{"id":189,"date":"2025-02-23T00:16:05","date_gmt":"2025-02-22T15:16:05","guid":{"rendered":"https:\/\/hexis.jp\/?p=189"},"modified":"2025-02-23T17:11:28","modified_gmt":"2025-02-23T08:11:28","slug":"%e3%80%8c%e5%88%9d%e5%bf%83%e8%80%85%e3%81%a7%e3%82%8210%e5%88%86%ef%bc%81%e3%80%8djupyter-notebook%ef%bc%86%e3%83%87%e3%82%a3%e3%83%bc%e3%83%97%e3%83%a9%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e7%92%b0","status":"publish","type":"post","link":"https:\/\/hexis.jp\/?p=189","title":{"rendered":"\u300c\u521d\u5fc3\u8005\u3067\u308210\u5206\uff01\u300dJupyter Notebook\uff06\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u74b0\u5883\u69cb\u7bc9"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP_1_%E5%BF%85%E8%A6%81%E3%81%AA%E3%82%BD%E3%83%95%E3%83%88%E3%82%A6%E3%82%A7%E3%82%A2%E3%82%92%E6%BA%96%E5%82%99\"><\/span><strong>STEP 1: \u5fc5\u8981\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u6e96\u5099<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u5fc5\u8981\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<br>\u4eca\u56de\u306e\u65b9\u6cd5\u3067\u306f <strong>\u300c\u6700\u5c0f\u9650\u306e\u624b\u9806\u300d<\/strong> \u3067\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u4ee5\u4e0b\u306e2\u3064\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 1-1. Python\uff08Miniconda\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u306e\u74b0\u5883\u7ba1\u7406\u3092\u7c21\u5358\u306b\u3059\u308b\u305f\u3081\u306b\u3001<strong>Miniconda<\/strong> \u3092\u4f7f\u3044\u307e\u3059\uff08Anaconda\u306e\u8efd\u91cf\u7248\uff09\u3002<br>\u516c\u5f0f\u30b5\u30a4\u30c8\u304b\u3089 <strong>Windows\u7248\u306eMiniconda\uff0864-bit\uff09<\/strong> \u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <strong>Miniconda\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9:<\/strong><br><a>https:\/\/docs.conda.io\/en\/latest\/miniconda.html<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\ud83d\udd27 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/strong><\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e0a\u8a18\u30ea\u30f3\u30af\u304b\u3089 <strong>\u300cMiniconda3 Windows 64-bit\u300d<\/strong> \u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/li>\n\n\n\n<li>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f <code>Miniconda3-latest-Windows-x86_64.exe<\/code> \u3092\u5b9f\u884c<\/li>\n\n\n\n<li><strong>\u300cJust Me (recommended)\u300d\u3092\u9078\u629e\u3057\u3001\u300cNext\u300d<\/strong><\/li>\n\n\n\n<li><strong>\u300cAdd Miniconda3 to PATH\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u306a\u3044\uff08\u91cd\u8981\uff01\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u300cRegister Miniconda3 as the default Python 3.\u25cb\u25cb\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u308b<\/strong><\/li>\n\n\n\n<li>\u300cInstall\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u300cFinish\u300d<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u2705 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u78ba\u8a8d\uff08\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u5b9f\u884c\uff09<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001<strong>\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\uff08cmd\uff09<\/strong> \u3092\u958b\u304d\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>conda --version<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 \u6b63\u3057\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308c\u3070\u3001<code>conda 23.1.0<\/code> \u306e\u3088\u3046\u306b <strong>\u30d0\u30fc\u30b8\u30e7\u30f3\u60c5\u5831<\/strong> \u304c\u8868\u793a\u3055\u308c\u307e\u3059\uff01\ud83c\udf89<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 1-2. NVIDIA GPU\u3092\u4f7f\u3046\u5834\u5408\uff08CUDA\u306e\u78ba\u8a8d\u3068\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3082\u3057NVIDIA\u306eGPU\u3092\u642d\u8f09\u3057\u3066\u3044\u308bPC\u3092\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001<strong>CUDA\u3092\u5229\u7528\u3057\u3066\u9ad8\u901f\u51e6\u7406\u304c\u53ef\u80fd<\/strong> \u3067\u3059\u3002<br>\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u3001CUDA\u304c\u5229\u7528\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\ud83d\udd0d GPU\u306e\u6709\u7121\u3092\u78ba\u8a8d\u3059\u308b\uff08\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u5b9f\u884c\uff09<\/strong><\/h4>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>nvidia-smi<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>NVIDIA-SMI x.x.x<\/code> \u3068\u3044\u3046\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u308c\u3070\u3001GPU\u304c\u8a8d\u8b58\u3055\u308c\u3066\u3044\u307e\u3059\uff01\u2728<br>\u2714 \u3082\u3057 <code>command not found<\/code> \u306a\u3069\u306e\u30a8\u30e9\u30fc\u304c\u51fa\u305f\u5834\u5408\u306f\u3001CUDA\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\ud83d\udee0 CUDA\u3068cuDNN\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08\u5fc5\u8981\u306a\u5834\u5408\u306e\u307f\uff09<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <strong>CUDA\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9:<\/strong><br><a href=\"https:\/\/developer.nvidia.com\/cuda-downloads\">https:\/\/developer.nvidia.com\/cuda-downloads<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <strong>cuDNN\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9:<\/strong><br><a href=\"https:\/\/developer.nvidia.com\/cudnn\">https:\/\/developer.nvidia.com\/cudnn<\/a><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e0a\u8a18\u306e\u30b5\u30a4\u30c8\u304b\u3089 <strong>CUDA 11.x<\/strong>\uff08\u63a8\u5968\uff09\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\uff06\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/li>\n\n\n\n<li>CUDA\u306b\u5bfe\u5fdc\u3057\u305f cuDNN \u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08TensorFlow\u3084PyTorch\u3067\u5fc5\u8981\uff09<\/li>\n\n\n\n<li><strong>\u74b0\u5883\u5909\u6570\uff08PATH\uff09\u306bCUDA\u306e\u30d1\u30b9\u3092\u8ffd\u52a0<\/strong>\uff08\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u53c2\u7167\uff09<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udca1 <strong>CPU\u306e\u307f\u3067\u52d5\u304b\u3059\u5834\u5408\u306f\u3001\u3053\u306e\u624b\u9806\u306f\u30b9\u30ad\u30c3\u30d7OK\uff01<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP_2_Python%E4%BB%AE%E6%83%B3%E7%92%B0%E5%A2%83%E3%81%AE%E4%BD%9C%E6%88%90\"><\/span><strong>STEP 2: Python\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u306e\u74b0\u5883\u3092\u6574\u3048\u308b\u305f\u3081\u306b\u3001<strong>\u4eee\u60f3\u74b0\u5883<\/strong> \u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<br>\u4eee\u60f3\u74b0\u5883\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u4ed6\u306ePython\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u74b0\u5883\u3092\u5206\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u8a2d\u5b9a\u30df\u30b9\u3092\u9632\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 2-1. \u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u958b\u304f<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001<strong>Windows\u306e\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\uff08cmd\uff09<\/strong> \u3092\u958b\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Windows\u30ad\u30fc + R \u2192 <code>cmd<\/code> \u3068\u5165\u529b \u2192 Enter<\/strong> \u3067\u958b\u3051\u307e\u3059\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 2-2. \u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092 <strong>\u30b3\u30d4\u30da\u3067\u5b9f\u884c<\/strong> \u3057\u3066\u304f\u3060\u3055\u3044\uff08\u74b0\u5883\u540d\u306f <code>dl-env<\/code> \u306b\u3057\u3066\u3044\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>conda create -n dl-env python=3.9 -y<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 \u3053\u308c\u3067 <strong>Python 3.9 \u3092\u4f7f\u3063\u305f\u4eee\u60f3\u74b0\u5883 <code>dl-env<\/code><\/strong> \u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\uff01\ud83c\udf89<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udca1 <strong>Python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u3064\u3044\u3066<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u65b0\u306e <strong>Python 3.12<\/strong> \u306f\u4e00\u90e8\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001 <strong>3.9 or 3.10<\/strong> \u3092\u63a8\u5968\uff01<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 2-3. \u4eee\u60f3\u74b0\u5883\u3092\u6709\u52b9\u5316\u3059\u308b<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u6210\u3057\u305f\u4eee\u60f3\u74b0\u5883\u3092 <strong>\u6709\u52b9\u5316<\/strong> \u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>conda activate dl-env<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>(dl-env)<\/code> \u3068\u3044\u3046\u8868\u793a\u304c\u30b3\u30de\u30f3\u30c9\u306e\u5148\u982d\u306b\u3064\u3051\u3070OK\uff01<br>\uff08\u4f8b\uff1a<code>(dl-env) C:\\Users\\YourName&gt;<\/code>\uff09<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 2-4. Python\u3068pip\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eee\u60f3\u74b0\u5883\u304c\u6b63\u3057\u304f\u8a2d\u5b9a\u3055\u308c\u305f\u304b\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-sh\" data-lang=\"Shell session\"><code>python --version\npip --version<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>Python 3.9.x<\/code> \u306e\u3088\u3046\u306b\u8868\u793a\u3055\u308c\u308c\u3070\u6210\u529f\uff01\u2728<br>\u2714 <code>pip 23.x.x<\/code> \u306a\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u8868\u793a\u3055\u308c\u308c\u3070OK\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP_3_Jupyter_Notebook_%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span><strong>STEP 3: Jupyter Notebook \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001Jupyter Notebook \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001\u3059\u3050\u306b\u4f7f\u3048\u308b\u72b6\u614b\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 3-1. \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3059\u308b<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001\u4eee\u60f3\u74b0\u5883 <code>dl-env<\/code> \u304c\u6709\u52b9\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3082\u3057 <code>(dl-env)<\/code> \u306e\u8868\u793a\u304c\u306a\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u4eee\u60f3\u74b0\u5883\u3092\u6709\u52b9\u5316\u3057\u307e\u3059\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>conda activate dl-env<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>(dl-env)<\/code> \u306e\u8868\u793a\u304c\u51fa\u3066\u3044\u308c\u3070OK\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 3-2. Jupyter Notebook \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eee\u60f3\u74b0\u5883\u5185\u306b <strong>Jupyter Notebook<\/strong> \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<br>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u30b3\u30d4\u30da\u3067\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>pip install jupyter<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 \u6570\u5341\u79d2\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u307e\u3059\uff01\u2728<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5ff5\u306e\u305f\u3081\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u6210\u529f\u3057\u305f\u304b\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>jupyter --version<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>jupyter core : 5.x.x<\/code> \u306e\u3088\u3046\u306b\u8868\u793a\u3055\u308c\u308c\u3070OK\uff01\ud83d\ude80<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 3-3. Jupyter Notebook \u3092\u8d77\u52d5\u3059\u308b<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u65e9\u901fJupyter Notebook\u3092\u8d77\u52d5\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>jupyter notebook<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 \u5b9f\u884c\u3059\u308b\u3068 <strong>\u30d6\u30e9\u30a6\u30b6\u304c\u81ea\u52d5\u3067\u958b\u304d\u3001Jupyter Notebook\u306e\u753b\u9762<\/strong> \u304c\u8868\u793a\u3055\u308c\u307e\u3059\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3082\u3057\u30d6\u30e9\u30a6\u30b6\u304c\u958b\u304b\u306a\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306eURL\u3092\u624b\u52d5\u3067\u958b\u3044\u3066\u304f\u3060\u3055\u3044\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>http:\/\/localhost:8888\/tree<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\ude80 <strong>Jupyter Notebook \u304c\u6b63\u3057\u304f\u52d5\u3051\u3070\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6210\u529f\u3067\u3059\uff01<\/strong> \ud83c\udf89<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP_4_%E3%83%87%E3%82%A3%E3%83%BC%E3%83%97%E3%83%A9%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E9%96%A2%E9%80%A3%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%82%92%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span><strong>STEP 4: \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u95a2\u9023\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Jupyter Notebook\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u306e\u3067\u3001\u6b21\u306f <strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\uff08TensorFlow \u307e\u305f\u306f PyTorch\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong> \u3057\u307e\u3059\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udca1 <strong>\u3069\u3061\u3089\u3092\u4f7f\u3046\u304b\u6c7a\u3081\u3066\u3044\u306a\u3044\u5834\u5408<\/strong> \u306f\u3001\u300cPyTorch\u300d\u304c\u304a\u3059\u3059\u3081\uff01<br>\u8efd\u91cf\u3067\u5b66\u7fd2\u5411\u304d\u306a\u305f\u3081\u3001\u521d\u5fc3\u8005\u306b\u3082\u6271\u3044\u3084\u3059\u3044\u3067\u3059\uff01\ud83d\ude80<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 4-1. \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3059\u308b<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001\u4eee\u60f3\u74b0\u5883 <code>dl-env<\/code> \u3092\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3057\u307e\u3059\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>conda activate dl-env<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>(dl-env)<\/code> \u306e\u8868\u793a\u304c\u51fa\u3066\u3044\u308c\u3070OK\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 4-2. TensorFlow \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08TensorFlow\u3092\u4f7f\u3044\u305f\u3044\u5834\u5408\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TensorFlow\u3092\u4f7f\u3044\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\ud83d\udc47<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udd39 CPU\u7248\uff08\u8ab0\u3067\u3082OK\uff09<\/strong><\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>pip install tensorflow<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udd39 GPU\u7248\uff08NVIDIA\u306eGPU\u304c\u3042\u308b\u5834\u5408\uff09<\/strong><\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>pip install tensorflow tensorflow-gpu<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u52d5\u4f5c\u78ba\u8a8d\u3092\u3057\u3066\u304f\u3060\u3055\u3044\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>python -c &quot;import tensorflow as tf; print(tf.__version__)&quot;<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>2.x.x<\/code> \u306e\u3088\u3046\u306b <strong>\u30d0\u30fc\u30b8\u30e7\u30f3\u60c5\u5831<\/strong> \u304c\u8868\u793a\u3055\u308c\u308c\u3070\u6210\u529f\uff01\ud83c\udf89<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 4-3. PyTorch \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08PyTorch\u3092\u4f7f\u3044\u305f\u3044\u5834\u5408\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">PyTorch\u3092\u4f7f\u3044\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\ud83d\udc47<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udd39 CPU\u7248\uff08\u8ab0\u3067\u3082OK\uff09<\/strong><\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>pip install torch torchvision torchaudio<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udd39 GPU\u7248\uff08NVIDIA\u306eGPU\u304c\u3042\u308b\u5834\u5408\uff09<\/strong><\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-sh\" data-lang=\"Shell session\"><code>pip install torch torchvision torchaudio --index-url https:\/\/download.pytorch.org\/whl\/cu118<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u52d5\u4f5c\u78ba\u8a8d\u3092\u3057\u3066\u304f\u3060\u3055\u3044\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>python -c &quot;import torch; print(torch.__version__)&quot;<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>2.x.x<\/code> \u306e\u3088\u3046\u306b <strong>\u30d0\u30fc\u30b8\u30e7\u30f3\u60c5\u5831<\/strong> \u304c\u8868\u793a\u3055\u308c\u308c\u3070\u6210\u529f\uff01\ud83d\ude80<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"STEP_5_Jupyter_Notebook_%E3%81%A7%E5%8B%95%E4%BD%9C%E7%A2%BA%E8%AA%8D\"><\/span><strong>STEP 5: Jupyter Notebook \u3067\u52d5\u4f5c\u78ba\u8a8d<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u307e\u3067\u306e\u624b\u9806\u3067\u3001Jupyter Notebook \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u95a2\u9023\u30e9\u30a4\u30d6\u30e9\u30ea\uff08TensorFlow \/ PyTorch\uff09\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u307e\u3057\u305f\uff01<br>\u6700\u5f8c\u306b\u3001<strong>Jupyter Notebook \u4e0a\u3067\u5b9f\u969b\u306b\u52d5\u4f5c\u78ba\u8a8d<\/strong> \u3092\u884c\u3044\u307e\u3057\u3087\u3046\uff01\ud83d\ude80<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 5-1. Jupyter Notebook \u3092\u8d77\u52d5\u3059\u308b<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001\u4eee\u60f3\u74b0\u5883 <code>dl-env<\/code> \u3092\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u3057\u3066\u3001Jupyter Notebook \u3092\u8d77\u52d5\u3057\u307e\u3059\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-powershell\" data-lang=\"PowerShell\"><code>conda activate dl-env\njupyter notebook<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 \u5b9f\u884c\u3059\u308b\u3068 <strong>\u30d6\u30e9\u30a6\u30b6\u304c\u958b\u304d\u3001Jupyter Notebook \u306e\u753b\u9762<\/strong> \u304c\u8868\u793a\u3055\u308c\u307e\u3059\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 5-2. \u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u300cNew\u300d \u2192 \u300cPython 3\u300d<\/strong> \u3092\u9078\u629e\uff08\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u958b\u304f\uff09<\/li>\n\n\n\n<li>\u958b\u3044\u305f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u30bb\u30eb\u306b\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 5-3. TensorFlow \u306e\u52d5\u4f5c\u78ba\u8a8d\uff08TensorFlow \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u4eba\u5411\u3051\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u30bb\u30eb\u306b\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u3001<strong>\u300cShift + Enter\u300d<\/strong> \u3067\u5b9f\u884c\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import tensorflow as tf\nprint(&quot;TensorFlow version:&quot;, tf.__version__)\nprint(&quot;Num GPUs Available:&quot;, len(tf.config.experimental.list_physical_devices(&#39;GPU&#39;)))<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>TensorFlow version: 2.x.x<\/code> \u3068\u8868\u793a\u3055\u308c\u308c\u3070OK\uff01<br>\u2714 <code>Num GPUs Available: 1<\/code> \u306a\u3089 <strong>GPU\u304c\u4f7f\u3048\u308b\u72b6\u614b\uff01<\/strong> \ud83d\ude80<br>\u2714 <code>Num GPUs Available: 0<\/code> \u306e\u5834\u5408\u306f <strong>CPU\u30e2\u30fc\u30c9<\/strong> \u3067\u52d5\u4f5c\u4e2d\uff08\u554f\u984c\u306a\u3057\uff09<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u2705 5-4. PyTorch \u306e\u52d5\u4f5c\u78ba\u8a8d\uff08PyTorch \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u4eba\u5411\u3051\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u30bb\u30eb\u306b\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u3001<strong>\u300cShift + Enter\u300d<\/strong> \u3067\u5b9f\u884c\ud83d\udc47<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import torch\nprint(&quot;PyTorch version:&quot;, torch.__version__)\nprint(&quot;CUDA available:&quot;, torch.cuda.is_available())\nprint(&quot;GPU Name:&quot;, torch.cuda.get_device_name(0) if torch.cuda.is_available() else &quot;No GPU&quot;)<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u2714 <code>PyTorch version: 2.x.x<\/code> \u3068\u8868\u793a\u3055\u308c\u308c\u3070OK\uff01<br>\u2714 <code>CUDA available: True<\/code> \u306a\u3089 <strong>GPU\u304c\u4f7f\u3048\u308b\u72b6\u614b\uff01<\/strong> \ud83d\ude80<br>\u2714 <code>CUDA available: False<\/code> \u306a\u3089 <strong>CPU\u30e2\u30fc\u30c9<\/strong> \u3067\u52d5\u4f5c\u4e2d\uff08\u554f\u984c\u306a\u3057\uff09<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81%EF%BC%9A%E7%92%B0%E5%A2%83%E6%A7%8B%E7%AF%89%E5%AE%8C%E4%BA%86%EF%BC%81_%F0%9F%8E%89\"><\/span><strong>\u307e\u3068\u3081\uff1a\u74b0\u5883\u69cb\u7bc9\u5b8c\u4e86\uff01<\/strong> \ud83c\udf89<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3067 <strong>Windows 11 \u3067 Jupyter Notebook \u3092\u4f7f\u3063\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u74b0\u5883\u306e\u69cb\u7bc9\u304c\u5b8c\u4e86<\/strong> \u3057\u307e\u3057\u305f\uff01\ud83d\ude80<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udca1 <strong>\u6b21\u306e\u30b9\u30c6\u30c3\u30d7:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7c21\u5358\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u8a66\u3057\u3066\u307f\u308b\uff01<\/strong><\/li>\n\n\n\n<li><strong>Google Colab \u3068\u306e\u9055\u3044\u3092\u5b66\u3076\uff01<\/strong><\/li>\n\n\n\n<li><strong>\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5b66\u7fd2\u3055\u305b\u3066\u307f\u308b\uff01<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <strong>\u74b0\u5883\u69cb\u7bc9\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u5834\u5408<\/strong> \u306f\u3001\u300c\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u300d\u3092\u30b3\u30d4\u30fc\u3057\u3066\u691c\u7d22\u3059\u308b\u3068\u89e3\u6c7a\u7b56\u304c\u898b\u3064\u304b\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>STEP 1: \u5fc5\u8981\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u6e96\u5099 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u5fc5\u8981\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u4eca\u56de\u306e\u65b9\u6cd5\u3067\u306f \u300c\u6700\u5c0f\u9650\u306e\u624b\u9806\u300d \u3067\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u4ee5\u4e0b\u306e2\u3064\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u2705 1- [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":191,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"sns_share_botton_hide":"","vkExUnit_sns_title":"","_vk_print_noindex":"","sitemap_hide":"","_veu_custom_css":"","veu_display_promotion_alert":"common","vkexunit_cta_each_option":"","_lightning_design_setting":{"layout":"default"},"footnotes":""},"categories":[11],"tags":[],"class_list":["post-189","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"veu_head_title_object":{"title":"","add_site_title":""},"_links":{"self":[{"href":"https:\/\/hexis.jp\/index.php?rest_route=\/wp\/v2\/posts\/189","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hexis.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hexis.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hexis.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hexis.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=189"}],"version-history":[{"count":3,"href":"https:\/\/hexis.jp\/index.php?rest_route=\/wp\/v2\/posts\/189\/revisions"}],"predecessor-version":[{"id":193,"href":"https:\/\/hexis.jp\/index.php?rest_route=\/wp\/v2\/posts\/189\/revisions\/193"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hexis.jp\/index.php?rest_route=\/wp\/v2\/media\/191"}],"wp:attachment":[{"href":"https:\/\/hexis.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hexis.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hexis.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}