{"id":2531,"date":"2025-08-06T13:48:26","date_gmt":"2025-08-06T04:48:26","guid":{"rendered":"https:\/\/mitsudo.net\/?p=2531"},"modified":"2025-08-06T13:48:26","modified_gmt":"2025-08-06T04:48:26","slug":"mac%e4%b8%8a%e3%81%a7gpyopt%e3%82%92%e4%bd%bf%e3%81%86%e7%92%b0%e5%a2%83%e3%82%92%e6%95%b4%e3%81%88%e3%82%8b","status":"publish","type":"post","link":"https:\/\/mitsudo.net\/en\/mac%e4%b8%8a%e3%81%a7gpyopt%e3%82%92%e4%bd%bf%e3%81%86%e7%92%b0%e5%a2%83%e3%82%92%e6%95%b4%e3%81%88%e3%82%8b\/","title":{"rendered":"Mac\u4e0a\u3067Python\u74b0\u5883\u3092\u6574\u3048\u308b\uff08GPyOpt\u7b49\uff09(Japanese only)"},"content":{"rendered":"

Mac\u4e0a\u3067\u30d9\u30a4\u30ba\u6700\u9069\u5316\u3067\u304d\u308b\u74b0\u5883\u3092\u4f5c\u308b<\/h2>\r\n

\u5b9f\u9a13\u306e\u6761\u4ef6\u691c\u8a0e\u306b\u304a\u3044\u3066\u3001\u8907\u6570\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6700\u9069\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u304d\u3001\u4e00\u3064\u4e00\u3064\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u500b\u5225\u306b\u6700\u9069\u5316\u3057\u3066\u3044\u304f\u3068\u3001\u81a8\u5927\u306a\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001\u8907\u6570\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4e00\u6c17\u306b\u6700\u9069\u5316\u3059\u308b\u624b\u6cd5\u3068\u3057\u3066\u30d9\u30a4\u30ba\u6700\u9069\u5316<\/strong>\u304c\u4fbf\u5229<\/span>\u3067\u3059\u3002\u30d9\u30a4\u30ba\u6700\u9069\u5316\u304c\u624b\u8efd\u306b\u3067\u304d\u308bPython\u30e2\u30b8\u30e5\u30fc\u30eb\u3068\u3057\u3066\u4fbf\u5229\u306a\u306e\u304cGPyOpt<\/strong>\u3067\u3059\u3002\u305f\u3060\u3001GPyOpt<\/strong>\u306f\u958b\u767a\u304c\u505c\u6b62\u3057\u3066\u304a\u308a\u3001\u6700\u65b0\u306ePython<\/strong>\u3067\u306f\u52d5\u304d\u307e\u305b\u3093<\/span> (numpy<\/strong>\u306e\u65b0\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044)\u3002\u4ee5\u524d\u306bMac\u4e0a\u3067Anaconda\u3092\u4f7f\u3046\u74b0\u5883\u69cb\u7bc9\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u304c\u3001\u60c5\u5831\u304c\u53e4\u304f\u306a\u3063\u3066\u304d\u305f\u306e\u3067\u3001\u4eca\u56de\u306fAnaconda\u3092\u4f7f\u7528\u305b\u305a\u3001Mac\u4e0a\u306b\u8907\u6570\u306ePython\u306e\u5b9f\u884c\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u3001GPyOpt\u3092\u5229\u7528\u3067\u304d\u308b\u74b0\u5883\u3092\u6574\u3048\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\r\n

\u3042\u3089\u304b\u3058\u3081\u5165\u308c\u3066\u304a\u304f\u3082\u306e<\/h3>\r\n

Homebrew<\/strong>, iTerm2<\/strong> (\u901a\u5e38\u306e\u30bf\u30fc\u30df\u30ca\u30eb\u3067\u3082\u53ef)\u3092\u3042\u3089\u304b\u3058\u3081\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\r\n\r\n\t\t\t

\r\n\t\t\t\t
\u95a2\u9023\u8a18\u4e8b<\/div>\r\n\t\t\t\t
\r\n\t\t\t\t\t
Mac with Homebrew for Organic Chemists (Apple Silicon ver.)<\/a><\/div>\r\n\t\t\t\t\t

Let's make an environment for chemistry on M1 Mac\r\nA method is described to build a chemical environment on M1 Mac using[\u2026]<\/p>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t

\"\"<\/a><\/div>\r\n\t\t\t<\/div>\r\n

pyenv, pyenv-virtualenv\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\r\n

\u307e\u305a\u3001iTerm2<\/strong> (\u3042\u308b\u3044\u306f\u30bf\u30fc\u30df\u30ca\u30eb) \u304b\u3089 Homebrew<\/strong> \u3092\u4f7f\u3063\u3066\u00a0pyenv<\/strong> \u3068pyenv-virtualenv<\/strong> \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\r\n

\r\n
$ brew update\r\n$ brew upgrade\r\n$ brew install pyenv pyenv-virtualenv<\/code><\/pre>\r\n<\/div>\r\n
~\/.zshrc\u306e\u4e2d\u306b\u306b\u4e0b\u8a18\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\u4e00\u756a\u4e0b\u3042\u305f\u308a\u304c\u3088\u3044\u3068\u601d\u3044\u307e\u3059\u3002bash\u3092\u4f7f\u3063\u3066\u3044\u308b\u4eba\u306f .bashrc \u306b\u66f8\u304d\u307e\u3059\u3002<\/p>\r\n
\r\n
# pyenv\r\nPYENV_ROOT=~\/.pyenv\r\nexport PATH=$PYENV_ROOT\/bin:$PATH\r\neval \"$(pyenv init - zsh)\"\r\n# eval \"$(pyenv init -)\" # bash\u3092\u4f7f\u3063\u3066\u3044\u308b\u4eba\u306f\u3001\u4e0a\u306e\u884c\u3092\u524a\u9664\u3057\u3066\u3053\u3061\u3089\u306e # \u3092\u524a\u9664\r\neval \"$(pyenv virtualenv-init -)\"\r\n\r\n# brew doctor \u5bfe\u7b56\r\nalias brew=\"env PATH=${PATH\/\/Users\/${USER}\/.pyenv\/shims:\/} brew\"<\/code><\/pre>\r\n<\/div>\r\n
.zshrc \u3092\u4fdd\u5b58\u3057\u305f\u3089\u3001iterm2<\/strong> (\u3042\u308b\u3044\u306f\u30bf\u30fc\u30df\u30ca\u30eb<\/strong>)\u306b\u3066\u3001.zshrc (\u3042\u308b\u3044\u306f .bashrc)\u306e\u8a2d\u5b9a\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\r\n
\r\n
$ source .zshrc\r\n$ source .bashrc # bash\u306e\u4eba\u306f\u3053\u3061\u3089<\/code><\/pre>\r\n<\/div>\r\n
pyenv \u3092\u7528\u3044\u305f python \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\r\n
\u6b21\u306b pyenv<\/strong> \u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308b python \u3092\u63a2\u3057\u307e\u3059\u3002iterm2<\/strong> (\u3042\u308b\u3044\u306f\u30bf\u30fc\u30df\u30ca\u30eb<\/strong>)\u3067\u4e0b\u8a18\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ pyenv install --list<\/code><\/pre>\r\n<\/div>\r\n
\"\"<\/p>\r\n
\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u53ef\u80fd\u306apython\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e00\u89a7\u304c\u3067\u3066\u304d\u307e\u3059\u3002\u3053\u306e\u306a\u304b\u304b\u3089\u30013.8.13<\/strong>\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ pyenv install 3.8.13<\/code><\/pre>\r\n<\/div>\r\n
\u4eee\u60f3\u74b0\u5883\u306e\u69cb\u7bc9<\/h3>\r\n
python 3.8.13<\/strong>\u00a0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u305f\u3089\u3001\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210<\/strong>\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f py3.8<\/strong>\u00a0\u3068\u3044\u3046\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u308b\u3068\u3057\u307e\u3059\u3002<\/p>\r\n
\u203bPython\u306f\u4f5c\u696d\u3054\u3068\u306b\u6700\u9069\u3068\u306a\u308b\u74b0\u5883 (\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u7a2e\u985e\u3084\u30d0\u30fc\u30b8\u30e7\u30f3\u306a\u3069)\u304c\u7570\u306a\u308b\u306e\u3067\u3001\u4f5c\u696d\u306b\u3088\u3063\u3066\u4eee\u60f3\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u3066\u3064\u304b\u3044\u308f\u3051\u3066\u4f5c\u696d\u3059\u308b\u306e\u304c\u4e3b\u6d41\u3067\u3059\u3002<\/p>\r\n
\u4e0b\u8a18\u30b3\u30de\u30f3\u30c9\u3067\u4eee\u60f3\u74b0\u5883 py3.8<\/strong> \u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\r\n
\r\n
$ pyenv virtualenv 3.8.13 py3.8<\/code><\/pre>\r\n<\/div>\r\n
\u6b21\u306bpython\u306e\u5207\u308a\u66ff\u3048\u3092\u884c\u3044\u307e\u3059\u3002python\u4f5c\u696d\u30d5\u30a9\u30eb\u30c0\uff08\u3053\u3053\u3067\u306fpy-test<\/strong>\u3068\u3057\u307e\u3059\uff09\u306e\u307f\u3001\u4eee\u60f3\u74b0\u5883 py3.8<\/strong> \u306b\u5207\u308a\u66ff\u308f\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u307e\u305a\u3001\u30c6\u30b9\u30c8\u30d5\u30a9\u30eb\u30c0 py-test \u3092\u4f5c\u6210\u3057\u3001\u305d\u306e\u30d5\u30a9\u30eb\u30c0\u306epython\u304c\u4f55\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ mkdir ~\/Documents\/py-test #\u4f5c\u696d\u30d5\u30a9\u30eb\u30c0py-test\u306e\u4f5c\u6210\r\n$ cd ~\/Documents\/py-test #py-test\u30d5\u30a9\u30eb\u30c0\u306b\u79fb\u52d5\r\n$ pyenv versions<\/code><\/pre>\r\n<\/div>\r\n
\"\"<\/p>\r\n
\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001system<\/strong> \u306e(Mac\u306b\u5143\u3005\u5165\u3063\u3066\u308b) python<\/strong> \u304c\u9069\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u4e0b\u8a18\u30b3\u30de\u30f3\u30c9\u3067\u306f python<\/strong> \u3092\u5207\u308a\u66ff\u3048\u307e\u3059\u3002<\/p>\r\n
\r\n
\r\n
$ pyenv local py3.8 #py-test\u30d5\u30a9\u30eb\u30c0\u306e\u307f\u3001py3.8\u306b\u5207\u308a\u66ff\u308f\u308b\r\n$ pyenv versions<\/code><\/pre>\r\n<\/div>\r\n<\/div>\r\n
\"\"<\/p>\r\n
python \u304c\u5207\u308a\u66ff\u308f\u308b\u3068\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u524d\u306b (py3.8) \u3068\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u307e\u305f\u3001pyenv versions \u3068\u5165\u529b\u3059\u308b\u3068\u3001py3.8\u306e\u524d\u306b*\u304c\u3064\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3067\u3053\u306e\u30d5\u30a9\u30eb\u30c0\u3067\u306epython\u304c\u4eee\u60f3\u74b0\u5883py3.8\u306b\u5207\u308a\u66ff\u308f\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u6b21\u304b\u3089\u7279\u306b\u8a2d\u5b9a\u3057\u306a\u304f\u3066\u3082\u3001\u3053\u306e\u30d5\u30a9\u30eb\u30c0\u3067\u306epython\u74b0\u5883\u306f\u81ea\u52d5\u7684\u306bpy3.8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n
pyenv \u306e\u6319\u52d5\u304c\u304a\u304b\u3057\u3044\u3068\u304d\u306f\u4e0b\u8a18\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u3001pyenv \u3092 rehash \u3057\u3066\u304b\u3089\u3082\u3046\u4e00\u5ea6\u4f5c\u696d\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\r\n
\r\n
$ pyenv rehash #pyenv\u306e\u6319\u52d5\u304c\u304a\u304b\u3057\u3044\u3068\u304d\u306b\u5165\u529b<\/code><\/pre>\r\n<\/div>\r\n
\u5404\u7a2e\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\r\n
python<\/strong>\u00a0\u306e\u5404\u30e2\u30b8\u30e5\u30fc\u30eb\u306f pip<\/strong> \u30b3\u30de\u30f3\u30c9\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ pip install scipy numpy pandas jupyter jupyterlab<\/code><\/pre>\r\n<\/div>\r\n
matplotlib<\/strong> \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ pip install matplotlib<\/code><\/pre>\r\n<\/div>\r\n
scikit-learn<\/strong> \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ pip install scikit-learn<\/code><\/pre>\r\n<\/div>\r\n
GPy<\/strong>\u3068GpyOpt<\/strong>\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ pip install gpy gpyopt<\/code><\/pre>\r\n<\/div>\r\n
numpy<\/strong>\u3092\u30c0\u30a6\u30f3\u30b0\u30ec\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ pip install \"numpy<1.24\"<\/code><\/pre>\r\n<\/div>\r\n
\u305d\u306e\u4ed6\u8981\u308b\u3082\u306e\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u3053\u306e\u8fba\u306f\u81e8\u6a5f\u5fdc\u5909\u3067\u3059\u3002\u3053\u308c\u306b\u3066\u8a2d\u5b9a\u7d42\u4e86\u3067\u3059\u3002<\/p>\r\n
Python \u3092\u4f7f\u3046<\/h2>\r\n
Jupyter Lab \u306e\u8d77\u52d5<\/h3>\r\n
Python \u306e\u4f5c\u696d\u306f Jupyter Lab \u306e\u4e0a\u3067\u884c\u3044\u307e\u3059\u3002Jupyter Lab \u3092\u8d77\u52d5\u3059\u308b\u6642\u306f\u4f5c\u696d\u30d5\u30a9\u30eb\u30c0\u3067 jupyter lab \u3068\u5165\u529b\u3059\u308b\u3068\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ cd Documents\/py-test\r\n$ jupyter lab<\/code><\/pre>\r\n<\/div>\r\n
\"\"<\/p>\r\n
\u5225\u306e\u30d5\u30a9\u30eb\u30c0\u3067\u65b0\u305f\u306b\u4f5c\u696d\u3092\u3059\u308b\u3068\u304d<\/h3>\r\n
\u5225\u306e\u30d5\u30a9\u30eb\u30c0\u3067\u65b0\u305f\u306b\u4eee\u60f3\u74b0\u5883py3.8\u3067\u4f5c\u696d\u3092\u59cb\u3081\u305f\u3044\u3068\u304d\u306f\u3001\u4f5c\u696d\u3057\u305f\u3044\u30d5\u30a9\u30eb\u30c0\u306bcd\u30b3\u30de\u30f3\u30c9\u3067\u79fb\u52d5\u3057\u3066\u3001pyenv\u3067python\u3092\u5207\u308a\u66ff\u3048\u3066\u3001jupyter lab\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30d5\u30a9\u30eb\u30c0\u306b\u3042\u308bpy-ml\u3068\u3044\u3046\u30d5\u30a9\u30eb\u30c0\u3067python 3.8\u3092\u4f7f\u3044\u305f\u3044\u3068\u304d\u306f\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\r\n
\r\n
$ cd ~\/Documents\/py-ml\r\n$ pyenv local py3.8\u00a0 #\u2190\u3053\u308c\u306f\u4e00\u5ea6\u3084\u308c\u3070OK\u3067\u3059\u3002\u6b21\u56de\u304b\u3089\u30d5\u30a9\u30eb\u30c0py-ml\u3067\u306f\u81ea\u52d5\u7684\u306b\u4eee\u60f3\u74b0\u5883py3.8\u304c\u9069\u7528\u3055\u308c\u307e\u3059\u3002\r\n$ jupyter lab<\/code><\/pre>\r\n<\/div>\r\n\r\n\r\n\r\n\r\n\r\n
 <\/p>\r\n","protected":false},"excerpt":{"rendered":"
Mac\u4e0a\u3067\u30d9\u30a4\u30ba\u6700\u9069\u5316\u3067\u304d\u308b\u74b0\u5883\u3092\u4f5c\u308b \u5b9f\u9a13\u306e\u6761\u4ef6\u691c\u8a0e\u306b\u304a\u3044\u3066\u3001\u8907\u6570\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6700\u9069\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u304d\u3001\u4e00\u3064\u4e00\u3064\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u500b\u5225\u306b\u6700\u9069\u5316\u3057\u3066\u3044\u304f\u3068\u3001\u81a8\u5927\u306a\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001\u8907\u6570\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4e00\u6c17\u306b\u6700\u9069\u5316\u3059\u308b\u624b\u6cd5\u3068\u3057\u3066\u30d9\u30a4\u30ba\u6700\u9069\u5316\u304c\u4fbf\u5229\u3067\u3059\u3002\u30d9\u30a4\u30ba\u6700\u9069\u5316\u304c\u624b\u8efd\u306b\u3067\u304d\u308bPython\u30e2\u30b8\u30e5\u30fc\u30eb\u3068\u3057\u3066\u4fbf\u5229\u306a\u306e\u304cGPyOpt\u3067\u3059\u3002\u305f\u3060\u3001GPyOpt\u306f\u958b\u767a\u304c\u505c\u6b62\u3057\u3066\u304a\u308a\u3001\u6700\u65b0 […]<\/p>\n","protected":false},"author":1,"featured_media":643,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"en_US","_original_post":"https:\/\/mitsudo.net\/?p=2450","footnotes":""},"categories":[26],"tags":[],"class_list":["post-2531","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chem-with-mac","en-US"],"_links":{"self":[{"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/posts\/2531","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/comments?post=2531"}],"version-history":[{"count":1,"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/posts\/2531\/revisions"}],"predecessor-version":[{"id":2532,"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/posts\/2531\/revisions\/2532"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/media\/643"}],"wp:attachment":[{"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/media?parent=2531"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/categories?post=2531"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mitsudo.net\/wp-json\/wp\/v2\/tags?post=2531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}