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WindowsへのJuliaのインストール.ipynb
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"source": "# WindowsへのJulia言語のインストール\n\n黒木玄\n\n2017-06-20~2018-09-06\n\n* Copyright 2018 Gen Kuroki\n* Lisence: <a href=\"https://opensource.org/licenses/mit-license.php\">MIT</a>\n\nこのファイルは以下の場所で最新版を読める:\n\n* http://nbviewer.jupyter.org/gist/genkuroki/81de23edcae631a995e19a2ecf946a4f"
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"source": "<h1>目次<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Juliaのインストールの仕方の概説\" data-toc-modified-id=\"Juliaのインストールの仕方の概説-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Juliaのインストールの仕方の概説</a></span><ul class=\"toc-item\"><li><span><a href=\"#Anaconda3とJulia-v1.0の組み合わせ-(2018-09-05に追加)\" data-toc-modified-id=\"Anaconda3とJulia-v1.0の組み合わせ-(2018-09-05に追加)-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Anaconda3とJulia v1.0の組み合わせ (2018-09-05に追加)</a></span></li><li><span><a href=\"#JuliaProのすすめ-(2018-01-24に追加)\" data-toc-modified-id=\"JuliaProのすすめ-(2018-01-24に追加)-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>JuliaProのすすめ (2018-01-24に追加)</a></span></li><li><span><a href=\"#必要最小限のインストール-(2018-01-16に追加)\" data-toc-modified-id=\"必要最小限のインストール-(2018-01-16に追加)-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>必要最小限のインストール (2018-01-16に追加)</a></span></li><li><span><a href=\"#リンク\" data-toc-modified-id=\"リンク-1.4\"><span class=\"toc-item-num\">1.4&nbsp;&nbsp;</span>リンク</a></span></li></ul></li><li><span><a href=\"#経緯\" data-toc-modified-id=\"経緯-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>経緯</a></span></li><li><span><a href=\"#JuliaBox-と-JuliaPro\" data-toc-modified-id=\"JuliaBox-と-JuliaPro-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>JuliaBox と JuliaPro</a></span><ul class=\"toc-item\"><li><span><a href=\"#JuliaBox\" data-toc-modified-id=\"JuliaBox-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>JuliaBox</a></span></li><li><span><a href=\"#JuliaPro\" data-toc-modified-id=\"JuliaPro-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>JuliaPro</a></span><ul class=\"toc-item\"><li><span><a href=\"#MKL版\" data-toc-modified-id=\"MKL版-3.2.1\"><span class=\"toc-item-num\">3.2.1&nbsp;&nbsp;</span>MKL版</a></span></li><li><span><a href=\"#Base.LOAD_CACHE_PATH-問題\" data-toc-modified-id=\"Base.LOAD_CACHE_PATH-問題-3.2.2\"><span class=\"toc-item-num\">3.2.2&nbsp;&nbsp;</span>Base.LOAD_CACHE_PATH 問題</a></span></li><li><span><a href=\"#JuliaPro-での-SymPy-の利用の仕方\" data-toc-modified-id=\"JuliaPro-での-SymPy-の利用の仕方-3.2.3\"><span class=\"toc-item-num\">3.2.3&nbsp;&nbsp;</span>JuliaPro での SymPy の利用の仕方</a></span></li><li><span><a href=\"#JuliaPro-の-Jupyter-への-nbextensions-の追加\" data-toc-modified-id=\"JuliaPro-の-Jupyter-への-nbextensions-の追加-3.2.4\"><span class=\"toc-item-num\">3.2.4&nbsp;&nbsp;</span>JuliaPro の Jupyter への nbextensions の追加</a></span></li></ul></li></ul></li><li><span><a href=\"#Anaconda3をインストール\" data-toc-modified-id=\"Anaconda3をインストール-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Anaconda3をインストール</a></span></li><li><span><a href=\"#Julia-v0.6.0-をインストール\" data-toc-modified-id=\"Julia-v0.6.0-をインストール-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Julia v0.6.0 をインストール</a></span><ul class=\"toc-item\"><li><span><a href=\"#Julia-v0.6.1-をインストール\" data-toc-modified-id=\"Julia-v0.6.1-をインストール-5.1\"><span class=\"toc-item-num\">5.1&nbsp;&nbsp;</span>Julia v0.6.1 をインストール</a></span></li><li><span><a href=\"#Julia-v0.6.2-をインストール\" data-toc-modified-id=\"Julia-v0.6.2-をインストール-5.2\"><span class=\"toc-item-num\">5.2&nbsp;&nbsp;</span>Julia v0.6.2 をインストール</a></span></li></ul></li><li><span><a href=\"#Jupyter-Notebook-の確認\" data-toc-modified-id=\"Jupyter-Notebook-の確認-6\"><span class=\"toc-item-num\">6&nbsp;&nbsp;</span>Jupyter Notebook の確認</a></span><ul class=\"toc-item\"><li><span><a href=\"#CodeMirror-の-julia.js-の最新版のインストール\" data-toc-modified-id=\"CodeMirror-の-julia.js-の最新版のインストール-6.1\"><span class=\"toc-item-num\">6.1&nbsp;&nbsp;</span>CodeMirror の julia.js の最新版のインストール</a></span></li></ul></li><li><span><a href=\"#パッケージ\" data-toc-modified-id=\"パッケージ-7\"><span class=\"toc-item-num\">7&nbsp;&nbsp;</span>パッケージ</a></span><ul class=\"toc-item\"><li><span><a href=\"#PyCallパッケージの入れ方\" data-toc-modified-id=\"PyCallパッケージの入れ方-7.1\"><span class=\"toc-item-num\">7.1&nbsp;&nbsp;</span>PyCallパッケージの入れ方</a></span></li><li><span><a href=\"#PlotsパッケージでGIF動画\" data-toc-modified-id=\"PlotsパッケージでGIF動画-7.2\"><span class=\"toc-item-num\">7.2&nbsp;&nbsp;</span>PlotsパッケージでGIF動画</a></span></li></ul></li><li><span><a href=\"#Nbextensions-のインストール\" data-toc-modified-id=\"Nbextensions-のインストール-8\"><span class=\"toc-item-num\">8&nbsp;&nbsp;</span>Nbextensions のインストール</a></span></li><li><span><a href=\"#GitHub-Gist-との連携\" data-toc-modified-id=\"GitHub-Gist-との連携-9\"><span class=\"toc-item-num\">9&nbsp;&nbsp;</span>GitHub Gist との連携</a></span></li><li><span><a href=\"#Emacs-風のキー配置にする\" data-toc-modified-id=\"Emacs-風のキー配置にする-10\"><span class=\"toc-item-num\">10&nbsp;&nbsp;</span>Emacs 風のキー配置にする</a></span></li><li><span><a href=\"#Jupyter-Notebook-へのカーネルの追加方法\" data-toc-modified-id=\"Jupyter-Notebook-へのカーネルの追加方法-11\"><span class=\"toc-item-num\">11&nbsp;&nbsp;</span>Jupyter Notebook へのカーネルの追加方法</a></span><ul class=\"toc-item\"><li><span><a href=\"#Juliaでのプロセスの追加・削除に仕方\" data-toc-modified-id=\"Juliaでのプロセスの追加・削除に仕方-11.1\"><span class=\"toc-item-num\">11.1&nbsp;&nbsp;</span>Juliaでのプロセスの追加・削除に仕方</a></span></li></ul></li><li><span><a href=\"#Anaconda3のアップデート\" data-toc-modified-id=\"Anaconda3のアップデート-12\"><span class=\"toc-item-num\">12&nbsp;&nbsp;</span>Anaconda3のアップデート</a></span></li><li><span><a href=\"#RISEのインストール\" data-toc-modified-id=\"RISEのインストール-13\"><span class=\"toc-item-num\">13&nbsp;&nbsp;</span>RISEのインストール</a></span></li><li><span><a href=\"#Rとの連携\" data-toc-modified-id=\"Rとの連携-14\"><span class=\"toc-item-num\">14&nbsp;&nbsp;</span>Rとの連携</a></span></li><li><span><a href=\"#RをJupyterから使う方法\" data-toc-modified-id=\"RをJupyterから使う方法-15\"><span class=\"toc-item-num\">15&nbsp;&nbsp;</span>RをJupyterから使う方法</a></span></li><li><span><a href=\"#RubyをJupyterから使う方法\" data-toc-modified-id=\"RubyをJupyterから使う方法-16\"><span class=\"toc-item-num\">16&nbsp;&nbsp;</span>RubyをJupyterから使う方法</a></span></li><li><span><a href=\"#SoS-を-Anaconda3-から使う方法\" data-toc-modified-id=\"SoS-を-Anaconda3-から使う方法-17\"><span class=\"toc-item-num\">17&nbsp;&nbsp;</span>SoS を Anaconda3 から使う方法</a></span><ul class=\"toc-item\"><li><span><a href=\"#複数の-Julia-を-Jupyter-で利用できるようにしている場合の注意\" data-toc-modified-id=\"複数の-Julia-を-Jupyter-で利用できるようにしている場合の注意-17.1\"><span class=\"toc-item-num\">17.1&nbsp;&nbsp;</span>複数の Julia を Jupyter で利用できるようにしている場合の注意</a></span></li><li><span><a href=\"#%get-X---from-Julia-の注意点\" data-toc-modified-id=\"%get-X---from-Julia-の注意点-17.2\"><span class=\"toc-item-num\">17.2&nbsp;&nbsp;</span>%get X --from Julia の注意点</a></span></li><li><span><a href=\"#%put-X---to-Julia-の注意点\" data-toc-modified-id=\"%put-X---to-Julia-の注意点-17.3\"><span class=\"toc-item-num\">17.3&nbsp;&nbsp;</span>%put X --to Julia の注意点</a></span></li></ul></li><li><span><a href=\"#複素函数の流れの図のアニメーション\" data-toc-modified-id=\"複素函数の流れの図のアニメーション-18\"><span class=\"toc-item-num\">18&nbsp;&nbsp;</span>複素函数の流れの図のアニメーション</a></span></li><li><span><a href=\"#原点で偏微分可能だが微分不可能な函数\" data-toc-modified-id=\"原点で偏微分可能だが微分不可能な函数-19\"><span class=\"toc-item-num\">19&nbsp;&nbsp;</span>原点で偏微分可能だが微分不可能な函数</a></span></li><li><span><a href=\"#f(x,y)=ax^2+2xy+cy^2-のグラフ\" data-toc-modified-id=\"f(x,y)=ax^2+2xy+cy^2-のグラフ-20\"><span class=\"toc-item-num\">20&nbsp;&nbsp;</span>f(x,y)=ax^2+2xy+cy^2 のグラフ</a></span></li></ul></div>"
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"metadata": {},
"cell_type": "markdown",
"source": "## Juliaのインストールの仕方の概説\n\n上の節ほど新しい. できるだけ最新の概説に従った方がよい."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Anaconda3とJulia v1.0の組み合わせ (2018-09-05に追加)\n\n私が使っているWindows機は64ビット機なのでそれに合わせてバイナリをダウンロードした.\n\n(1) <a href=\"https://www.anaconda.com/download/\">Anaconda Downloads</a> から Windows 用のAnaconda Python 3.6 version (以下 **Anaconda3** と呼ぶ)のインストーラーをダウンロードし, Anaconda3 を\n\n C:\\Anaconda3\n\n以下にインストールする. Jupyter を使用できるかどうか確認する. ショートカットの内容をいじると Jupyter で使えるディレクトリの位置を変えることができる.\n\n(2) Windows の環境変数を\n\n JUPYTER=C:\\Anaconda3\\Scripts\\jupyter.exe\n\nに設定しておく. これによって, Julia言語の方で使用する Jupyter のバイナリが Anaconda3 のバイナリになる.\n\n(3) <a href=\"https://julialang.org/downloads/\">Julia Downloads</a> から Julia v1.0.0 の Windows Self-Extracting Archive をダウンロードし, \n\n C:\\Julia-1.0.0\n\n以下にインストールする. \n\n(4) Julia v1.0 のバイナリを起動する.\n\n(5) `julia>` プロンプトで `]` と入力すると, パッケージを扱うモードに入ることができ, プロンプトは `(v1.0) pkg>` に変わる. Control-C でもとの `julia>` プロンプトに戻れる. 以下の作業を実行する. \n\n julia> ENV[\"PYTHON\"] = raw\"C:\\Anaconda3\\python.exe\"\n julia> ]\n (v1.0) pkg> add IJulia\n (v1.0) pkg> build IJulia\n (v1.0) pkg> add PyCall\n (v1.0) pkg> build PyCall\n (v1.0) pkg> add PyPlot\n (v1.0) pkg> build PyPlot\n (v1.0) pkg> precompile\n (v1.0) pkg> ^C\n julia> \n\n以上の `build` の実行は必要ないかもしれない. すべてに成功したら,\n\n julia> using PyPlot\n julia> xs = -5:0.01:5\n julia> plot(xs, sin.(xs))\n\nと実行してプロットに成功したら, PyCall と PyPlot のインストールに成功している. \n\n(6) Jupyter を起動する. ブラウザにJupyterの窓が開くはずである.\n\n(7) 右上の New のメニューの中に Julia 1.0.0 が追加されているはずであり, それを選択すると Julia 1.0.0 のタブが開き, しばらく待つと, Julia 1.0.0 のカーネルが起動され, 使用可能になる. そこで\n\n```Julia\nusing PyPlot\nxs = -5:0.01:5\nplot(xs, sin.(xs))\n```\n\nを実行すれば, その下にサインカーブがプロットされるはずである. これで IJulia のインストールにも成功していることが確認できた.\n\nより進んだ使い方についてはこの文書の下の方を参照せよ."
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"source": "using PyPlot\nxs = -5:0.01:5\nfigure(figsize=(5,3))\nplot(xs, sin.(xs))\ngrid(true)",
"execution_count": 1,
"outputs": [
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",
"text/plain": "Figure(PyObject <Figure size 500x300 with 1 Axes>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### JuliaProのすすめ (2018-01-24に追加)\n\n下の方でも説明しておきましたが、自分のパソコンで Julia 言語を Jupyter notebook で使えるようにするためには、<a href=\"https://juliacomputing.com/products/juliapro.html\">JuliaPro</a> をインストールする方法が簡単です。この方法なら巨大インストーラーのダウンロードに成功してしまえば、インストーラーのダブルクリック一発でいとも簡単に Julia 言語を楽しめるようになります。\n\nこれは個人的な意見ですが、初心者の人は JuliaPro をインストールして使う場合には、Juno ではなく、主に Jupyter から Julia を使用するのがよいと思います。 `Pkg.add(\"PackageName\")` や `Pkg.status()` も Jupyter notebook 上で行うと記録が自動的に残って便利です。\n\nJulia言語で数値計算のプログラムを書きたい人はおそらく「高速に計算したい」というモチベーションを持っていると思います。そのような人は次のリンク先も見ておいた方がよいでしょう。\n\n* <a href=\"http://nbviewer.jupyter.org/gist/genkuroki/1ac59bb3e03eac12945d7040d4f98246\">Julia言語で計算が遅くなった場合の解決法</a>"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### 必要最小限のインストール (2018-01-16に追加)\n\nJuliaPro を入れた人には以下の作業は必要ない. まず\n\n<a href=\"https://qiita.com/currypurin/items/92e6f6d75cf6c587f5ef\">Juliaに触って見ようと思った時に便利なリンク集(2017年末版)</a>\n\nに目を通しておく.\n\n(1) <a href=\"https://www.anaconda.com/download/\">Anaconda</a>のPython 3.*版をインストールする. 私は次の場所にインストールした:\n\n C:\\Anaconda3\n\nこれでPythonとJupyterが使えるようになったはず. そのことを確認する.\n\n(2) <a href=\"https://www.google.co.jp/search?q=Windows+%E7%92%B0%E5%A2%83%E5%A4%89%E6%95%B0%E3%81%AE%E8%A8%AD%E5%AE%9A%E3%81%AE%E4%BB%95%E6%96%B9\">環境変数</a> JUPYTER を設定する.\n\n JUPYTER=C:\\Anaconda3\\Scripts\\jupyter.exe\n\nこれを忘れるとあとで `Pkg.add(\"PyPlot\")` をJulia言語で実行したときに二重にPython環境がインストールされてしまうことになる(時間とディスクスペースが無駄になる).\n\n(3) <a href=\"https://julialang.org/downloads/\">Julia</a> をインストールする. 私は次の場所にインストールした:\n\n C:\\Julia-0.6.2\n\n(4) julia.exe を起動して, 以下を実行する.\n\n```Julia\nPkg.add(\"IJulia\")\n```\n\nこれでJupyterでJulia言語が使えるようになったはず. そのことを確認する.\n\n(5) julia.exe を起動して, または, JupyterからJuliaのノートブックを立ち上げて以下を実行する.\n\n```Julia\nENV[\"PYTHON\"]=\"C:\\\\Anaconda3\\\\python.exe\"\nPkg.add(\"PyPlot\")\n```\n\nこれでJuliaから使うPythonがAnaconda3のpython.exeになり, `PyPlot` でグラフをプロットできるようになったはず. グラフのプロットはJupyter上で行う.\n\n```Julia\nusing PyPlot\nplot(rand(10), rand(10))\n```\n\nでそのことを確認できる. \n\nこれだけでもかなり快適にJulia言語を使えるのですが, さらに細かく注意深くインストールしたい場合には以下を参照して下さい."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### リンク\n\n* <a href=\"http://www.academiii.com/topics/47\">windows でJuliaの開発環境を整える</a> (会話なのでわかりやすいと感じる人がいるかも)\n\n\n* <a href=\"https://qiita.com/phigasui/items/8af41d1bcbe7ef276cfe\">Julia v0.6.1のインストールとJupyter Notebookで使うまで<a>\n \n\n* <a href=\"https://qiita.com/JKirisaka/items/718d110d5b7054ba0553\">WindowsへJulia(IJulia)をインストールする+Powershellでファイルをダウンロードする<a> (Pkg.add(\"IJulia\")をしたいときに認証プロキシ環境下のWindowsだといろいろ大変だったという話)\n \n\n* <a href=\"https://qiita.com/JKirisaka/items/c0736a9e2838710e8aaa\">WindowsへJulia(IJulia)をインストールする+なるべくdownload関数を使用しない<a> (プロキシサーバを突破できずに困ってしまっている人のための解説)\n \n\n* <a href=\"https://nbviewer.jupyter.org/github/bicycle1885/Julia-Tutorial/blob/master/Julia%E9%AB%98%E9%80%9F%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB.ipynb\">Julia高速チュートリアル<a>\n \n\n* <a href=\"http://nbviewer.jupyter.org/github/bicycle1885/JuliaTokyo7/blob/master/%E6%9C%80%E6%96%B0Julia%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB.ipynb\">Julia v0.6 チュートリアル</a> 2017/08/22\n\n\n* <a href=\"https://github.com/goropikari/JuliaPlotsGallery.jl\">Julia Plots Gallery</a> (Plotsパッケージによる作画法)\n\n\n* <a href=\"http://nbviewer.jupyter.org/github/goropikari/JuliaPlotsGallery.jl/blob/master/PlotsGallery.ipynb\">Julia Plots Gallery - Jupyter notebook version</a>"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 経緯\n\nWindows 7 と 8.1 の Windows 機で Julia + Jupyter Notebook を使用できるようにした。\n\n以下は主に Windows 8.1 機へのインストールの記録。\n\n2017-06-15 Anaconda3 と Julia v0.5.2 を入れた。\n\n2017-06-20 Julia v0.6.0 を入れ、v0.5.2のパッケージもすべて入れ直した。\n\n2017-10-28 Julia v0.6.1 を入れた。\n\n2017-12-19 Julia v0.6.2 を入れた。\n\n2018-01-19 JuliaPro v0.6.2.1 MKL も入れて併用するにした。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## JuliaBox と JuliaPro"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### JuliaBox\n\nJulia を Jupyter Notebook で使用するための最も簡単な手段は\n\nhttps://juliabox.com\n\nを使用することである。\n\nいきなり Anaconda や Julia をインストールしようとするより前に、こちらを試してみて感触をつかんでおいた方がよいと思う。私も JuliaBox の方を先に使い始めていた。\n\n旧バージョンの https://v1.juliabox.com/ ではパッケージなども含めて500MBしか使用できなかったので、大きなパッケージは実質的に使用不可能だった。しかし、新しい JuliaBox https://next.juliabox.com では使用できるディスク容量が増えており、実用上十分なパッケージをインストールできるようになった。\n\n現在の JuliaBox で満足できない場合には、手もとのパソコンで Julia 言語を使用するための環境を整備した方がよいだろう。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### JuliaPro\n\n2018年1月24日追記\n\n以下で解説するように、Jupyter notebook を使うために自前でPython環境を準備てそれに合わせてJuliaをインストールしなくても、JuliaPro をインストールするだけで Julia を Jupyter notebook で利用できます。\n\nhttps://juliacomputing.com/products/juliapro.html\n\nから DOWNLOAD Free の方をクリックして、登録手続きを済ませれば、JuliaPro personal 無料版をダウンロードできるようになります。巨大なパッケージなのでダウンロードに苦労するかもしれません。しかし、これのインストーラーさえダウンロードできてしまえば、インストーラーをダブルクリックしてインストールするだけで、JuliaをJupyter notebookで使えるようになります。ハードディスクの消費量は2GB強でした。\n\nWindowsユーザーであれば\n\n JuliaPro-0.6.2.1 (for Windows) -\t(680.55M)\n\nをダウンロードすればよいだろう。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### MKL版\n\nJuliaPro では MKL = <a href=\"https://ja.wikipedia.org/wiki/Intel_Math_Kernel_Library\">Intel Math Kernel Library</a> をリンクしたバイナリも配布されている。予想外のトラブルに自分で対処できるならばこちらをダウンロードして試してみてもよいかもしれない。 (初心者にはおすめしない。)\n\nWindows ユーザーならば\n\n JuliaPro-0.6.2.1 - MKL (for Windows) -\t(811.97M)\n\nがそのMKL版である。\n\nJuliaの通常版は MKL ではなく、数学ライブラリとして Open BLAS をリンクしている。Open BLAS も十分も速い。行列の対角化についてはMKL版の方が3割程度計算時間が短くなるようだが、あらゆる項目で MKL の方が Open BLAS よりも十分に勝っているようには見えない。私が行ったベンチマークテストの結果は以下の場所で公開されている。\n\nhttp://nbviewer.jupyter.org/gist/genkuroki/7f6437f97405607347a635cf6f631a48\n\nしかし、行列の固有値・固有ベクトルの計算(`eig` 函数の計算)については Open BLAS 版で計算した場合よりも、MKL版で計算した場合の方が計算時間が3割ほど少なくて済んだ。行列の対角化のハードな計算をしたい人は MKL 版を使う価値があると思う。\n\nhttps://gist.github.com/genkuroki/46c278bfaaa0d7e652123177972b568d"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Base.LOAD_CACHE_PATH 問題\n\nこの節の内容は JuliaPro 以外の Julia を自分のパソコンにインストールしていない人には関係しない.\n\n私は JuliaPro v0.6.2.1 MKL 版を\n\n C:\\JuliaProMKL-0.6.2.1\n\n以下にインストールし、JuliaProではない通常版の Julia と併用している。\n\n下の方で説明する方法で Julia をインストールしてしまった人は環境変数 `JULIA_PKGDIR` を設定することになる。その設定が有効なままで複数の Julia 言語がインストールされた状態で JuliaPro を利用すると、`ENV[\"Base.LOAD_CACHE_PATH\"]` の先頭に環境変数 `JULIA_PKGDIR` の内容が設定されてしまう。私の場合には\n\n```Julia\nIn [1]: Base.LOAD_CACHE_PATH\n\nOut [1]: 2-element Array{String,1}:\n\"C:\\\\JuliaPkg\\\\lib\\\\v0.6\"\n\"C:\\\\JuliaProMKL-0.6.2.1\\\\pkgs-0.6.2.1\\\\lib\\\\v0.6\"\n```\n\nのようになってしまった。これは極めて不都合である。なぜならば、パッケージのプレコンパイルファイルが JuliaPro ではない Julia の方で使うディレクトリに作られるようになってしまうからだ。そのようになってしまう原因は\n\n C:\\JuliaProMKL-0.6.2.1\\Julia-0.6.2\\etc\\julia\\juliarc.jl\n\nの内容にあった。そこでは環境変数 `JULIA_PKGDIR` の内容を `push!` するようになっている。私はそのファイル中の `push!` を `unshift!` に書き換えた。\n\n```diff\n--- juliarc-org.jl 2018-01-19 23:47:39.503285600 +0900\n+++ juliarc.jl 2018-01-20 15:13:43.455046700 +0900\n@@ -8,2 +8,2 @@\n-push!(Base.LOAD_PATH, normpath(joinpath(ENV[\"HOMEDRIVE\"]*ENV[\"HOMEPATH\"], \".julia\", \"v0.6\")))\n-push!(Base.LOAD_CACHE_PATH, normpath(joinpath(ENV[\"JULIA_PKGDIR\"], \"lib\", \"v0.6\")))\n+unshift!(Base.LOAD_PATH, normpath(joinpath(ENV[\"HOMEDRIVE\"]*ENV[\"HOMEPATH\"], \".julia\", \"v0.6\")))\n+unshift!(Base.LOAD_CACHE_PATH, normpath(joinpath(ENV[\"JULIA_PKGDIR\"], \"lib\", \"v0.6\")))\n```\n\nこのようにしたおかげで現在では\n\n```Julia\nIn [1]: Base.LOAD_CACHE_PATH\n\nOut [1]: 2-element Array{String,1}:\n\"C:\\\\JuliaProMKL-0.6.2.1\\\\pkgs-0.6.2.1\\\\lib\\\\v0.6\"\n\"C:\\\\JuliaPkg\\\\lib\\\\v0.6\"\n```\n\nとなっている。私の場合にはこのようにしないと快適に JuliaPro を使用できなかった。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### JuliaPro での SymPy の利用の仕方\n\nJuliaPro では `Pkg.add(\"SymPy\")` とするだけでは SymPy パッケージを利用できるようにはならない。なぜならば、JuliaPro に付属する Python パッケージに SymPy が含まれていないからだ。コマンドラインから\n\n c:\\JuliaProMKL-0.6.2.1\\Python\\Scripts\\pip install sympy\n\nにあたることを適切に実行して、JuliaPro の Python 環境に sympy をインストールすれば、SymPy を使えるようになります。\nその代わりにJulia言語内から\n\n```Julia\nPYSCRIPTS = replace(ENV[\"PYTHON\"], \"\\\\python.exe\", \"\\\\Scripts\\\\\")\nENV[\"Path\"] = PYSCRIPTS * \";\" * ENV[\"Path\"]\nrun(`pip install sympy`)\n```\n\nを実行して同じことをできます。(Windows 以外を使っている人は適宜修正して下さい。) まとめると、\n\n```Julia\nPYSCRIPTS = replace(ENV[\"PYTHON\"], \"\\\\python.exe\", \"\\\\Scripts\\\\\")\nENV[\"Path\"] = PYSCRIPTS * \";\" * ENV[\"Path\"]\nrun(`pip install sympy`)\nPkg.add(\"SymPy\")\nusing SymPy\n```\n\nで SymPy を利用できるようになりました。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### JuliaPro の Jupyter への nbextensions の追加\n\nJuliaで以下を実行することによって、 Jupyter で nbextensions も使えるようになりました。\n\n```Julia\nPYSCRIPTS = replace(ENV[\"PYTHON\"], \"\\\\python.exe\", \"\\\\Scripts\\\\\")\nENV[\"Path\"] = PYSCRIPTS * \";\" * ENV[\"Path\"]\n\nrun(`pip install jupyter_nbextensions_configurator`)\nrun(`jupyter nbextensions_configurator enable --user`)\n\nrun(`pip install https://github.com/ipython-contrib/jupyter_contrib_nbextensions/tarball/master`)\nrun(`jupyter contrib nbextension install --user`)\n```\n\nJupyter notebookを終了させて、立ち上げ直して下さい。\n\nnbextensions の Gist-it は特に便利です。それを使うとほとんどワンボタンで Jupyter notebook を GitHub Gist に投稿して公開することができます。Jupyter notebook には数式を使った解説を含めることができるので、数学的に有益な情報を広めたい場合には特に役に立ちます。ずっと下の方にその使い方の解説があります。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Anaconda3をインストール\n\n以下は 2017-06-15 の作業。(この節の内容は JuliaPro のみを使いたい人には関係しない。)\n\nhttps://www.continuum.io/downloads から\nPython 3.6 version のAnacondaをダウンロードしてインストールした。 \n\nインストール先は\n\n C:\\Anaconda3\n\nPython 2.7 version のAnacondaが必要になった場合には別に考える。\n\nWindows のスタートアップメニューに\n\n Anaconda3 (64bit)/Jupyter Notebook\n \nのショートカットが作成されたので、それをデスクトップにコピーした。\n\nそして、コピーしたショートカットのプロパティーのリンク先の一番最後にある\n\n %USERPROFILE%\n\nを Jupyter Notebook における初期フォルダにしたい場所に書き換えた。具体的には\n\n C:\\home\\genkuroki\\Dropbox\\Jupyter\n\nに書き換えた。そのように書き換えたショートカットをダブルクリックすると、\nブラウザに Jupyter Notebook が開く。初期フォルダは設定した通りになっている。\n\nその後に Julia 0.5.2 もインストールしたのだが、ここでは説明を省略する。\n\nそのときの稚拙な試行錯誤の様子は\n\nhttps://genkuroki.github.io/documents/Jupyter/20170615InstallJuliaAnaconda.html\n\nで確認できる。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Julia v0.6.0 をインストール\n\n以下は 2017-06-20 に行った作業。\n\nWindows の環境変数を次のように設定する。\n\n JUPYTER=C:\\Anaconda3\\Scripts\\jupyter.exe\n JULIA_PKGDIR=C:\\JuliaPkg\n\nC:\\JuliaPkg というフォルダも念のために作っておいた。\n\nhttps://julialang.org/downloads/ から\nJulia 0.6.0 の Windows 64bit 版をダウンロードして\n\n C:\\Julia-0.6.0\n\nにインストールした。\n\nデスクトップに Julia-0.5.2 と Julia-0.6.0 のショートカットを作成した。\n\n以下では Julia-0.6.0 を使う。\n\nJulia を起動して、以下を実行する。\n\n Pkg.init()\n Pkg.add(\"IJulia\")\n\nそのとき、大事なポイントは\n\n INFO: Found Jupyter version 4.3.0: C:\\Anaconda3\\Scripts\\jupyter.exe\n\nのように表示されていることである。環境変数 ``JUPYTER`` を設定しておいたおかげでこうなった。\n\nもしも環境変数によって ``jupyter.exe`` のありかを Julia に教えていなかったら、 Julia は自前で miniconda (Anaconda2 相当)を入れて、Jupyter Notebook の設定を行おうとする。\n\nせっかく Anaconda3 を入れてあったのだから、\nそちらにすでにインストールされている Jupyter 環境を利用した方が効率的である。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Julia v0.6.1 をインストール\n\n2017-10-28 に Julia v0.6.1 をインストールした。\n\n初めて Julia 言語をインストールする人は以上の v0.6.0 の場合と同じ作業をするだけでよい。\n\nv0.6.0 をすでにインストールすみの筆者は以下の作業を行った。\n\n1. https://julialang.org/downloads/ から 64-bit の Windows Self-Extracting Archive をダウンロード\n\n2. それを実行して、`C:\\Julia-0.6.1` にインストール\n\n3. `C:\\Users\\username\\AppData\\Roaming\\jupyter\\kernels` のようなディレクトリに Jupyter notebook のカーネルの設定が保管されている。それを v0.6.0 から v0.6.1 対応に変更した。`julia-0.6/kernel.json` などの内容をほんの少しだけ書き直すだけの作業であった。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Julia v0.6.2 をインストール\n\n2017-12-19 に Julia v0.6.2 をインストールした。作業は上と同じ。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Jupyter Notebook の確認\n\n以上によって Julia 0.6.0 を Jupyter Notebook から使えるようになった。\n\nデスクトップに作ってあった Jupyter Notebook のショートカットをダブルクリックすると、ブラウザに Jupyter Notebook の窓が開く。 New をクリックして確認すると、カーネルとして Julia 0.6.0 も選択できるようになっている。数日前に Julia 0.5.2 もインストールしてあったので、Julia 0.5.2 と Julia 0.6.0 の両方が選択可能になった。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### CodeMirror の julia.js の最新版のインストール\n\n2017-12-08 に Jupyter notebook で使用している CodeMirror の `julia.js` を最新版に更新した. 更新する前には Jupyter notebook が Julia 0.6 に対応しておらず、不便を強いられた.\n\nCodeMirror のソースコードは\n\nhttps://github.com/codemirror/CodeMirror\n\nで配布されており、Julia 0.6 への対応については\n\nhttps://github.com/codemirror/CodeMirror/pull/4842\n\nを参照して欲しい. `julia.js` の更新の手順は以下の通り.\n\n1. https://github.com/codemirror/CodeMirror/blob/master/mode/julia/julia.js の Raw ボタンを右クリックして `julia.js` の最新版をダウンロードする.\n\n2. `C:\\Anaconda3\\Lib\\site-packages\\notebook\\static\\components\\codemirror\\mode\\julia` に最新版の `julia.js` を上書きコピーする.\n\n不安ならば古い版のファイル名を変えて残しておいた方がよいかもしれない."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## パッケージ\n\n試しに入れてみたパッケージについては\n\nhttps://gist.github.com/genkuroki/b1d7e27846c64c98e669fd5cf80f6ac1\n\nを参照して欲しい。\n\n幾つか注意するべきポイントについて説明しよう。\n\n### PyCallパッケージの入れ方\n\n``PyCall`` は Julia から Python を使用するためのパッケージである。\n\nそれによって Python の世界にある豊富な資産を Julia から利用できるようになる。\n\nたとえば ``PyPlot`` パッケージによって、\nPython 側にある便利なプロット用ライブラリ matplotlib を Julia 側から利用することができるようになる。\nJulia によるプロットの例が次のリンク先にたくさんある。\n\nhttps://gist.github.com/gizmaa/7214002\n\n他にも ``SymPy`` パッケージによって、\nPython 側にある数式処理ライブラリ sympy を利用できるようになる。\n\n``PyCall`` パッケージを入れるときには、\n使用する Python のバイナリを環境変数の設定で Julia に教えてあげなければいけない。\n私は ``PyPlot`` パッケージを入れることによって、\n``PyCall`` パッケージも入れた。\n\n ENV[\"PYTHON\"]=\"C:\\\\Anaconda3\\\\python.exe\"\n Pkg.add(\"PyPlot\")\n\nこれでインストールされた ``PyCall`` パッケージがどの Python を使用するようになっているかについては\n\n using PyCall\n display(PyCall.pyprogramname)\n display(PyCall.pyversion)\n display(PyCall.conda)\n display(PyCall.libpython)\n\nで確認できる。私の場合には\n\n \"C:\\\\Anaconda3\\\\python.exe\"\n v\"3.6.1\"\n false\n \"C:\\\\Anaconda3\\\\python36\"\n\nと表示された。\n\n別の Python を使用したい場合には\n\n ENV[\"PYTHON\"]=\"別のpython.exe\"\n Pkg.build(\"PyCall\")\n\nを実行する。\n\n### PlotsパッケージでGIF動画\n\nPlotsパッケージでGIF動画を作りたい人は、前もって\n\nhttps://www.imagemagick.org/script/binary-releases.php#windows\n\nから、Imagemagickをダウンロードしてインストールしておく必要がある。\nそのときに、convert コマンドも忘れずにインストールしておく。\nGIFアニメ作成テスト用のノートブックを\n\nhttps://gist.github.com/genkuroki/516e1a87a44a3bac22125e9cff7d434c\n\nで公開してある(このノートの下の方にもGIFアニメ作成のためのコードの例がある)。そのテスト用ノートブックを使用するためには、\n\n Pkg.add(\"Plots\")\n\nだけではなく、\n\n Pkg.add(\"Iterators\")\n\nも前もって実行しておく必要がある。私の場合には巨大パッケージの\n\n Pkg.add(\"DifferentialEquations\")\n\n経由で Iterators パッケージがインストールされていたのだが。\n\nDifferentialEquationsパッケージは巨大なので、常微分方程式を数値的に解きたいだけの人は\n\n Pkg.add(\"Sundials\")\n\nのみを実行しておけば十分だと思う。\n\n必要なパッケージを必要になったときに入れれば問題ない。\n\nGIF動画を作るだけならば、Imagemagickさえインストールしてあれば十分で、Plots パッケージを入れる必要はない。\nこのノートの下の方にその方法が書いてある。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Nbextensions のインストール\n\n次をコマンドライン(コマンドプロンプト)で実行して、Jupyter Notebook に便利な Nbextensions を入れた。\n\n c:\\Anaconda3\\Scripts\\conda install -c conda-forge jupyter_contrib_nbextensions\n\nNbextensions に含まれる Gist-it を GitHub Gist との連携のために利用できる。\n\nhttps://github.com/ipython-contrib/jupyter_contrib_nbextensions/tree/master/src/jupyter_contrib_nbextensions/nbextensions/gist_it\n\nさらに、Select CodeMirror Keymap を利用すればキーバインディングを emacs 風にしたり、vi 風ににしたりできる。\n\nhttps://github.com/aiguofer/jupyter_contrib_nbextensions/tree/master/src/jupyter_contrib_nbextensions/nbextensions/select_keymap\n\n結局、使わないことにしたが。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## GitHub Gist との連携\n\nGitHub Gist と Jupyter notebook を nbextensions の Gist-it 経由で連携させると、Jupyter notebook で編集した結果をワンボタン(+α)で GitHub Gist に保存してバージョン管理をできるようになります。\n\n(1) https://github.com にアクセスして、GitHub のアカウントを保有していない場合には、Sign up してアカウントを取得する。\n\n(2) https://github.com から Sign in して、右上の View profile and more のメニューから Settings を選択する。\n\n(3) 左下の Personal access tokens をクリック。\n\n(4) 右上の Generate new ボタンをクリック。\n\n(5) Token description に Create gists などと書き、\ngist (Create gists)にチェックを入れてから、\ngenerate token ボタンをクリック。\n\n(6) 表示されたアクセストークンをコピー。失敗したら(5)からやり直す。\n\n(7) Jupyter notebook を開き、Nbextensions タブで、Gist-it にチェックを入れる。\n\n(8) Github personal access token に6でコピーしたアクセストークンを貼り付ける。\n\nGists default to publicにもチェックを入れておくことがおすすめ。\n\n失敗したら、(5)からやり直す。\n\n(9) Jupyter notebook の Files タブからノートをどれか開き、\nGist-it のボタンを押して、Gist への投稿をできるかどうかを確認する。\n\n(10) https://gist.github.com の See all of your gists をクリックすれば、\n保存したファイル達の一覧を見ることができる。\n\n(11) Gistに保存したノートを変更した後に再度 Gist-it のボタンを押すと、\nすでに投稿してあったファイルがそれに更新されることを確認する。\n\n以上によって、Jupyter notebook で作成したノートをワンボタン+αの手間で GitHub Gist に保存して、\n簡単なバージョン管理をできるようになりました。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Emacs 風のキー配置にする\n\nJupyter notebook を開き、Nbextensions タブで Select CodeMirror Keymap にチェックを入れる。\n\n各ノートブックの Edit メニューの Keymaps で Emacs を選択する。\n\nこれでキーバインディングが Emacs 風になった。\n\nしかし、デフォルトのキーバインディングの方が便利な部分もあるので使わないことにした。\n\n代わりに Keyhac と fakeymacs を使うことにした。\n\n(1) https://sites.google.com/site/craftware/keyhac-ja\nから Keyhac for Windows ver 1.76 をダウンロードして、展開して、適当なフォルダに配置し、\nkeyhac.exe を起動した。\n\n(2) https://github.com/smzht/fakeymacs\nから config.py を取得し、\n\n C:\\Users\\genkuroki\\AppData\\Roaming\\Keyhac\\config.py\n\nを config-org.py にリネームし、このフォルダに移動した。\nconfig.py の中身は適当にカスタマイズして使うことになる。\n\n(3) Keyhac のタスクトレイアイコンを右クリックして設定をリロードした。\n\nこれであちこちで Emacs 風のキーバインディングを使えるようになった。\n\nただし、C-k の動作には注意が必要。\nC-k で複数行を切り取るためにはマウスで指定すればよい。\n\n(4) Google Chrome のショートカットの一部を Keyconfig 拡張を導入して無効にした。\n\nhttps://chrome.google.com/webstore/detail/keyconfig/okneonigbfnolfkmfgjmaeniipdjkgkl\n\nから Keyconfig をインストールし、\nKeyconfig のオプションの設定で、\nたとえば C-k をアクションなしで登録すれば、\nChrome内での C-k ショートカットを無効にできる。\n\n**追記(2017-07-08):** 現在はEmacs風のキーバインディングを Jupyter notebook ではあまり使っていない。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Jupyter Notebook へのカーネルの追加方法\n\n2017年7月19日に追加\n\nこの節は Windows 限定の解説。\n\nまず、\n\n C:\\Users\\username\\AppData\\Roaming\\jupyter\\kernels\n\nのような名前の自分のフォルダの中を見て下さい。私の場合には\n\n C:\\Users\\genkuroki\\AppData\\Roaming\\jupyter\\kernels\n\nです。そこには\n\n julia-0.6\n\nのような名前のフォルダがあるはずです。そのフォルダの中身の真似をして別のフォルダを作れば Jupyter notebook に新しいカーネルを追加できます。\n\n例として、Julia をオプション `-p auto` を付けて起動するカーネルを追加してみましょう。このオプションを追加して Julia を起動すると、CPUがマルチスレッドに対応しているとき、Julia から並列処理の機能を最初から使えるようになります。非常に便利です。\n\n(1) フォルダ `julia-0.6` をコピーして、`julia-0.6-pauto` のような名前に変える。\n\n(2) `julia-0.6-pauto\\kernel.json` の中身を次のように変更する。\n\n```\n{\n \"display_name\": \"Julia 0.6.0 procs auto\",\n \"argv\": [\n \"C:\\\\Julia-0.6.0\\\\bin\\\\julia.exe\",\n \"-i\",\n \"-p\",\n \"auto\",\n \"--startup-file=yes\",\n \"--color=yes\",\n \"C:\\\\JuliaPkg\\\\v0.6\\\\IJulia\\\\src\\\\kernel.jl\",\n \"{connection_file}\"\n ],\n \"language\": \"julia\"\n}\n```\n\n(3) このようにしてから、Jupyter を起動すると `Julia 0.6.0 procs auto` という名のカーネルが使用可能になっている。\n\n(4) そのカーネルを削除したい場合には作ったフォルダを削除すればよい。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Juliaでのプロセスの追加・削除に仕方\n\n2018年1月24日に追記\n\n上のように `julia -p auto` でJuliaを起動しておけば最初から並列処理を利用できるのですが, そうしなくても, `addprocs()` を実行して `-p auto` と同じようにプロセスを追加して並列処理を楽しむことができます. プロセスのリストを得るには `procs()`、ワーカーのリストを得るには `workers()`、 プロセスの個数を得るには `nprocs()`、`a`番から`b`番までのプロセスをまとめて削除するには `rmprocs(a:b)` を実行します。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Anaconda3のアップデート\n\n2017年7月25日追記\n\nAnaconda3に含まれるPythonパッケージのアップデートには\n\n C:\\Anaconda3\\Scripts\\conda.exe update --all\n\nを実行し、アップデートされるパッケージの一覧が表示されるので、それで問題がないならば y と答える。\n\nAnaconda の管理には conda コマンドを使用します。\n\nhttps://www.google.co.jp/search?q=Anaconda+conda+%E4%BD%BF%E3%81%84%E6%96%B9"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## RISEのインストール\n\n2017年7月27日追記\n\nJupyter notebook に RISE をインストールするためには以下をコマンドラインから実行する。\n\n pip install RISE\n jupyter-nbextension install rise --py --sys-prefix\n jupyter-nbextension enable rise --py --sys-prefix\n\nただし、私の環境では `C:\\Anaconda3\\Scripts` にPATHが通してあり、そこの pip とJupyter-nbextension が実行される。\n\nRISE はプレゼンテーション用の Nbextension である。詳しくは次のリンク先を参照せよ。\n\nhttp://qiita.com/cvusk/items/d425751ba663dc8c6517\n\nそこに書いてある通りで、インストールには10秒かかりません。"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Rとの連携\n\n2017年7月30日追記\n\n(1) まだRをインストールしていない人は次のリンク先を参考にRをインストールする。\n\nhttp://qiita.com/FukuharaYohei/items/8e0ddd0af11132031355\n\n私はRStudioとRtoolsもインストールした。\n\n他にもRの側でggplot2などのパッケージもインストールしておいた。\n\n(2) Rのバイナリが置いてあるディレクトリにPATHを通しておく。\n\n(3) Juliaの側で次を実行する:\n\n Pkg.add(\"RCall\")\n\nこれでRをJuliaから使う準備が完了した。\n\n(4) ドキュメントを読む。\n\nhttps://github.com/JuliaInterop/RCall.jl\n\nhttp://juliainterop.github.io/RCall.jl/latest/\n\n(5) 次のリンク先のノートブックの内容を実行できるかどうかを確認する。\n\nhttps://gist.github.com/genkuroki/c72aa29f24156e46c7564852e4f36c9a"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## RをJupyterから使う方法\n\n次のリンク先を参考にした。\n\nhttps://irkernel.github.io/installation/\n\nhttp://qiita.com/piruty_joy/items/498ee16de62879e5a949\n\nhttps://github.com/IRkernel/IRkernel\n\nhttps://teratail.com/questions/70234\n\nRGuiで以下を実行する。\n\n install.packages(c('repr', 'IRdisplay', 'evaluate', 'crayon', 'pbdZMQ', 'devtools', 'uuid', 'digest'))\n devtools::install_github('IRkernel/IRkernel')\n IRkernel::installspec()\n\nどこからパッケージをインストールするかを聞かれたら、Japan (Tokyo)を選択しておけばよいでしょう。\n\nこれだけで、Jupyter notebook からカーネルとして R を選択できるようになりました。\n\n適切にインストールされたかどうかの確認は、私の場合には以下のディレクトリを見ると分かりました。\n上の作業を実行すると以下のフォルダにJupyter用の設定がインストールされた表示されます。\n\n C:\\Users\\genkuroki\\AppData\\Roaming\\jupyter\\kernels\\ir\\\n\nそこには\n\n kernel.js\n kernel.json\n logo-64x64.png\n\nの3つのファイルがあり、`kernel.json` の中身は\n\n```\n{\n \"argv\": [\"C:/PROGRA~1/R/R-34~1.1/bin/x64/R\", \"--slave\", \"-e\", \"IRkernel::main()\", \"--args\", \"{connection_file}\"],\n \"display_name\": \"R\",\n \"language\": \"R\"\n}\n```\n\n`kernel.js` の中身は結構長いです。\n\n実際にRをJupyterで使ってみた例が次のリンク先にあります。\n\nhttps://gist.github.com/genkuroki/6fdb22137cdd555ab63a6b9522e4b57a"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## RubyをJupyterから使う方法\n\n2017年7月31日\n\n以下のリンク先の情報を参考にした。\n\nhttp://qiita.com/kozo2/items/4bfbc9524b302b06710b\n\nhttp://qiita.com/mix_dvd/items/3e4305d31e7a6785fbb0\n\nhttp://qiita.com/domitry/items/aa348caf993e876a7be5\n\n正直、よくわからないことが多かったが、大体において、コマンドラインから gem コマンドで色々入れた後に\n\n gem install specific_install\n gem specific_install https://github.com/SciRuby/iruby.git\n iruby register\n\nを実行したら、JupyterからRubyが使用可能になった。\n\nJupyter で Ruby カーネルが死ぬ場合には Jupyter Notebook のコンソール画面に出ているエラーメッセージをよく見て、足りないパッケージを gem コマンドで入れるとうまく行くかもしれない。筆者の場合にもそれでうまく行った。手動で入れたのは\n\n gem install czmq\n gem install ffi-rzmq\n\nだけだったと思う。\n\n現時点での `gem list --local` の結果は以下の通り。\n\n```\nbigdecimal (default: 1.3.0)\nbond (0.5.1)\nczmq (0.0.1)\nczmq-ffi (0.0.2)\nczmq-ffi-gen (0.13.0 x64-mingw32)\ncztop (0.11.4)\ndata_uri (0.1.0)\ndid_you_mean (1.1.0)\nffi (1.9.18 x64-mingw32)\nffi-rzmq (2.0.5)\nffi-rzmq-core (1.0.6)\ngist (4.6.1)\ngisty (0.2.8)\nio-console (default: 0.4.6)\niruby (0.3)\njson (default: 2.0.2)\nmimemagic (0.3.2)\nminitest (5.10.1)\nmulti_json (1.12.1)\nnet-telnet (0.1.1)\nopenssl (default: 2.0.3)\npower_assert (0.4.1)\npsych (default: 2.2.2)\nrake (12.0.0)\nrdoc (default: 5.0.0)\nspecific_install (0.3.3)\ntest-unit (3.2.3)\nxmlrpc (0.2.1)\n```\n\nしかも、Jupyter Notebook のコンソール画面に次の警告が出ているので正常なインストールに失敗している可能性がある。\n\n```\nWARNING: ::CZMQ::FFI is not available without libczmq.\n```"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## SoS を Anaconda3 から使う方法\n\n**2018-01-27の追記**\n\nまず、以下をじっくり閲覧する。YouTube にあるデモンストレーションの画面の中にも途中でエラーが出ている部分が見付かる。自分自身がやったときに驚かないようにそういうことにもチェックを入れておく。\n\nhttps://www.youtube.com/watch?v=TxcPwyCVa8Y\n\nhttps://vatlab.github.io/sos-docs/#runningsos\n\n以下をコマンドラインから実行した.\n\n```bash\npip install sos\npip install sos-pbs\npip install sos-notebook\npip install sos-python\npip install sos-r\npip install sos-julia\nconda install -c conda-forge feather-format\n```\n\nこれで Anaconda3 で SoS を使えるようになった。 SoS は Python 3.6 以上を要求するので注意すること。\n\nJulia で SoS を利用する場合にはさらに\n\n```julia\nPkg.add(\"Feather\")\nPkg.add(\"DataFrames\")\nPkg.add(\"NamedArrays\")\n```\n\nも実行しておく。さらに R の方でも\n\n```R\ninstall.packages('feather')\n```\n\nを実行しておいた。ただし、Julia も R も Jupyter で使えるようになっていることが前提である。\n\nhttps://www.youtube.com/watch?v=_LSQr3DHBpU\n\nhttps://vatlab.github.io/sos-docs/#introduction\n\n\n### 複数の Julia を Jupyter で利用できるようにしている場合の注意\n\n私の場合には Julia v0.5.2 と Julia v0.6.2 を併用しているので、SoS ノートブックを起動時にどちらを選ぶかの選択のポップアップが常に出るようになってしまった。私はそれが嫌なので、\n\n C:\\Users\\genkuroki\\AppData\\Roaming\\jupyter\\kernels\\julia-0.5\n\nを `Julia-0.5-old` に書き換えて\n\n C:\\Users\\genkuroki\\AppData\\Roaming\\jupyter\\kernels\\julia-0.5-old\n\nに移動した。これとは別に\n\n C:\\Users\\genkuroki\\AppData\\Roaming\\jupyter\\kernels\\julia-0.6\n\nというディレクトリがあり、こちらの下で設定されている Julia を SoS が利用するようになった。\n\n### %get X --from Julia の注意点\n\nJulia のデータフレーム X を SoS で `%get X --from Julia` しようとすると失敗した。\n\n MethodError: no method matching nullcount(::DataArrays.PooledDataArray{String,UInt8,1})\n \n Closest candidates are:\n nullcount(::NullableArrays.NullableArray{T,1} where T) at C:\\JuliaPkg\\v0.6\\Feather\\src\\Feather.jl:289\n nullcount(::Array{T,1} where T) at C:\\JuliaPkg\\v0.6\\Feather\\src\\Feather.jl:290\n nullcount(::CategoricalArrays.CategoricalArray) at C:\\JuliaPkg\\v0.6\\Feather\\src\\Feather.jl:291\n ...\n\nそこで、Juliaで\n\n```Julia\nimport Feather: nullcount\nnullcount(x::DataArrays.PooledDataArray) = count(isna.(x))\n```\n\nを実行して、nullcount函数を拡張したら、 %get X --from Julia がうまく行くようになった。\n\n### %put X --to Julia の注意点\n\nSoS の変数 X の Julia への転送 `%put X --to Julia` は X がデータフレームの場合にはどうしてもうまく行かなかった。理由は不明。しかし、 X が単純な配列の場合には問題なく %put が実行できた。\n\nデータフレームが鬼門。\n\n* <a href=\"http://nbviewer.jupyter.org/gist/genkuroki/68e5b51cb2c37c93881b15932d921ce4\">SoS %get --from Julia</a>\n\n* <a href=\"http://nbviewer.jupyter.org/gist/genkuroki/7fcf4501c37bf4bd85f80aa39b36e1d5\">SoS %put --to Julia</a>"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# 付録:Juliaの使用例\n\n以下を実行するには\n\n Pkg.add(\"PyPlot\")\n Pkg.add(\"SymPy\")\n\nなどが必要。\n\n筆者の GitHub Gist では大量の使用例が公開されている。\n\nhttps://gist.github.com/genkuroki"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 簡単な数式処理をできる\n\nusing SymPy\nusing PyPlot\nae()=PyPlot.axes()[:set_aspect](\"equal\") #プロットのアスペクト比を1:1にする函数",
"execution_count": 2,
"outputs": [
{
"data": {
"text/plain": "ae (generic function with 1 method)"
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 楕円曲線暗号で有名なEdwards曲線をプロット\n\nx, y = symbols(\"x y\") # 数式処理用に変数 x,y を準備\nedwards=x^2+y^2-1+20x^2*y^2 # Edwards 曲線の定義式\ndisplay(edwards) # display函数で綺麗に数式を表示\nplot_implicit(edwards,(x,-1.5,1.5),(y,-1.5,1.5))\nae() # この行をコメントアウトするとプロットの縦横比が1:1でなくなる",
"execution_count": 3,
"outputs": [
{
"data": {
"text/latex": "$$20 x^{2} y^{2} + x^{2} + y^{2} - 1$$",
"text/plain": " 2 2 2 2 \n20*x *y + x + y - 1"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 変な曲線\n\nx, y = symbols(\"x y\")\nn=5\nm=n+2\nf=x*prod([x^2-i^2 for i in 1:n])\nf-=2*n*subs(f,x,y)\ndisplay(f)\nplot_implicit(f,(x,-m,m),(y,-m,m))\nae()",
"execution_count": 4,
"outputs": [
{
"data": {
"text/latex": "$$x \\left(x^{2} - 25\\right) \\left(x^{2} - 16\\right) \\left(x^{2} - 9\\right) \\left(x^{2} - 4\\right) \\left(x^{2} - 1\\right) - 10 y \\left(y^{2} - 25\\right) \\left(y^{2} - 16\\right) \\left(y^{2} - 9\\right) \\left(y^{2} - 4\\right) \\left(y^{2} - 1\\right)$$",
"text/plain": " / 2 \\ / 2 \\ / 2 \\ / 2 \\ / 2 \\ / 2 \\ / 2 \\ / \nx*\\x - 25/*\\x - 16/*\\x - 9/*\\x - 4/*\\x - 1/ - 10*y*\\y - 25/*\\y - 16/*\\y\n\n2 \\ / 2 \\ / 2 \\\n - 9/*\\y - 4/*\\y - 1/"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 不定積分\n\nx, y = symbols(\"x y\")\nintegrate(x^y,x)",
"execution_count": 5,
"outputs": [
{
"data": {
"text/latex": "$$\\begin{cases} \\frac{x^{y + 1}}{y + 1} & \\text{for}\\: y \\neq -1 \\\\\\log{\\left (x \\right )} & \\text{otherwise} \\end{cases}$$",
"text/plain": "/ y + 1 \n|x \n|------ for y != -1\n<y + 1 \n| \n|log(x) otherwise \n\\ "
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 不定積分\n\nx = symbols(\"x\")\nintegrate(1/sqrt(1-x^2),x)",
"execution_count": 6,
"outputs": [
{
"data": {
"text/latex": "$$\\operatorname{asin}{\\left (x \\right )}$$",
"text/plain": "asin(x)"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 定積分\n\nx = symbols(\"x\", real=true)\nintegrate(1/(1+x^2),(x,0,oo))",
"execution_count": 7,
"outputs": [
{
"data": {
"text/latex": "$$\\frac{\\pi}{2}$$",
"text/plain": "pi\n--\n2 "
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# ζ(12)\n\nn = symbols(\"n\", integer=true)\nsummation(1/n^12,(n,1,oo))",
"execution_count": 8,
"outputs": [
{
"data": {
"text/latex": "$$\\frac{691 \\pi^{12}}{638512875}$$",
"text/plain": " 12\n 691*pi \n---------\n638512875"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 複素函数のベクトル場表示\n\nusing PyPlot\nplotvf(z,w) = plt[:quiver](real(z),imag(z),real(w)./abs.(w),-imag(w)./abs.(w)) #複素函数z→wのベクトル場をプロット\nplotstream(z,w) = plt[:streamplot](real(z),imag(z),real(w),-imag(w)) #複素函数z→wの流れをプロット",
"execution_count": 9,
"outputs": [
{
"data": {
"text/plain": "plotstream (generic function with 1 method)"
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = [-2:0.2:2;]' # xは縦ベクトルでなければいけない\ny = x' # yは横ベクトル \nz = x .+ y.*im # imは虚数単位、このように足すと自動的に正方行列になる\nw = (-1-im)./z # w=(-1-i)/z\nplotvf(z,w) # ベクトル場の作図\nplotstream(z,w) # 流れの作図\nPyPlot.axes()[:set_aspect](\"equal\") # アスペクト比を1:1に",
"execution_count": 10,
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = [-2.5:0.2:2.5;]' # xは縦ベクトルでなければいけない\ny = [-1.5:0.2:1.5;] # yは横ベクトル \nz = x .+ y.*im # imは虚数単位、このように足すと自動的に正方行列になる\nw = @. 1/(z+1) - 1/(z-1) # z=-1に正の電荷、z=-1に負の電荷\nplotvf(z,w) # ベクトル場の作図\nplotstream(z,w) # 流れの作図\nPyPlot.axes()[:set_aspect](\"equal\") # アスペクト比を1:1に",
"execution_count": 11,
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 3D plot\n\nusing PyPlot\nusing Distributions\nlinspace(start, stop, length) = range(start, stop=stop, length=length)\n\na=[\n 2. -1.\n -1. 2.\n]\nn=101\nx=linspace(-5,5,n) # -5:0.1:5 と同じ\ny=linspace(-5,5,n)\nz=zeros(n,n)\nfor i in 1:n\n for j in 1:n\n z[i,j]=pdf(MvNormal(a),[x[i];y[j]])\n end\nend\n\nsurf(x, y, z, cmap=ColorMap(\"CMRmap_r\"))",
"execution_count": 12,
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "PyObject <mpl_toolkits.mplot3d.art3d.Poly3DCollection object at 0x000000003E6FF9B0>"
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 複素函数の流れの図のアニメーション"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# GIGアニメーションファイル test.gif の作成\n# Imagemagickのconvertコマンドを使う\n\nusing PyCall\n#@pyimport matplotlib.animation as anim\nusing PyPlot\nusing Base64\nusing Printf\n\nfunction showgif(filename)\n open(filename) do f\n base64_video = base64encode(f)\n display(\"text/html\", \"\"\"<img src=\"data:image/gif;base64,$base64_video\">\"\"\")\n end\nend\n\nfig = figure()\nax = PyPlot.axes()\n\nx = [-1.5:0.05:1.0;]\ny = [-1.0:0.05:1.0;]\nz = x' .+ im*y\nw0 = sqrt.(z.+1)./z\n\n# plotw has period 1.\n# plotw(t+1) == plotw(1)\nfunction plotw(t)\n clf()\n title(\"\\$t = $t\\$\")\n xlim(-1.4,0.9)\n ylim(-0.9,0.9)\n w = exp(pi*im*t)*w0\n streamplot(x,y,real(w),-imag(w))\n PyPlot.axes()[:set_aspect](\"equal\")\nend\n\nn=10 # frame/loop\nl=1 # loop\ninterval=200 # milli seconds\nfilename = \"test\" # filename\n\nwithfig(fig) do\n for k in 1:n*l\n plotw(k/n)\n savefig(filename*@sprintf(\"_%04d\",k), bbox_inches=\"tight\")\n end\nend\n\nrun(`convert -delay $(interval/10) -loop 0 $(filename)_\\*.png $filename.gif`)\n#run(`magick -delay $(interval/10) -loop 0 $(filename)_\\*.png $filename.gif`)\n\nshowgif(\"$filename.gif\")",
"execution_count": 13,
"outputs": [
{
"data": {
"text/html": "<img 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