{"id":34679,"date":"2023-07-11T21:17:03","date_gmt":"2024-01-17T00:16:07","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8%e5%9f%ba%e4%ba%8ekubernetes%e9%a9%b1%e5%8a%a8%e7%9a%84%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%b9%b3%e5%8f%b0seldon%e8%bf%9b%e8%a1%8c%e5%ae%9e%e9%aa%8c\/"},"modified":"2024-04-30T13:07:07","modified_gmt":"2024-04-30T05:07:07","slug":"%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8%e5%9f%ba%e4%ba%8ekubernetes%e9%a9%b1%e5%8a%a8%e7%9a%84%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%b9%b3%e5%8f%b0seldon%e8%bf%9b%e8%a1%8c%e5%ae%9e%e9%aa%8c","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8%e5%9f%ba%e4%ba%8ekubernetes%e9%a9%b1%e5%8a%a8%e7%9a%84%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%b9%b3%e5%8f%b0seldon%e8%bf%9b%e8%a1%8c%e5%ae%9e%e9%aa%8c\/","title":{"rendered":"\u5c1d\u8bd5\u4f7f\u7528\u57fa\u4e8eKubernetes\u9a71\u52a8\u7684\u673a\u5668\u5b66\u4e60\u5e73\u53f0”Seldon”\u8fdb\u884c\u5b9e\u9a8c"},"content":{"rendered":"

\u9996\u5148<\/h1>\n

Seldon\u662f\u4ec0\u4e48\uff1f<\/h2>\n

\u8fd9\u662f\u4e00\u4e2a\u82f1\u56fd\u5f00\u53d1\u7684\u673a\u5668\u5b66\u4e60\u5f00\u6e90\u5e73\u53f0\uff0c\u4e8e2015\u5e7412\u6708\u4f5c\u4e3aOSS\u9996\u6b21\u516c\u5f00\u53d1\u5e03\u3002<\/p>\n

\u4f7f\u7528Kubernetes\u4f5c\u4e3a\u67b6\u6784\u7684\u6838\u5fc3\u662f\u5176\u7279\u70b9\uff0c\u501f\u52a9Kubernetes\u53ef\u4ee5\u8f7b\u677e\u5730\u642d\u5efa\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff0c\u4f8b\u5982\u7531Kafka + Spark + Zookeeper\uff08\u7528\u4e8e\u673a\u5668\u5b66\u4e60\uff09\u6216Grafana + Influxdb + Fluentd\uff08\u7528\u4e8e\u65e5\u5fd7\u53ef\u89c6\u5316\uff09\u7b49\u6784\u6210\u7684\u7cfb\u7edf\u3002<\/p>\n

\u53e6\u5916\uff0c\u5229\u7528\u5bb9\u5668\u914d\u7f6e\u7684\u8bbe\u8ba1\u4e2d\u5145\u5206\u53d1\u6325\u4e86\u5bb9\u5668\u7ec4\u4ef6\u7684\u4f18\u52bf\uff0c\u5982\u5c06\u5b66\u4e60\u6a21\u578b\u538b\u7f29\u5230\u5bb9\u5668\u4e2d\u5b9e\u73b0\u5fae\u670d\u52a1\u5316\uff0c\u4ee5\u53ca\u5c06\u6279\u91cf\u5b66\u4e60\u5904\u7406\uff08\u57fa\u4e8eluigi\uff09\u538b\u7f29\u5230Dockerfile\u4e2d\u4f5c\u4e3aKubernetes\u4f5c\u4e1a\u8fdb\u884c\u63d0\u4ea4\u7684\u673a\u5236\u7b49\u3002<\/p>\n

\u5c3d\u7ba1\u56e2\u961f\u89c4\u6a21\u8f83\u5c0f\uff0c\u4f46\u4ed6\u4eec\u6301\u7eed\u4e0d\u65ad\u5730\u63a8\u51fa\u4e86\u5f88\u591a\u5145\u6ee1\u6d3b\u529b\u7684\u4ea7\u54c1\uff0c\u8ba9\u6211\u89c9\u5f97\u975e\u5e38\u6709\u8da3\u3002\u56e0\u6b64\uff0c\u6211\u5f88\u8363\u5e78\u80fd\u591f\u5728\u8fd9\u91cc\u5411\u5927\u5bb6\u4ecb\u7ecd\u3002\u5982\u679c\u60a8\u5bf9\u6b64\u611f\u5174\u8da3\uff0c\u6211\u5c06\u4e0d\u80dc\u611f\u6fc0\u3002<\/p>\n

\u4e0e\u7c7b\u4f3c\u8f6f\u4ef6\u76f8\u6bd4\u8f83<\/h2>\n

\u4f5c\u4e3a\u300cOSS \u673a\u5668\u5b66\u4e60\u5e73\u53f0\u300d\uff0c\u6211\u4eec\u4e0e\u7c7b\u4f3c\u7684 PredictionIO \u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u53d1\u73b0\u6709\u5f88\u591a\u76f8\u4f3c\u4e4b\u5904\u3002<\/p>\n

\n
\nPredictionIOSeldon\u30e9\u30a4\u30bb\u30f3\u30b9Apache License 2.0<\/strong>Apache License 2.0<\/strong>\u30e1\u30a4\u30f3\u306b\u306a\u308b\u958b\u767a\u8a00\u8a9eScala<\/strong>Python<\/strong>\u5bfe\u5fdc\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u9818\u57df\u6c4e\u7528(Template Engine)<\/strong>Recommendation \/ Prediction\u6a19\u6e96\u30b5\u30dd\u30fc\u30c8\u30e2\u30c7\u30ebMLlibTensorFlow, Keras, Vowpal Wabbit, XGBoost, Gensim<\/strong>\u30b3\u30f3\u30c6\u30ca\u5bfe\u5fdc\u975e\u516c\u5f0fKubernetes<\/strong>1st release2013\/02<\/strong>2015\/12GitHub\u306eStar\u6570(2017\/06\/29\u6642\u70b9)10,252<\/strong>1,078\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8(\u305d\u308c\u306a\u308a\u306b)\u5145\u5b9f<\/strong>\u5fc5\u8981\u6700\u4f4e\u9650\u305d\u306e\u4ed6\u65e5\u672c\u8a9e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u3042\u308b<\/strong>\u82f1\u8a9e\/\u65e5\u672c\u8a9e\u3092\u554f\u308f\u305a\u60c5\u5831\u304c\u5c11\u306a\u3044<\/div>\n<\/div>\n

\u5bf9\u6bd4\u4e00\u4e0b\u8fd9\u6837\u611f\u89c9\u662f\u300c\u55ef\uff0c\u6709\u70b9\u513f…\u300d\uff0c\u4f46\u5b9e\u9645\u53bb\u78b0\u5b83\u65f6\uff0c\u5b83\u5177\u6709\u7b80\u5355\u7684\u7ed3\u6784\uff0c\u6613\u4e8e\u7406\u89e3\uff0c\u770b\u8d77\u6765\u610f\u5916\u5730\u8fd8\u597d\u529e\u3002<\/p>\n

\u5982\u679c\u4f60\u89c9\u5f97\u300cPredictioIO\u7684\u673a\u5236\u592a\u590d\u6742\u4e86…\u300d\uff0c\u6216\u8005\u4f60\u60f3\u57fa\u672c\u4e0a\u4f7f\u7528Python\u6765\u5b9e\u73b0\uff0c\u6211\u5f3a\u70c8\u5efa\u8bae\u4f60\u4eec\u4e00\u5b9a\u8981\u5c1d\u8bd5\u4e00\u4e0b\u3002\u8fd9\u6837\u4f60\u4eec\u53ef\u4ee5\u589e\u52a0\u66f4\u591a\u7684\u77e5\u8bc6\u548c\u7ecf\u9a8c\u3002<\/p>\n

\u89e6\u6478\u4e00\u4e0bSeldon\u3002<\/h1>\n

\u6240\u4ee5\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u64cd\u4f5c\u786e\u8ba4\u3002<\/p>\n

    \n
  • \n
      \u81ea\u4f5cPC (i7-4790 @ 3.60GHz, SSD) (\u30e1\u30e2\u30ea 32GB)<\/ul>\n<\/li>\n<\/ul>\n

      Windows 10 Pro 64bit
      \nHyper-V<\/p>\n

      \u30b3\u30f3\u30bd\u30fc\u30eb\u74b0\u5883<\/p>\n

      Cygwin<\/p>\n

      Python 2.7.13
      \nmake, htpasswd(httpd-tools), (jq)<\/p>\n

      Kubernetes<\/p>\n

      Minikube v0.20.0
      \nKubectl v1.6.3<\/p>\n

      \u6587\u6863\u4e2d\u5199\u7740”\u82e5\u8981\u5728minicube\u4e0a\u8fd0\u884c\uff0c\u9700\u8981\u81f3\u5c1112GB\u7684\u4e3b\u5185\u5b58”1\uff0c\u4e8e\u662f\u6211\u5728Windows\u73af\u5883\u4e0b\u8bd5\u7740\u752816GB\u7684MBP\uff0c\u4f46\u5728minikube\u548ckubectl\u7b49\u65b9\u9762\u7ecf\u5e38\u9047\u5230\u95ee\u9898\u3002
      \n\u6211\u5efa\u8bae\u8bda\u5b9e\u5730\u4f7f\u7528MacOS\u6216Linux\uff0c\u6216\u8005\u4f7f\u7528GCP\u7684\u65b9\u6cd5\u3002<\/p>\n

      \u5982\u679c\u60a8\u4ecd\u7136\u60f3\u5728Windows\u73af\u5883\u4e0b\u5c1d\u8bd5\uff0c\u8bf7\u67e5\u770b\u4e0b\u6587\u63d0\u53ca\u7684\u201c\u203bWindows + Cygwin\u7684\u60c5\u51b5\u201d\u3002<\/p>\n

      Seldon\u7684\u542f\u52a8<\/h2>\n

      \u9996\u5148\uff0c\u542f\u52a8Kubernetes\u96c6\u7fa4\u3002
      \n\u8fd9\u6b21\uff0c\u6839\u636e\u5b98\u65b9\u6587\u6863\u7684\u6307\u5b9a\uff0c\u6211\u4eec\u5c06\u5185\u5b58\u8bbe\u5b9a\u4e3a12GB\uff0c\u5e76\u4e14\u4e3a\u4e86\u9884\u7559\u66f4\u591a\u7684\u7a7a\u95f4\uff0c\u4e5f\u5c06\u78c1\u76d8\u5927\u5c0f\u5206\u914d\u5f97\u8f83\u5927\u3002\u9009\u62e9\u4e86Hyper-V\u4f5c\u4e3a\u9a71\u52a8\u7a0b\u5e8f\u3002<\/p>\n

      c:\\>minikube start --vm-driver=\"hyperv\" --memory=12000 --disk-size=40g\r\nStarting local Kubernetes v1.6.4 cluster...\r\nStarting VM...\r\nDownloading Minikube ISO\r\n 90.95 MB \/ 90.95 MB [==============================================] 100.00% 0s\r\nMoving files into cluster...\r\nSetting up certs...\r\nStarting cluster components...\r\nConnecting to cluster...\r\nSetting up kubeconfig...\r\nKubectl is now configured to use the cluster.\r\n<\/code><\/pre>\n
      \u786e\u8ba4\u96c6\u7fa4\u5df2\u6b63\u786e\u542f\u52a8\u3002<\/p>\n
      c:\\>kubectl cluster-info\r\nKubernetes master is running at https:\/\/192.168.11.224:8443\r\n\r\nTo further debug and diagnose cluster problems, use 'kubectl cluster-info dump'.\r\n<\/code><\/pre>\n
      \u8bf7\u4ece\u8fd9\u91cc\u68c0\u67e5 Seldon \u7684\u6700\u65b0\u53d1\u5e03\u7248\u672c\uff0c\u5e76\u83b7\u53d6\u6e90\u4ee3\u7801\u3002\u6b64\u6b21\u4f7f\u7528\u7684\u7248\u672c\u662f v1.4.6\uff0c\u5e76\u5c06\u5176\u914d\u7f6e\u5728 C:\\seldon-server \u4e0b\u3002<\/p>\n
      $ cd \/cygdrive\/c\/\r\n$ git clone https:\/\/github.com\/seldonio\/seldon-server\r\n$ cd seldon-server\/\r\n$ git checkout -b v1.4.6 refs\/tags\/v1.4.6\r\n<\/code><\/pre>\n
      \u6211\u4eec\u5c06\u521b\u5efaKubernetes Configuration\u3002\u8bf7\u63d0\u524d\u51c6\u5907\u597dmake\u548chtpasswd\u547d\u4ee4\uff0c\u56e0\u4e3a\u5b83\u4eec\u662f\u5fc5\u9700\u7684\u3002
      \n\u6ce8\u610f\uff0c\u5b98\u65b9\u5b89\u88c5\u624b\u518c\u4e2d\u5305\u542b\u53c2\u6570\u4fee\u6539\u793a\u4f8b\uff0c\u4f46\u5728\u4f7f\u7528Minikube\u65f6\uff0c\u4fdd\u6301\u9ed8\u8ba4\u8bbe\u7f6e\u6ca1\u6709\u95ee\u9898\u3002<\/p>\n
      $ cd \/cygdrive\/c\/seldon-server\/kubernetes\/conf\r\n$ make clean conf\r\nrm -f \/home\/teru\/seldon-server\/build\/build_versions_generated\r\nrm -f mysql.json\r\nrm -f memcache.json\r\nrm -f control.json\r\nrm -f td-agent-server.json\r\nrm -f spark-master.json\r\nrm -f spark-workers.json\r\nrm -f server.json\r\nrm -f influxdb-grafana.json\r\nrm -f examples\/reuters\/import-data-job.json\r\nrm -f examples\/ml100k\/ml100k-import.json\r\nrm -f examples\/ml10m\/ml10m-import-item-similarity.json\r\nrm -f examples\/ml10m\/ml10m-import-matrix-factorization.json\r\nrm -f examples\/finefoods\/train-finefoods.json\r\nrm -f examples\/tensorflow_deep_mnist\/train-tensorflow-deep-mnist.json\r\nrm -f examples\/tensorflow_deep_mnist\/load-model-tensorflow-deep-mnist.json\r\nrm -f microservice-.json\r\nrm -f glusterfs.json\r\nrm -f zookeeper.json\r\nrm -f kafka.json\r\nrm -f dev\/server.json\r\nrm -f dev\/control.json\r\nrm -f dev\/iago.json\r\nrm -f dev\/locust-slave.json.template\r\nrm -f dev\/locust-master.json.template\r\nrm -f analytics\/*.json\r\nrm -f microservice_pipeline.rest.template\r\nrm -f microservice_pipeline.rpc.template\r\nrm -f models\/stream-itemsim-create.json\r\nrm -f models\/stream-itemsim-dbupload.json\r\nrm -f rpc\/create-proto-jar-job.template.json\r\nrm -f mysql-google-cloudsql.json\r\nrm -f spark-ui.json\r\nrm -f proxy-server.json\r\nrm -f spark.htpasswd\r\nkubectl delete secret grafana-admin-password  > \/dev\/null 2>&1 || : && \\\r\nkubectl create secret generic grafana-admin-password --from-literal=grafana-admin-password.txt=\"admin\"\r\nsecret \"grafana-admin-password\" created\r\nhtpasswd -bc spark.htpasswd spark spark\r\nAdding password for user spark\r\nkubectl delete secret sparkui-secret  > \/dev\/null 2>&1 || : && \\\r\nkubectl create secret generic sparkui-secret --from-file=.\/spark.htpasswd\r\nsecret \"sparkui-secret\" created\r\ncreated control.json\r\ncreated mysql.json\r\ncreated memcache.json\r\ncreated td-agent-server.json\r\ncreated spark-master.json\r\ncreated spark-workers.json\r\ncreated examples\/reuters\/import-data-job.json\r\ncreated glusterfs.json\r\ncreated server.json\r\ncreated examples\/ml100k\/ml100k-import.json\r\ncreated dev\/server.json\r\ncreated dev\/control.json\r\ncreated influxdb-grafana.json\r\ncreated zookeeper.json\r\ncreated kafka.json\r\ncreated examples\/finefoods\/train-finefoods.json\r\ncreated examples\/tensorflow_deep_mnist\/train-tensorflow-deep-mnist.json\r\ncreated examples\/tensorflow_deep_mnist\/load-model-tensorflow-deep-mnist.json\r\ncreated microservice_pipeline.rest.template\r\ncreated microservice_pipeline.rpc.template\r\ncreated examples\/US_stocks\/train-US-stocks.json\r\ncreated mysql-google-cloudsql.json\r\ncreated spark-ui.json\r\ncreated proxy-server.json\r\n<\/code><\/pre>\n
      \u5c06seldon-server\/kubernetes\/bin\u6dfb\u52a0\u5230\u73af\u5883\u53d8\u91cf\u5e76\u4f7f\u7528seldon-up\u811a\u672c\u542f\u52a8\u3002
      \n\u5728\u6211\u7684\u73af\u5883\u4e2d\uff0c\u542f\u52a8\u8fc7\u7a0b\u5927\u7ea6\u9700\u89815\u523010\u5206\u949f\uff0c\u8bf7\u8010\u5fc3\u7b49\u5f85\u3002<\/p>\n
      $ ls \/cygdrive\/c\/seldon-server\/kubernetes\/bin\r\ncreate-proto-jar  launch-locust-load-test  seldon-cli  seldon-down  seldon-up  start-microservice\r\n\r\n$ export PATH=\"$PATH:\/cygdrive\/c\/seldon-server\/kubernetes\/bin\"\r\n\r\n$ seldon-up\r\nStarting seldon version [1.4.6]\r\nCreating hostpath persistent volume\r\npersistentvolume \"host-volume\" created\r\npersistentvolumeclaim \"seldon-claim\" created\r\nStarting core servces\r\ndeployment \"mysql\" created\r\nservice \"mysql\" created\r\ndeployment \"memcached1\" created\r\nservice \"memcached1\" created\r\ndeployment \"memcached2\" created\r\nservice \"memcached2\" created\r\ndeployment \"redis\" created\r\nservice \"redis\" created\r\nservice \"zookeeper-1\" created\r\nservice \"zookeeper-2\" created\r\nservice \"zookeeper-3\" created\r\ndeployment \"zookeeper1\" created\r\ndeployment \"zookeeper2\" created\r\ndeployment \"zookeeper3\" created\r\ndeployment \"seldon-control\" created\r\ndeployment \"influxdb-grafana\" created\r\nservice \"monitoring-influxdb\" created\r\nservice \"monitoring-grafana\" created\r\nNAME                               READY     STATUS              RESTARTS   AGE\r\ninfluxdb-grafana-842592602-h0m2t   0\/2       Pending             0          1s\r\nmemcached1-2136693305-lzmmj        0\/1       ContainerCreating   0          3s\r\nmemcached2-2533120572-9wckh        0\/1       ContainerCreating   0          3s\r\nmysql-2529449154-21g6z             0\/1       ContainerCreating   0          4s\r\nredis-1963070708-sp2h1             0\/1       ContainerCreating   0          3s\r\nseldon-control-2582542290-dl869    0\/1       ContainerCreating   0          1s\r\nzookeeper1-467704625-8crjx         0\/1       ContainerCreating   0          2s\r\nzookeeper2-1006738229-rqhkt        0\/1       ContainerCreating   0          2s\r\nzookeeper3-1545771833-dwr97        0\/1       ContainerCreating   0          2s\r\nWaiting for pods to be running as found 9 in non-running state\r\nSleeping for 5 seconds...\r\nNAME                               READY     STATUS              RESTARTS   AGE\r\ninfluxdb-grafana-842592602-h0m2t   0\/2       ContainerCreating   0          7s\r\nmemcached1-2136693305-lzmmj        0\/1       ContainerCreating   0          9s\r\nmemcached2-2533120572-9wckh        0\/1       ContainerCreating   0          9s\r\nmysql-2529449154-21g6z             0\/1       ContainerCreating   0          10s\r\nredis-1963070708-sp2h1             0\/1       ContainerCreating   0          9s\r\nseldon-control-2582542290-dl869    0\/1       ContainerCreating   0          7s\r\nzookeeper1-467704625-8crjx         0\/1       ContainerCreating   0          8s\r\nzookeeper2-1006738229-rqhkt        0\/1       ContainerCreating   0          8s\r\nzookeeper3-1545771833-dwr97        0\/1       ContainerCreating   0          8s\r\nWaiting for pods to be running as found 9 in non-running state\r\nSleeping for 5 seconds...\r\n\r\n... (\u4e2d\u7565)\r\n\r\nWaiting for pods to be running as found 1 in non-running state\r\nSleeping for 3 seconds...\r\ndeployment \"spark-worker-controller\" created\r\ndeployment \"spark-ui-proxy-controller\" created\r\nservice \"spark-ui-proxy\" created\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nSetting up memcached\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/config\/memcached\/_data_]\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/config\/memcached\/_data_]\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nupdated zk node[\/config\/memcached]\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/config\/dbcp\/_data_]\r\nSetting up Databases\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/config\/dbcp\/_data_]\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nupdated zk node[\/config\/dbcp]\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nTrying to create the client\r\nAdding api DB to MySQL DB 'ClientDB'\r\nAdding JS consumer key for client 'test' : 'CX3W4JJIWFMGJ6E30F6T'\r\nAdding REST API key for client 'test' : consumer_key='EZ137JB4KP1MZFBDXWHY' consumer_secret='MTPIBH760LE2XOJBB50W'\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/all_clients\/test\/_data_]\r\nupdated zk node[\/all_clients\/test]\r\nAdding grafana dashboard, response code 200\r\nStarting Seldon API server\r\ndeployment \"seldon-server\" created\r\nservice \"seldon-server\" created\r\nDefaulting container name to influxdb.\r\nUse 'kubectl describe pod\/influxdb-grafana-842592602-h0m2t' to see all of the containers in this pod.\r\ndeployment \"kafka-stream-impressions\" created\r\ndeployment \"kafka-stream-predictions\" created\r\n<\/code><\/pre>\n
      \u5982\u679c\u8d85\u8fc730\u5206\u949f\u4ecd\u672a\u5b8c\u6210\uff0c\u53ef\u80fd\u53d1\u751f\u5f02\u5e38\u7ec8\u6b62\uff0c\u8bf7\u5c1d\u8bd5\u4f7f\u7528kubectl get all\u6216kubectl get events\u7b49\u547d\u4ee4\u6765\u786e\u8ba4\u72b6\u6001\u3002\u4ee5\u4e0b\u662f\u6b63\u5e38\u5b8c\u6210\u540ekubectl get all\u7684\u7ed3\u679c\u3002<\/p>\n
      $ kubectl get all\r\nNAME                                            READY     STATUS    RESTARTS   AGE\r\npo\/influxdb-grafana-842592602-n9xl6             2\/2       Running   0          12m\r\npo\/kafka-controller-1424591021-q76xh            1\/1       Running   0          5m\r\npo\/kafka-stream-impressions-169212079-4s9m7     1\/1       Running   0          3m\r\npo\/kafka-stream-predictions-140764527-vqqs4     1\/1       Running   0          3m\r\npo\/memcached1-2136693305-lzg9l                  1\/1       Running   0          12m\r\npo\/memcached2-2533120572-djxbh                  1\/1       Running   0          12m\r\npo\/mysql-2529449154-v0j1d                       1\/1       Running   0          12m\r\npo\/redis-1963070708-qtqk9                       1\/1       Running   0          12m\r\npo\/seldon-control-2582542290-rn0q2              1\/1       Running   0          12m\r\npo\/seldon-server-3173692685-sxpcr               3\/3       Running   0          3m\r\npo\/spark-master-controller-3720462731-pr84p     1\/1       Running   0          4m\r\npo\/spark-ui-proxy-controller-1688034969-vrtwj   2\/2       Running   0          3m\r\npo\/spark-worker-controller-3381690000-62g1s     1\/1       Running   0          3m\r\npo\/spark-worker-controller-3381690000-6dkpz     1\/1       Running   0          3m\r\npo\/td-agent-server-3988194731-xll8z             1\/1       Running   0          5m\r\npo\/zookeeper1-467704625-2smxw                   1\/1       Running   0          12m\r\npo\/zookeeper2-1006738229-870qd                  1\/1       Running   0          12m\r\npo\/zookeeper3-1545771833-lrwxh                  1\/1       Running   0          12m\r\n\r\nNAME                      CLUSTER-IP   EXTERNAL-IP   PORT(S)                       AGE\r\nsvc\/kafka-service         10.0.0.167   <nodes>       9092:30010\/TCP                5m\r\nsvc\/kubernetes            10.0.0.1     <none>        443\/TCP                       13m\r\nsvc\/memcached1            10.0.0.237   <none>        11211\/TCP                     12m\r\nsvc\/memcached2            10.0.0.103   <none>        11211\/TCP                     12m\r\nsvc\/monitoring-grafana    10.0.0.185   <pending>     80:30002\/TCP                  12m\r\nsvc\/monitoring-influxdb   10.0.0.198   <none>        8083\/TCP,8086\/TCP             12m\r\nsvc\/mysql                 10.0.0.253   <none>        3306\/TCP                      12m\r\nsvc\/redis                 10.0.0.192   <none>        6379\/TCP                      12m\r\nsvc\/seldon-server         10.0.0.221   <nodes>       80:30015\/TCP,5000:30017\/TCP   3m\r\nsvc\/spark-master          10.0.0.211   <none>        7077\/TCP                      4m\r\nsvc\/spark-ui-proxy        10.0.0.145   <pending>     8000:30005\/TCP                3m\r\nsvc\/spark-webui           10.0.0.162   <none>        8080\/TCP                      4m\r\nsvc\/td-agent-server       10.0.0.222   <none>        24224\/TCP,24224\/UDP           5m\r\nsvc\/zookeeper-1           10.0.0.219   <none>        2181\/TCP,2888\/TCP,3888\/TCP    12m\r\nsvc\/zookeeper-2           10.0.0.225   <none>        2181\/TCP,2888\/TCP,3888\/TCP    12m\r\nsvc\/zookeeper-3           10.0.0.151   <none>        2181\/TCP,2888\/TCP,3888\/TCP    12m\r\n\r\nNAME                               DESIRED   CURRENT   UP-TO-DATE   AVAILABLE   AGE\r\ndeploy\/influxdb-grafana            1         1         1            1           12m\r\ndeploy\/kafka-controller            1         1         1            1           5m\r\ndeploy\/kafka-stream-impressions    1         1         1            1           3m\r\ndeploy\/kafka-stream-predictions    1         1         1            1           3m\r\ndeploy\/memcached1                  1         1         1            1           12m\r\ndeploy\/memcached2                  1         1         1            1           12m\r\ndeploy\/mysql                       1         1         1            1           12m\r\ndeploy\/redis                       1         1         1            1           12m\r\ndeploy\/seldon-control              1         1         1            1           12m\r\ndeploy\/seldon-server               1         1         1            1           3m\r\ndeploy\/spark-master-controller     1         1         1            1           4m\r\ndeploy\/spark-ui-proxy-controller   1         1         1            1           3m\r\ndeploy\/spark-worker-controller     2         2         2            2           3m\r\ndeploy\/td-agent-server             1         1         1            1           5m\r\ndeploy\/zookeeper1                  1         1         1            1           12m\r\ndeploy\/zookeeper2                  1         1         1            1           12m\r\ndeploy\/zookeeper3                  1         1         1            1           12m\r\n\r\nNAME                                      DESIRED   CURRENT   READY     AGE\r\nrs\/influxdb-grafana-842592602             1         1         1         12m\r\nrs\/kafka-controller-1424591021            1         1         1         5m\r\nrs\/kafka-stream-impressions-169212079     1         1         1         3m\r\nrs\/kafka-stream-predictions-140764527     1         1         1         3m\r\nrs\/memcached1-2136693305                  1         1         1         12m\r\nrs\/memcached2-2533120572                  1         1         1         12m\r\nrs\/mysql-2529449154                       1         1         1         12m\r\nrs\/redis-1963070708                       1         1         1         12m\r\nrs\/seldon-control-2582542290              1         1         1         12m\r\nrs\/seldon-server-3173692685               1         1         1         3m\r\nrs\/spark-master-controller-3720462731     1         1         1         4m\r\nrs\/spark-ui-proxy-controller-1688034969   1         1         1         3m\r\nrs\/spark-worker-controller-3381690000     2         2         2         3m\r\nrs\/td-agent-server-3988194731             1         1         1         5m\r\nrs\/zookeeper1-467704625                   1         1         1         12m\r\nrs\/zookeeper2-1006738229                  1         1         1         12m\r\nrs\/zookeeper3-1545771833                  1         1         1         12m\r\n<\/code><\/pre>\n
      \u786e\u8ba4\u52a8\u4f5c<\/h1>\n
      \u5982\u679c\u80fd\u591f\u987a\u5229\u542f\u52a8\uff0c\u53ef\u4ee5\u4f7f\u7528\u6837\u672c\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\u3002<\/p>\n
      Movielens 100K\u6837\u672c<\/h2>\n
      \u8fd9\u662f\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u4f7f\u7528\u7ecf\u5178\u7684Movielens (100K\u8bb0\u5f55)\u6570\u636e\u96c6\u8fdb\u884c\u7684\u63a8\u8350\u3002<\/p>\n
        Content Recommendation Guide | Seldon Documentation<\/ul>\n
        \u52a0\u8f7d\u6570\u636e\u5e76\u521b\u5efa\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n
        $ cd \/cygdrive\/c\/seldon-server\/kubernetes\/conf\/examples\/ml100k\r\n\r\n$ kubectl create -f ml100k-import.json\r\njob \"ml100k-import\" created\r\n<\/code><\/pre>\n
        \u8fd0\u884ckubectl get jobs\u547d\u4ee4\uff0c\u5e76\u7b49\u5f85\u4efb\u52a1\u5b8c\u6210\uff08\u76f4\u5230”DESIRED”\u548c”SUCCESSFUL”\u7684\u503c\u76f8\u7b49\uff09\u3002<\/p>\n
        $ kubectl get jobs -l name=ml100k-import\r\nNAME            DESIRED   SUCCESSFUL   AGE\r\nml100k-import   1         0            23s\r\n\r\n(2\uff5e3\u5206\u5f8c)\r\n\r\n$ kubectl get jobs -l name=ml100k-import\r\nNAME            DESIRED   SUCCESSFUL   AGE\r\nml100k-import   1         1            2m\r\n<\/code><\/pre>\n
        \u5b8c\u6210\u5b66\u4e60\u6a21\u578b\u540e\uff0c\u5c06\u8fdb\u884c\u63a8\u8350\u3002<\/p>\n
        $ seldon-cli api --client-name ml100k --endpoint \/js\/recommendations --item 50 --limit 4\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nresponse code 200\r\n{\"size\":4,\"requested\":4,\"list\":[{\"id\":\"181\",\"name\":\"\",\"type\":1,\"first_action\":1498640323000,\"last_action\":1498640323000,\"popular\":false,\"demographics\":[],\"attributes\":{},\"attributesName\":{\"recommendationUuid\":\"1\",\"release\":\"14-Mar-1997\",\"title\":\"Return of the Jedi (1983)\",\"url\":\"http:\/\/us.imdb.com\/M\/title-exact?Return%20of%20the%20Jedi%20(1983)\"}},{\"id\":\"127\",\"name\":\"\",\"type\":1,\"first_action\":149864\r\n0323000,\"last_action\":1498640323000,\"popular\":false,\"demographics\":[],\"attributes\":{},\"attributesName\":{\"recommendationUuid\":\"1\",\"release\":\"01-Jan-1972\",\"title\":\"Godfather, The (1972)\",\"url\":\"http:\/\/us.imdb.com\/M\/title-exact?Godfather,%20The%20(1972)\"}},{\"id\":\"1\",\"nam\r\ne\":\"\",\"type\":1,\"first_action\":1498640323000,\"last_action\":1498640323000,\"popular\":false,\"demographics\":[],\"attributes\":{},\"attributesName\":{\"recommendationUuid\":\"1\",\"release\":\"01-Jan-1995\",\"title\":\"Toy Story (1995)\",\"url\":\"http:\/\/us.imdb.com\/M\/title-exact?Toy%20Story%20(1995)\"}},{\"id\":\"100\",\"name\":\"\",\"type\":1,\"first_action\":1498640323000,\"last_action\":1498640323000,\"popular\":false,\"demographics\":[],\r\n\"attributes\":{},\"attributesName\":{\"recommendationUuid\":\"1\",\"release\":\"14-Feb-1997\",\"title\":\"Fargo (1996)\",\"url\":\"http:\/\/us.imdb.com\/M\/title-exact?Fargo%20(1996)\"}}]}\r\n<\/code><\/pre>\n
        \u8fd4\u56de\u7684\u4e1c\u897f\u770b\u8d77\u6765\u50cf\u5417\uff1f\uff08*\u867d\u7136\u8fd4\u56de\u7684json\u683c\u5f0f\u51fa\u73b0\u4e86\u89e3\u6790\u9519\u8bef\uff0c\u4f46\u6211\u8fd8\u662f\u539f\u6837\u663e\u793a\uff09<\/p>\n
        \u8def\u900f\u793e\u65b0\u95fb\u63a8\u8350<\/h2>\n
        \u8fd9\u662f\u57fa\u4e8e Reuters 21578 \u6570\u636e\u96c6\u7684\u76f8\u4f3c\u6587\u672c\u63a8\u8350\u3002<\/p>\n
          Recomendation Example | Seldon Documentation<\/ul>\n
          \u8bfb\u53d6\u6570\u636e\u5e76\u521b\u5efa\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n
          $ cd \/cygdrive\/c\/seldon-server\/kubernetes\/conf\/examples\/reuters\r\n\r\n$ kubectl create -f import-data-job.json\r\njob \"reuters-import-data\" created\r\n\r\n(2\uff5e3\u5206)\r\n\r\n$ kubectl get jobs -l job-name=reuters-import-data\r\nNAME                  DESIRED   SUCCESSFUL   AGE\r\nreuters-import-data   1         1            2m\r\n\r\n<\/code><\/pre>\n
          \u5c06\u5b66\u4e60\u6a21\u578b\u4f5c\u4e3a\u5fae\u670d\u52a1\u542f\u52a8\u3002<\/p>\n
          $ start-microservice --type recommendation --client reuters -i reuters-example seldonio\/reuters-example:2.0.7 rest 1.0\r\n[Microservice(reuters-example,seldonio\/reuters-example:2.0.7,rest,1.000000)]\r\nReplicas is  1\r\nkubectl apply -f c:\/seldon-server\/kubernetes\/bin\/..\/conf\/microservices\/microservice-reuters-example.json\r\ndeployment \"reuters-example\" configured\r\nservice \"reuters-example\" configured\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/all_clients\/reuters\/alg_rectags\/_data_]\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nupdated zk node[\/all_clients\/reuters\/alg_rectags]\r\n\r\n$ kubectl get pods -l name=reuters-example\r\nNAME                              READY     STATUS    RESTARTS   AGE\r\nreuters-example-327623259-s9rgg   1\/1       Running   0          3s\r\n<\/code><\/pre>\n
          \u6211\u4f1a\u63d0\u4f9b\u5efa\u8bae\u3002<\/p>\n
          $ seldon-cli --quiet api --client-name reuters --endpoint  \/js\/recommendations --item 6020 --limit 3\u3000| jq .\r\n<\/code><\/pre>\n
          {<\/span>\r\n  \"size\"<\/span>:<\/span> 3<\/span>,<\/span>\r\n  \"requested\"<\/span>:<\/span> 3<\/span>,<\/span>\r\n  \"list\"<\/span>:<\/span> [<\/span>\r\n    {<\/span>\r\n      \"id\"<\/span>:<\/span> \"11348\"<\/span>,<\/span>\r\n      \"name\"<\/span>:<\/span> \"\"<\/span>,<\/span>\r\n      \"type\"<\/span>:<\/span> 1<\/span>,<\/span>\r\n      \"first_action\"<\/span>:<\/span> 1498640773000<\/span>,<\/span>\r\n      \"last_action\"<\/span>:<\/span> 1498640773000<\/span>,<\/span>\r\n      \"popular\"<\/span>:<\/span> false<\/span>,<\/span>\r\n      \"demographics\"<\/span>:<\/span> [],<\/span>\r\n      \"attributes\"<\/span>:<\/span> {},<\/span>\r\n      \"attributesName\"<\/span>:<\/span> {<\/span>\r\n        \"recommendationUuid\"<\/span>:<\/span> \"2\"<\/span>,<\/span>\r\n        \"title\"<\/span>:<\/span> \"GANDALF <GANDF> ACQUIRES STAKE IN DATA\/VOICE\"<\/span>,<\/span>\r\n        \"body\"<\/span>:<\/span> \"Gandalf Technologies Inc said it<\/span>\\n<\/span>acquired a significant minority equity interest in privately<\/span>\\n<\/span>held Data\/Voice Solutions Corp, of Newport Beach, Calif., for<\/span>\\n<\/span>undisclosed terms.<\/span>\\n<\/span>    Gandalf did not specify the size of the interest.<\/span>\\n<\/span>    Data\/Voice is a three-year-old designer and manufacturer of<\/span>\\n<\/span>a multiprocessor, multiuser MS-DOS computing system that<\/span>\\n<\/span>Gandalf plans to integrate w\r\nith its private automatic computer<\/span>\\n<\/span>exchange information system, Gandalf said.<\/span>\\n<\/span> Reuter<\/span>\\n\\u<\/span>0003\"<\/span>\r\n      }<\/span>\r\n    },<\/span>\r\n    {<\/span>\r\n      \"id\"<\/span>:<\/span> \"7816\"<\/span>,<\/span>\r\n      \"name\"<\/span>:<\/span> \"\"<\/span>,<\/span>\r\n      \"type\"<\/span>:<\/span> 1<\/span>,<\/span>\r\n      \"first_action\"<\/span>:<\/span> 1498640772000<\/span>,<\/span>\r\n      \"last_action\"<\/span>:<\/span> 1498640772000<\/span>,<\/span>\r\n      \"popular\"<\/span>:<\/span> false<\/span>,<\/span>\r\n      \"demographics\"<\/span>:<\/span> [],<\/span>\r\n      \"attributes\"<\/span>:<\/span> {},<\/span>\r\n      \"attributesName\"<\/span>:<\/span> {<\/span>\r\n        \"recommendationUuid\"<\/span>:<\/span> \"2\"<\/span>,<\/span>\r\n        \"title\"<\/span>:<\/span> \"CELINA <CELNA> SHAREHOLDERS APPROVE SALE\"<\/span>,<\/span>\r\n        \"body\"<\/span>:<\/span> \"Celina Financial Corp said<\/span>\\n<\/span>shareholders at a special meeting approved a transaction in<\/span>\\n<\/span>which the company transferred its interest in three insurance<\/span>\\n<\/span>companies to a wholly owned subsidiary which then sold the<\/span>\\n<\/span>three companies to an affiliated subsidiary.<\/span>\\n<\/span>    It said the company's interests in West Virginia Fire and<\/span>\\n<\/span>Casualty Co, Congregation Insurance co and National Term Life<\/span>\\n<\/span>I\r\nnsurance Co had been transferred to First National Indemnity<\/span>\\n<\/span>Co, which sold the three to Celina Mutual for cash, an office<\/span>\\n<\/span>building and related real estate.<\/span>\\n<\/span> Reuter<\/span>\\n\\u<\/span>0003\"<\/span>\r\n      }<\/span>\r\n    },<\/span>\r\n    {<\/span>\r\n      \"id\"<\/span>:<\/span> \"8571\"<\/span>,<\/span>\r\n      \"name\"<\/span>:<\/span> \"\"<\/span>,<\/span>\r\n      \"type\"<\/span>:<\/span> 1<\/span>,<\/span>\r\n      \"first_action\"<\/span>:<\/span> 1498640772000<\/span>,<\/span>\r\n      \"last_action\"<\/span>:<\/span> 1498640772000<\/span>,<\/span>\r\n      \"popular\"<\/span>:<\/span> false<\/span>,<\/span>\r\n      \"demographics\"<\/span>:<\/span> [],<\/span>\r\n      \"attributes\"<\/span>:<\/span> {},<\/span>\r\n      \"attributesName\"<\/span>:<\/span> {<\/span>\r\n        \"recommendationUuid\"<\/span>:<\/span> \"2\"<\/span>,<\/span>\r\n        \"title\"<\/span>:<\/span> \"AVALON <AVL> STAKE SOLD BY DELTEC\"<\/span>,<\/span>\r\n        \"body\"<\/span>:<\/span> \"Avalon Corp said that <Deltec<\/span>\\n<\/span>Panamerica SA> has arranged to sell its 23 pct stake in Avalon<\/span>\\n<\/span>and that Deltec's three representatives on Avalon's board had<\/span>\\n<\/span>resigned.<\/span>\\n<\/span>    An Avalon spokeswoman declined to indentify the buyer of<\/span>\\n<\/span>Deltec's stake or give terms of the sale.<\/span>\\n<\/span>    In addition, Avalon said three other directors resigned. It<\/span>\\n<\/span>said Benjamin W. Macdonald, a director of <TMO\r\nC Resources Ltd>,<\/span>\\n<\/span>the principal holder of Avalon stock, and Hardwick Simmons, a<\/span>\\n<\/span>vice chairman of Shearson Lehman Bros Inc, were then named to<\/span>\\n<\/span>the board.<\/span>\\n<\/span> Reuter<\/span>\\n\\u<\/span>0003\"<\/span>\r\n      }<\/span>\r\n    }<\/span>\r\n  ]<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n
          \u9e22\u5c3e\u82b1\u5206\u7c7b<\/h2>\n
          \u8fd9\u662f\u4f7f\u7528Iris\u6570\u636e\u96c6\u8fdb\u884c\u5206\u7c7b\u9884\u6d4b\u7684\u793a\u4f8b\u3002<\/p>\n
            Prediction Example | Seldon Documentation<\/ul>\n
            \u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6267\u884c\u65b9\u5f0f\u6ca1\u6709\u4e00\u81f4\u6027\uff0c\u6570\u636e\u8bfb\u53d6\u548c\u8bad\u7ec3\u90e8\u5206\u7684\u5904\u7406\u6ca1\u6709\u5206\u5f00\uff0c\u4f3c\u4e4e\u5728\u6267\u884cDockerfile\u4e2d\u7684start-microservice\u65f6\uff0c\u4e5f\u5305\u62ec\u4e86\u6570\u636e\u5bfc\u5165\u548c\u8bad\u7ec3\u5904\u7406\u3002<\/p>\n
            $ start-microservice --type prediction --client test -i iris-xgboost seldonio\/iris_xgboost:2.1 rest 1.0\r\n[Microservice(iris-xgboost,seldonio\/iris_xgboost:2.1,rest,1.000000)]\r\nReplicas is  1\r\nkubectl apply -f c:\/seldon-server\/kubernetes\/bin\/..\/conf\/microservices\/microservice-iris-xgboost.json\r\ndeployment \"iris-xgboost\" created\r\nservice \"iris-xgboost\" created\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/all_clients\/test\/predict_algs\/_data_]\r\nAdded prediction algs for test\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nupdated zk node[\/all_clients\/test\/predict_algs]\r\n\r\n(1\uff5e2\u5206)\r\n\r\n$ kubectl get pods -l name=iris-xgboost\r\nNAME                            READY     STATUS    RESTARTS   AGE\r\niris-xgboost-1750015301-v3lxz   1\/1       Running   0          1m\r\n<\/code><\/pre>\n
            \u6211\u5011\u5c07\u9032\u884c\u5206\u985e\u3002<\/p>\n
            $ seldon-cli --quiet api --client-name test --endpoint \/js\/predict --json '{\"data\":{\"f1\":1,\"f2\":2.7,\"f3\":5.3,\"f4\":1.9}}' | jq .\r\n<\/code><\/pre>\n
            {<\/span>\r\n  \"meta\"<\/span>:<\/span> {<\/span>\r\n    \"puid\"<\/span>:<\/span> \"2e43f2625611c7d3317acb33e5537a8fdfcf01dd\"<\/span>,<\/span>\r\n    \"modelName\"<\/span>:<\/span> \"model_xgb\"<\/span>,<\/span>\r\n    \"variation\"<\/span>:<\/span> \"iris-xgboost\"<\/span>\r\n  },<\/span>\r\n  \"predictions\"<\/span>:<\/span> [<\/span>\r\n    {<\/span>\r\n      \"prediction\"<\/span>:<\/span> 0.00252304<\/span>,<\/span>\r\n      \"predictedClass\"<\/span>:<\/span> \"Iris-setosa\"<\/span>,<\/span>\r\n      \"confidence\"<\/span>:<\/span> 0.00252304<\/span>\r\n    },<\/span>\r\n    {<\/span>\r\n      \"prediction\"<\/span>:<\/span> 0.00350009<\/span>,<\/span>\r\n      \"predictedClass\"<\/span>:<\/span> \"Iris-versicolor\"<\/span>,<\/span>\r\n      \"confidence\"<\/span>:<\/span> 0.00350009<\/span>\r\n    },<\/span>\r\n    {<\/span>\r\n      \"prediction\"<\/span>:<\/span> 0.993977<\/span>,<\/span>\r\n      \"predictedClass\"<\/span>:<\/span> \"Iris-virginica\"<\/span>,<\/span>\r\n      \"confidence\"<\/span>:<\/span> 0.993977<\/span>\r\n    }<\/span>\r\n  ],<\/span>\r\n  \"custom\"<\/span>:<\/span> null<\/span>\r\n}<\/span>\r\n\r\n<\/code><\/pre>\n
            TensorFlow\u6df1\u5ea6MNIST<\/h2>\n
            \u6700\u540e\uff0c\u8ba9\u6211\u4eec\u5728Seldon\u4e0a\u8fd0\u884cTensorFlow\u624b\u5199\u6587\u5b57\u8bc6\u522b\u7684\u6f14\u793a\u3002<\/p>\n
              TensorFlow Deep MNIST Demo | Seldon Documentation<\/ul>\n
              $ cd \/cygdrive\/c\/seldon-server\/kubernetes\/conf\/examples\/tensorflow_deep_mnist\r\n\r\n$ kubectl create -f load-model-tensorflow-deep-mnist.json\r\njob \"load-model-tensorflow-deep-mnist\" created\r\n\r\n(2\uff5e3\u5206)\r\n\r\n$ kubectl get jobs | grep load-model\r\nload-model-tensorflow-deep-mnist   1         1            3m\r\n<\/code><\/pre>\n
              \u5982\u679c\u60f3\u8981\u4ece\u4f7f\u7528TensorFlow\u8fdb\u884c\u8bad\u7ec3\u7684\u9636\u6bb5\u5f00\u59cb\uff0c\u800c\u4e0d\u662f\u4f7f\u7528\u9884\u5148\u8bad\u7ec3\u597d\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b(load-model-tensorflow-deep-mnist.json)\uff0c\u8bf7\u6307\u5b9atrain-tensorflow-deep-mnist.json\u3002<\/p>\n
              \u4e00\u65e6\u5b66\u4e60\u6a21\u578b\u5b8c\u6210\u540e\uff0c\u5c06\u4ee5\u5fae\u670d\u52a1\uff08REST API\uff09\u5f62\u5f0f\u542f\u52a8\u3002<\/p>\n
              $ seldon-cli client --action setup --db-name ClientDB --client-name deep_mnist_client\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nTrying to create the client\r\nAPI DB has already been added to the MySQL DB 'ClientDB'\r\nAdding JS consumer key for client 'deep_mnist_client' : '2M5B4Z6PRM032QDK0AGS'\r\nAdding REST API key for client 'deep_mnist_client' : consumer_key='6WAKZ1UNIOOJ98F1W62B' consumer_secret='Y1Q12S9YLAW3PQ82A336'\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/all_clients\/deep_mnist_client\/_data_]\r\nupdated zk node[\/all_clients\/deep_mnist_client]\r\nAdding grafana dashboard, response code 200\r\n\r\n$ start-microservice --type prediction --client deep_mnist_client -p tensorflow-deep-mnist \/seldon-data\/seldon-models\/tensorflow_deep_mnist\/1\/ rest 1.0\r\n[Pipeline(tensorflow-deep-mnist,\/seldon-data\/seldon-models\/tensorflow_deep_mnist\/1\/,rest,1.000000)]\r\nReplicas is  1\r\nkubectl apply -f c:\/seldon-server\/kubernetes\/bin\/..\/conf\/microservices\/microservice-tensorflow-deep-mnist.json\r\ndeployment \"tensorflow-deep-mnist\" created\r\nservice \"tensorflow-deep-mnist\" created\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nWriting data to file[\/seldon-data\/conf\/zkroot\/all_clients\/deep_mnist_client\/predict_algs\/_data_]\r\nAdded prediction algs for deep_mnist_client\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\nupdated zk node[\/all_clients\/deep_mnist_client\/predict_algs]\r\n<\/code><\/pre>\n
              \u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u90e8\u7f72\u4e00\u4e2a\u7528\u4e8e\u624b\u5199\u8f93\u5165\u7684Web\u5e94\u7528\u7a0b\u5e8f\u7684\u56fe\u5f62\u7528\u6237\u754c\u9762\u3002<\/p>\n
                Tensorflow Deep MNIST Webapp | Seldon Documentation<\/ul>\n
                \u83b7\u53d6\u8bbe\u7f6e\u4e3aWebApp\u7684seldon\u53c2\u6570\uff08ip\u3001key\u3001secret\uff09\u3002<\/p>\n
                $ seldon-cli keys  --client-name deep_mnist_client --scope all\r\nconnecting to zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181 [SUCCEEDED]\r\n[{\"scope\": \"all\", \"secret\": \"Y1Q12S9YLAW3PQ82A336\", \"client\": \"deep_mnist_client\", \"db\": \"ClientDB\", \"key\": \"6WAKZ1UNIOOJ98F1W62B\"}]\r\n\r\n$ kubectl get services seldon-server\r\nNAME            CLUSTER-IP   EXTERNAL-IP   PORT(S)                       AGE\r\nseldon-server   10.0.0.187   <nodes>       80:30015\/TCP,5000:30017\/TCP   1h\r\n<\/code><\/pre>\n
                \u8bf7\u60a8\u5206\u522b\u586b\u5199\u3001\u548c\u7684\u503c\uff0c\u7136\u540e\u8fdb\u884c\u6267\u884c\u3002<\/p>\n
                kubectl run deep-mnist-webapp --image=seldonio\/deep_mnist_webapp:1.2 --port=80 --command -- \"\/run_webapp.sh\" \"<seldon-server-ip>\" \"<key>\" \"<secret>\"\r\n<\/code><\/pre>\n
                \u4e0b\u9762\u5c55\u793a\u4e00\u79cd\u6267\u884c\u793a\u4f8b\u3002\u5728\u6211\u7684\u73af\u5883\u4e2d\uff0c\u4ece”ContainerCreating”\u5230”Running”\u7684\u8fc7\u7a0b\u5927\u7ea6\u9700\u89812\u52303\u5206\u949f\u3002<\/p>\n
                $ kubectl run deep-mnist-webapp --image=seldonio\/deep_mnist_webapp:1.2 --port=80 --command -- \"\/run_webapp.sh\" \"10.0.0.187\" \"6WAKZ1UNIOOJ98F1W62B\" \"Y1Q12S9YLAW3PQ82A336\"\r\n\r\n(2\uff5e3\u5206)\r\n\r\n$ kubectl get pod | grep deep-mnist-webapp\r\ndeep-mnist-webapp-1912876608-l4wbf           1\/1       Running   0          2m\r\n\r\n$ kubectl expose deployment\/deep-mnist-webapp --type=\"LoadBalancer\"\r\nservice \"deep-mnist-webapp\" exposed\r\n<\/code><\/pre>\n
                \u8bf7\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u83b7\u53d6\u90e8\u7f72\u7684Web\u5e94\u7528URL\uff0c\u5e76\u5728\u6d4f\u89c8\u5668\u4e2d\u5c1d\u8bd5\u6253\u5f00\u3002<\/p>\n
                c:\\> minikube service deep-mnist-webapp --url\r\nhttp:\/\/192.168.11.209:32244\r\n<\/code><\/pre>\n
                \u5982\u679c\u5e94\u7528\u7a0b\u5e8f\u80fd\u591f\u663e\u793a\u51fa\u6765\u5e76\u4e14\u80fd\u591f\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\uff0c\u90a3\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n
                \"aaaaa.gif\"<\/div>\n
                Grafana \u800c\u5df2.<\/h2>\n
                \u6700\u540e\uff0c\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e0bGrafana\u63d0\u4f9b\u7684\u7edf\u8ba1\u4fe1\u606f\u4eea\u8868\u76d8\u3002
                \n\u5982\u679c\u60a8\u6ca1\u6709\u66f4\u6539kubernetes\/conf\/MAKEFILE\u6587\u4ef6\u7684\u5185\u5bb9\uff0c\u53ef\u4ee5\u4f7f\u7528admin\/admin\u767b\u5f55\u3002<\/p>\n
                c:\\> minikube service monitoring-grafana --url\r\nhttp:\/\/192.168.11.201:30002\r\n<\/code><\/pre>\n
                \"0000.png\"<\/div>\n
                \u8bf7\u4ece”\u4eea\u8868\u76d8”\u4e2d\u9009\u62e9\u60a8\u60f3\u8981\u663e\u793a\u7684\u6837\u672c\u4fe1\u606f\u3002<\/p>\n
                  ml100k (Content Recommendation API)<\/ul>\n
                  \"11111.png\"<\/div>\n
                    deep_mnist_client (Prediction API)<\/ul>\n
                    \"2222.png\"<\/div>\n
                    \u7279\u522b\u662fPrediction API\u7684\u663e\u793a\u4f4d\u7f6e\u5728\u5c4f\u5e55\u5e95\u90e8\uff0c\u8bf7\u6ce8\u610f\u9700\u8981\u6eda\u52a8\u624d\u80fd\u770b\u5230\u56fe\u8868\u3002<\/p>\n
                    \u5efa\u8bae<\/h1>\n
                    \u5982\u679c\u9700\u8981\u5728Windows + Cygwin\u73af\u5883\u4e2d\u9a8c\u8bc1\u64cd\u4f5c\uff0c\u8bf7\u6ce8\u610f\u4ee5\u4e0b\u9009\u9879\uff1a<\/h2>\n
                    \u5728Windows + Hyper-V\u4e0a\u5efa\u7acbMinikube\u73af\u5883\u3002<\/h3>\n
                    \u8bf7\u53c2\u8003\u6211\u4eec\u7684\u6587\u7ae0\uff0c\u6211\u4eec\u5df2\u7ecf\u603b\u7ed3\u597d\u4e86\u3002\u5982\u679c\u60a8\u60f3\u5728\u7c7b\u4f3c\u7684\u73af\u5883\u4e0b\u5c1d\u8bd5\uff0c\u8bf7\u53c2\u9605\u8be5\u6587\u7ae0\u3002<\/p>\n
                    \u53ef\u4ee5\u5728\u547d\u4ee4\u63d0\u793a\u7b26\u4e2d\u4f7f\u7528minikube\u547d\u4ee4\u6765\u6267\u884c\u3002<\/h3>\n
                    \u53ea\u9700\u4e00\u4e2a\u9009\u9879\uff0c\u4ee5\u4e2d\u6587\u672c\u5730\u65b9\u5f0f\u89e3\u91ca\uff1a
                    \n\u5982\u679c\u4eceCygwin\u7ec8\u7aef\u8fd0\u884c\uff0c\u4f1a\u51fa\u73b0”Error starting host: Error creating host: Error executing step: Creating VM.: exit status 1.”\u7684\u9519\u8bef\u5bfc\u81f4\u5931\u8d25\u3002\u8bf7\u4ee5\u7ba1\u7406\u5458\u6a21\u5f0f\u6253\u5f00\u547d\u4ee4\u63d0\u793a\u7b26\uff08\u6216PowerShell\uff09\uff0c\u7136\u540e\u4ece\u8be5\u4f4d\u7f6e\u6267\u884cminikube\u547d\u4ee4\u3002<\/p>\n
                    \u53e6\u5916\uff0ckubectl\u547d\u4ee4\u5728\u7ec8\u7aef(\u548cshell)\u4e2d\u4e5f\u53ef\u4ee5\u6b63\u5e38\u8fd0\u884c\u3002<\/p>\n
                    \u7f16\u8f91\u542f\u52a8\u811a\u672c<\/h3>\n
                    Seldon\u7684\u811a\u672c\u662f\u7528bash\uff08seldon-up\uff0cseldon-cli\uff09\u548cpython\uff08start-microservice\uff09\u7f16\u5199\u7684\uff0c\u56e0\u6b64\u9700\u8981\u5728\u7ec8\u7aef\u73af\u5883\u4e0b\u624d\u80fd\u6267\u884c\u3002<\/p>\n
                    \u4f7f\u7528Cygwin\u65f6\uff0c\u7531\u4e8ekubectl\u65e0\u6cd5\u89e3\u91ca\/cygdirve\/\u7b49\u8def\u5f84\uff0c\u6211\u4eec\u5728Seldon\u542f\u52a8\u811a\u672c\u4e2d\u76f4\u63a5\u8986\u76d6\u4e86\u76ee\u5f55\u8def\u5f84\u4ee5\u89e3\u51b3\u6b64\u95ee\u9898\u3002\uff08\u4f8b\u5982\uff1a\/cygdrive\/c\/seldon-server \u2192 c:\/seldon-server\uff09<\/p>\n
                    \u5728\u5176\u4ed6\u7ec8\u7aef\u73af\u5883\u4e2d\u662f\u5426\u4e5f\u9700\u8981\u76f8\u540c\u7684\u5904\u7406\u65b9\u5f0f\u4e0d\u786e\u5b9a\uff0c\u4f46\u5982\u679c\u4e0d\u80fd\u6b63\u5e38\u8fd0\u884c\uff0c\u8bf7\u53c2\u8003\u3002<\/p>\n
                    \r\n$ git diff seldon-up\r\ndiff --git a\/kubernetes\/bin\/seldon-up b\/kubernetes\/bin\/seldon-up\r\nindex 7b68c3c..b7267e2 100755\r\n<\/span>--- a\/kubernetes\/bin\/seldon-up\r\n<\/span>+++ b\/kubernetes\/bin\/seldon-up\r\n<\/span>@@ -4,6 +4,7 @@<\/span> set -o nounset\r\n set -o errexit\r\n\r\n STARTUP_DIR=\"$( cd \"$( dirname \"$0\" )\" && pwd )\"\r\n+STARTUP_DIR=\"c:\\\\seldon-server\\\\kubernetes\\\\bin\\\\\"\r\n<\/span>\r\n SELDON_HOME=${STARTUP_DIR}\/..\/..\r\n SELDON_WITH_SPARK=${SELDON_WITH_SPARK:-true}\r\n<\/code><\/pre>\n
                    \r\n$ git diff start-microservice\r\ndiff --git a\/kubernetes\/bin\/start-microservice b\/kubernetes\/bin\/start-microservice\r\nindex ea1006a..776fe27 100755\r\n<\/span>--- a\/kubernetes\/bin\/start-microservice\r\n<\/span>+++ b\/kubernetes\/bin\/start-microservice\r\n<\/span>@@ -140,6 +140,7 @@<\/span> class MicroserviceRunner(object):\r\n\r\n     def __init__(self,replicas=1):\r\n         self.script_folder = os.path.dirname(os.path.realpath(__file__))\r\n+        self.script_folder = 'c:\/seldon-server\/kubernetes\/bin'\r\n<\/span>         self.replicas = replicas\r\n         print \"Replicas is \",self.replicas\r\n<\/code><\/pre>\n
                    \u5728\u542f\u52a8minikube\u65f6\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u9519\u8bef\uff1a<\/h3>\n
                    \u6211\u505a\u4e86\u51e0\u6b21\u4e4b\u540e\uff0c\u6709\u65f6\u5019\u65e0\u6cd5\u53d1\u751f\uff0c\u6709\u65f6\u5373\u4f7f\u53d1\u751f\u4e86\u4e5f\u80fd\u6b63\u5e38\u8fd0\u884c\uff0c\u53ef\u662f\u518d\u73b0\u6027\u975e\u5e38\u5fae\u5999\uff0c\u6211\u5e76\u4e0d\u592a\u6e05\u695a\u3002<\/p>\n
                    c:\\> minikube start --vm-driver=\"hyperv\" --memory=14000 --disk-size=40g\r\nStarting local Kubernetes v1.6.4 cluster...\r\nStarting VM...\r\nDownloading Minikube ISO\r\n 90.95 MB \/ 90.95 MB [==============================================] 100.00% 0s\r\nE0628 17:06:57.323398    4632 start.go:127] Error starting host: Error creating host: Error executing step: Provisioning VM.\r\n: ssh command error:\r\ncommand : sudo hostname minikube && echo \"minikube\" | sudo tee \/etc\/hostname\r\nerr     : exit status 255\r\noutput  : .\r\n\r\n Retrying.\r\nE0628 17:06:57.327396    4632 start.go:133] Error starting host:  Error creating host: Error executing step: Provisioning VM.\r\n: ssh command error:\r\ncommand : sudo hostname minikube && echo \"minikube\" | sudo tee \/etc\/hostname\r\nerr     : exit status 255\r\noutput  :\r\n================================================================================\r\nAn error has occurred. Would you like to opt in to sending anonymized crash\r\ninformation to minikube to help prevent future errors?\r\nTo opt out of these messages, run the command:\r\n        minikube config set WantReportErrorPrompt false\r\n================================================================================\r\n<\/code><\/pre>\n
                    \u5904\u7406\u5de5\u4f5c\u6ca1\u6709\u7ed3\u675f\uff0c\u4e00\u76f4\u8bd5\u9519\u4e0b\u53bb\u7ed3\u679c\u65e0\u6cd5\u6b63\u5e38\u8fd0\u884c\u3002<\/h2>\n
                      \n
                    • \n
                        kubectl get all<\/ul>\n<\/li>\n<\/ul>\n
                         <\/p>\n
                          \n
                        • \n
                            kubectl get events<\/ul>\n<\/li>\n<\/ul>\n
                            kubectl describe nodes<\/p>\n
                            \u8bf7\u4f7f\u7528\u76f8\u5173\u547d\u4ee4\u6765\u786e\u8ba4\u662f\u5426\u53d1\u751f\u4e86\u9519\u8bef\u3002<\/p>\n
                            \u5982\u679c\u51fa\u73b0\u9519\u8bef\uff0c\u6709\u65f6\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528”seldon-down && seldon-up”\u6765\u5b8c\u5168\u91cd\u65b0\u542f\u52a8\u5e76\u4f7f\u5176\u6b63\u5e38\u5de5\u4f5c\u3002<\/p>\n
                            \u7136\u800c\uff0c\u5c06\u6bcf\u4e2a\u865a\u62df\u673a\u90fd\u5f7b\u5e95\u5220\u9664\u5e76\u91cd\u65b0\u5f00\u59cb\u53ef\u80fd\u662f\u6700\u53ef\u9760\u7684\u9009\u62e9\u3002<\/p>\n
                            c:\\> minikube stop\r\nc:\\> minikube delete\r\n<\/code><\/pre>\n
                            \u53ef\u4ee5\u8003\u8651\u5220\u9664minikube\u7684\u914d\u7f6e\u6587\u4ef6\u548c\u7f13\u5b58\u6587\u4ef6\uff0c\u8fd9\u6837\u505a\u4f1a\u66f4\u5b89\u5168\u653e\u5fc3\u4e00\u4e9b\u3002<\/p>\n
                            $ rm -rf ~\/.minikube\r\n<\/code><\/pre>\n
                            \u5de5\u4f5c\u5b8c\u6210\u7684\u76d1\u89c6<\/h2>\n
                            \u6211\u89c9\u5f97\u6709\u5f88\u591a\u65b9\u6cd5\uff0c\u4f46\u6211\u4f1a\u4e3e\u4f8b\u8bf4\u660e\u4e0d\u9700\u8981\u4f7f\u7528watch\u547d\u4ee4\u7684\u60c5\u51b5\u3002\u6bd4\u5982\uff0c\u5c1d\u8bd5\u5c06DESIRED\u548cSUCCESSFUL\u7684\u503c\u8bbe\u4e3a\u76f8\u7b49\u65f6\u505c\u6b62\uff0c\u8bf7\u53c2\u8003\u3002<\/p>\n
                            $ yes 'kubectl get jobs | grep ml100k; sleep 5' | sh\r\n<\/code><\/pre>\n
                            \u7406\u89e3Seldon\u7684\u673a\u5236<\/h2>\n
                            \u6211\u8ba4\u4e3a\u63d0\u4f9b\u7684\u6837\u672c\u4e2d\u6709\u51e0\u4e2a\uff0c\u4f46\u662fTensorFlow\u7684Deep MNIST Demo\u6700\u5bb9\u6613\u7406\u89e3\u3002\u5728\u5927\u81f4\u8fd0\u884c\u4e86\u8fd9\u4e2a\u793a\u4f8b\u4e4b\u540e\uff0c<\/p>\n
                            Kuberetes\u3067\u6295\u3052\u308b\u30b8\u30e7\u30d6<\/p>\n
                            Dockerfile<\/p>\n
                            \u5b66\u7fd2\u30ed\u30b8\u30c3\u30af<\/p>\n
                            \u516c\u5f0f\u306e\u89e3\u8aac<\/p>\n
                            \u4ee5\u6b64\u987a\u5e8f\u67e5\u770b\u53ef\u80fd\u66f4\u5bb9\u6613\u628a\u63e1\u6c1b\u56f4\uff0c\u4f9b\u60a8\u53c2\u8003\u3002<\/p>\n
                            \u6700\u7ec8<\/h1>\n
                            \u5c3d\u7ba1Seldon\u7ed9\u4eba\u4e00\u79cd\u7c97\u7cd9\u7684\u5370\u8c61\uff0c\u4f46\u4ece\u6574\u4f53\u6765\u770b\uff0c\u6211\u89c9\u5f97\u5b83\u610f\u5916\u5730\u7b80\u5355\u4e14\u6613\u4e8e\u4e0a\u624b\u3002\u4e00\u5f00\u59cb\u6211\u5bf9Kubernetes\u611f\u5230\u975e\u5e38\u56f0\u60d1\uff0c\u4f46\u5728\u7406\u89e3\u4e86Kubernetes\u7684\u673a\u5236\u548c\u601d\u60f3\u540e\uff0c\u6211\u5f88\u5bb9\u6613\u5730\u9002\u5e94\u4e86\u8fdb\u53bb\u3002<\/p>\n
                            \u300c\u8fd9\u4e9b\u95ee\u9898\u90fd\u5f88\u6709\u8da3\uff0c\u6bd4\u5982\u300e\u6211\u4eec\u80fd\u5426\u5728\u5b9e\u9645\u8fd0\u8425\u4e2d\u4f7f\u7528\u5b83\uff1f\u300f\u300e\u6211\u4eec\u80fd\u5426\u8f7b\u677e\u5730\u5c06\u81ea\u5df1\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u96c6\u6210\u5230\u5176\u4e2d\uff1f\u300f\u300e\u662f\u5426\u4f1a\u9047\u5230\u96be\u4ee5\u9002\u5e94Seldon\u89c4\u5b9a\u7684\u6570\u636e\u63a5\u53e3\uff1f\u300f\u300e\u5982\u4f55\u5bf9\u6570\u636e\u8fdb\u884c\u91cd\u65b0\u8bad\u7ec3\uff1f\uff08\u662f\u5426\u6301\u4e45\u5316\u5230MySQL\u4e2d\uff1f\uff09\u300f\u7b49\u7b49\u3002\u6211\u4f1a\u5728\u7ee7\u7eed\u63a2\u7d22\u7684\u540c\u65f6\uff0c\u8fdb\u884c\u8c03\u67e5\uff0c\u5e76\u671f\u5f85\u5c06\u6765\u548c\u5b83\u4eec\u66f4\u591a\u5730\u63a5\u89e6\u3002\u300d<\/p>\n
                            \u5982\u679c\u4f60\u89c9\u5f97\u8fd9\u4e2a\u540d\u5b57\u975e\u5e38\u7f8e\u5999\uff0c\u5145\u6ee1\u6d6a\u6f2b\uff0c\u90a3\u4e48\u8bf7\u52a1\u5fc5\u5c1d\u8bd5\u4e00\u4e0b\uff01<\/p>\n
                            \u4ee5\u4e0a\u5c31\u662f\u3002<\/p>\n
                            \n
                            \n
                            \u6b64\u5916\uff0c\u5373\u4f7f\u52aa\u529b\u4e86\u5f88\u591a\uff0c\u4f3c\u4e4e\u4e5f\u9700\u89816GB\u7684\u5185\u5b58\u3002\u592a\u8fc7\u5962\u4f88\u4e86\u5462…<\/p>\n
                            \u5982\u679c\u4ee5\u8ba4\u771f\u7684\u6001\u5ea6\uff0c12GB\u4e0d\u662f–memory=12288\u7684\u8bdd\u4f1a\u611f\u5230\u4e0d\u5b89\uff0c\u8bf7\u786e\u5207\u6307\u5b9a\u3002<\/p>\n
                            \u9ed8\u8ba4\u503c\u662f20GB\uff0c\u5728\u5c1d\u8bd5\u65f6\u4f1a\u5bfc\u81f4\u78c1\u76d8\u7a7a\u95f4\u6ee1\u4e86\u3002\u5728hostpath.json\u4e2d\u6307\u5b9a\u4e86”50Gi”\uff0c\u53ef\u80fd\u6700\u597d\u51c6\u5907\u8fd9\u4e48\u591a\u3002<\/p>\n
                            \u5373\u4f7f\u4e0d\u8bbe\u7f6e\u8def\u5f84\u4e5f\u80fd\u5de5\u4f5c\uff0c\u4f46\u6709\u4e00\u4e9b\u811a\u672c\u5982start-microservice\u5047\u8bbe\u5df2\u7ecf\u8bbe\u7f6e\u4e86\u8def\u5f84\uff0c\u6240\u4ee5\u6700\u597d\u8bbe\u7f6e\u4e00\u4e0b\u3002<\/p>\n
                            \u5728\u6211\u7684\u73af\u5883\u4e2d\u82b1\u4e86\u7ea61\u5c0f\u65f6\u3002<\/p>\n
                            \u6839\u636e\u89c6\u9891\uff0c\u4ea7\u54c1\u7684\u53d1\u97f3\u4e0e\u65e5\u8bed\u5199\u6cd5”\u30bb\u30eb\u30c0\u30f3”\u76f8\u8fd1\u3002\u867d\u7136\u540d\u5b57\u7684\u7531\u6765\u6ca1\u6709\u5b98\u65b9\u516c\u5e03\uff0c\u4f46\u662f\u5426\u6765\u81ea\u4e8e\u827e\u8428\u514b\u00b7\u963f\u897f\u83ab\u592b\u7684\u5c0f\u8bf4\u300a\u57fa\u5730\u300b\u4e2d\u51fa\u73b0\u7684\u5929\u624d\u6570\u5b66\u5bb6”\u54c8\u91cc\u00b7\u585e\u5c14\u767b”\u5462…\uff1f<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
                            \u9996\u5148 Seldon\u662f\u4ec0\u4e48\uff1f \u8fd9\u662f\u4e00\u4e2a\u82f1\u56fd\u5f00\u53d1\u7684\u673a\u5668\u5b66\u4e60\u5f00\u6e90\u5e73\u53f0\uff0c\u4e8e2015\u5e7412\u6708\u4f5c\u4e3aOSS\u9996\u6b21\u516c\u5f00\u53d1\u5e03\u3002 \u4f7f […]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-34679","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n\u5c1d\u8bd5\u4f7f\u7528\u57fa\u4e8eKubernetes\u9a71\u52a8\u7684\u673a\u5668\u5b66\u4e60\u5e73\u53f0"Seldon"\u8fdb\u884c\u5b9e\u9a8c - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5c1d\u8bd5\u4f7f\u7528\u57fa\u4e8ekubernetes\u9a71\u52a8\u7684\u673a\u5668\u5b66\u4e60\u5e73\u53f0seldon\u8fdb\u884c\u5b9e\u9a8c\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5c1d\u8bd5\u4f7f\u7528\u57fa\u4e8eKubernetes\u9a71\u52a8\u7684\u673a\u5668\u5b66\u4e60\u5e73\u53f0"Seldon"\u8fdb\u884c\u5b9e\u9a8c\" \/>\n<meta property=\"og:description\" content=\"\u9996\u5148 Seldon\u662f\u4ec0\u4e48\uff1f \u8fd9\u662f\u4e00\u4e2a\u82f1\u56fd\u5f00\u53d1\u7684\u673a\u5668\u5b66\u4e60\u5f00\u6e90\u5e73\u53f0\uff0c\u4e8e2015\u5e7412\u6708\u4f5c\u4e3aOSS\u9996\u6b21\u516c\u5f00\u53d1\u5e03\u3002 \u4f7f […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5c1d\u8bd5\u4f7f\u7528\u57fa\u4e8ekubernetes\u9a71\u52a8\u7684\u673a\u5668\u5b66\u4e60\u5e73\u53f0seldon\u8fdb\u884c\u5b9e\u9a8c\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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