{"id":46244,"date":"2023-06-24T05:15:04","date_gmt":"2023-03-11T07:40:48","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46244-2\/"},"modified":"2024-04-30T10:26:30","modified_gmt":"2024-04-30T02:26:30","slug":"46244-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46244-2\/","title":{"rendered":""},"content":{"rendered":"<p>\u203b2019\/05\/14<br \/>\nDockerfile\u3067\u8a18\u8ff0\u30df\u30b9\u30fb\u8a18\u8ff0\u6f0f\u308c\u304c\u3042\u3063\u305f\u305f\u3081\u4fee\u6b63\u3002<\/p>\n<h2>\u4f5c\u3063\u305f\u76ee\u7684<\/h2>\n<p>\u4ee5\u524d\u3001\u300cPython3.7.1 \u3068 jupyter notebook \u3092\u5165\u308c\u305f\u30b3\u30f3\u30c6\u30ca\u306e\u4f5c\u6210\u300d\u3068\u3044\u3046\u8a18\u4e8b\u3092\u8f09\u305b\u3066\u3044\u307e\u3057\u305f\u304c\u3001Python3.7.3\u304c\u51fa\u3066\u3044\u305f\u305f\u3081\u4f5c\u308a\u76f4\u3057\u307e\u3057\u305f\u3002<br \/>\nCVE-2019-9947\u3068CVE-2019-9948\u306e\u5bfe\u5fdc\u6e08\u307f\u3067\u3082\u3042\u308b\u3057\u826f\u3044\u6a5f\u4f1a\u304b\u3068\u3002<br \/>\n\u3064\u3044\u3067\u306b\u8efd\u91cf\u5316\u76ee\u7684\u3067\u30a4\u30e1\u30fc\u30b8\u3092\u5909\u66f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u74b0\u5883<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">CentOS Linux release 7.6.1810\uff08\u30db\u30b9\u30c8OS\u3067\u3059\uff09<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Docker version 18.09.3<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">docker-compose version 1.23.2<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Python 3.7.3\uff08\u30b3\u30f3\u30c6\u30ca\u306e\u4e2d\uff09<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">jupyter-lab 0.35.4\uff08\u30b3\u30f3\u30c6\u30ca\u306e\u4e2d\uff09<\/ul>\n<h2>\u8efd\u91cf\u5316\u306b\u3064\u3044\u3066<\/h2>\n<p>\u4ee5\u524d\u306f\u3001CentOS\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u3066\u30011.31GB \u3068\u30d8\u30d3\u30fc\u3067\u3057\u305f\u3002<br \/>\n\u4eca\u56de\u306f\u30a4\u30e1\u30fc\u30b8\u3092python:3.7.3-slim-stretch\u306b\u3057\u3066\u3001734MB\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>DockerHub\u306bpython\u30a4\u30e1\u30fc\u30b8\u304c\u3042\u308a\u3001\u7279\u306bpython:3.7.3-alpine3.9\u306f\u8efd\u91cf\u5316\u306b\u304b\u306a\u308a\u8ca2\u732e\u3067\u304d\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3057\u305f\u3002<br \/>\n\u5b9f\u969b\u306b\u4f5c\u3063\u3066\u307f\u308b\u3068\u3001Python\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3001&#8221; not found &#8221; \u306e\u5d50\u3067\u8ae6\u3081\u307e\u3057\u305f\u3002<\/p>\n<p>\u6700\u7d42\u7684\u306b\u3001python:3.7.3-slim-stretch\u3067\u843d\u3061\u7740\u304d\u307e\u3057\u305f\u3002<br \/>\n\u3061\u306a\u307f\u306b\u3001python:3.7.3-slim-stretch\u306e\u30a4\u30e1\u30fc\u30b8\u30b5\u30a4\u30ba\u306f143MB\u3067\u3059\u3002<\/p>\n<h2>Docker\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<p>Docker\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u3001\u4ee5\u524d\u306e\u8a18\u4e8b\u3084\u6570\u591a\u304f\u3042\u308b\u7d20\u6674\u3089\u3057\u3044\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u30d5\u30a1\u30a4\u30eb\u69cb\u6210<\/h2>\n<p>\u4ee5\u4e0b\u306e\uff15\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u540c\u3058\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u7f6e\u304d\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Dockerfile<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">docker-compose.yml<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">jupyter_notebook_config.py<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">requirements.txt<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">.env<\/ul>\n<p>\u30d5\u30a1\u30a4\u30eb\u3092\u7f6e\u3044\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067docker-compose\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<h2>Dockerfile<\/h2>\n<pre class=\"post-pre\"><code><span class=\"k\">FROM<\/span><span class=\"s\"> python:3.7.3-slim-stretch<\/span>\r\n\r\n<span class=\"k\">ENV<\/span><span class=\"s\"> PYTHONPATH \"\/opt\/python\/library\"<\/span>\r\n\r\n<span class=\"k\">COPY<\/span><span class=\"s\"> requirements.txt \/tmp\/requirements.txt<\/span>\r\n\r\n<span class=\"k\">RUN <\/span><span class=\"nb\">set<\/span> <span class=\"nt\">-x<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>    pip <span class=\"nb\">install<\/span> <span class=\"nt\">-U<\/span> pip <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>    pip <span class=\"nb\">install<\/span> <span class=\"nt\">-r<\/span> \/tmp\/requirements.txt <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>    <span class=\"nb\">mkdir<\/span> <span class=\"nt\">-p<\/span> \/opt\/python\/library <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>    <span class=\"nb\">mkdir<\/span> <span class=\"nt\">-p<\/span> \/opt\/python\/jupyter <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>    <span class=\"nb\">mkdir<\/span> <span class=\"nt\">-p<\/span> \/opt\/python\/jupyterlab <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>    <span class=\"nb\">mkdir<\/span> ~\/.jupyter <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>    <span class=\"nb\">rm<\/span> \/tmp\/requirements.txt\r\n\r\n<span class=\"k\">COPY<\/span><span class=\"s\"> .\/jupyter_notebook_config.py \/root\/.jupyter\/jupyter_notebook_config.py<\/span>\r\n\r\n<span class=\"k\">EXPOSE<\/span><span class=\"s\"> 8888<\/span>\r\n<span class=\"k\">CMD<\/span><span class=\"s\"> [\"jupyter\", \"lab\", \"--allow-root\"]<\/span>\r\n<\/code><\/pre>\n<h2>docker-compose.yml<\/h2>\n<pre class=\"post-pre\"><code><span class=\"na\">version<\/span><span class=\"p\">:<\/span> <span class=\"err\">'<\/span><span class=\"mi\">3<\/span><span class=\"err\">'<\/span>\r\n\r\n<span class=\"na\">services<\/span><span class=\"p\">:<\/span>\r\n  <span class=\"na\">python<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"na\">build<\/span><span class=\"p\">:<\/span>\r\n      <span class=\"na\">context<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\".\/\"<\/span>\r\n      <span class=\"na\">dockerfile<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"Dockerfile\"<\/span>\r\n    <span class=\"na\">image<\/span><span class=\"p\">:<\/span> <span class=\"err\">$<\/span><span class=\"p\">{<\/span><span class=\"err\">TAG<\/span><span class=\"p\">}<\/span>\r\n    <span class=\"na\">hostname<\/span><span class=\"p\">:<\/span> <span class=\"err\">$<\/span><span class=\"p\">{<\/span><span class=\"err\">TAG<\/span><span class=\"p\">}<\/span>\r\n    <span class=\"na\">container_name<\/span><span class=\"p\">:<\/span> <span class=\"err\">$<\/span><span class=\"p\">{<\/span><span class=\"err\">TAG<\/span><span class=\"p\">}<\/span>\r\n    <span class=\"na\">ports<\/span><span class=\"p\">:<\/span>\r\n      <span class=\"err\">-<\/span> <span class=\"s2\">\"8888:8888\"<\/span>\r\n    <span class=\"na\">volumes<\/span><span class=\"p\">:<\/span>\r\n      <span class=\"err\">-<\/span> <span class=\"err\">\/opt\/$<\/span><span class=\"p\">{<\/span><span class=\"err\">TAG<\/span><span class=\"p\">}<\/span><span class=\"err\">\/<\/span><span class=\"na\">jupyter<\/span><span class=\"p\">:<\/span><span class=\"err\">\/opt\/python\/jupyter<\/span>\r\n      <span class=\"err\">-<\/span> <span class=\"err\">\/opt\/$<\/span><span class=\"p\">{<\/span><span class=\"err\">TAG<\/span><span class=\"p\">}<\/span><span class=\"err\">\/<\/span><span class=\"na\">jupyterlab<\/span><span class=\"p\">:<\/span><span class=\"err\">\/opt\/python\/jupyterlab<\/span>\r\n      <span class=\"err\">-<\/span> <span class=\"err\">\/opt\/$<\/span><span class=\"p\">{<\/span><span class=\"err\">TAG<\/span><span class=\"p\">}<\/span><span class=\"err\">\/<\/span><span class=\"na\">library<\/span><span class=\"p\">:<\/span><span class=\"err\">\/opt\/python\/library<\/span>\r\n    <span class=\"na\">logging<\/span><span class=\"p\">:<\/span>\r\n      <span class=\"na\">driver<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"journald\"<\/span>\r\n<\/code><\/pre>\n<h2>jupyter_notebook_config.py<\/h2>\n<pre class=\"post-pre\"><code><span class=\"n\">c<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_config<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">NotebookApp<\/span><span class=\"p\">.<\/span><span class=\"n\">ip<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'0.0.0.0'<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">NotebookApp<\/span><span class=\"p\">.<\/span><span class=\"n\">open_browser<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">False<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">NotebookApp<\/span><span class=\"p\">.<\/span><span class=\"n\">port<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">8888<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">NotebookApp<\/span><span class=\"p\">.<\/span><span class=\"n\">notebook_dir<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'\/opt\/python\/jupyter'<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">LabApp<\/span><span class=\"p\">.<\/span><span class=\"n\">user_settings_dir<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'\/opt\/python\/jupyterlab\/lab\/user-settings'<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">LabApp<\/span><span class=\"p\">.<\/span><span class=\"n\">workspaces_dir<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'\/opt\/python\/jupyterlab\/lab\/workspaces'<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">NotebookApp<\/span><span class=\"p\">.<\/span><span class=\"n\">password<\/span> <span class=\"o\">=<\/span> <span class=\"sa\">u<\/span><span class=\"s\">'sha1:63cae364b3cd:c4319cba1eeb1bcf011a7d3fabd6448f95ae18c5'<\/span>\r\n<\/code><\/pre>\n<p>c.NotebookApp.password \u306b\u8a2d\u5b9a\u3057\u305f\u30d1\u30b9\u30ef\u30fc\u30c9\u306f\u300cpassword\u300d\u306ehash\u5024\u3067\u3059\u3002<\/p>\n<p>\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5909\u66f4\u3059\u308b\u5834\u5408\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u8d77\u52d5\u5f8c\u306b\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u5165\u529b\u5f8c\u306b\u51fa\u529b\u3055\u308c\u308bhash\u5024\u306b\u5909\u66f4\u3057\u307e\u3059\u3002<br \/>\n\u30b3\u30f3\u30c6\u30ca\u540d\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u3001\u30b3\u30de\u30f3\u30c9\u3082\u4fee\u6b63\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker container exec -it python373 bash\r\n[root@python373 \/]# python -c 'from notebook.auth import passwd;print(passwd())'\r\nEnter password:\r\nVerify password:\r\nsha1:XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX  #\u3053\u308c\u306b\u5909\u66f4\r\n[root@python373 \/]# sed -i -e \"\/^c\\.NotebookApp\\.password\/s\/\\(sha1:\\).*\/\\1XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX\\'\/\" ~\/.jupyter\/jupyter_notebook_config.py \r\n[root@python373 \/]# exit\r\n$ docker-compose restart\r\n<\/code><\/pre>\n<p>\u30b3\u30f3\u30c6\u30ca\u3092\u524a\u9664\u3059\u308b\u3068\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u3082\u6d88\u3048\u307e\u3059\u3002<br \/>\n\u5fc5\u8981\u3067\u3042\u308c\u3070\u3001commit\u3057\u3066\u65b0\u3057\u3044\u30a4\u30e1\u30fc\u30b8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<h2>requirements.txt<\/h2>\n<p>\u30b3\u30f3\u30c6\u30ca\u5185\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u308bpython\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">jupyterlab<\/span><span class=\"o\">==<\/span>0.35.4\r\n<span class=\"nv\">matplotlib<\/span><span class=\"o\">==<\/span>3.0.3\r\n<span class=\"nv\">numpy<\/span><span class=\"o\">==<\/span>1.16.2\r\n<span class=\"nv\">pandas<\/span><span class=\"o\">==<\/span>0.24.2\r\n<span class=\"nv\">plotly<\/span><span class=\"o\">==<\/span>3.7.1\r\n<span class=\"nv\">seaborn<\/span><span class=\"o\">==<\/span>0.9.0\r\n<\/code><\/pre>\n<h2>.env<\/h2>\n<p>\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u306eTAG\u304c\u3001docker-compose.yml\u5185\u306e${TAG}\u306b\u5c55\u958b\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">TAG<\/span><span class=\"o\">=<\/span>python373\r\n<\/code><\/pre>\n<h2>\u30b3\u30f3\u30c6\u30ca\u4f5c\u6210<\/h2>\n<pre class=\"post-pre\"><code>$ docker-compose build\r\n<\/code><\/pre>\n<h2>\u30b3\u30f3\u30c6\u30ca\u8d77\u52d5<\/h2>\n<pre class=\"post-pre\"><code>$ docker-compose up -d\r\n<\/code><\/pre>\n<h2>\u30b3\u30f3\u30c6\u30ca\u505c\u6b62\u3068\u524a\u9664<\/h2>\n<pre class=\"post-pre\"><code>$ docker-compose down\r\n<\/code><\/pre>\n<h2>jupyter\u3078\u306e\u30a2\u30af\u30bb\u30b9<\/h2>\n<p>\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u4ee5\u4e0b\u3078\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>http:\/\/\u30b5\u30fc\u30d0\u306eIP\u30a2\u30c9\u30ec\u30b9:8888\/\r\n<\/code><\/pre>\n<p>\u30d1\u30b9\u30ef\u30fc\u30c9\u306f\u3001\u300cpassword\u300d\u3067\u3059\u3002<br \/>\n\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u3001\u5909\u66f4\u3057\u305f\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n<h2>\u30dc\u30ea\u30e5\u30fc\u30e0\u306e\u8a71<\/h2>\n<p>\u30db\u30b9\u30c8\u306e\/opt\/python373\/jupyter\u3092\u30b3\u30f3\u30c6\u30ca\u5185\u306e\/opt\/python\/jupyter\u306b\u30de\u30a6\u30f3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\njupyter\u3067\u5165\u529b\u3057\u305f\u30b3\u30de\u30f3\u30c9\u306f\u3001\u30db\u30b9\u30c8\u306e\u30dc\u30ea\u30e5\u30fc\u30e0\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u30db\u30b9\u30c8\u306e\/opt\/python373\/jupyterlab\u3092\u30b3\u30f3\u30c6\u30ca\u5185\u306e\/opt\/python\/jupyterlab\u306b\u30de\u30a6\u30f3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\njupyterlab\u306e\u8a2d\u5b9a\uff08\u305f\u3068\u3048\u3070\u30c6\u30fc\u30de\u3092drak\u306b\u5909\u66f4\uff09\u306f\u3001\u30db\u30b9\u30c8\u306e\u30dc\u30ea\u30e5\u30fc\u30e0\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30db\u30b9\u30c8\u306e\/opt\/python373\/library\u3092\u30b3\u30f3\u30c6\u30ca\u306e\/opt\/python\/library\u306b\u30de\u30a6\u30f3\u30c8\u3057\u3066\u304a\u308a\u3001\u30d1\u30b9\u3092\u901a\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u6b21\u306e\u624b\u9806\u3067\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8ffd\u52a0\u65b9\u6cd5<\/h2>\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u8ffd\u52a0\u3059\u308b\u5834\u5408\u306f\u3001\u30db\u30b9\u30c8\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\uff08\u30b3\u30f3\u30c6\u30ca\u306f\u8d77\u52d5\u3057\u305f\u307e\u307e\u3067\u3059\u3088\uff09<br \/>\n\u4ee5\u4e0b\u306e\u4f8b\u3067\u306f\u3001simplejson\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u8ffd\u52a0\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker container exec -t python373 pip install simplejson -t \/opt\/python\/library\r\n<\/code><\/pre>\n<h2>\u6700\u5f8c\u306b<\/h2>\n<p>\u3053\u306e\u74b0\u5883\u3092\u4f5c\u3063\u3066\u4e00\u9031\u9593\u307b\u3069\u8d77\u52d5\u3055\u305b\u3066\u4f7f\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u7279\u306b\u554f\u984c\u306f\u8d77\u304d\u3066\u3044\u307e\u305b\u3093\u3002<br \/>\nscikit_learn\u3084tensorflow\u3082\u8ffd\u52a0\u3067\u304d\u3066\u3044\u307e\u3059\u3002\uff08\u79c1\u306b\u30b9\u30ad\u30eb\u304c\u306a\u3044\u305f\u3081\u8ffd\u52a0\u3057\u305f\u3060\u3051\u3067\u3059\u3002\u307e\u305ftensorflow\u306f\u5358\u4f53\u3067Docker\u30a4\u30e1\u30fc\u30b8\u304c\u3042\u308b\u306e\u3067\u5fae\u5999\u3067\u3059\u304c\u30fb\u30fb\u30fb\uff09<br \/>\n\u3053\u308c\u304b\u3089Python\u306a\u3089\u3073\u306b\u6a5f\u68b0\u5b66\u7fd2\u30fb\u6df1\u5c64\u5b66\u7fd2\u306e\u52c9\u5f37\u3092\u30ac\u30f3\u30ac\u30f3\u9032\u3081\u3066\u3044\u3051\u308c\u3070\u30fb\u30fb\u30fb\u3044\u3044\u306a\u3041\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u203b2019\/05\/14 Dockerfile\u3067\u8a18\u8ff0\u30df\u30b9\u30fb\u8a18\u8ff0\u6f0f\u308c\u304c\u3042\u3063\u305f\u305f\u3081\u4fee\u6b63\u3002 \u4f5c\u3063\u305f\u76ee\u7684 \u4ee5\u524d\u3001\u300cPyt [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46244","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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