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Last active October 17, 2020 00:49
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Shredder_DevFest2020_Routing
Demos for DevFest 2020
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Shredder_DevFest2020_Routing",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/ohtaman/1ff72de0fc321fa36ccb2df0138deef9/shredder_routing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "VoAcNcujPflZ",
"outputId": "a6777cac-4420-4f11-9369-3cd5f95adba1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 85
}
},
"source": [
"!pip install ortools"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: ortools in /usr/local/lib/python3.6/dist-packages (8.0.8283)\n",
"Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.6/dist-packages (from ortools) (1.15.0)\n",
"Requirement already satisfied: protobuf>=3.13.0 in /usr/local/lib/python3.6/dist-packages (from ortools) (3.13.0)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf>=3.13.0->ortools) (50.3.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SyIyEo9w-NEx"
},
"source": [
"## シュレッダーの復元問題\n",
"\n",
"Google OR-Tools の使い方のデモとして、以下の問題を解く\n",
"\n",
"> 証券会社 A のシュレッダーは、A4サイズの紙を $N$ 本に裁断できる。\n",
"> 証券取引等監視委員会の検査に先立って、証券会社 A は重要と思われる書類をシュレッダーにかけてしまった。検査官のあなたは、どうやって裁断された文書を復元したらよいだろうか?\n",
"> 裁断された文書はきれいにスキャンされており、手持ちのPC上で復元作業を行うものとする。$N=10, 20, 50, 100, 200$ として考えてみよう。\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kPPd8c9SRgK1",
"cellView": "form",
"outputId": "1595280c-2b07-4254-a489-aef29d5aaa72",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 514
}
},
"source": [
"import math\n",
"import random\n",
"\n",
"from urllib.request import urlopen\n",
"from PIL import Image\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"def load_img(url):\n",
" img = Image.open(urlopen(url))\n",
" return np.array(img)\n",
"\n",
"\n",
"def shred(img, bins, shuffle=False):\n",
" width = img.shape[1]//bins\n",
" actual_bins = math.ceil(img.shape[1]/width)\n",
" print(f'bins: {actual_bins}')\n",
" imgs = [img[:, width*i:width*(i + 1)] for i in range(actual_bins)]\n",
" if shuffle:\n",
" random.shuffle(imgs)\n",
" return imgs\n",
"\n",
"bins = 100#@param {type: \"integer\"}\n",
"img_url = \"https://pbs.twimg.com/media/EJ3TVioU8AAqEvN.jpg\" #@param [\"https://3.bp.blogspot.com/-uJOnRqlESrA/VGX8Z5GTZ-I/AAAAAAAApGM/5VvrJsL8MuI/s800/chabudai_kaeshi.png\", \"https://pbs.twimg.com/media/EJ3TVioU8AAqEvN.jpg\", \"https://static9.depositphotos.com/1586254/1105/i/450/depositphotos_11056146-stock-photo-two-peeking-from-hole-in.jpg\"] {allow-input: true}\n",
"\n",
"img = load_img(img_url)\n",
"shredded = shred(img, bins, shuffle=True)\n",
"\n",
"print('original')\n",
"plt.imshow(img)\n",
"plt.show()\n",
"print('shredded')\n",
"plt.imshow(np.hstack(shredded))\n",
"plt.show()\n"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"bins: 107\n",
"original\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"shredded\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dhK3EiAdqHHU"
},
"source": [
"## 問題をもう一度眺めてみる\n",
"\n",
"やりたかったのは、**隣り合う紙片同士の非類似度の合計を最小化**すること。\n",
"これは、\n",
"\n",
"- 紙片 ⇒ 都市\n",
"- 非類似度 ⇒ 距離\n",
"\n",
"と読み替えると、**すべての都市を一度ずつ訪れるときの距離の合計を最小化** することと同じ、つまり、**巡回セールスマン問題**とみなせる。\n",
"\n",
"巡回セールスマン問題は、一般に解くのが非常に難しい問題なので、MIPを使った方法では、50紙片程度までしか対応できなかった。Google OR-Tools には、巡回セールスマン問題をはじめとするルーティング問題を(近似的に)高速に解くための専用の機能が用意されているので、そちらを使うことで、より大規模な問題に対応できる。"
]
},
{
"cell_type": "code",
"metadata": {
"id": "J8sLF5EfrI5i"
},
"source": [
"# 左側の画像の右端と右側の画像の左端をピクセルごとに比較して、値の異なるチャンネルの数の合計\n",
"def disimilarity(left, right):\n",
" return np.sum(left[:, -1] != right[:, 0])"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "WFpheiP5U11N"
},
"source": [
"## ルーティング問題用の機能の利用\n",
"\n",
"OR-Tools の[公式ドキュメント](https://developers.google.com/optimization)に[巡回セールスマン問題の解き方](https://developers.google.com/optimization/routing/tsp)が載っているので、その機能を利用する。MIPと違い、ライブラリ横断的な標準的な記述方法や定式化方法があるわけではないので、ドキュメントを読みながら実装していくことになる。"
]
},
{
"cell_type": "code",
"metadata": {
"id": "VHJ0stNWVEbh",
"outputId": "c273e065-bcf9-42d4-8c1c-cc61ab2ea8c1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
}
},
"source": [
"from ortools.constraint_solver import pywrapcp\n",
"from ortools.constraint_solver.routing_enums_pb2 import FirstSolutionStrategy\n",
"\n",
"# 簡単のため一番左端の紙片は決め打ちとする\n",
"START_IDX = 0 \n",
"\n",
"# モデルが内部的に持つ index と都市(紙片)の対応を管理するクラス\n",
"index_manager = pywrapcp.RoutingIndexManager(\n",
" bins, # 都市数(紙片数)\n",
" 1, # 車両数。(今回は1人のセールスマンが回るので1)\n",
" START_IDX # セールスマンが最初にいるところ\n",
")\n",
"# モデルを定義\n",
"model = pywrapcp.RoutingModel(index_manager)\n",
"\n",
"# 「距離」を計算する関数を定義\n",
"def distance_callback(from_index, to_index):\n",
" from_node = index_manager.IndexToNode(from_index)\n",
" to_node = index_manager.IndexToNode(to_index)\n",
" return disimilarity(shredded[from_node], shredded[to_node])\n",
"\n",
"# 距離関数をセールスマンが遷移した際のコールバックとして登録\n",
"callback_index = model.RegisterTransitCallback(distance_callback)\n",
"# 距離関数の合計を(最小化すべき)コストとする\n",
"model.SetArcCostEvaluatorOfAllVehicles(callback_index)\n",
"\n",
"# アルゴリズムのパラメーターの設定\n",
"# 今回はデフォルトとする\n",
"search_params = pywrapcp.DefaultRoutingSearchParameters()\n",
"\n",
"# 求解\n",
"%time sol = model.SolveWithParameters(search_params)"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": [
"CPU times: user 11.5 s, sys: 7.82 ms, total: 11.5 s\n",
"Wall time: 11.5 s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-dcY3lJDDVX_",
"outputId": "22d85325-e4bb-4c37-db95-859ceac61311",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 270
}
},
"source": [
"def sort_imgs(imgs, model, sol):\n",
" idx = model.Start(0)\n",
" sorted = [imgs[idx]]\n",
" while not model.IsEnd(idx):\n",
" idx = sol.Value(model.NextVar(idx))\n",
" if idx < bins:\n",
" sorted.append(imgs[idx])\n",
" return sorted\n",
"\n",
"plt.imshow(np.hstack(sort_imgs(shredded, model, sol)))"
],
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fdd864fa208>"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aGPzFf8Xp_4R"
},
"source": [
"あくまで近似解ですが、大体うまくいっているようです。画像によってはうまくいきません。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HL0ttJG5Z6Z6"
},
"source": [
"## 速度計測"
]
},
{
"cell_type": "code",
"metadata": {
"id": "rAWkb0SdaCrz"
},
"source": [
"def solve(imgs):\n",
" # 簡単のため一番左端の紙片は決め打ちとする\n",
" START_IDX = 0 \n",
" bins = len(imgs)\n",
"\n",
" # モデルが内部的に持つ index と都市(紙片)の対応を管理するクラス\n",
" index_manager = pywrapcp.RoutingIndexManager(\n",
" bins, # 都市数(紙片数)\n",
" 1, # 車両数。(今回は1人のセールスマンが回るので1)\n",
" START_IDX # セールスマンが最初にいるところ\n",
" )\n",
" # モデルを定義\n",
" model = pywrapcp.RoutingModel(index_manager)\n",
"\n",
" # 「距離」を計算する関数を定義\n",
" def distance_callback(from_index, to_index):\n",
" from_node = index_manager.IndexToNode(from_index)\n",
" to_node = index_manager.IndexToNode(to_index)\n",
" return disimilarity(imgs[from_node], imgs[to_node])\n",
"\n",
" # 距離関数をセールスマンが遷移した際のコールバックとして登録\n",
" callback_index = model.RegisterTransitCallback(distance_callback)\n",
" # 距離関数の合計を(最小化すべき)コストとする\n",
" model.SetArcCostEvaluatorOfAllVehicles(callback_index)\n",
"\n",
" # アルゴリズムのパラメーターの設定\n",
" # 今回はデフォルトとする\n",
" search_params = pywrapcp.DefaultRoutingSearchParameters()\n",
"\n",
" # 求解\n",
" %time sol = model.SolveWithParameters(search_params)"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "HOO1ShFB2zom",
"outputId": "034addcd-18ed-4b51-8edc-fa297dd14628",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"for n in (10, 20, 30, 50, 100, 200):\n",
" shredded = shred(img, n)\n",
" for _ in range(5):\n",
" solve(shredded)"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"bins: 10\n",
"CPU times: user 33.6 ms, sys: 992 µs, total: 34.6 ms\n",
"Wall time: 41.3 ms\n",
"CPU times: user 33.4 ms, sys: 4.03 ms, total: 37.4 ms\n",
"Wall time: 32.2 ms\n",
"CPU times: user 37.8 ms, sys: 2.05 ms, total: 39.8 ms\n",
"Wall time: 36.3 ms\n",
"CPU times: user 31 ms, sys: 1.97 ms, total: 32.9 ms\n",
"Wall time: 31.7 ms\n",
"CPU times: user 27.6 ms, sys: 29 µs, total: 27.6 ms\n",
"Wall time: 26.5 ms\n",
"bins: 20\n",
"CPU times: user 173 ms, sys: 9.16 ms, total: 183 ms\n",
"Wall time: 174 ms\n",
"CPU times: user 156 ms, sys: 995 µs, total: 157 ms\n",
"Wall time: 157 ms\n",
"CPU times: user 194 ms, sys: 13.4 ms, total: 207 ms\n",
"Wall time: 188 ms\n",
"CPU times: user 176 ms, sys: 17 µs, total: 176 ms\n",
"Wall time: 175 ms\n",
"CPU times: user 186 ms, sys: 7 ms, total: 193 ms\n",
"Wall time: 188 ms\n",
"bins: 30\n",
"CPU times: user 497 ms, sys: 10.1 ms, total: 507 ms\n",
"Wall time: 498 ms\n",
"CPU times: user 483 ms, sys: 9.07 ms, total: 492 ms\n",
"Wall time: 485 ms\n",
"CPU times: user 500 ms, sys: 17.2 ms, total: 517 ms\n",
"Wall time: 502 ms\n",
"CPU times: user 478 ms, sys: 6.09 ms, total: 484 ms\n",
"Wall time: 476 ms\n",
"CPU times: user 483 ms, sys: 4.07 ms, total: 487 ms\n",
"Wall time: 479 ms\n",
"bins: 51\n",
"CPU times: user 1.66 s, sys: 4.02 ms, total: 1.66 s\n",
"Wall time: 1.65 s\n",
"CPU times: user 1.65 s, sys: 20.4 ms, total: 1.67 s\n",
"Wall time: 1.65 s\n",
"CPU times: user 1.62 s, sys: 6.88 ms, total: 1.63 s\n",
"Wall time: 1.63 s\n",
"CPU times: user 1.65 s, sys: 18.1 ms, total: 1.67 s\n",
"Wall time: 1.65 s\n",
"CPU times: user 1.63 s, sys: 14.2 ms, total: 1.64 s\n",
"Wall time: 1.62 s\n",
"bins: 107\n",
"CPU times: user 8.14 s, sys: 19.6 ms, total: 8.16 s\n",
"Wall time: 8.14 s\n",
"CPU times: user 8.22 s, sys: 2.89 ms, total: 8.23 s\n",
"Wall time: 8.24 s\n",
"CPU times: user 7.95 s, sys: 15.7 ms, total: 7.97 s\n",
"Wall time: 7.95 s\n",
"CPU times: user 7.89 s, sys: 6.77 ms, total: 7.9 s\n",
"Wall time: 7.9 s\n",
"CPU times: user 7.97 s, sys: 15.1 ms, total: 7.98 s\n",
"Wall time: 7.96 s\n",
"bins: 240\n",
"CPU times: user 24 s, sys: 31 ms, total: 24 s\n",
"Wall time: 24 s\n",
"CPU times: user 23.9 s, sys: 34.8 ms, total: 24 s\n",
"Wall time: 24 s\n",
"CPU times: user 24 s, sys: 12.8 ms, total: 24 s\n",
"Wall time: 24 s\n",
"CPU times: user 23.8 s, sys: 21.9 ms, total: 23.8 s\n",
"Wall time: 23.8 s\n",
"CPU times: user 24 s, sys: 17.9 ms, total: 24 s\n",
"Wall time: 24 s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Zoh-RgQp-ffL"
},
"source": [
""
],
"execution_count": 7,
"outputs": []
}
]
}
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