{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get window size\n", "\n", "from IPython.display import HTML, Javascript\n", "\n", "javascript = '''\n", "\n", "'''\n", "\n", "HTML(javascript) # ポップアップウィンドウを表示" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "{'height': 600, 'scroll': True, 'transition': 'fade', 'width': 800}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# スライドサイズ と スクロール の 設定\n", "\n", "from notebook.services.config import ConfigManager\n", "from IPython.paths import locate_profile\n", "cm = ConfigManager(profile_dir=locate_profile(get_ipython().profile))\n", "# cm = ConfigManager()\n", "cm.update('livereveal', {\n", " 'transition': 'fade',\n", "# 'width': round(sw * 0.8),\n", "# 'height': round(sh * 0.8),\n", " 'width': 800,\n", " 'height': 600,\n", " 'scroll': True\n", "})" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%HTML\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Jupyter Notebook (+RISE) で
お手軽に発表\n", "### しつつ お手軽 multiprocessing\n", "\n", "e1371 奥村 嶺 \n", "@KamuiRoeru \n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# LT会 楽しんでますか?\n", "\n", "素晴らしい登壇者の方々の発表を聞いて、 \n", "**自分も何か発表したい!**\n", "\n", "でも…発表するには スライド 作らなきゃ…" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## PowerPointでスライド作ろうとすると…\n", "- ソースコードをパワポに…(:D)┼┤\n", "- パワポの数式… <# `Д´>\n", "- プログラムを動かしながら発表したい … 無理\n", "- そもそも、パワポでスライド作るのが面倒\n", "- どうせなら **ひと味違う** スライド 見せたい" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## Jupyter Notebook でスライド資料作ろう!!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Jupyter Notebookって?\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Jupyter Notebook(+ RISE)の 凄み\n", "- プログラムを **実行しながら** 発表できる" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello Jupyter!!\n", "!!retypuJ olleH\n" ] } ], "source": [ "print('Hello Jupyter!!')\n", "print('Hello Jupyter!!'[::-1])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "`x = \\sum_{i=0}^n a_n \\quad \\text{シグマ〜}`\n", "\n", "$$\n", " x = \\sum_{i=0}^n a_n \\quad \\text{シグマ〜}\n", "$$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 10\n", "a = list(range(n))\n", "a" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "45" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = sum(a)\n", "x" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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iCIrOJSiAGieAY1HiJPnFIqWduTQUUJdgZBVnCVbE/1oEVgGbh9Ux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GW+Y57HPP4V42ZOLYBAI6TEsxUnzp3jL771HEdOXsC3TcxYDNfyeeSxh3nqsfuIGj5DUzP4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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "im = Image.open(\"./5000tyoYen_Hoshiii.jpg\")\n", "im_list = np.asarray(im)\n", "plt.imshow(im_list)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### ようするに…\n", "\n", "### Jupyter Notebook 神" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# アニメーションも使える" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " // select the cell after this one\n", " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", " IPython.notebook.select(index + 1);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib nbagg\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "x = np.arange(-3, 3, 0.25)\n", "y = np.arange(-3, 3, 0.25)\n", "X, Y = np.meshgrid(x, y)\n", "Z = np.sin(X)+ np.cos(Y)\n", "\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "ax.plot_wireframe(X,Y,Z)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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vZWW678ywYbYjsYPtur0V+aTC+TCNe1KxZQs3dLIpbttMN8Q5d06B2FVero3x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\n981d0GT1BecLIT2XdtAb17pqkPjcDOk5wRhTZYz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from ipywidgets import interact\n", "import numpy as np\n", "\n", "def scatter(num_data):\n", " x = range(num_data)\n", " y = [np.sin(t/5.0) for t in x]\n", " plt.plot(x, y)\n", " plt.show()\n", "\n", "interact(scatter, num_data=(1,1000, 1), value=2)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Jupyter Notebook + RISE の メリット\n", "- Free\n", "- Markdown\n", "- プログラムを実行しながら発表できる\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Jupyter Notebook + RISE の デメリット\n", "- 環境構築が少し必要(スクリプト叩くだけ)\n", "- 動きゴテゴテのスライドはキツイ
ヘッダ・フッタ、アニメーション等\n", "- 微調整が面倒(cssを殴る必要がある)\n", "- 若干不安定" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Jupyter とか RISE とかの詳しい情報\n", "\n", "### ホームページ\n", "
    \n", "
  • Jupyter : http://jupyter.org/
  • \n", "
  • RISE : https://github.com/damianavila/RISE
  • \n", "
\n", "\n", "### 使い方 とか\n", "
    \n", "
  • Jupyterインストール : http://qiita.com/KI1208/items/a7765e6fdc95c3e03609
  • \n", "
  • RISE概要とインストール : http://qiita.com/cvusk/items/d425751ba663dc8c6517
  • \n", "
  • RISE CSS の 殴り方 : http://qiita.com/kamuiroeru/items/f0cf7079f4058522fa80
  • \n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Pythonでマルチプロセッシング\n", "\n", "複数スレッドを立てて効率よくプログラムを実行させたい!\n", "\n", "python 3.5.2" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### 実行に0.5秒かかる プログラム" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from time import sleep\n", "from os import getpid\n", "\n", "def procedure(hoge=None):\n", " sleep(0.5)\n", " print('This Process is ' + str(getpid()))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "8回繰り返し実行したい" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This Process is 96170\n", "This Process is 96170\n", "This Process is 96170\n", "This Process is 96170\n", "This Process is 96170\n", "This Process is 96170\n", "This Process is 96170\n", "This Process is 96170\n", "CPU times: user 8.62 ms, sys: 3.66 ms, total: 12.3 ms\n", "Wall time: 4.03 s\n" ] } ], "source": [ "%%time\n", "for _ in range(8):\n", " procedure()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This Process is 96214\n", "This Process is 96215\n", "This Process is 96216\n", "This Process is 96217\n", "This Process is 96214\n", "This Process is 96215\n", "This Process is 96216\n", "This Process is 96217\n", "CPU times: user 13.2 ms, sys: 22.7 ms, total: 35.9 ms\n", "Wall time: 1.16 s\n" ] } ], "source": [ "%%time\n", "from multiprocessing import Pool\n", "with Pool(4) as p:\n", " p.map(procedure, range(8))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## もっと実用的な例\n", "とある 文書 が 5000 文書あります。\n", "\n", "それぞれの文書に含まれる**単語の個数**を数えてください" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "両生類・爬虫類天然記念物一覧\r\n", "出典: フリー百科事典『ウィキペディア(Wikipedia)』\r\n", "移動: ナビゲーション, 検索 \r\n", "両生類・爬虫類天然記念物一覧は、日本の文部科学大臣が指定する、天然記念物(特別天然記念物を含む、以下同)のうち、両生類・爬虫類に関わるもののリスト。天然記念物指定基準「動物」に基づき指定されたもののうち、両生類・爬虫類の種および生息地、繁殖地等を掲載する。なお、本項では文化財保護法に基づき国(日本国文部科学大臣)が指定した天然記念物を対象とし、地方自治体指定の天然記念物は対象外とする。\r\n", "\r\n", "目次 [非表示]\r\n", "1 特別天然記念物\r\n", "2 天然記念物 \r\n", "2.1 両生類\r\n", "2.2 爬虫類\r\n", "3 関連項目\r\n", "4 参考文献\r\n", "5 外部リンク\r\n", " \r\n", " 特別天然記念物 [編集]\r\n", "オオサンショウウオ(種指定)\r\n", " 天然記念物 [編集]\r\n", " 両生類 [編集]\r\n", "(オオサンショウウオ) \r\n", "オオサンショウウオ生息地〔岐阜県郡上市和良町・八幡町〕\r\n", "オオサンショウウオ生息地〔岐阜県郡上市大和町〕\r\n", "オオサンショウウオ生息地〔岡山県真庭市〕\r\n", "オオサンショウウオ生息地〔大分県宇佐市〕\r\n", "(カジカガエル) \r\n", "湯原カジカガエル生息地〔岡山県真庭市〕\r\n", "南桑カジカガエル生息地〔山口県岩国市〕\r\n", "(モリアオガエル) \r\n", "大揚沼のモリアオガエルおよびその繁殖地〔岩手県八幡平市〕\r\n", "平伏沼モリアオガエル繁殖地〔福島県双葉郡川内村〕\r\n", " 爬虫類 [編集]\r\n", "(アオダイショウ) \r\n", "岩国のシロヘビ\r\n", "(アカウミガメ) \r\n", "御前崎のウミガメおよびその産卵地〔静岡県御前崎市〕\r\n", "大浜海岸のウミガメおよびその産卵地〔徳島県海部郡美波町〕\r\n", "キシノウエトカゲ\r\n", "(クサガメ) \r\n", "見島のカメ生息地〔山口県萩市〕\r\n", "セマルハコガメ\r\n", "リュウキュウヤマガメ\r\n", " 関連項目 [編集]\r\n", "天然記念物\r\n", "レッドリスト\r\n", " 参考文献 [編集]\r\n", "加藤睦奥雄ら監修 『日本の天然記念物』 講談社、1995年、ISBN 4-06-180589-4。\r\n", " 外部リンク [編集]\r\n", "文化庁 \r\n", "国指定文化財等データベース\r\n", "国宝及び重要文化財指定基準並びに特別史跡名勝天然記念物及び史跡名勝天然記念物指定基準\r\n", "「http://ja.wikipedia.org/wiki/%E4%B8%A1%E7%94%9F%E9%A1%9E%E3%83%BB%E7%88%AC%E8%99%AB%E9%A1%9E%E5%A4%A9%E7%84%B6%E8%A8%98%E5%BF%B5%E7%89%A9%E4%B8%80%E8%A6%A7」より作成\r\n", "カテゴリ: 両生類・爬虫類天然記念物 | 動物関連の一覧" ] } ], "source": [ "cat ../share/data/001.txt" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "両生類⚡・⚡爬虫類⚡天然記念物⚡一覧⚡出典⚡:⚡フリー⚡百科事典⚡『⚡ウィキペディア⚡(⚡Wikipedia⚡)⚡』⚡移動⚡:⚡ナビゲーション⚡,⚡検索⚡両生類⚡・⚡爬虫類⚡天然記念物⚡一覧⚡は⚡、⚡日本⚡の⚡文部科学大臣⚡が⚡指定⚡する⚡、⚡天然記念物⚡(⚡特別天然記念物⚡を⚡含む⚡、⚡以下⚡同⚡)⚡の⚡うち⚡、⚡両生類⚡・⚡爬虫類⚡に⚡関わる⚡もの⚡の⚡リスト⚡。⚡天然記念物⚡指定基準⚡「⚡動物⚡」⚡に⚡基づき⚡指定⚡さ⚡れ⚡た⚡もの⚡の⚡うち⚡、⚡両生類⚡・⚡爬虫類⚡の⚡種⚡および⚡生息地⚡、⚡繁殖⚡地⚡等⚡を⚡掲載⚡する⚡。⚡なお⚡、⚡本⚡項⚡で⚡は⚡文化財保護法⚡に⚡基づき⚡国⚡(⚡日本国⚡文部科学大臣⚡)⚡が⚡指定⚡し⚡た⚡天然記念物⚡を⚡対象⚡と⚡し⚡、⚡地方自治体⚡指定⚡の⚡天然記念物⚡は⚡対象外⚡と⚡する⚡。⚡目次⚡[⚡非表示⚡]⚡1⚡特別天然記念物⚡2⚡天然記念物⚡2⚡.⚡1⚡両生類⚡2⚡.⚡2⚡爬虫類⚡3⚡関連⚡項目⚡4⚡参考文献⚡5⚡外部⚡リンク⚡特別天然記念物⚡[⚡編集⚡]⚡オオサンショウウオ⚡(⚡種⚡指定⚡)⚡天然記念物⚡[⚡編集⚡]⚡両生類⚡[⚡編集⚡]⚡(⚡オオサンショウウオ⚡)⚡オオサンショウウオ⚡生息地⚡〔⚡岐阜県郡上市⚡和良町⚡・⚡八幡町⚡〕⚡オオサンショウウオ⚡生息地⚡〔⚡岐阜県郡上市⚡大和町⚡〕⚡オオサンショウウオ⚡生息地⚡〔⚡岡山県真庭市⚡〕⚡オオサンショウウオ⚡生息地⚡〔⚡大分県宇佐市⚡〕⚡(⚡カジカガエル⚡)⚡湯原⚡カジカガエル⚡生息地⚡〔⚡岡山県真庭市⚡〕⚡南桑⚡カジカガエル⚡生息地⚡〔⚡山口県岩国市⚡〕⚡(⚡モリアオガエル⚡)⚡大揚沼⚡の⚡モリアオガエル⚡および⚡その⚡繁殖⚡地⚡〔⚡岩手県八幡平市⚡〕⚡平伏⚡沼⚡モリアオガエル⚡繁殖⚡地⚡〔⚡福島県⚡双葉⚡郡⚡川内村⚡〕⚡爬虫類⚡[⚡編集⚡]⚡(⚡アオダイショウ⚡)⚡岩国のシロヘビ⚡(⚡アカウミガメ⚡)⚡御前崎⚡の⚡ウミガメ⚡および⚡その⚡産卵⚡地⚡〔⚡静岡県御前崎市⚡〕⚡大浜海岸⚡の⚡ウミガメ⚡および⚡その⚡産卵⚡地⚡〔⚡徳島県⚡海部⚡郡⚡美波町⚡〕⚡キシノウエトカゲ⚡(⚡クサガメ⚡)⚡見島⚡の⚡カメ⚡生息地⚡〔⚡山口県萩市⚡〕⚡セマルハコガメ⚡リュウキュウヤマガメ⚡関連⚡項目⚡[⚡編集⚡]⚡天然記念物⚡レッドリスト⚡参考文献⚡[⚡編集⚡]⚡加藤⚡睦⚡奥⚡雄⚡ら⚡監修⚡『⚡日本⚡の⚡天然⚡記念物⚡』⚡講談社⚡、⚡1995年⚡、⚡ISBN⚡4⚡-⚡06⚡-⚡180589⚡-⚡4⚡。⚡外部⚡リンク⚡[⚡編集⚡]⚡文化庁⚡国⚡指定⚡文化財⚡等⚡データベース⚡国宝⚡及び⚡重要文化財⚡指定基準⚡並び⚡に⚡特別史跡⚡名勝⚡天然記念物⚡及び⚡史跡⚡名勝⚡天然記念物⚡指定基準⚡「⚡http://⚡ja⚡.⚡wikipedia⚡.⚡org⚡/⚡wiki⚡/%⚡E⚡4%⚡B⚡8%⚡A1⚡%⚡E⚡7%⚡94%⚡9⚡F⚡%⚡E⚡9%⚡A1⚡%⚡9⚡E⚡%⚡E3⚡%⚡83%⚡BB⚡%⚡E⚡7%⚡88%⚡AC⚡%⚡E⚡8%⚡99%⚡AB⚡%⚡E⚡9%⚡A1⚡%⚡9⚡E⚡%⚡E⚡5%⚡A⚡4%⚡A9⚡%⚡E⚡7%⚡84%⚡B⚡6%⚡E⚡8%⚡A8⚡%⚡98%⚡E⚡5%⚡BF⚡%⚡B5⚡%⚡E⚡7%⚡89%⚡A9⚡%⚡E⚡4%⚡B⚡8%⚡80%⚡E⚡8%⚡A6⚡%⚡A⚡7⚡」⚡より⚡作成⚡カテゴリ⚡:⚡両生類⚡・⚡爬虫類⚡天然記念物⚡|⚡動物⚡関連⚡の⚡一覧⚡\n", "\n" ] } ], "source": [ "import MeCab\n", "m = MeCab.Tagger('-Owakati')\n", "wakati = m.parse(open('../share/data/001.txt').read())\n", "wakati = '⚡'.join(wakati.split(' '))\n", "print(wakati)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Counter({'\\n': 1,\n", " '%': 16,\n", " ',': 1,\n", " '-': 3,\n", " '.': 4,\n", " '/': 1,\n", " '/%': 1,\n", " '06': 1,\n", " '1': 2,\n", " '180589': 1,\n", " '1995年': 1,\n", " '2': 4,\n", " '3': 1,\n", " '4': 3,\n", " '4%': 3,\n", " '5': 1,\n", " '5%': 2,\n", " '6%': 1,\n", " '7': 1,\n", " '7%': 4,\n", " '8%': 5,\n", " '80%': 1,\n", " '83%': 1,\n", " '84%': 1,\n", " '88%': 1,\n", " '89%': 1,\n", " '9': 3,\n", " '9%': 2,\n", " '94%': 1,\n", " '98%': 1,\n", " '99%': 1,\n", " ':': 3,\n", " 'A': 2,\n", " 'A1': 3,\n", " 'A6': 1,\n", " 'A8': 1,\n", " 'A9': 2,\n", " 'AB': 1,\n", " 'AC': 1,\n", " 'B': 3,\n", " 'B5': 1,\n", " 'BB': 1,\n", " 'BF': 1,\n", " 'E': 15,\n", " 'E3': 1,\n", " 'F': 1,\n", " 'ISBN': 1,\n", " 'Wikipedia': 1,\n", " '[': 8,\n", " ']': 8,\n", " 'http://': 1,\n", " 'ja': 1,\n", " 'org': 1,\n", " 'wiki': 1,\n", " 'wikipedia': 1,\n", " '|': 1,\n", " '、': 10,\n", " '。': 4,\n", " '「': 2,\n", " '」': 2,\n", " '『': 2,\n", " '』': 2,\n", " '〔': 11,\n", " '〕': 11,\n", " 'うち': 2,\n", " 'および': 4,\n", " 'が': 2,\n", " 'さ': 1,\n", " 'し': 2,\n", " 'する': 3,\n", " 'その': 3,\n", " 'た': 2,\n", " 'で': 1,\n", " 'と': 2,\n", " 'なお': 1,\n", " 'に': 4,\n", " 'の': 12,\n", " 'は': 3,\n", " 'もの': 2,\n", " 'より': 1,\n", " 'ら': 1,\n", " 'れ': 1,\n", " 'を': 3,\n", " 'アオダイショウ': 1,\n", " 'アカウミガメ': 1,\n", " 'ウィキペディア': 1,\n", " 'ウミガメ': 2,\n", " 'オオサンショウウオ': 6,\n", " 'カジカガエル': 3,\n", " 'カテゴリ': 1,\n", " 'カメ': 1,\n", " 'キシノウエトカゲ': 1,\n", " 'クサガメ': 1,\n", " 'セマルハコガメ': 1,\n", " 'データベース': 1,\n", " 'ナビゲーション': 1,\n", " 'フリー': 1,\n", " 'モリアオガエル': 3,\n", " 'リスト': 1,\n", " 'リュウキュウヤマガメ': 1,\n", " 'リンク': 2,\n", " 'レッドリスト': 1,\n", " '・': 6,\n", " '一覧': 3,\n", " '両生類': 7,\n", " '並び': 1,\n", " '以下': 1,\n", " '作成': 1,\n", " '八幡町': 1,\n", " '出典': 1,\n", " '加藤': 1,\n", " '動物': 2,\n", " '南桑': 1,\n", " '参考文献': 2,\n", " '及び': 2,\n", " '双葉': 1,\n", " '史跡': 1,\n", " '同': 1,\n", " '名勝': 2,\n", " '含む': 1,\n", " '和良町': 1,\n", " '国': 2,\n", " '国宝': 1,\n", " '地': 5,\n", " '地方自治体': 1,\n", " '基づき': 2,\n", " '外部': 2,\n", " '大分県宇佐市': 1,\n", " '大和町': 1,\n", " '大揚沼': 1,\n", " '大浜海岸': 1,\n", " '天然': 1,\n", " '天然記念物': 12,\n", " '奥': 1,\n", " '対象': 1,\n", " '対象外': 1,\n", " '山口県岩国市': 1,\n", " '山口県萩市': 1,\n", " '岐阜県郡上市': 2,\n", " '岡山県真庭市': 2,\n", " '岩国のシロヘビ': 1,\n", " '岩手県八幡平市': 1,\n", " '川内村': 1,\n", " '平伏': 1,\n", " '御前崎': 1,\n", " '徳島県': 1,\n", " '指定': 6,\n", " '指定基準': 3,\n", " '掲載': 1,\n", " '文化庁': 1,\n", " '文化財': 1,\n", " '文化財保護法': 1,\n", " '文部科学大臣': 2,\n", " '日本': 2,\n", " '日本国': 1,\n", " '本': 1,\n", " '検索': 1,\n", " '沼': 1,\n", " '海部': 1,\n", " '湯原': 1,\n", " '爬虫類': 7,\n", " '特別史跡': 1,\n", " '特別天然記念物': 3,\n", " '生息地': 8,\n", " '産卵': 2,\n", " '百科事典': 1,\n", " '監修': 1,\n", " '目次': 1,\n", " '睦': 1,\n", " '福島県': 1,\n", " '移動': 1,\n", " '種': 2,\n", " '等': 2,\n", " '編集': 7,\n", " '繁殖': 3,\n", " '美波町': 1,\n", " '見島': 1,\n", " '記念物': 1,\n", " '講談社': 1,\n", " '郡': 2,\n", " '重要文化財': 1,\n", " '関わる': 1,\n", " '関連': 3,\n", " '雄': 1,\n", " '静岡県御前崎市': 1,\n", " '非表示': 1,\n", " '項': 1,\n", " '項目': 2,\n", " '(': 10,\n", " ')': 10})" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from collections import Counter\n", "\n", "def parse_count(filename):\n", " wakati = m.parse(open(filename).read()).split(' ')\n", " return Counter(wakati)\n", "\n", "parse_count('../share/data/001.txt')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "from glob import glob\n", "filenameList = glob('../share/data/*.txt')[:1500]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "['../share/data/0003.txt',\n", " '../share/data/0005.txt',\n", " '../share/data/0006.txt',\n", " '../share/data/0007.txt',\n", " '../share/data/0009.txt',\n", " '../share/data/001.txt',\n", " '../share/data/0010.txt',\n", " '../share/data/0015.txt',\n", " '../share/data/0016.txt',\n", " '../share/data/0019.txt']" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filenameList[:10]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### map関数\n", "\n", "リスト全てに同じ関数を適用させる" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "[0.0, 1.0, 1.4142135623730951, 1.7320508075688772, 2.0, 2.23606797749979]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from math import sqrt # 平方根\n", "list(map(sqrt, [0,1,2,3,4,5]))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.98 s, sys: 1.69 s, total: 5.67 s\n", "Wall time: 11.9 s\n" ] } ], "source": [ "%%time\n", "a = list(map(parse_count, filenameList))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 401 ms, sys: 90 ms, total: 491 ms\n", "Wall time: 1.89 s\n" ] } ], "source": [ "%%time\n", "from multiprocessing import Pool\n", "with Pool(4) as p:\n", " b = p.map(parse_count, filenameList)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Pool使えばPythonで簡単に
マルチプロセッシングできる\n", "\n", "multiprocessing から Pool を インポート して map 見たく使う\n", "\n", "```python\n", "from multiprocessing import Pool\n", "\n", "with Pool(最大プロセス数) as p:\n", " b = p.map(関数, リスト)\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## multiprocessing の 詳細\n", "- 公式ドキュメント : https://docs.python.jp/3/library/multiprocessing.html\n", "\n", "#### その他の使い方紹介\n", "- Pythonでmultiprocessing.Poolを使ってお手軽並列処理 : \n", "http://matsulib.hatenablog.jp/entry/2014/06/19/001050\n", "- Python で並列処理(初めての人向け) : http://iatlex.com/python/parallel_first/\n" ] } ], "metadata": { "anaconda-cloud": {}, "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" }, "widgets": { "state": { "2d4decd21b7146e0862fd5e0ff354521": { "views": [ { "cell_index": 18 } ] } }, "version": "1.2.0" } }, "nbformat": 4, "nbformat_minor": 1 }