e\u9645\u8fd0\u7528\u60c5\u51b5<\/h1>\n

      \u4f5c\u4e3a\u4e00\u79cd\u5229\u7528\u5b9e\u8df5\uff0c\u5b83\u7ecf\u5e38\u88ab\u7528\u4e8e\u5728GPU\u73af\u5883\u4e0b\u8fdb\u884c\u7b80\u5355\u9a8c\u8bc1\uff0c\u4ee5\u53ca\u5728\u5b9e\u4e60\u751f\u548c\u81ea\u7531\u804c\u4e1a\u8005\u7684\u534f\u52a9\u4e0b\uff0c\u4f9b\u5f00\u53d1\u76ee\u7684\u4f7f\u7528\u3002
      \n\u53e6\u5916\uff0c\u7531\u4e8e\u67096\u5f20GTX-1080\uff0c\u4e00\u4e9b\u6210\u5458\u4e5f\u4f1a\u4f7f\u7528Shiva\u6765\u5c1d\u8bd5\u591a\u79cd\u4e0d\u540c\u7684\u8d85\u53c2\u6570\u7ec4\u5408\u3002<\/p>\n

      \u5c3d\u7ba1\u5c06\u673a\u5668\u5b66\u4e60\u5bb9\u5668\u914d\u7f6e\u4e3a\u96c6\u6210\u73af\u5883\uff0c\u4f46\u6210\u5458\u4eec\u4f3c\u4e4e\u4f7f\u7528pyenv\u7b49\u5de5\u5177\u5728\u5404\u81ea\u7684\u73af\u5883\u4e2d\u8bbe\u7f6e\u5e76\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u5e93\u3002
      \n\u56e0\u6b64\uff0c\u76f8\u8f83\u4e8e\u7279\u5b9a\u7248\u672c\u7684\u96c6\u6210\u73af\u5883\uff0c\u6709\u80fd\u529b\u4fdd\u5b58\u81ea\u5df1\u8bbe\u7f6e\u7684\u73af\u5883\u7684\u529f\u80fd\u5c06\u66f4\u52a0\u65b9\u4fbf\u3002
      \n\u53e6\u5916\uff0c\u8fd8\u6709\u4e00\u4e2a\u60f3\u8981\u901a\u8fc7SSH\u800c\u4e0d\u662f\u901a\u8fc7\u6d4f\u89c8\u5668\u8bbf\u95eeJupyter\u7684\u9700\u6c42\u3002<\/p>\n

      \u6211\u4eec\u8ba1\u5212\u5728\u672a\u6765\u6dfb\u52a0\u548c\u6269\u5c55\u8fd9\u6837\u7684\u529f\u80fd\u3002\u5c3d\u7ba1\u6211\u4eec\u4ece\u5f88\u4e45\u4ee5\u524d\u5c31\u6709\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u4f46\u662f\u65f6\u95f4\u603b\u662f\u4e0d\u591f\u7528\u5462…<\/p>\n

      \u603b\u7ed3<\/h1>\n

      \u8d77\u521d\uff0c\u6211\u4eec\u53d1\u8d77\u4e86Retty\u7684\u673a\u5668\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd\u7684\u5b8c\u5168\u590d\u5236\u76ee\u6807\uff0c\u4f46\u5728\u8003\u8651\u5230\u6211\u4eec\u6240\u9762\u4e34\u7684\u95ee\u9898\u548c\u4e2a\u4eba\u6280\u80fd\u60c5\u51b5\u540e\uff0c\u6211\u4eec\u5728\u4e00\u4e9b\u5730\u65b9\u8fdb\u884c\u4e86\u8c03\u6574\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e86\u73b0\u6709\u7684Shiva\u3002<\/p>\n

      \u4eca\u5e74\u6709\u6bb5\u65f6\u95f4\u6211\u540c\u65f6\u8fdb\u884c\u4e86\u591a\u4e2a\u9879\u76ee\uff0c\u975e\u5e38\u5fd9\u788c\u3002\u5728\u8fd9\u4e9b\u9879\u76ee\u544a\u4e00\u6bb5\u843d\u4e4b\u540e\uff0c\u6709\u5927\u7ea6\u4e00\u4e2a\u6708\u7684\u65f6\u95f4\u51e0\u4e4e\u5904\u4e8e\u7a7a\u95f2\u72b6\u6001\uff08\u7ea6\u536010%\u7684\u5de5\u4f5c\u91cf\uff09\uff0c\u6211\u5229\u7528\u8fd9\u6bb5\u65f6\u95f4\u72ec\u81ea\u8fdb\u884c\u4e86\u5f00\u53d1\u3002<\/p>\n

      \u7531\u4e8e\u5e73\u65f6\u5b8c\u5168\u4f9d\u8d56\u4e91\u6258\u7ba1\u670d\u52a1\uff0c\u6240\u4ee5\u51e0\u4e4e\u6ca1\u6709\u76f4\u63a5\u63a5\u89e6\u57fa\u7840\u67b6\u6784\u7684\u673a\u4f1a\uff0c\u8fd9\u6b21\u7279\u522b\u9700\u8981\u5e7f\u6cdb\u8c03\u7814\u6280\u672f\u76f8\u5173\u4e8e\u57fa\u7840\u67b6\u6784\uff0c\u611f\u5230\u6709\u4e9b\u56f0\u96be\u3002
      \n\u7136\u800c\uff0c\u6700\u7ec8\u6839\u636e\u8c03\u7814\u5f97\u5230\u7684\u4fe1\u606f\u6210\u529f\u6784\u5efa\u4e86Shiva\uff0c\u5bf9\u6211\u4e2a\u4eba\u6765\u8bf4\u662f\u975e\u5e38\u6709\u5b66\u4e60\u610f\u4e49\u7684\u3002<\/p>\n

      \u7136\u540e\uff0c\u5b9e\u9645\u4e0a\u6211\u4e4b\u524d\u4ece\u6765\u6ca1\u6709\u81ea\u5df1\u7ec4\u88c5\u8fc7\u7535\u8111\uff0c\u5bf9\u4e8e\u96f6\u90e8\u4ef6\u7684\u79cd\u7c7b\u548c\u7535\u6e90\u5bb9\u91cf\u4e5f\u4e0d\u592a\u4e86\u89e3\uff0c\u5b8c\u5168\u662f\u4e2a\u751f\u624b\u7684\u72b6\u6001\u4e0b\uff0c\u5728\u67e5\u9605\u8d44\u6599\u7684\u540c\u65f6\u5411\u8eab\u8fb9\u7684\u6210\u5458\u8bf7\u6559\uff0c\u5e76\u4e14\u4e0d\u65ad\u5c1d\u8bd5\u5404\u79cd\u65b9\u6cd5\uff0c\u603b\u7b97\u662f\u6210\u529f\u7ec4\u88c5\u4e86\u7269\u7406\u90e8\u5206\u7684\u673a\u5668\u3002
      \n\u53bb\u79cb\u53f6\u539f\u627e\u7535\u8111\u96f6\u4ef6\u4e4b\u7c7b\u7684\uff0c\u6211\u7684\u5174\u594b\u5ea6\u77ac\u95f4\u98d9\u5347\u3002
      \n\u56e0\u4e3a\u8fd9\u662f\u6211\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u7684\u90e8\u5206\uff0c\u6240\u4ee5\u5bf9\u6211\u6765\u8bf4\u4e5f\u662f\u6700\u6709\u8da3\u7684\u5730\u65b9\u3002<\/p>\n

      \u5c3d\u7ba1Nextremer\u7684\u5de5\u7a0b\u5e08\u53ef\u80fd\u6ca1\u6709\u76f8\u5173\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4f46\u5f53\u9762\u4e34\u4efb\u4f55\u68d8\u624b\u95ee\u9898\u65f6\uff0c\u4ed6\u4eec\u4ecd\u7136\u6301\u6709\u72ec\u81ea\u8c03\u7814\u5e76\u901a\u8fc7\u5de5\u7a0b\u65b9\u5f0f\u89e3\u51b3\u7684\u5fc3\u6001\u3002<\/p>\n

      \u6211\u4eec\u7814\u7a76\u7684\u5bf9\u8bdd\u7cfb\u7edf\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u4e00\u5f00\u59cb\u51e0\u4e4e\u90fd\u662f\u4e00\u7fa4\u7d20\u4eba\uff0c\u4ed6\u4eec\u901a\u8fc7\u81ea\u6211\u8c03\u67e5\u548c\u5b9e\u8df5\u6765\u63d0\u5347\u6280\u80fd\u3002\u73b0\u5728\u6211\u4eec\u6709\u5f88\u591a\u62e5\u6709\u4ee4\u4eba\u81ea\u8c6a\u7684\u5353\u8d8a\u6280\u80fd\u7684\u6210\u5458\u3002\u5373\u4f7f\u662f\u5728\u672a\u77e5\u9886\u57df\uff0c\u6211\u4eec\u603b\u662f\u5728\u53d7\u5230\u5468\u56f4\u6210\u5458\u7684\u6fc0\u52b1\u4e0b\uff0c\u5e0c\u671b\u80fd\u591f\u7ad9\u5728\u6700\u524d\u6cbf\u5f00\u62d3\u4e00\u7247\u6ca1\u6709\u4efb\u4f55\u4e1c\u897f\u7684\u9053\u8def\u4e0a\u3002<\/p>\n

      \u5e0c\u671b\u5728\u8fd9\u6837\u7684\u73af\u5883\u4e2d\u81ea\u7531\u79ef\u6781\u5730\u5de5\u4f5c\u7684\u4eba\uff0c\u6b22\u8fce\u52a0\u5165 Nextremer \u548c\u6211\u4eec\u4e00\u8d77\u5de5\u4f5c\uff01
      \nhttps:\/\/www.wantedly.com\/companies\/nextremer\/projects<\/p>\n

      \u6700\u540e<\/h1>\n

      \u6700\u540e\uff0c\u771f\u7684\u975e\u5e38\u611f\u8c22\u6a3d\u77f3\u5148\u751f\u516c\u5f00\u4e86\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u7684\u4fe1\u606f\uff01<\/p>\n

      \u672a\u6765\uff0c\u6211\u4eec\u5c06\u7ee7\u7eed\u79ef\u6781\u516c\u5f00Nextremer\u6280\u672f\u4fe1\u606f\u548c\u6e90\u4ee3\u7801\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u5f00\u653e\u7684\u73af\u5883\u4e2d\u81ea\u7531\u6d41\u901a\u3002\u6211\u4eec\u4e5f\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u7684\u4fe1\u606f\u80fd\u591f\u5bf9\u67d0\u4e2a\u4eba\u6709\u6240\u5e2e\u52a9…\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"

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