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平方根を使わずに距離を求める
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| { | |
| "cells": [ | |
| { | |
| "metadata": { | |
| "toc": true | |
| }, | |
| "cell_type": "markdown", | |
| "source": "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Mathematica-でやった計算を-julia-で後追いしてみる\" data-toc-modified-id=\"Mathematica-でやった計算を-julia-で後追いしてみる-1\"><span class=\"toc-item-num\">1 </span>Mathematica でやった計算を julia で後追いしてみる</a></span></li><li><span><a href=\"#平面上の2点間の距離を平方根を使わずに計算する\" data-toc-modified-id=\"平面上の2点間の距離を平方根を使わずに計算する-2\"><span class=\"toc-item-num\">2 </span>平面上の2点間の距離を平方根を使わずに計算する</a></span></li><li><span><a href=\"#リンク先の内容を-Julia-で確かめる\" data-toc-modified-id=\"リンク先の内容を-Julia-で確かめる-3\"><span class=\"toc-item-num\">3 </span>リンク先の内容を Julia で確かめる</a></span></li><li><span><a href=\"#パラメータの最適化を考える\" data-toc-modified-id=\"パラメータの最適化を考える-4\"><span class=\"toc-item-num\">4 </span>パラメータの最適化を考える</a></span><ul class=\"toc-item\"><li><span><a href=\"#誤差の最大値を最小化する\" data-toc-modified-id=\"誤差の最大値を最小化する-4.1\"><span class=\"toc-item-num\">4.1 </span>誤差の最大値を最小化する</a></span></li><li><span><a href=\"#もうちょっとちゃんと考えてみる\" data-toc-modified-id=\"もうちょっとちゃんと考えてみる-4.2\"><span class=\"toc-item-num\">4.2 </span>もうちょっとちゃんと考えてみる</a></span></li></ul></li><li><span><a href=\"#近似精度の評価\" data-toc-modified-id=\"近似精度の評価-5\"><span class=\"toc-item-num\">5 </span>近似精度の評価</a></span></li><li><span><a href=\"#計算量を減らす\" data-toc-modified-id=\"計算量を減らす-6\"><span class=\"toc-item-num\">6 </span>計算量を減らす</a></span></li><li><span><a href=\"#ビット幅などいろいろ工夫の余地は残る\" data-toc-modified-id=\"ビット幅などいろいろ工夫の余地は残る-7\"><span class=\"toc-item-num\">7 </span>ビット幅などいろいろ工夫の余地は残る</a></span></li></ul></div>" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "# Mathematica でやった計算を julia で後追いしてみる\n\nhttp://dora.bk.tsukuba.ac.jp/~takeuchi/?%E3%83%97%E3%83%AD%E3%82%B0%E3%83%A9%E3%83%9F%E3%83%B3%E3%82%B0%2F%E5%B9%B3%E6%96%B9%E6%A0%B9%E3%82%92%E4%BD%BF%E3%82%8F%E3%81%9A%E3%81%AB%E8%B7%9D%E9%9B%A2%E3%82%92%E6%B1%82%E3%82%81%E3%82%8B\n\nこちらの記事を julia に翻訳してみているところです。\n\n\n# 平面上の2点間の距離を平方根を使わずに計算する\n\nこちらの記事で、\n\nhttp://d.hatena.ne.jp/nowokay/20120604\n\n2点間の距離を平方根を使わず近似的に求める手法を知り、その精度について詳しく調べてみたのがこのページです。\n\n最終的に、とても簡単な処理で約 4%、少し頑張れば 1% とか 0.25% とかの誤差で「距離」を近似できることが分かりました。\n\n# リンク先の内容を Julia で確かめる\n\n正確な距離関数はこう:\n\n$d(x,y)=\\sqrt{x^2+y^2}$\n\n例えば点 $(x_1,y_1)$ と点 $(x_2,y_2)$ との間の距離を $d(x_2-x_1,y_2-y_1)$ として求められる。\n\nこの関数をグラフにしよう。" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "using Plots \npyplot(reuse=true)", | |
| "execution_count": 1, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 1, | |
| "data": { | |
| "text/plain": "Plots.PyPlotBackend()" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "二変数関数を描画するためのヘルパーを宣言しておく。\n\n[f(x,y) for x in xaxis, y in yaxis]' の最後の転置が重要。\n\nこれを忘れると x軸と y軸とが入れ替わってしまう。" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "function funcplot2(f, xaxis, yaxis; options...)\n return plot(xaxis, yaxis, [f(x, y) for x in xaxis, y in yaxis]', seriestype=:surface; options...)\nend", | |
| "execution_count": 2, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 2, | |
| "data": { | |
| "text/plain": "funcplot2 (generic function with 1 method)" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "distance(x, y) = sqrt(x^2+y^2)\nfuncplot2(distance, -1:0.05:1, -1:0.05:1)", | |
| "execution_count": 3, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 3, | |
| "data": { | |
| "image/png": 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" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "最大値、最小値を利用した近似関数のグラフはこう。\n\n$\\tilde d(x,y;a,b)=a\\,\\mathrm{max}(|x|,|y|)+b\\,\\mathrm{min}(|x|,|y|)$" | |
| }, | |
| { | |
| "metadata": { | |
| "scrolled": false, | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "distance2(x, y, a, b) = a * max(abs(x), abs(y)) + b * min(abs(x), abs(y))\nfuncplot2((x,y)->distance2(x, y, 1007/1024, 441/1024), -1:0.05:1, -1:0.05:1)", | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 4, | |
| "data": { | |
| "image/png": 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" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "プロットには、上記リンク先で紹介されていた係数 $(a=1007/1024, b=441/1024)$ を使った。\n\n近似値から真値を引いた誤差を表示すると:\n\n$e(x,y;a,b)=\\tilde d(x,y;a,b)-d(x,y)$" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "funcplot2(\n (x,y)->distance2(x, y, 1007/1024, 441/1024)-distance(x,y), \n -1:0.01:1, -1:0.01:1\n)", | |
| "execution_count": 5, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 5, | |
| "data": { | |
| "image/png": 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" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "誤差は -2% から +8% くらいまでの間に分布する。\n\nどうやらこのパラメータは近似値が真の距離を大きく下回らないように選ばれているようです?\n\nとはいえ、$\\theta=n\\pi/2$ 近辺では少々下回っているという謎仕様。。。\n\nリンク先のコメント欄で紹介されている max + (3/8) min という非常に単純化された処理でも \n誤差は -2.5% から +7% の間に収まるので、ちょっとこれはいただけない。" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "# パラメータの最適化を考える\n\nエラーの相対誤差の二乗を最小化してみる。\n\n$\\displaystyle e_1(a,b)=\\int_{10^{-5}}^1 dx\\,\\int_{10^{-5}}^1 dy\\,\\left|e(x,y;a,b)\\right|^2/d(x,y)^2$" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "あーと、積分には Cubature というのが使えそう?\n* https://github.com/stevengj/Cubature.jl\n* https://gist.github.com/osamutake/69ba5614e96d70b3b1644c240db4ba73" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "import Cubature\n\nfunction error(a, b)\n return Cubature.hcubature(\n (x)->(distance2(x[1], x[2], a, b) - distance(x[1], x[2]))^2 / distance(x[1], x[2])^2,\n [1e-5,1e-5], [1,1] # (0,0) は発散するので避けないとダメ\n )[1]\nend", | |
| "execution_count": 6, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 6, | |
| "data": { | |
| "text/plain": "error (generic function with 1 method)" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "funcplot2(\n (a,b)->error(a/1024, b/1024), \n 500:50:1500, 0:50:1000, \n seriestype=:contour, fill=true\n)", | |
| "execution_count": 7, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 7, | |
| "data": { | |
| "image/png": 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" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "誤差最小となる点を求めるための最適化には Optim が使えそう\n* https://github.com/JuliaNLSolvers/Optim.jl" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "import Optim", | |
| "execution_count": 8, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": "WARNING: Method definition (::Type{NLSolversBase.OnceDifferentiable{TF, TDF, TX, Tcplx} where Tcplx<:Union{Base.Val{true}, Base.Val{false}} where TX where TDF where TF})(Union{NLSolversBase.InplaceObjective{DF, FDF, FGH} where FGH where FDF where DF, NLSolversBase.NotInplaceObjective{DF, FDF, FGH} where FGH where FDF where DF}, AbstractArray{T, N} where N where T, AbstractArray{T, N} where N where T) in module NLSolversBase at /home/osamu/.julia/v0.6/NLSolversBase/src/objective_types/incomplete.jl:82 overwritten at /home/osamu/.julia/v0.6/NLSolversBase/src/objective_types/incomplete.jl:89.\nWARNING: Method definition (::Type{NLSolversBase.TwiceDifferentiable{T, TDF, TH, TX} where TX where TH where TDF where T})(NLSolversBase.InplaceObjective{#s15, #s12, TH} where #s12<:Void where #s15<:Void, AbstractArray{T, 1}) in module NLSolversBase at /home/osamu/.julia/v0.6/NLSolversBase/src/objective_types/incomplete.jl:96 overwritten at /home/osamu/.julia/v0.6/NLSolversBase/src/objective_types/incomplete.jl:104.\nWARNING: Method definition (::Type{NLSolversBase.TwiceDifferentiable{T, TDF, TH, TX} where TX where TH where TDF where T})(NLSolversBase.InplaceObjective{#s11, #s10, TH} where #s10<:Void where #s11<:Void, AbstractArray{T, 1}, Real) in module NLSolversBase at /home/osamu/.julia/v0.6/NLSolversBase/src/objective_types/incomplete.jl:96 overwritten at /home/osamu/.julia/v0.6/NLSolversBase/src/objective_types/incomplete.jl:104.\n", | |
| "name": "stderr" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "Optim.optimize((v)->error(v[1],v[2]), [1000/1024, 500/1024], Optim.BFGS())", | |
| "execution_count": 9, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 9, | |
| "data": { | |
| "text/plain": "Results of Optimization Algorithm\n * Algorithm: BFGS\n * Starting Point: [0.9765625,0.48828125]\n * Minimizer: [0.9412408512861692,0.4100819556464337]\n * Minimum: 5.524914e-04\n * Iterations: 2\n * Convergence: true\n * |x - x'| ≤ 1.0e-32: false \n |x - x'| = 4.76e-02 \n * |f(x) - f(x')| ≤ 1.0e-32 |f(x)|: false\n |f(x) - f(x')| = 2.56e-01 |f(x)|\n * |g(x)| ≤ 1.0e-08: true \n |g(x)| = 1.40e-09 \n * Stopped by an increasing objective: false\n * Reached Maximum Number of Iterations: false\n * Objective Calls: 7\n * Gradient Calls: 7" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "[0.9412408512861692,0.4100819556464337]*1024", | |
| "execution_count": 10, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 10, | |
| "data": { | |
| "text/plain": "2-element Array{Float64,1}:\n 963.831\n 419.924" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "funcplot2(\n (x,y)->distance2(x, y, 963.831/1024, 419.924/1024)-distance(x,y),\n -1:0.01:1, -1:0.01:1\n)", | |
| "execution_count": 11, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 11, | |
| "data": { | |
| "image/png": 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" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "funcplot2(\n (a,b)->error(a/1024, b/1024),\n 964 + (-10:1:10),\n 420 + (-10:1:10),\n seriestype=:contour, fill=true\n)", | |
| "execution_count": 12, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 12, | |
| "data": { | |
| "image/png": 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" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "左下から右上への成分と、左上から右下への成分とに分けられそう。\n\nまず最小値付近を2次関数でフィッティングする。" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "フィッティングは LsqFit かな?" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "import LsqFit\n\n# 座標のリストとデータのリストを用意する\nx = [(x,y) for x in -1:0.2:1 for y in -1:0.2:1]\ndata = ((xy)->error(963.831/1024+xy[1], 419.924/1024+xy[2])).(x)\n\n# フィッティング関数の x には座標の「リスト」が渡される\nfunction fit(x, c)\n return ((xx)->c[1]*xx[1]^2+c[2]*xx[1]*xx[2]+c[3]*xx[2]^2+c[4]).(x)\nend\n\nLsqFit.curve_fit(fit, x, data, zeros(4)).param", | |
| "execution_count": 13, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 13, | |
| "data": { | |
| "text/plain": "4-element Array{Float64,1}:\n 0.785378 \n 0.693147 \n 0.214602 \n 0.000552491" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "係数を成分に分解します。" | |
| }, | |
| { | |
| "metadata": { | |
| "scrolled": true, | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "eig([0.785378 0.693147/2 ; 0.693147/2 0.214602])", | |
| "execution_count": 14, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 14, | |
| "data": { | |
| "text/plain": "([0.0510362, 0.948944], [0.426806 -0.904343; -0.904343 -0.426806])" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "それぞれの成分に相当する関数をプロットすると、\n\n固有値 0.95 の主成分は、" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "funcplot2(\n (x,y)->distance2(x, y, 0.904343, 0.426806),\n -1:0.01:1, -1:0.01:1\n)", | |
| "execution_count": 15, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 15, | |
| "data": { | |
| "image/png": 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