{"id":46571,"date":"2023-03-13T12:26:37","date_gmt":"2023-11-10T01:03:46","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46571-2\/"},"modified":"2024-04-29T18:40:37","modified_gmt":"2024-04-29T10:40:37","slug":"46571-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46571-2\/","title":{"rendered":""},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u3001Docker \u3067 Jupyter Lab \u3092\u8d77\u52d5\u3057\u3001dtreeviz \u3092\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u5185\u5bb9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u500b\u4eba\u7684\u306a\u30e1\u30e2\u3068\u3057\u3066\u6b8b\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<h3>\u5fc5\u8981\u306a\u74b0\u5883<\/h3>\n<p>Docker\uff08\u3053\u306e\u8a18\u4e8b\u3092\u66f8\u3044\u3066\u3044\u308b\u3068\u304d\u306f Docker Desktop for mac 3.0.2\uff09<\/p>\n<h3>dtreeviz \u306b\u3064\u3044\u3066<\/h3>\n<ul class=\"post-ul\">https:\/\/github.com\/parrt\/dtreeviz<\/ul>\n<p>dtreeviz \u306f\u3001\u6728\u69cb\u9020\u306a\u3069\u3092\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<br \/>\n\u30b0\u30e9\u30d5\u69cb\u9020\u3092\u51fa\u529b\u3059\u308b\u305f\u3081\u306b\u306f graphviz \u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4f7f\u7528\u304c\u4e00\u822c\u7684\u3067\u3059\u304c\u3001\u3088\u308a\u7dba\u9e97\u306b\u30b0\u30e9\u30d5\u69cb\u9020\u304c\u51fa\u529b\u3067\u304d\u308b\u306e\u304c\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>1. Docker \u3067\u30b3\u30f3\u30c6\u30ca\u3092\u7acb\u3066\u308b<\/h2>\n<p>\u30a4\u30e1\u30fc\u30b8\u306f jupyter\/datascience-notebook \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30db\u30b9\u30c8 OS \u306e\u30dd\u30fc\u30c8\u306f 8888 \u756a\u3092\u4f7f\u7528<\/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\">\u30de\u30a6\u30f3\u30c8\u3057\u305f\u3044\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u5b58\u5728\u3057\u3001\u305d\u308c\u306b\u30de\u30a6\u30f3\u30c8\u3092\u884c\u3046<\/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\">\u30e1\u30e2\u30ea\u306f 8GB \u307e\u3067\u306b\u8a2d\u5b9a<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Jupyter Lab \u3092\u8d77\u52d5\u3057\u3001\u30c8\u30fc\u30af\u30f3\u7121\u3057\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u5b9a<\/ul>\n<p>\u306e\u6761\u4ef6\u306e\u3082\u3068\u30b3\u30f3\u30c6\u30ca\u3092\u7acb\u3066\u307e\u3059\u3002<br \/>\n\u30b3\u30de\u30f3\u30c9\u306f\u3001\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">--rm<\/span> <span class=\"nt\">--name<\/span> <span class=\"o\">{<\/span>\u30b3\u30f3\u30c6\u30ca\u540d<span class=\"o\">}<\/span> <span class=\"nt\">-d<\/span> <span class=\"nt\">-p<\/span> 8888:8888 <span class=\"nt\">-v<\/span> <span class=\"o\">{<\/span>\u30de\u30a6\u30f3\u30c8\u3057\u305f\u3044\u30c7\u30a3\u30ec\u30af\u30c8\u30ea<span class=\"o\">}<\/span>:\/home\/jovyan\/ <span class=\"nt\">-m<\/span> 8000m jupyter\/datascience-notebook jupyter-lab <span class=\"nt\">--no-browser<\/span> <span class=\"nt\">--port<\/span><span class=\"o\">=<\/span>8888 <span class=\"nt\">--ip<\/span><span class=\"o\">=<\/span>0.0.0.0 <span class=\"nt\">--NotebookApp<\/span>.token<span class=\"o\">=<\/span><span class=\"s1\">''<\/span>\r\n<\/code><\/pre>\n<p>\u4e0a\u306e\u30b3\u30de\u30f3\u30c9\u3092\u6bce\u56de\u5165\u529b\u3059\u308b\u306e\u306f\u9762\u5012\u306a\u306e\u3067\u3001Makefile \u3092\u4f5c\u6210\u3057\u3066\u30b3\u30de\u30f3\u30c9\u5165\u529b\u3092\u7701\u7565\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nl\">jupyter<\/span><span class=\"o\">:<\/span>\r\n        <span class=\"nl\">docker run --rm --name {\u30b3\u30f3\u30c6\u30ca\u540d} -d -p 8888<\/span><span class=\"o\">:<\/span><span class=\"nf\">8888 <\/span>\\\r\n<span class=\"nf\">        -v {\u30de\u30a6\u30f3\u30c8\u3057\u305f\u3044\u30c7\u30a3\u30ec\u30af\u30c8\u30ea}:\/home\/jovyan\/ <\/span>\\\r\n<span class=\"nf\">        -m 8000m <\/span>\\\r\n<span class=\"nf\">        jupyter\/datascience-notebook <\/span>\\\r\n<span class=\"nf\">        jupyter-lab --no-browser --port=8888 --ip=0.0.0.0 --NotebookApp.token=''<\/span>\r\n<\/code><\/pre>\n<p>\u3053\u3046\u3059\u308b\u3053\u3068\u3067 Makefile \u304c\u5b58\u5728\u3057\u3066\u3044\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067 make jupyter \u3068\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u30b3\u30f3\u30c6\u30ca\u3092\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>2. \u30b3\u30f3\u30c6\u30ca\u306b root \u30e6\u30fc\u30b6\u30fc\u3067\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u8db3\u308a\u306a\u3044\u74b0\u5883\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/h2>\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3001root \u30e6\u30fc\u30b6\u30fc\u3068\u3057\u3066\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>docker <span class=\"nb\">exec<\/span> <span class=\"nt\">-it<\/span> <span class=\"nt\">--user<\/span> root <span class=\"o\">{<\/span>\u30b3\u30f3\u30c6\u30ca ID<span class=\"o\">}<\/span> \/bin\/bash\r\n<\/code><\/pre>\n<p>\u30b3\u30f3\u30c6\u30ca ID \u306f docker ps \u304b\u3089\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br \/>\n\u305d\u306e\u5f8c\u3001\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>apt-get dist-upgrade <span class=\"o\">&amp;&amp;<\/span> apt-get update <span class=\"o\">&amp;&amp;<\/span> apt-get <span class=\"nb\">install <\/span>build-essential <span class=\"o\">&amp;&amp;<\/span> apt-get <span class=\"nb\">install <\/span>graphviz <span class=\"nt\">-y<\/span>\r\n<span class=\"nv\">$ <\/span>pip <span class=\"nb\">install <\/span>dtreeviz dtreeviz[boost] dtreeviz[pyspark]\r\n<\/code><\/pre>\n<p>1 \u884c\u76ee\u3067\u306f\u3001graphviz \u306e\u5c0e\u5165\u3092\u884c\u3063\u3066\u304a\u308a\u307e\u3059\u3002<br \/>\ndtreeviz \u3067\u306f graphviz \u304c\u5fc5\u8981\u3068\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\napt-get install graphviz \u3060\u3051\u3067\u306f\u3046\u307e\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u4e00\u5ea6 apt-get \u306e\u66f4\u65b0\u306a\u3069\u3092\u884c\u3063\u3066\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>2\u884c\u76ee\u306f\u3001dtreeviz \u306e\u5c0e\u5165\u3092\u884c\u3063\u3066\u304a\u308a\u307e\u3059\u3002<br \/>\nscikit-learn \u306e\u307f\u3067\u4f7f\u3046 \u5834\u5408\u3067\u3042\u308c\u3070\u3001pip install dtreeviz \u3060\u3051\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3082\u5927\u4e08\u592b\u3067\u3059\u3002<br \/>\nXGBoost \u3068 Spark MLlib \u3067\u3082\u4f7f\u7528\u3057\u305f\u3044\u5834\u5408\u306f\u3001dtreeviz[boost] \u3068 dtreeviz[pyspark] \u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u7d42\u308f\u3063\u305f\u3089 exit \u3067\u30ed\u30b0\u30a2\u30a6\u30c8\u3057\u3066\u5927\u4e08\u592b\u3067\u3059\u3002<\/p>\n<h2>3. \u52d5\u4f5c\u78ba\u8a8d\u3057\u3066\u307f\u308b<\/h2>\n<p>Iris \u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>http:\/\/localhost:8888\/lab \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.datasets<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">load_iris<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">tree<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">dtreeviz.trees<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">dtreeviz<\/span>\r\n\r\n<span class=\"n\">clf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tree<\/span><span class=\"p\">.<\/span><span class=\"n\">DecisionTreeClassifier<\/span><span class=\"p\">(<\/span><span class=\"n\">max_depth<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">iris<\/span> <span class=\"o\">=<\/span> <span class=\"n\">load_iris<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">clf<\/span><span class=\"p\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">iris<\/span><span class=\"p\">.<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span> <span class=\"n\">iris<\/span><span class=\"p\">.<\/span><span class=\"n\">target<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">tree_viz<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dtreeviz<\/span><span class=\"p\">(<\/span>\r\n    <span class=\"n\">clf<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">iris<\/span><span class=\"p\">.<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span> \r\n    <span class=\"n\">iris<\/span><span class=\"p\">.<\/span><span class=\"n\">target<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">target_name<\/span><span class=\"o\">=<\/span><span class=\"s\">'variety'<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">feature_names<\/span><span class=\"o\">=<\/span><span class=\"n\">iris<\/span><span class=\"p\">.<\/span><span class=\"n\">feature_names<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"n\">class_names<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">iris<\/span><span class=\"p\">.<\/span><span class=\"n\">target_names<\/span><span class=\"p\">],<\/span>\r\n<span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">display<\/span><span class=\"p\">(<\/span><span class=\"n\">tree_viz<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<h4>\u6700\u5f8c\u306e\u51fa\u529b\u69cb\u6587\u306b\u3064\u3044\u3066<\/h4>\n<p>Jupyter Notebook \u306e\u5834\u5408\u306f tree_viz.view() \u3067\u3082\u8868\u793a\u53ef\u80fd\u3067\u3059\u3002<br \/>\nJupyter Lab \u3084 Google Colab \u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408 \u306f\u3001display(tree_viz) \u3067\u53ef\u8996\u5316\u3092\u884c\u308f\u306a\u3044\u3068\u51fa\u529b\u3055\u308c\u306a\u3044\u306e\u3067\u6c17\u3092\u3064\u3051\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u307e\u305f\u3001tree_viz.save({\u4fdd\u5b58\u3057\u305f\u3044\u30d5\u30a1\u30a4\u30eb\u540d}) \u3067 SVG \u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u51fa\u529b\u7d50\u679c\u3092\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u7d50\u679c\u304c\u3053\u3061\u3089\u3067\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d658b37434c4406d073c3\/31-0.png\" alt=\"iris \u30c7\u30fc\u30bf\u3092 dtreeviz \u3067\u53ef\u8996\u5316\u3057\u305f\u3082\u306e\" \/><\/div>\n<p>\u7121\u4e8b\u3001\u51fa\u529b\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2>\u304a\u308f\u308a\u306b<\/h2>\n<p>\u8b1b\u7fa9\u3067\u6c7a\u5b9a\u6728\u3092\u51fa\u529b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u300c\u305b\u3063\u304b\u304f\u306a\u3089 graphviz \u3088\u308a dtreeviz \u306e\u307b\u3046\u304c\u7dba\u9e97\u306b\u51fa\u529b\u3067\u304d\u308b\u3088\u306a\u30fc\u300d\u3068\u601d\u3063\u3066\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u305f\u3002<br \/>\n\u30b9\u30e9\u30a4\u30c9\u306a\u3069\u306b\u4f7f\u3046\u969b\u3082\u898b\u3084\u3059\u3044\u307b\u3046\u304c\u3044\u3044\u3068\u601d\u3046\u306e\u3067\u7686\u3055\u3093\u3082\u4f7f\u3063\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u3053\u306e\u8a18\u4e8b\u306f\u3001Docker \u3067 Jupyter Lab \u3092\u8d77\u52d5\u3057\u3001dtreeviz \u3092\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46571","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\/ -->\n<title>- 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