{"id":41608,"date":"2024-11-07T16:56:17","date_gmt":"2024-11-07T16:56:17","guid":{"rendered":"https:\/\/atmokpo.com\/w\/?p=41608"},"modified":"2024-11-26T06:36:11","modified_gmt":"2024-11-26T06:36:11","slug":"18-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ed%9b%88%eb%a0%a8%ec%9a%a9-%ec%84%9c%eb%b2%84-%ea%b5%ac%ec%b6%95%ed%95%98%ea%b8%b0-docker%ec%99%80-kubernetes-%ed%99%9c%ec%9a%a9-%ec%9d%b8%ea%b3%b5%ec%a7%80","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/41608\/","title":{"rendered":"18.\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84 \uad6c\ucd95\ud558\uae30, Docker\uc640 Kubernetes \ud65c\uc6a9  \uc778\uacf5\uc9c0\ub2a5 \uc2e4\ud5d8\uc744 \uc704\ud55c Docker \ucee8\ud14c\uc774\ub108\ud654 \ubc0f Kubernetes\ub85c \ud074\ub7ec\uc2a4\ud130 \uad00\ub9ac"},"content":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc740 \uc624\ub298\ub0a0\uc758 \uac00\uc7a5 \ud601\uc2e0\uc801\uc778 \ubd84\uc57c \uc911 \ud558\ub098\ub85c, \ub370\uc774\ud130 \ubd84\uc11d, \uba38\uc2e0\ub7ec\ub2dd, \ub525\ub7ec\ub2dd \ub4f1\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\ub97c \ud3ec\uad04\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud559\uc2b5\ud558\uace0 \uc2e4\ud5d8\ud558\uae30 \uc704\ud55c \uac15\ub825\ud55c \uc11c\ubc84 \ud658\uacbd\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Docker\uc640 Kubernetes\ub97c \ud65c\uc6a9\ud558\uc5ec \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\uc758 \ud544\uc694\uc131<\/h2>\n<p>\uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc740 \ub9ce\uc740 \ub370\uc774\ud130\uc640 \ub192\uc740 \uc5f0\uc0b0 \ub2a5\ub825\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc720\uc5f0\ud558\uac8c \ud655\uc7a5\ud560 \uc218 \uc788\ub294 \uc11c\ubc84 \ud658\uacbd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud2b9\uc9d5\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uac15\ub825\ud55c \ud558\ub4dc\uc6e8\uc5b4:<\/strong> GPU \ubc0f CPU\uc758 \uc131\ub2a5\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc720\uc5f0\uc131:<\/strong> \uc218\uc2dc\ub85c \ubcc0\uacbd\ub418\ub294 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\ucdb0 \ud658\uacbd\uc744 \uc870\uc815\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7ac\ud604\uc131:<\/strong> \ub3d9\uc77c\ud55c \uc2e4\ud5d8 \ud658\uacbd\uc744 \uc7ac\ud604\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uc815\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. Docker\uc758 \uc774\ud574<\/h2>\n<p>Docker\ub294 \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ucee8\ud14c\uc774\ub108\uc5d0\uc11c \ud328\ud0a4\uc9d5\ud558\uace0 \ubc30\ud3ec\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\ub294 \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub294 \ub3d9\uc77c\ud55c \ud658\uacbd\uc5d0\uc11c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc2e4\ud5d8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 Docker\uc758 \uc7a5\uc810<\/h3>\n<ul>\n<li><strong>\ud658\uacbd \uc77c\uad00\uc131:<\/strong> \ubaa8\ub4e0 \uac1c\ubc1c\uc790\uc640 \uc6b4\uc601\ud300\uc774 \ub3d9\uc77c\ud55c \ud658\uacbd\uc5d0\uc11c \uc791\uc5c5\ud558\ubbc0\ub85c \ubc84\uadf8\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube60\ub978 \ubc30\ud3ec:<\/strong> \ucee8\ud14c\uc774\ub108\ub97c \ud1b5\ud574 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc2e0\uc18d\ud558\uac8c \ubc30\ud3ec \ubc0f \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc790\uc6d0 \ud6a8\uc728\uc131:<\/strong> \uac00\uc0c1 \uba38\uc2e0\ubcf4\ub2e4 \uacbd\ub7c9\uc774\uba70 \uc790\uc6d0 \uc18c\ube44\uac00 \uc801\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2 Docker \uc124\uce58<\/h3>\n<p>\uc6b0\ubd84\ud22c\uc5d0\uc11c Docker\ub97c \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc740 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>sudo apt-get update\nsudo apt-get install apt-transport-https ca-certificates curl software-properties-common\ncurl -fsSL https:\/\/download.docker.com\/linux\/ubuntu\/gpg | sudo apt-key add -\nsudo add-apt-repository \"deb [arch=amd64] https:\/\/download.docker.com\/linux\/ubuntu $(lsb_release -cs) stable\"\nsudo apt-get update\nsudo apt-get install docker-ce<\/code><\/pre>\n<h2>3. Docker \ucee8\ud14c\uc774\ub108 \uc0dd\uc131<\/h2>\n<p>\uc778\uacf5\uc9c0\ub2a5 \uc2e4\ud5d8\uc744 \uc704\ud55c Docker \ucee8\ud14c\uc774\ub108\ub97c \uc0dd\uc131\ud560 \ub54c\ub294 \uc77c\ubc18\uc801\uc73c\ub85c TensorFlow \ub610\ub294 PyTorch\uc640 \uac19\uc740 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc124\uce58\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>3.1 Dockerfile \uc791\uc131<\/h3>\n<p>\ub2e4\uc74c\uc740 TensorFlow\ub97c \uc0ac\uc6a9\ud558\ub294 Dockerfile \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n<pre><code>FROM tensorflow\/tensorflow:latest-gpu\n\nRUN apt-get update &amp;&amp; apt-get install -y \\\n    python3-pip \\\n    &amp;&amp; pip3 install --upgrade pip \\\n    &amp;&amp; pip3 install numpy pandas matplotlib<\/code><\/pre>\n<h3>3.2 Docker \uc774\ubbf8\uc9c0 \ube4c\ub4dc<\/h3>\n<p>\ub3c4\ucee4 \uc774\ubbf8\uc9c0\ub97c \ube4c\ub4dc\ud558\ub824\uba74 \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4:<\/p>\n<pre><code>docker build -t my-tensorflow-image .<\/code><\/pre>\n<h3>3.3 Docker \ucee8\ud14c\uc774\ub108 \uc2e4\ud589<\/h3>\n<p>\uc774\ubbf8\uc9c0\ub97c \uae30\ubc18\uc73c\ub85c \ucee8\ud14c\uc774\ub108\ub97c \uc2e4\ud589\ud558\ub824\uba74:<\/p>\n<pre><code>docker run --gpus all -it my-tensorflow-image<\/code><\/pre>\n<h2>4. Kubernetes\uc758 \uc774\ud574<\/h2>\n<p>Kubernetes\ub294 \ucee8\ud14c\uc774\ub108\ud654\ub41c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ubc30\ud3ec, \ud655\uc7a5 \ubc0f \uad00\ub9ac\ub97c \uc790\ub3d9\ud654\ud558\ub294 \uc624\ud508\uc18c\uc2a4 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4.<\/p>\n<h3>4.1 Kubernetes\uc758 \uc7a5\uc810<\/h3>\n<ul>\n<li><strong>\uc790\ub3d9\ud654\ub41c \ubc30\ud3ec:<\/strong> Kubernetes\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc30\ud3ec\ub97c \uc790\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud655\uc7a5\uc131:<\/strong> \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc694\uad6c\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ucee8\ud14c\uc774\ub108\ub97c \ud655\uc7a5\ud558\uac70\ub098 \ucd95\uc18c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc790\uc6d0 \uad00\ub9ac:<\/strong> \ud074\ub7ec\uc2a4\ud130 \ub0b4 \ub9ac\uc18c\uc2a4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.2 Kubernetes \uc124\uce58<\/h3>\n<p>\uc6b0\ubd84\ud22c\uc5d0\uc11c Kubernetes\ub97c \uc124\uce58\ud558\ub824\uba74, Minikube\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>curl -LO https:\/\/storage.googleapis.com\/minikube\/releases\/latest\/minikube-linux-amd64\nsudo install minikube-linux-amd64 \/usr\/local\/bin\/minikube\nminikube start<\/code><\/pre>\n<h2>5. Kubernetes\uc5d0\uc11c Docker \ucee8\ud14c\uc774\ub108 \uad00\ub9ac<\/h2>\n<p>Kubernetes \ud074\ub7ec\uc2a4\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec Docker \ucee8\ud14c\uc774\ub108\ub97c \uad00\ub9ac\ud558\ub824\uba74 \uba3c\uc800 Deployment\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.1 Deployment YAML \ud30c\uc77c \uc791\uc131<\/h3>\n<p>\ub2e4\uc74c\uc740 TensorFlow \ucee8\ud14c\uc774\ub108\ub97c \uc2e4\ud589\ud558\uae30 \uc704\ud55c Deployment YAML \ud30c\uc77c\uc758 \uc608\uc785\ub2c8\ub2e4:<\/p>\n<pre><code>apiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  name: tensorflow-deployment\nspec:\n  replicas: 3\n  selector:\n    matchLabels:\n      app: tensorflow\n  template:\n    metadata:\n      labels:\n        app: tensorflow\n    spec:\n      containers:\n      - name: tensorflow\n        image: my-tensorflow-image\n        resources:\n          limits:\n            nvidia.com\/gpu: 1<\/code><\/pre>\n<h3>5.2 Deployment \uc801\uc6a9<\/h3>\n<p>\uc791\uc131\ud55c Deployment \ud30c\uc77c\uc744 Kubernetes \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc801\uc6a9\ud569\ub2c8\ub2e4:<\/p>\n<pre><code>kubectl apply -f tensorflow-deployment.yaml<\/code><\/pre>\n<h3>5.3 \ud3ec\ub4dc \uc0c1\ud0dc \ud655\uc778<\/h3>\n<p>\ud3ec\ub4dc\uc758 \uc0c1\ud0dc\ub97c \ud655\uc778\ud558\ub824\uba74:<\/p>\n<pre><code>kubectl get pods<\/code><\/pre>\n<h2>6. \ud074\ub7ec\uc2a4\ud130 \ubaa8\ub2c8\ud130\ub9c1<\/h2>\n<p>\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828 \uc791\uc5c5\uc774 \uc9c4\ud589\ub420 \ub54c \ud074\ub7ec\uc2a4\ud130\uc758 \uc131\ub2a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uac83\uc740 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. Prometheus\uc640 Grafana\ub97c \uc5f0\ub3d9\ud558\uc5ec \uc131\ub2a5 \uc9c0\ud45c\ub97c \uae30\ub85d\ud558\uace0 \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.1 Prometheus \uc124\uce58<\/h3>\n<p>Prometheus \uc124\uc815\uc744 \uc704\ud55c Helm \ucc28\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc124\uce58\ud569\ub2c8\ub2e4:<\/p>\n<pre><code>helm repo add prometheus-community https:\/\/prometheus-community.github.io\/helm-charts\nhelm install prometheus prometheus-community\/prometheus<\/code><\/pre>\n<h3>6.2 Grafana \uc124\uce58<\/h3>\n<p>Grafana\ub3c4 Helm \ucc28\ud2b8\ub97c \ud1b5\ud574 \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>helm repo add grafana https:\/\/grafana.github.io\/helm-charts\nhelm install grafana grafana\/grafana<\/code><\/pre>\n<h3>6.3 \ub300\uc2dc\ubcf4\ub4dc \uc124\uc815<\/h3>\n<p>Grafana\uc758 UI\ub97c \ud1b5\ud574 Prometheus \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc124\uc815\ud558\uace0 \uc2dc\uac01\ud654\ud560 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h2>\uacb0\ub860<\/h2>\n<p>Docker\uc640 Kubernetes\ub97c \ud65c\uc6a9\ud558\uc5ec \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\ub294 \uac83\uc740 \ud6a8\uc728\uc801\uc778 \uc2e4\ud5d8 \ud658\uacbd\uc744 \uc81c\uacf5\ud558\uba70, \ubc18\ubcf5 \uac00\ub2a5\ud55c \uc2e4\ud5d8\uc744 \uac00\ub2a5\ud558\uac8c \ub9cc\ub4ed\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc778\ud504\ub77c\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c AI \ubaa8\ub378\uc744 \ud14c\uc2a4\ud2b8\ud558\uace0 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac00\uc774\ub4dc\ub97c \ud1a0\ub300\ub85c \uc790\uc2e0\uc758 \uc778\uacf5\uc9c0\ub2a5 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ub9de\ub294 \uc11c\ubc84 \ud658\uacbd\uc744 \uad6c\ucd95\ud574 \ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc740 \uc624\ub298\ub0a0\uc758 \uac00\uc7a5 \ud601\uc2e0\uc801\uc778 \ubd84\uc57c \uc911 \ud558\ub098\ub85c, \ub370\uc774\ud130 \ubd84\uc11d, \uba38\uc2e0\ub7ec\ub2dd, \ub525\ub7ec\ub2dd \ub4f1\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\ub97c \ud3ec\uad04\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud559\uc2b5\ud558\uace0 \uc2e4\ud5d8\ud558\uae30 \uc704\ud55c \uac15\ub825\ud55c \uc11c\ubc84 \ud658\uacbd\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Docker\uc640 Kubernetes\ub97c \ud65c\uc6a9\ud558\uc5ec \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\uc758 \ud544\uc694\uc131 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc740 \ub9ce\uc740 \ub370\uc774\ud130\uc640 \ub192\uc740 \uc5f0\uc0b0 \ub2a5\ub825\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc720\uc5f0\ud558\uac8c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/41608\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;18.\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84 \uad6c\ucd95\ud558\uae30, Docker\uc640 Kubernetes \ud65c\uc6a9  \uc778\uacf5\uc9c0\ub2a5 \uc2e4\ud5d8\uc744 \uc704\ud55c Docker \ucee8\ud14c\uc774\ub108\ud654 \ubc0f Kubernetes\ub85c \ud074\ub7ec\uc2a4\ud130 \uad00\ub9ac&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[179],"tags":[],"class_list":["post-41608","post","type-post","status-publish","format-standard","hentry","category-179"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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\/>\n<meta property=\"og:description\" content=\"\uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc740 \uc624\ub298\ub0a0\uc758 \uac00\uc7a5 \ud601\uc2e0\uc801\uc778 \ubd84\uc57c \uc911 \ud558\ub098\ub85c, \ub370\uc774\ud130 \ubd84\uc11d, \uba38\uc2e0\ub7ec\ub2dd, \ub525\ub7ec\ub2dd \ub4f1\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\ub97c \ud3ec\uad04\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud559\uc2b5\ud558\uace0 \uc2e4\ud5d8\ud558\uae30 \uc704\ud55c \uac15\ub825\ud55c \uc11c\ubc84 \ud658\uacbd\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Docker\uc640 Kubernetes\ub97c \ud65c\uc6a9\ud558\uc5ec \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\uc758 \ud544\uc694\uc131 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc740 \ub9ce\uc740 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