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genkuroki/Plots.jlにおけるPNGの高精細表示.ipynb

Last active May 6, 2023 19:37
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Plots.jlにおけるPNGの高精細表示
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Plots.jlにおけるPNGの高精細表示.ipynb
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Plots.jlにおけるPNGの高精細表示\n\n黒木玄\n\n2019-10-20\n\nPlots.jlにおける :png フォーマットの表示はピンボケになってしまう. このノートでは retina 函数を定義し, それ経由での表示が高精細の鮮明な表示になるようにする."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "using Pkg\nPkg.status(\"Plots\")",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "\u001b[32m\u001b[1m Status\u001b[22m\u001b[39m `C:\\Users\\genkuroki\\.julia\\environments\\v1.1\\Project.toml`\n \u001b[90m [91a5bcdd]\u001b[39m\u001b[37m Plots v0.27.0\u001b[39m\n",
"name": "stdout"
}
]
},
{
"metadata": {
"toc": true
},
"cell_type": "markdown",
"source": "<h1>目次<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#GRバックエンド\" data-toc-modified-id=\"GRバックエンド-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>GRバックエンド</a></span></li><li><span><a href=\"#PyPlotバックエンド\" data-toc-modified-id=\"PyPlotバックエンド-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>PyPlotバックエンド</a></span></li></ul></div>"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "using Plots\nusing Base64\n\ndisplayfile(mime, file; tag=\"img\") = open(file) do f\n base64 = base64encode(f)\n display(\"text/html\", \"\"\"<$(tag) src=\"data:$(mime);base64,$(base64)\"/>\"\"\")\nend\n\npyplotclf() = if backend() == Plots.PyPlotBackend(); PyPlot.clf(); end \n\nfunction retina(P::Plots.Plot; scale=3)\n Q = deepcopy(P)\n Q[:dpi] = round(Int, scale*P[:dpi])\n base64 = base64encode(show, MIME(\"image/png\"), Q)\n mime = \"image/png\"\n width = P[:size][1]\n display(\"text/html\", \"\"\"<img width=$(width) src=\"data:$(mime);base64,$(base64)\"/>\"\"\")\n pyplotclf()\nend\n\nfunction retinasavefig(P::Plots.Plot, fn::AbstractString; scale=3)\n Q = deepcopy(P)\n Q[:dpi] = round(Int, scale*P[:dpi])\n savefig(Q, fn)\n pyplotclf()\nend\n\nfunction retinasavedisp(P::Plots.Plot, fn::AbstractString; scale=3)\n retinasavefig(P, fn; scale=scale)\n displayfile(\"image/png\", fn; tag=\"img width=$(P[:size][1])\")\n pyplotclf()\nend\n\nretinasavedisp(fn::AbstractString; scale=3) = (P -> retinasavedisp(P, fn; scale=scale))",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "retinasavedisp (generic function with 2 methods)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Plots.jlのデフォルトの設定を表示\n@show Plots.reset_defaults()\n\n# legendの半透明化\n@show default(:bglegend, plot_color(default(:bg), 0.5))\n@show default(:fglegend, plot_color(ifelse(isdark(plot_color(default(:bg))), :white, :black), 0.6));",
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": "Plots.reset_defaults() = Dict{Symbol,Any}(:lims=>:auto,:minorgrid=>false,:ticks=>:auto,:foreground_color_border=>:match,:gridalpha=>0.1,:tick_direction=>:in,:scale=>:identity,:guidefontfamily=>:match,:guide=>\"\",:gridstyle=>:solid,:gridlinewidth=>0.5,:minorgridlinewidth=>0.5,:guidefontcolor=>:match,:tickfontfamily=>:match,:foreground_color_minor_grid=>:match,:formatter=>:auto,:tickfontcolor=>:match,:tickfontvalign=>:vcenter,:mirror=>false,:draw_arrow=>false,:foreground_color_axis=>:match,:foreground_color_text=>:match,:showaxis=>true,:minorgridalpha=>0.05,:widen=>true,:rotation=>0,:flip=>false,:guidefonthalign=>:hcenter,:guidefontvalign=>:vcenter,:minorgridstyle=>:solid,:discrete_values=>Any[],:tickfontsize=>8,:foreground_color_guide=>:match,:guidefontsize=>11,:foreground_color_grid=>:match,:grid=>true,:link=>Any[],:guide_position=>:auto,:tickfontrotation=>0.0,:guidefontrotation=>0.0,:tickfonthalign=>:hcenter,:minorticks=>false)\ndefault(:bglegend, plot_color(default(:bg), 0.5)) = RGBA{Float64}(1.0,1.0,1.0,0.5)\ndefault(:fglegend, plot_color(ifelse(isdark(plot_color(default(:bg))), :white, :black), 0.6)) = RGBA{Float64}(0.0,0.0,0.0,0.6)\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## GRバックエンド"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "gr() # デフォルトは fmt = :auto → :svg",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "Plots.GRBackend()"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "P = plot(sin, label=\"y = sin x\", title=\"Sine function\", size=(400, 250))",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
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stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 608.75,887.475 608.75,121.675 \n \"/>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 867.382,887.475 867.382,121.675 \n \"/>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 1126.01,887.475 1126.01,121.675 \n \"/>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 1384.65,887.475 1384.65,121.675 \n \"/>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 182.008,865.9 1552.76,865.9 \n \"/>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 182.008,685.204 1552.76,685.204 \n \"/>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 182.008,504.509 1552.76,504.509 \n \"/>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 182.008,323.813 1552.76,323.813 \n \"/>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n 182.008,143.117 1552.76,143.117 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 182.008,887.475 1552.76,887.475 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 182.008,887.475 182.008,121.675 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 350.119,887.475 350.119,875.988 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 608.75,887.475 608.75,875.988 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 867.382,887.475 867.382,875.988 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 1126.01,887.475 1126.01,875.988 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 1384.65,887.475 1384.65,875.988 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 182.008,865.9 202.569,865.9 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 182.008,685.204 202.569,685.204 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 182.008,504.509 202.569,504.509 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 182.008,323.813 202.569,323.813 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 182.008,143.117 202.569,143.117 \n \"/>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 350.119, 937.475)\" x=\"350.119\" y=\"937.475\">-4</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 608.75, 937.475)\" x=\"608.75\" y=\"937.475\">-2</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 867.382, 937.475)\" x=\"867.382\" y=\"937.475\">0</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1126.01, 937.475)\" x=\"1126.01\" y=\"937.475\">2</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1384.65, 937.475)\" x=\"1384.65\" y=\"937.475\">4</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 166.008, 883.4)\" x=\"166.008\" y=\"883.4\">-1.0</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 166.008, 702.704)\" x=\"166.008\" y=\"702.704\">-0.5</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 166.008, 522.009)\" x=\"166.008\" y=\"522.009\">0.0</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 166.008, 341.313)\" x=\"166.008\" y=\"341.313\">0.5</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 166.008, 160.617)\" x=\"166.008\" y=\"160.617\">1.0</text>\n</g>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:84px; text-anchor:middle;\" transform=\"rotate(0, 867.382, 73.2)\" x=\"867.382\" y=\"73.2\">Sine function</text>\n</g>\n<polyline clip-path=\"url(#clip8302)\" style=\"stroke:#009af9; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 220.803,157.962 223.96,155.562 227.117,153.371 230.274,151.389 233.432,149.618 248.028,144.19 262.624,143.349 277.221,147.104 291.817,155.407 306.413,168.154 \n 321.01,185.181 335.606,206.273 350.203,231.16 367.746,265.644 385.29,304.518 402.833,347.068 420.377,392.51 450.043,473.578 479.709,556.267 511.934,642.879 \n 544.16,720.942 559.014,752.687 573.869,781.162 588.723,805.99 603.578,826.844 619.503,844.477 635.429,856.96 651.354,864.104 667.28,865.801 685.731,860.927 \n 704.183,848.809 722.634,829.693 741.085,803.968 757.483,775.98 773.88,743.633 790.277,707.446 806.675,668 835.433,592.889 864.191,513.426 895.545,426.424 \n 926.899,343.99 942.669,305.794 958.439,270.55 974.209,238.781 989.98,210.958 1007.42,185.287 1024.85,165.411 1042.29,151.69 1059.72,144.374 1076.31,143.481 \n 1092.9,148.522 1109.49,159.413 1126.08,175.977 1143.33,198.92 1160.58,227.293 1177.83,260.591 1195.08,298.222 1224.12,369.482 1253.16,447.523 1288.62,546.277 \n 1324.07,641.91 1340.74,683.726 1357.4,722.57 1374.07,757.798 1390.73,788.825 1404.08,810.299 1417.43,828.518 1430.78,843.288 1444.13,854.45 1457.48,861.887 \n 1470.83,865.519 1484.18,865.307 1497.53,861.254 1501.63,859.239 1505.74,856.866 1509.85,854.137 1513.96,851.056 \n \"/>\n<polygon clip-path=\"url(#clip8300)\" points=\"\n1166.85,278.155 1504.76,278.155 1504.76,157.195 1166.85,157.195 \n \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"0.5\"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:0.6; fill:none\" points=\"\n 1166.85,278.155 1504.76,278.155 1504.76,157.195 1166.85,157.195 1166.85,278.155 \n \"/>\n<polyline clip-path=\"url(#clip8300)\" style=\"stroke:#009af9; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n 1182.85,217.675 1278.85,217.675 \n \"/>\n<g clip-path=\"url(#clip8300)\">\n<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 1294.85, 235.175)\" x=\"1294.85\" y=\"235.175\">y = sin x</text>\n</g>\n</svg>\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "上のプロットは :svg によって鮮明に表示されている. \n\nしかし, 下の :png によるプロットはピンボケになってしまっている."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@show P.attr[:html_output_format]\nP_png = deepcopy(P)\nP_png.attr[:html_output_format] = :png\n@show P_png.attr[:html_output_format]\nP_png",
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": "P.attr[:html_output_format] = :auto\nP_png.attr[:html_output_format] = :png\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"image/png": 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JzgH//Qr36tVr48aNI0aM0Ov1qampq1atqs8ePv300yVLlqjV6o8//rhyA1Zubu5nn3124sSJ+fPnjxgxwrS9T58+f/zxx+bNm//666+nn37a39+/8WdhFjtNWM208GZXbuZB/iezpxREinE4VzhwS1jTW7IRM0sjuEe2GJ71JVWazwa2IcIUkTuDPfTQQwkJCXfu3Llw4UL79u09PT1NT0VFRVV5sXHGOgDo1KnTmjVroqKiEhISKs8vOGTIEEJI586dqy93MGvWrOnTp3t5eb388svinkJ92GnCAoDngujqc2zrNdWYQKmLgixAAHj5MP/Ow9RZuhj3cyWzQukrh9mmfhZPmiqVqnv37gcPHjx58mT//v0rP2VKT9W99dZbR48e3bVr1/bt299++23T9lom9rp//z5jLD8/32AwaDQaUQpff/bYhmVECXwUwS085XBf1vPWogb6Povd5yHOX+IInxfOHckTDtyyRut7r1699u7de+TIkV69elXeHlWN6amxY8e2atVq7NixFy9erM8hGGOLFy+eNGlSeHj4V199JW7568N+a1gA0Lsl6dyMX3mee72L1EVBoirnYd4R9mVvjko944sDBws70/ijfNVfZRbQuXPnhISEzp07V5k9vZYa1rPPPjt79myO46ZOnVqfQyQlJTk7Oz/++OPdu3efPn16REREp06dGltuc8h9imRLO3SlMDrF6dKzmiaWGV9mBThFcnXvp7M/coUfo6zXelXLFMm8AB1/MDx+YvErk0dbeorkOXPmxMTE9OjRowHvxSmSFSCoCevbiqzEWUFsSLEe/u8U/94jcoltjkB8Z3rgpmVrBgaDITMz8/r16926dbPogaQllw9VQvM7sSUZfAlOy20rlp9mA7zpgxaFk8QoX1rB4EqpBQ9x6NChefPmzZo1y/oN4dZk121YRgGu0M+LLj/D/h2O6Vvx7hrgk9P8b4PlFdiUQIQnOXiL9Qmz1CF69epVpa3dJuFXFADgzS50aQaPa5/YgBVn2ONeNLipjKpXRgFuRAA4X6SwwTpygwkLACDAjTzRmn5yGluylK2Mh2UZMq0pE4DunmTvdalvcimcHD9aSSzoTJdhJUvhVp1lkToS1lx21SsjnyZETeFsIaashsOE9V8BbmRQG7osAytZSlXGw4cn2fzOsg7pXi2JpW8X2jZZf7pW9vpDdPkZHju+K9QX51m3FiRcrtUro0A3Us4g25K3C20bJqz/CXQj3T3pukysZCmPgSmgegV/t2QduoUx1kDyuvsruX+F0edS+OeCqORDOpBZNl9mPk3gYQ/5fmxt27ZduXKlSqViAvySI6TqiKvM+kvp9XpKKceJPzxAr9f7+vqKsitMWP/QuyVpqoEdV4Wn2so39FF1S0+z12V5c9AkJiZmwIABxsf0FMu5KyyKkNdK0cXFxWq1WsQBUpWJ1Z0VE1ZVczrSj07xT7XF/4xiHLglFJTDU21lnbDUarW7u7vx8SvdIWCTfrGjutUDJ3GRgEqletBwSPmQ9WcsiRgfeqkEjuC69sqxJIPNCVXSr/jmWhjtR5efwUm6zYYJqyoVhZkd6MfYiVQhskuE/TfY+ACFRfLLYfTzc6wU+/2ZSWEfs3U8H0J3XmVXFbiunB1adppNDqIWWn3ecnyakD6t6JcX8LpoHkxYNXBVw9gAugLnnJG9Yj2sv8he6KDIMP5XGP3kNMOrolkU+UlbwZxQuuY8u4udSOVtzXn2hDdtI8WiOI3X3ZO4qOHXa5iyzIAJq2Y+TUivlvQb7EQqY0yAFWfYix0VHMPPB9PPcBFyc4j2YZeUlMyfP3/YsGHx8fElJSWVn5o9e7Zp9vulS5eKdURLmxZCV57FYJKv3deEJmp4pIUiq1dGsf5073V2/R5WsupLtISVmJio0+kSExM9PT03bdpk2i4IQk5OTmJi4tatW7du3SrKvM7WEdWa3DNg/wb5+vQsm6nM1iuTJmoY4UO/uoAxVl+ifd6pqanR0dEajSY6OjolJcW0PT8/n+f5N954IyYmJiEh4e7du2Id0dIIwJQgugorWbJ0/Z6QeouN8lN2wgKAGSH0s3OMx5RVP6L1587Pz9fpdACg0+kKCgpM2wsKCgICAqZNm+bp6blq1aqVK1e+8cYbVd47ePBg06o5jzzyyOzZs8UqVZ0KCwsrKiq0Wm2Nzw7XkYdPOM0PKmmmkW9AFRYWlpeXP+gUFKGoqEir1ZaVldX/LcvOaEZ4k4qS0qoLE0vEOK6lvLzc3De2o+Cudvrx/P1+Oolv8TT4FMTi6upa50hG0RKWIAjGpCMIAmP/q5UEBgZ++OGHxsdTpkyZMmVK9fdOmDDBlLC8vLwsNJqpRmVlZY6Ojg/6trd2hIGtIem648wQ+Sas8vJyBwcHRS/zVVFRodFo6v+5GxhsuMJt7ctbM1RqV1FR0eCBeM8Fwbps7VPtJe5L1phTEEV91voTLWG5u7vn5uZ6e3vn5eV5eHiYtl+4cEGv14eGhgKAWq2ucdWzZ555Rqp1CbVarYODQy3Vkxc6ClNS+Jc7q2TbtGs8BUUnrLKyMuNZ1PP1SdkswI11bSmjUy4vL1er1Q37FMYFw/zj+nxe21rS/hmNOQWrEa0JICIiIjk5WRCE5OTkyMhIAEhPTweAsrKyN99888qVK3q9fsOGDQ1b4lFCPXTEkYP9N+Rbw7JDq86yacGKb70ycVbBKD+6Bpve60G0Tz0uLi4rK2v06NHZ2dmxsbEAMHfuXAAICwuLjY2Nj48fNWpUSUlJjT8JZQ6b3mXlUrFwskAY1t52EhYAPB9Mv8Cm93qw96XqCwoKnJ2da2+xLtaDz3f60yPVLeXSYPIP9rZU/SuHeTWFd7vJazKpWpaqr6fIrYZ/P0SHSDdJTuNPwQps6jJlIa5qeMaHfnkeK1nS0zNYn8kmB9lg3D4fQj/DinxdbPCDt4TJQfSL8zhOVXrbr7IgN+LnKttbIA0X40MP3xaySzDKaoMJq166tSCuamx6l95XF4QJgbYZtI4qGONH1+CEM7Wyzc/eEsYH0rUYTJLKvQ/7b7CRPjYbtNNC6JrzTI9R9mA2+9mLblwA3XqFFcqkY7Vd2pDJhranTZQ2V1/9hTQl/q7k578wYz0QJqz6ctdCXy/6fRYGk2TWXWQTlDYVsrmeD8am99rY+McvrklBOKetZNLyhBI99G5lg83tlY30ocfzhSul2FpaM0xYZniyNfmrFM4UYjBJYO0FNj5QQSvjNJCWgxhfuv4ixljNMGGZQUVhXAD5CitZVlfBIDGLjfW3+XwFADAugK7LxD40NcOEZZ6JgXTdRbyPY21br7Cw5sS3iV0krEdaEBWBP3IxZdUAE5Z5At1IgBvZcRUzllV9dYHZaverGsUF0PUXMcZqYEdBIJaJgXQtDqy3olv34WCuMKydHcXqOH/y/WVWjitDV2NHQSCWGB/6+01224zZMVGjrLvIhrdX3lKpjdHamTzkjh2yaoAJy2wuahjchiZihyxrWZ/JJtrT70GjOH+6Du8VVmN3cSAKbGKwmsO5QhkPkTq7aG6vbIQPTb3Fbt2XuhwygwmrIfp7kev34Bx2yLK8ry6yCQG23/2qOmcVPN2WfncJr4v/gAmrISiBZ33JNxhMFlbGw/dZLC7ADvMVAEBcAF2Ha4//EyasBhrrT9ddlHq2Vlv3Uzbr6kHaSLo0g4Qeb0XyyuBUAUbZ/2DCaqCH3ImrBg7cxGCyoK8u2lf3qyoogbH+ZD1Wsiqx32hovLH+FIPJcq7dFY7cFqLtqftVdeMD6MZMARenMLHraGikWD/yA/bus5h1mcIzPtRJtJUzFSnQjbRxgT3XMGP9FyashjP27tuGvfssY8NFFmfrs1/Vxzh/ug770PwNA6JRxvrTDZl49RPf8XzhrsEeu19VN8qP7rjKinCqWwDAhNVII33o/pssD4fpiG1jJosLkGitSplproW+XvSHbKxkAWDCaiQXNQzwpt9fxmASExPguyxhlC8G53+NCyD4q9AIY6Kx4vxxmI7I9l4XWjpCaDOsYP3XoDb0bKGQhUsWYsJqvKjW5HKJkFmMwSSaby6xMX4Ymf+jphDjQzdiaykmrMZTURjlRzdghyyRlPGw5Qp71herV/8Q609xKBhgwhKF8V4hXv5EsfUK6+pBWtvrcJwHifAkvABpefYeZZiwRNDVgzhyOAm3ODZeEmL9MSxrMMqXbLT7ShZGhjjGYNO7GO6Uw/4bbKh9D8d5kDh/+t0lex+mg5Ehjlg/sikLh+k0VmIWG+BN3TRSl0OWAtxIKyfYd8OuMxYmLHG0dSFhzcnOHKxkNco3l1isfSw+2DCx/vZ+ewcTlmhi/fHGc6NcKRXO3BGe9MaYfKBRvnTLFXbfIHU5pIPBIZqRPnT3NVaIY74aamOmEONLNRiSD9bKCbp6kG12vCwmRodommqgrxf9Ecd8NdS3lxjeH6xTrJ9dV+QxPsQU60c22ncTQ4Ol3yElepyeoW7Dfei+Gyy/XOpySETMhFVSUjJ//vxhw4bFx8eXlJTUud32DG5Lj+cL1+7a7wWwwb67TMb64/QMdXNVwxOt6Q/2Ot5ezISVmJio0+kSExM9PT03bdpU53bb48DB0HY0MQsTlnmYAJuv0NE4frB+Yv3ttyIvZoikpqZGR0drNJro6OiUlJQ6t9ukWH+K3ZHNlXKba+Eg4PQM9TSwDT1TKGTb5eQNYs6YnZ+fr9PpAECn0xUUFNS53SQ0NNT0uE+fPosWLRKxVLW7c+dOWVmZRiNaV8WOarh51zU1qyDY1Uppq7Cw0NHRUavVWudwlrDhouppz7t5ecVSF6ThiouL1Wr1vXv3rHO4QS0dvzxVNjtQzKYsK59CdU2bNlWp6shIYiYsQRAIIcYHjLE6t5usX7+e/N180bRpUzc3NxFLVTue552dncX9tj/rCzvzmzzaRsRd1oYx5ujo6ODgYKXjia2Mh1/zhbe7lrm5uUhdlkZRq9VOTk7WOdb4YJh5COK7ifyhW/MUquM4rs7XiJmw3N3dc3Nzvb298/LyPDw86txu0qVLFyJRe6v6byLuMy5QGLmHf6ebyjqnZIlTsKYtOSy8WUU7NwWfAlj9U3jcG+7xhrMlXKfmokWZIgJJzDasiIiI5ORkQRCSk5MjIyMBID09vcbttq2zO3Hg4NAte2xiaICNmUJMWzvuu90gBGC0H7HDGbLETFhxcXFZWVmjR4/Ozs6OjY0FgLlz59a43eaNwenW6udOOfx2gw32wlHjZosLoN9kCszOLotEkHriOUIIY0yqn4QFBQWit2EBwJVS4ZEthpzRarXl79TfuXNHuW1Yn51j+24IqzqXaLVaR0dHqYvTcEVFRdZvAOqUZFgeyfVuKc53R5JTMBf2fLGIdi7E35XsxgV767Ixk8Vi96uGivWj9tYhC2PFUuwwmMx1pVQ4XyQ86Y3drxpojD/54bJ9zcKGCctSYnzp9qusVC91OWRsQ6YQ40Ot8KvZVrVxJh2bk1/saRY2DBZL8XCAnjqy5YodBZO5cHqGxrO3yRswXCwIh+nUIi1PKOPhUU/8PdgoI33ormusyG5mYcOEZUFPt6OHbgm596UuhyxtvMRi/XB6hsZqpoW+XjTJbmZhw4RlQc4qeKot3WSvM4HUggmQmCWMwd+DYojzJ/azYhNGjGXF+uO9whr8el1o7QRBbljBEsHgtjTjjnCl1C5asjBhWVZ/L2K8eS91QeRlQyYbi9UrkWgoxPjSDfbR9I5BY1kqCmOwQ9Y/3TfAtr9YjC/Gnmji/OnXF+1ilA4GjcVNCKTrLtrdmK9a/HSFRXgSnYLH4cjOo56EI/Bnru0HGSYsi+vYjDTVwO83bT+Y6mljJna/Et9Yf7reDiryGDfWMC6A2s99nNrdLoMDt4Sn22LgiSzOnyRm2f4wHYwbaxjrT5OycZgOAEBiFhvSlrrIepI4RWrrQsKakR22vsYqJixr8HSESBymAwD4e9CS4gLoelu/V4ihYyXjAuyiieX0eUUAABE0SURBVKF2l4qFyyVCPy/sfmURz/jQfTdYXpnU5bAkTFhWEt2OHr1t72usbsgURvtRFQadZbioYVAbmphly9dFjB0rceBghA/deMl+E5YAsO4i9he1rHEBdJ1N397B6LGeOH/69QVbDqba7b8hOKmgqwf+HrSg/l7k+j04V2iz10VMWNbTsyUxCJCWZ7PBVLu1F9jkIIw3y6IERvuRDbbbWooBZFVj/Og62w2mWpTq4ee/2Gicvt3yxgfQ9ba7mg4GkFWNDyDfXWJ6+0tZiVmsTyuKw3GsILQZcdfCfhsdWYEJy6raNyGBbvY1CbfR2gtsYiC2XllJnO2OrMCEZW3jAui6i7Z59XuQi0VCZrEwwBuDzUpi/eiPNjqyAmPI2mJ86Z5rLL9c6nJY0doLLM4fV8exHk9H6GGjIyswiKzNVQ0D2tDvbbp3X2VMgA2ZwrgAjDSrirPRkRUYRhIY52/jvfsq23VNaOUEYc2xAcuqjCMrcmxuZAUmLAk84U2y7Wbe5LUX2MRADDNrc+BguA/91uZGVmAkSYAjMMaP2nDvPpOCctiVw57F2ZClYJw3WepSiAwjSRrjAuh6O5g3+dtLbGAb2kwrdTnsUs+W5L4BjtnWyApMWNLo1Jx4OkJyjk0FU3Vf4u9B6RCASUH0i/M2VcnCYJLM9BD66TmbCqYqMu4IufehL85+JZ3JQTQxy6Y6ZGHCkswoX3rwFrPh9S/XnGcTAwmH+Uo6LR2hV0v6vQ2tPY4JSzKOKoj1p2tsq8ZuomfwzSU2HrtfSe25ILrahiryGE9SmhZMvzhvm2Oht/3FQpoSP1esX0lsYBty7R6kF9hIRR4TlpSCm5JgN9scQrH2goDN7XLAERgfQNbaysyRGFISmxZCPz1rI8Fkcu2ucPAWG+mD0SULk4PoxkxWZhNLFooWUiUlJfPnzx82bFh8fHxJSUnlp2bPnh31t6VLl4p1RNswrD09VwQ21uv983NsjD91VkldDgQAAO1cSFcPkpRtC9dF0RJWYmKiTqdLTEz09PTctGmTabsgCDk5OYmJiVu3bt26deuMGTPEOqJtUFOYEEA+s6FKloHBmgvC1GCsXsmIzTS9ixZVqamp0dHRGo0mOjo6JSXFtD0/P5/n+TfeeCMmJiYhIeHu3btiHdFmTA2m6y6yewapyyGSn66wAFfo2Ayb22Ukuh29UARnlb84hWi19vz8fJ1OBwA6na6goMC0vaCgICAgYNq0aZ6enqtWrVq5cuUbb7xR5b0uLi6mx4MGDVq+fLlYpapTYWHh3bt3NRqN1Y5YnRaga9MmX5y4+2ybhsySVVRU5ODgoNXKZfzLx+lNYtuW37pVUf+3FBUVabVaBwcHy5XK0oqLi9VqtaOjfCeBHuHluCyNvBV670EvkPwU3N3dVao6MlKjEtbEiRNzcnIAYPfu3YIgEEIAQBAExv5X+QwMDPzwww+Nj6dMmTJlypTq+7l+/brxvQCgUqmsGbgcxzk7O0v+bZ8VDv85oZnZxbUB71WpVI6OjjL5tl8sEjLvsfGdHDTm1N3VarVWq5Xzt71OGo1GrVY7OTlJXZAH+pej8PAWtriHs4u65hdIfgqU1h00jUpYa9euNT12d3fPzc319vbOy8vz8PAwbb9w4YJerw8NDQUAtVqtVtfw33J1dTUlLCujf5Pk6CaD2sDsQ+xEAeli/rJ9MjkFo1Xn+clB1MHMxZ1ldQoNI/9TaO8Kj7WCb7JgWkjNhZT/KYCIbVgRERHJycmCICQnJ0dGRgJAeno6AJSVlb355ptXrlzR6/UbNmzo0aOHWEe0JZTAc8H0M4U3i943wMZMNgUXH5SrmaH0k9PKniJEtNiKi4vLysoaPXp0dnZ2bGwsAMydOxcAwsLCYmNj4+PjR40aVVJSUuNPQgQAU4LoD5dZsZLHqX5zifXQ0XYu2NwuU4+3IioKv11XcMoigiBx6QkhjDGpfhIWFBTIoQ3LaNRevndLMqODeVeRO3fuyKQNq9tPhnce5p70NvujLCwsVHobVlFRkczbsIw+O8eSc4Sk/lz1pxRxClh7l5HpIXSVYjtkHbwlFFZAVGusXsnaWH/6+w0FzxGCCUtGHmtFBIBUZa7Z++Ep9lJHSjFfyZuzCsYHKvi6iAlLXqYGK3JWv8slQupNNh5HOyvBjBD6xTmldlTGCJOXcQF051V2877U5TDTR6fYc8E4eFAZ/FxJhCf5TpkrY2LCkpemGhjjRz/OUNLI+oJy+OYSm9mhhnZcJE8vduQ+OqXI/g2YsGTn5TD62TlWZMbIFol9epZFt6OtZH1zCf1D/9bEkYOfFTgRGyYs2WnfhDzpTVcrZOpkPYNVZ9mcjhhICvNqOH03XRkxVhnGmRzNC6fLMliFEsJpYyYLbQbhuBK90oxoT++Uw+9KuyWNCUuOOjUnoc1goxKWhl6awV4Ow9Yr5aEE5obR99OV1FoKmLBk69VO3AcnmczbRXdeFQSA/thZVJnGBdD0AoWtT4EJS6b6ehE3Dfz8l6wrWW8d5xd0xr6iSqXlYE4oXayolixMWPL1chh9T8bBtOOqcN8Aw3GlCSWbFkJ3XWNZJYqpZGG0ydfw9rRUD9uvyjSY3krjF3bB6pWyNVHD88H0w5PyvS5WgQlLviiBRV3pgmO8DDPW9qtCOQ/D2mP8KN6cjtymLJatkEoWBpysDW1PVQSSLsvuArgIq1e2ooUDzAylC9NkF2M1woQlawTgzS7cwjQmq1rWtr+E+zxEt8PgsRFzw7hdOSyjSAEfqAKKaOcGtiHuWvj2kowugIuO84u64kwytsNFDfPCuXdOPWB1CjnBhKUAb3Xl3kpjenmkrB+zmYFh9crWTAuhZ4rpodtyvwph2ClAn1akfRP46oL0GauMh7mH2QePcnKPa2QmLQf/DtUvTJf7oAVMWMrwXjduYRov+RQOH51i4e6knxfmKxsU09ZQUC7fbjRGmLCUoasHebotXZgm5civ6/eEJRn8h49izNgmjsCb4fzrR3hZ3eGpAoNPMf7TjfvuEsu4I1k0vfYnmxpMfZtg9cpmPeUteDjAijPSNz48CCYsxXDXwoLO3IwD0lz/DuUK+24I/w6XexsHaqRPe3DvHOev3ZVpLQsTlpJMC6FlPGyy+mzcTIAXD/HvdaMuCrjxjRolwI1MC6H/OizTShYmLCWhBJZEcK8cZqXWXSD6i/OMIzDGH6PFLrz+EJeWJ/ySI8dKFoagwvTQkf6tySt/Wq/1/WKRMP8o/0Vv7MpgLxw4WNGDm3mQvy+/pcAwYSnP0u5cco5gnamy9AzG7uMXduE6NMV8ZUeeaE0ebUHmHZHdfKSYsJTHVQ3r+3BTU3grLF/4VhrfXAszOmCc2J0VPbif/xK2ymxlHQxEReqhI5OC6IT9Bos2Mxy4JXx5ga19TIWVKzvUVAPf9eWmHeCv35NRYxYmLKV6qwtXWAGfnrXUBbCoAuL28Z/3VLV0tNARkNw90oJMC+HG/CajrqSYsJRKReHrx7iFx/hjBRbpGzXjAD+4DXmqLdau7NobD1FBAPlM1Y0JS8GC3MjXj6nGHtJeLBZ5z2+m8WcLhcWPYDdRe8cR+OZxbvU5JpMJjjBhKdvANmRRWEX0Xu7GPdH2uTSDfXtJ2DFA5agSbZ9IuVo7kx0DuJf+4Hddk/6XISYsxXumrWGCv/DkL4ZCMeZyWHOerTjDfhvMYdMVMunQlGyJUo3fZzieL3HOwoRlC17tyHq3JCP3GBrZA/6rC+zt42zPIM7LCZuu0D886klW9uCG7OKlzVmYsGzEx905f1cSsdVwsaiB8bQ+k80/xnYP5Nq5YLZCNRjWni6LoE/uNPwkXecsTFg2ghL4tCf3Ykfaa5vB3E7weWUw+jf+neMseQAX4IbZCj3QCB+6c4Bq1kG22PylDJNzROiGKnLC4nl+4sSJlbeUlJTMnz9/2LBh8fHxJSUl4h4OVTEliG59QjXzIFtwjL9Xv4Fg319mnZL0rZ3gxDBVaDPMVqgOXT3IH09ziVls4C+G0/Wbna1ED3MO8c+l8M20jQ0wMRNWUlLSnDlzcnJyKm9MTEzU6XSJiYmenp6bNm0S8XCoRo+0IEeiVafvgE+ifuExPvcBw3cEgBP5wjO/8guPsaT+qg8f5fCeIKqn1s7kj6dVA7xp3x2GGQceGGMAUFQBK86wkM2GUj2kD1f1atnYhCVmkPr6+np5ecXHx1femJqaumjRIo1GEx0dvWDBgsmTJ1d/461btwj575lotVpXV1cRS1U79jerHVF01U/BQwvf9yUXiuiSDCF4sz66LQlvTlo7QytHaKaFQ7mw57qw97rQXEtifODr3tSBExiTsiXVJj8FxTHrFDiAWR0g1o975wQL2KQPa06iWpPHWoKzCgCACfBnHmy5wo7mQT8v8mM/0tWDANSxb0rrrj8RQRA5UqOionbv3m36c8iQIZs3b9ZqteXl5c8888zWrVurloCQ5s2bm/588sknlyxZIm6RalFYWOjk5KTRaKx2RNEVFRU5ODhotdoan82voEk5miv36I0y7mYZuaOn4W6G3i30vT30rR3l8u0qKirSarUODg5SF6ThiouL1Wq1o6OCO4M0+BQqGDlcoNqXq/rzjrqcBwAgAB1c+SdbVjzWwuDI1TfDuLu7q1R1VKEaW8OaOHGi8Tdg5SRVmSAIxtqTIAgPSrB5eXmmGpaVqdVqZ2fnB33bFUGj0Tg6Oj7o264D6NCmyjbZnaxWq9VqtYr+tjs4OKjVaicnJ6kL0nCNOYU2rWBkqOglqkFjE9batWtrf4G7u3tubq63t3deXp6Hh0cjDyc6g8Egeh3TymzgFHieV/SPKQDgeZ7jlD2SSRGnYMFuDenp6QAQERGRnJwsCEJycnJkZKTlDtcwzz777K+//ip1KRpl/Pjx27Ztk7oUjTJ16tQffvhB6lI0yqxZszZu3Ch1KRrltddeW716tdSlqIMFE9bcuXMBIC4uLisra/To0dnZ2bGxsZY7HELI5onf6G4uDw+PYcOGSXX0X3/9NSQkxMvLS6oCNN6+fft8fX3btm0rdUEaLiUlxdvb28fHR+qCNNzBgwc9PT39/f2lLkjDHT582M3NLTg4WKoCLFiwoE2bqg2uVUifsNLS0o4dOyZtGRBCkhsxYkTlDgM1kj5hIYRQPeFYQoSQYmDCQggpBiYsuHz58lNPPSV1KRooJSVlypQpQ4cOfemll6qM4pQ/GxgYr+j/f2VK+RbYe8IqLS1dvHhxeXm51AVpiBs3bnzwwQdz585NTEzs3r37Bx98IHWJzKP0gfFK//+bKOhbYNcJizG2ePHiMWPGSF2QBrpx40bfvn2Dg4O1Wu0TTzxx9epVqUtkntTU1OjoaOPA+JSUFKmLYzal//+NlPUtsOspRb799ltvb+9evXpJXZAG6tKlS5cuXQCA5/mvv/66T58+UpfIPPn5+TqdDgB0Ol1BQYHUxTGb0v//Rsr6FthXDWvixIlRUVFRUVEAkJaWdvz48Rqnu5GzyqdgdPTo0RdeeMHZ2fmFF16QsGANUJ+B8fKn3P8/KPBbYF81rMpDtdPS0tLT0wcMGGD8MyoqasmSJR07dpSoaPVV+RQEQVi9evXZs2fnz5/v7e0tYakaRuYD4+uk9P8/KPBbgB1HAarN4aUU6enpS5cu/eSTT0yD7JU1Q8uqVas0Gs2kSZO+/PJLnuenTp0qdYnMo/T/fxWK+BbYVw3LxqSnp+fk5FQeiSn/gKssLi4uISFh9OjRAQEB8+bNk7o4ZlP6/1+JsIaFEFIM+2p0RwgpGiYshJBiYMJCCCkGJiyEkGJgwkIIKQYmLISQYmDCQggpBiYshJBiYMJCCCkGJiyEkGJgwkIIKQYmLISQYmDCQggpxv8D3qgy1zoG6zwAAAAASUVORK5CYII="
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "png ファイルで保存した結果もピンボケになる."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "savefig(P, \"P.png\")\ndisplayfile(\"image/png\", \"P.png\")",
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": "<img 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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "retina函数経由で表示すると鮮明に表示される."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "P |> retina # retina(P) と同じ",
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "retinasavefig函数で保存するとピンボケではないpngファイルが得られる."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "retinasavefig(P, \"P_retina1.png\")\ndisplayfile(\"image/png\", \"P_retina1.png\"; tag=\"img width=$(P[:size][1])\")",
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": "<img width=400 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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "retinasavedisp函数を使えばpngファイルへの保存と表示を同時に行える."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "retinasavedisp(P, \"P_retina2.png\")",
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": "<img width=400 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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "P |> retinasavedisp(\"P_retina3.png\")",
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "PDFで保存すると鮮明なままになる."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "savefig(P, \"P.pdf\")",
"execution_count": 12,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## PyPlotバックエンド"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pyplot() # デフォルトは fmt = :png",
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 13,
"data": {
"text/plain": "Plots.PyPlotBackend()"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# PyPlotバックエンド経由でpdflatexを使い, その中で日本語も使う.\n\nPyPlot.rc(\"text\", usetex=true)\nPyPlot.rc(\"text.latex\", preamble=[raw\"\\usepackage{amsmath}\", raw\"\\usepackage[whole]{bxcjkjatype}\"])\n@show PyPlot.matplotlib.rcParams[\"text.usetex\"]\n@show PyPlot.matplotlib.rcParams[\"text.latex.preamble\"];",
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": "(PyPlot.matplotlib).rcParams[\"text.usetex\"] = true\n(PyPlot.matplotlib).rcParams[\"text.latex.preamble\"] = \"\\\\usepackage{amsmath}\\n\\\\usepackage[whole]{bxcjkjatype}\"\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ReLU(x) = ifelse(x<0, zero(x), x)\ndReLU(x) = ifelse(x<0, zero(x), one(x))\nx = range(-5, 5, length=200)",
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 15,
"data": {
"text/plain": "-5.0:0.05025125628140704:5.0"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "PyPlotバックエンドのデフォルトは :png フォーマットによる表示だが, あえて :svg で表示させてみると, PDFLaTeXを使った数式の表示部分がおかしくなる."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pyplot(fmt=:svg) # デフォルトは fmt = :png\n\nT = plot(size=(520,360))\nplot!(x, ReLU.(x), label=raw\"$\\text{ReLU函数}$\")\nplot!(x, dReLU.(x), label=raw\"$\\text{その導函数}$\", ls=:dash)\nplot!(legend=:topright, legendfontsize=11)\nannotate!(-4.8, 4.0, text(raw\"$\\mathrm{ReLU}(x) = \\begin{cases} 0 & (x<0) \\\\ x & (x\\ge 0) \\end{cases}$\", 16, :left))\nplot!(xlabel=raw\"$x$\", ylabel=raw\"$y$\", guidefontsize=14)\nplot!(tickfontsize=10)\nplot!(title=raw\"$\\text{\\bfseries ReLU函数とその導函数}$\", titlefontsize=14)",
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 16,
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},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "上のプロット中のPDFLaTeXを使った部分の表示がおかしい. pyplot(fmt=:svg)による表示は鮮明だが, このような不都合が生じてしまう.\n\nしかし, 次のようにデフォルトの :pngフォーマットで表示させると正常に表示されるが, ポンボケになってしまう."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@show T.attr[:html_output_format]\nT_png = deepcopy(T)\nT_png.attr[:html_output_format] = :png\n@show T_png.attr[:html_output_format]\nT_png",
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": "T.attr[:html_output_format] = :svg\nT_png.attr[:html_output_format] = :png\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 17,
"data": {
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"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "savefig(T, \"T.png\")\ndisplayfile(\"image/png\", \"T.png\")",
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
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\"/>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "retina函数経由で表示すると正常にかつ鮮明に表示される."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "T |> retina",
"execution_count": 19,
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "T |> retinasavedisp(\"T_retina.png\")",
"execution_count": 20,
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "PDFで保存すると, 上のような不都合も生じず, 鮮明なままになる."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "savefig(T, \"T.pdf\")",
"execution_count": 21,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"@webio": {
"lastKernelId": null,
"lastCommId": null
},
"_draft": {
"nbviewer_url": "https://gist.github.com/9298ec7379d21d9f995b77864e0588df"
},
"gist": {
"id": "9298ec7379d21d9f995b77864e0588df",
"data": {
"description": "Plots.jlにおけるPNGの高精細表示",
"public": true
}
},
"kernelspec": {
"name": "julia-1.1",
"display_name": "Julia 1.1.1",
"language": "julia"
},
"language_info": {
"file_extension": ".jl",
"name": "julia",
"mimetype": "application/julia",
"version": "1.1.1"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": true,
"base_numbering": 1,
"title_cell": "目次",
"title_sidebar": "目次",
"toc_cell": true,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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