{ "cells": [ { "attachments": { }, "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# 3 dimensional matching / 3х-мерное сочетание" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "source_hidden": false } }, "outputs": [ { "data": { "text/html": "\n \n ", "text/plain": [ "" ] }, "execution_count": 1, "metadata": { }, "output_type": "execute_result" } ], "source": [ "import random\n", "from IPython.core.display import SVG, HTML\n", "import pyomo.environ as pyo\n", "from pysat.solvers import Solver\n", "from pysat.formula import CNF \n", "import py_svg_combinatorics as psc\n", "from ipywidgets import widgets, HBox\n", "from collections import Counter\n", "from pprint import pprint\n", "from random import randint\n", "import numpy as np\n", "from IPython.display import IFrame\n", "import IPython\n", "from copy import copy\n", "import os\n", "import re\n", "from pathlib import Path\n", "nbname = ''\n", "try:\n", " nbname = __vsc_ipynb_file__\n", "except:\n", " if 'COCALC_JUPYTER_FILENAME' in os.environ:\n", " nbname = os.environ['COCALC_JUPYTER_FILENAME'] \n", "title_ = Path(nbname).stem.replace('-', '_').title() \n", "IFrame(f'https://discopal.ispras.ru/index.php?title=Hardprob/{title_}&useskin=cleanmonobook', width=1280, height=300)\n" ] }, { "attachments": { }, "cell_type": "markdown", "metadata": { "collapsed": false, "lang": "ru" }, "source": [ "## Постановка задачи\n", "\n", "«3DM», «3-мерное сопоставление» представляет собой обобщение «задачи о максимальном паросочетании» на 3х-дольные гиперграфы, которые состоят из гиперребер, каждое из которых содержит 3 вершины (вместо ребер, содержащих 2 вершины в случае обычного графа).\n", "\n", "Задача состоит в поиске наибольшего трехмерного сопоставления в заданном гиперграфе. 3DM — одна из первых задач, которые оказались NP-сложными. \n", "\n", "https://en.wikipedia.org/wiki/3-dimensional_matching\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "matchings3d = [\n", " [0, 'b', 77],\n", " [1, 'a', 88],\n", " [1, 'b', 12],\n", " [1, 'c', 12],\n", " [2, 'a', 12],\n", " [3, 'c', 77],\n", " [2, 'b', 12]\n", "]\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n X0 X1 X2 X3 \n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": { }, "output_type": "execute_result" } ], "source": [ "svg = psc.matchings2svg(matchings3d)\n", "SVG(data=svg)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "lang": "ru" }, "source": [ "## Реализация в Pyomo" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "def print_solution(m):\n", " for v in m.component_data_objects(pyo.Var):\n", " if v.value and v.value > 0:\n", " print(str(v), v.value)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "([(0, 0),\n", " (0, 1),\n", " (0, 2),\n", " (0, 3),\n", " (1, 'a'),\n", " (1, 'b'),\n", " (1, 'c'),\n", " (2, 12),\n", " (2, 77),\n", " (2, 88)],\n", " [(0, 'b', 77),\n", " (1, 'a', 88),\n", " (1, 'b', 12),\n", " (1, 'c', 12),\n", " (2, 'a', 12),\n", " (3, 'c', 77),\n", " (2, 'b', 12)])" ] }, "execution_count": 5, "metadata": { }, "output_type": "execute_result" } ], "source": [ "def get_model(matchings3d):\n", " m = pyo.ConcreteModel()\n", " m.E = [ (e[0], e[1], e[2]) for e in matchings3d ]\n", "\n", " m.V = sorted(set([(j, item) for sublist in matchings3d for j, item in enumerate(sublist)]))\n", " max_len = max([len(sublist) for sublist in matchings3d]) #3\n", "\n", " # Выбираем ли мы в оптимальное сочетание это гиперребро\n", " m.x = pyo.Var(m.E, domain=pyo.Binary)\n", " m.match_count = pyo.Objective(expr = sum( m.x[e] for e in m.E), sense=pyo.maximize)\n", "\n", " @m.Constraint(m.V)\n", " def нет_пересечениям(m, j, it):\n", " return sum(m.x[e] for e in m.E if e[j] == it) <= 1\n", "\n", " return m\n", "\n", "m = get_model(matchings3d)\n", "m.V, m.E" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 Set Declarations\n", " x_index : Size=1, Index=None, Ordered=Insertion\n", " Key : Dimen : Domain : Size : Members\n", " None : 3 : Any : 7 : {(0, 'b', 77), (1, 'a', 88), (1, 'b', 12), (1, 'c', 12), (2, 'a', 12), (3, 'c', 77), (2, 'b', 12)}\n", " нет_пересечениям_index : Size=1, Index=None, Ordered=Insertion\n", " Key : Dimen : Domain : Size : Members\n", " None : 2 : Any : 10 : {(0, 0), (0, 1), (0, 2), (0, 3), (1, 'a'), (1, 'b'), (1, 'c'), (2, 12), (2, 77), (2, 88)}\n", "\n", "1 Var Declarations\n", " x : Size=7, Index=x_index\n", " Key : Lower : Value : Upper : Fixed : Stale : Domain\n", " (0, 'b', 77) : 0 : None : 1 : False : True : Binary\n", " (1, 'a', 88) : 0 : None : 1 : False : True : Binary\n", " (1, 'b', 12) : 0 : None : 1 : False : True : Binary\n", " (1, 'c', 12) : 0 : None : 1 : False : True : Binary\n", " (2, 'a', 12) : 0 : None : 1 : False : True : Binary\n", " (2, 'b', 12) : 0 : None : 1 : False : True : Binary\n", " (3, 'c', 77) : 0 : None : 1 : False : True : Binary\n", "\n", "1 Objective Declarations\n", " match_count : Size=1, Index=None, Active=True\n", " Key : Active : Sense : Expression\n", " None : True : maximize : x[0,b,77] + x[1,a,88] + x[1,b,12] + x[1,c,12] + x[2,a,12] + x[3,c,77] + x[2,b,12]\n", "\n", "1 Constraint Declarations\n", " нет_пересечениям : Size=10, Index=нет_пересечениям_index, Active=True\n", " Key : Lower : Body : Upper : Active\n", " (0, 0) : -Inf : x[0,b,77] : 1.0 : True\n", " (0, 1) : -Inf : x[1,a,88] + x[1,b,12] + x[1,c,12] : 1.0 : True\n", " (0, 2) : -Inf : x[2,a,12] + x[2,b,12] : 1.0 : True\n", " (0, 3) : -Inf : x[3,c,77] : 1.0 : True\n", " (1, 'a') : -Inf : x[1,a,88] + x[2,a,12] : 1.0 : True\n", " (1, 'b') : -Inf : x[0,b,77] + x[1,b,12] + x[2,b,12] : 1.0 : True\n", " (1, 'c') : -Inf : x[1,c,12] + x[3,c,77] : 1.0 : True\n", " (2, 12) : -Inf : x[1,b,12] + x[1,c,12] + x[2,a,12] + x[2,b,12] : 1.0 : True\n", " (2, 77) : -Inf : x[0,b,77] + x[3,c,77] : 1.0 : True\n", " (2, 88) : -Inf : x[1,a,88] : 1.0 : True\n", "\n", "5 Declarations: x_index x match_count нет_пересечениям_index нет_пересечениям\n" ] } ], "source": [ "m.pprint()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# ==========================================================\n", "# = Solver Results =\n", "# ==========================================================\n", "# ----------------------------------------------------------\n", "# Problem Information\n", "# ----------------------------------------------------------\n", "Problem: \n", "- Name: unknown\n", " Lower bound: 3.0\n", " Upper bound: 3.0\n", " Number of objectives: 1\n", " Number of constraints: 7\n", " Number of variables: 7\n", " Number of binary variables: 7\n", " Number of integer variables: 7\n", " Number of nonzeros: 7\n", " Sense: maximize\n", "# ----------------------------------------------------------\n", "# Solver Information\n", "# ----------------------------------------------------------\n", "Solver: \n", "- Status: ok\n", " User time: -1.0\n", " System time: 0.01\n", " Wallclock time: 0.05\n", " Termination condition: optimal\n", " Termination message: Model was solved to optimality (subject to tolerances), and an optimal solution is available.\n", " Statistics: \n", " Branch and bound: \n", " Number of bounded subproblems: 0\n", " Number of created subproblems: 0\n", " Black box: \n", " Number of iterations: 0\n", " Error rc: 0\n", " Time: 0.9949007034301758\n", "# ----------------------------------------------------------\n", "# Solution Information\n", "# ----------------------------------------------------------\n", "Solution: \n", "- number of solutions: 0\n", " number of solutions displayed: 0\n", "x[1,a,88] 1.0\n", "x[3,c,77] 1.0\n", "x[2,b,12] 1.0\n" ] } ], "source": [ "\n", "solver = pyo.SolverFactory('cbc')\n", "solver.solve(m).write()\n", "print_solution(m)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x[1,a,88] 1.0\n", "x[3,c,77] 1.0\n", "x[2,b,12] 1.0\n" ] } ], "source": [ "print_solution(m)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[1, 5, 6]" ] }, "execution_count": 9, "metadata": { }, "output_type": "execute_result" } ], "source": [ "selected = [j for j, e in enumerate(m.E) if m.x[e].value > 0]\n", "selected\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n X0 X1 X2 X3 \n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": { }, "output_type": "execute_result" } ], "source": [ "svg = psc.matchings2svg(matchings3d, selected)\n", "SVG(data=svg)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "cnf3 = CNF(from_clauses=psc.rand3cnf(3, 6))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 12, "metadata": { }, "output_type": "execute_result" } ], "source": [ "from pysat.solvers import Solver\n", "\n", "solver = Solver(bootstrap_with=cnf3)\n", "res = solver.solve()\n", "res " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-1, -2, -3, -4, -5]\n" ] } ], "source": [ "print(solver.get_model())" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "\n", "\n", "| ![image.png](attachment:image.png) | [видео](https://youtu.be/TtuNf6XMhiw?t=238) |\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ " См. [MIT OpenCourseWare](https://youtu.be/eHZifpgyH_4?t=3111)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### [Сведение из википедии](https://en.wikipedia.org/wiki/3-dimensional_matching#Decision_problem) с вариациями\n", "#### Множество $X_0$\n", "* Заводим для каждого упоминания литерала два узла, — сам литерал с номером, какой он по счету (неважно, в каких скобках он был), и его двойник-отрицание.\n", "* Основная логика — какая нода войдет в максимальное сочетание в тройкахе с переменными y-z типа «C» — это и определит присваивание для SAT (так то в максимальное паросочетание войдут все)\n", " * войдет $x^4_3$, т.е. 4-е упоминание $x_3$ — значит, $x_3=1$\n", " * войдет $\\neg x^2_5$, т.е. отрицательный литерал для 2-го упоминания $x_5$ — значит, $x_5=0$\n", "* Отдельно конечно надо обеспечить, что если вошел $x^4_3$, то должны войти в сочетание и остальные упоминания $x^4_1$, $x^4_2$… и не должный войти их отрицательные двойники.\n", "\n", "#### Множество $X_1$, $X_2$\n", "* Разные вспомогательные переменные, их смысл будет ниже.\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "cnf = CNF(from_clauses=psc.rand3cnf(2, 6))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[[4, 1, 3], [-2, -4, 1]]" ] }, "execution_count": 15, "metadata": { }, "output_type": "execute_result" } ], "source": [ "cnf.clauses" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "def lit2vertex(cnf, lit, num=None):\n", " '''\n", " Отражение литерала в вершину 3д-сопоставления.\n", " Формула-представление для положительного или отрицательного литерала.\n", " '''\n", " n = cnf.nv\n", " x = abs(lit)\n", " v = f'x_{{{x}}}'\n", " if num is not None:\n", " v = f'x^{{{num}}}_{{{x}}}'\n", " if lit < 0:\n", " v = '¬' + v\n", " return v\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Гаджет «Роза» для каждой скобки\n", "* Соединяем ноды (литерал этой скобки с номером, какой он по порядку)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "def clause23dm(cnf, clause_num, with_garbage_collector=True):\n", " '''\n", " Скобка КНФ в набор 3d-сочетаний \n", " '''\n", " match = []\n", " vn2count = Counter() # счетчик встреч переменной в литералах\n", " for j, clause in enumerate(cnf.clauses): \n", " clause_len = len(clause)\n", " for lit in clause:\n", " vn = abs(lit) # номер переменной\n", " vn2count[vn] += 1 # подсчитываем номер переменной по счету.\n", " if j == clause_num:\n", " b = lit2vertex(cnf, lit, vn2count[vn])\n", " match.append([b, f'y_{{c{j}}}', f'z_{{c{j}}}'])\n", " if with_garbage_collector:\n", " for gn in range(clause_len-1):\n", " nb = lit2vertex(cnf, -lit, vn2count[vn])\n", " match.append([b, f'y^{{g{j}}}_{{{gn}}}', f'z^{{g{j}}}_{{{gn}}}'])\n", " match.append([nb, f'y^{{g{j}}}_{{{gn}}}', f'z^{{g{j}}}_{{{gn}}}'])\n", " return match" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[[4, 1, 3], [-2, -4, 1]]" ] }, "execution_count": 18, "metadata": { }, "output_type": "execute_result" } ], "source": [ "cnf.clauses\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n \n", "text/plain": [ "" ] }, "execution_count": 19, "metadata": { }, "output_type": "execute_result" } ], "source": [ "SVG(psc.rows2svgtable(clause23dm(cnf, 1, with_garbage_collector=False)))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n X0 X1 X2 X3 \n", "text/plain": [ "" ] }, "execution_count": 20, "metadata": { }, "output_type": "execute_result" } ], "source": [ "svg = psc.matchings2svg(clause23dm(cnf, 0, with_garbage_collector=False))\n", "SVG(data=svg)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### «Сборка мусора»\n", "Но надо бы покрыть и остальные узлы!\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n X0 X1 X2 X3 \n", "text/plain": [ "" ] }, "execution_count": 21, "metadata": { }, "output_type": "execute_result" } ], "source": [ "match4clause = clause23dm(cnf3, 1)\n", "SVG(svg1:= psc.matchings2svg(match4clause))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n \n", "text/plain": [ "" ] }, "execution_count": 22, "metadata": { }, "output_type": "execute_result" } ], "source": [ "SVG(psc.rows2svgtable(match4clause))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ ], "source": [ "# Не обращать внимание, отладочная ячейка с проблемами, пока не получается две SVG-картинки параллельно вывести.\n", "#no_wrap_div = '
{}{}
'\n", "#\n", "#display(HTML(no_wrap_div.format(svg1, svg2)))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ ] }, { "attachments": { }, "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Гаджет «Колесо» — сведение переменных" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "def variable23dm(cnf, var_num):\n", " '''\n", " Делаем гаджет колесо для заданной переменной.\n", " '''\n", " match = []\n", " k=0\n", " for clause in cnf.clauses:\n", " for lit in clause:\n", " if abs(lit)==var_num:\n", " k += 1 \n", " n=k\n", " k=0\n", " for clause in cnf.clauses:\n", " for lit in clause:\n", " if abs(lit)==var_num:\n", " vn = abs(lit)\n", " k += 1 \n", " bp = lit2vertix(cnf, vn, k)\n", " bn = lit2vertix(cnf, -vn, k)\n", " match.append([bp, f'y_{{{vn}}}^{{{k}}}', f'z_{{{vn}}}^{{{k}}}'])\n", " match.append([bn, f'y_{{{vn}}}^{{{(k % n)+1}}}', f'z_{{{vn}}}^{{{k}}}'])\n", " return match " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[[4, 1, 3], [-2, -4, 1]]" ] }, "execution_count": 25, "metadata": { }, "output_type": "execute_result" } ], "source": [ "cnf.clauses " ] }, { "attachments": { }, "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Да, такое вот, «Колесо»\n", "\n", "||||" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "ename": "NameError", "evalue": "name 'lit2vertix' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m/var/data/cocalc/1d588dae-0d14-422a-88b4-c470ec2c8303/hard-problems-formulations/maximum-3-dimensional-matching.ipynb Cell 40\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> 1\u001b[0m m_ \u001b[39m=\u001b[39m variable23dm(cnf, \u001b[39m2\u001b[39;49m)\n\u001b[1;32m 2\u001b[0m SVG(psc\u001b[39m.\u001b[39mmatchings2svg(m_))\n", "\u001b[1;32m/var/data/cocalc/1d588dae-0d14-422a-88b4-c470ec2c8303/hard-problems-formulations/maximum-3-dimensional-matching.ipynb Cell 40\u001b[0m line \u001b[0;36m1\n\u001b[1;32m 16\u001b[0m vn \u001b[39m=\u001b[39m \u001b[39mabs\u001b[39m(lit)\n\u001b[1;32m 17\u001b[0m k \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m \u001b[39m1\u001b[39m \n\u001b[0;32m---> 18\u001b[0m bp \u001b[39m=\u001b[39m lit2vertix(cnf, vn, k)\n\u001b[1;32m 19\u001b[0m bn \u001b[39m=\u001b[39m lit2vertix(cnf, \u001b[39m-\u001b[39mvn, k)\n\u001b[1;32m 20\u001b[0m \u001b[39mmatch\u001b[39;00m\u001b[39m.\u001b[39mappend([bp, \u001b[39mf\u001b[39m\u001b[39m'\u001b[39m\u001b[39my_\u001b[39m\u001b[39m{{\u001b[39;00m\u001b[39m{\u001b[39;00mvn\u001b[39m}\u001b[39;00m\u001b[39m}}\u001b[39;00m\u001b[39m^\u001b[39m\u001b[39m{{\u001b[39;00m\u001b[39m{\u001b[39;00mk\u001b[39m}\u001b[39;00m\u001b[39m}}\u001b[39;00m\u001b[39m'\u001b[39m, \u001b[39mf\u001b[39m\u001b[39m'\u001b[39m\u001b[39mz_\u001b[39m\u001b[39m{{\u001b[39;00m\u001b[39m{\u001b[39;00mvn\u001b[39m}\u001b[39;00m\u001b[39m}}\u001b[39;00m\u001b[39m^\u001b[39m\u001b[39m{{\u001b[39;00m\u001b[39m{\u001b[39;00mk\u001b[39m}\u001b[39;00m\u001b[39m}}\u001b[39;00m\u001b[39m'\u001b[39m])\n", "\u001b[0;31mNameError\u001b[0m: name 'lit2vertix' is not defined" ] } ], "source": [ "m_ = variable23dm(cnf, 2)\n", "SVG(psc.matchings2svg(m_))" ] }, { "attachments": { }, "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Получится взять либо все «положительные b» либо все отрицательные «b», причем «наоборот» по смыслу." ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "def sat323dm(cnf):\n", " m = len(cnf.clauses)\n", " n = cnf.nv\n", " matchings = []\n", " for v in range(1, n+1):\n", " matchings += variable23dm(cnf, v)\n", " for j in range(m):\n", " matchings += clause23dm(cnf, j)\n", " return matchings\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[[2, 1, -3], [-2, 1, 1]]" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "cnf.clauses" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n \n", "text/plain": [ "" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "matchings = sat323dm(cnf)\n", "svg = psc.rows2svgtable(matchings)\n", "SVG(data=svg)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# ==========================================================\n", "# = Solver Results =\n", "# ==========================================================\n", "# ----------------------------------------------------------\n", "# Problem Information\n", "# ----------------------------------------------------------\n", "Problem: \n", "- Name: unknown\n", " Lower bound: 12.0\n", " Upper bound: 12.0\n", " Number of objectives: 1\n", " Number of constraints: 29\n", " Number of variables: 42\n", " Number of binary variables: 42\n", " Number of integer variables: 42\n", " Number of nonzeros: 42\n", " Sense: maximize\n", "# ----------------------------------------------------------\n", "# Solver Information\n", "# ----------------------------------------------------------\n", "Solver: \n", "- Status: ok\n", " User time: -1.0\n", " System time: 0.02\n", " Wallclock time: 0.02\n", " Termination condition: optimal\n", " Termination message: Model was solved to optimality (subject to tolerances), and an optimal solution is available.\n", " Statistics: \n", " Branch and bound: \n", " Number of bounded subproblems: 0\n", " Number of created subproblems: 0\n", " Black box: \n", " Number of iterations: 0\n", " Error rc: 0\n", " Time: 0.1303541660308838\n", "# ----------------------------------------------------------\n", "# Solution Information\n", "# ----------------------------------------------------------\n", "Solution: \n", "- number of solutions: 0\n", " number of solutions displayed: 0\n", "x[x^{1}_{1},y_{1}^{1},z_{1}^{1}] 1.0\n", "x[x^{2}_{1},y_{1}^{2},z_{1}^{2}] 1.0\n", "x[x^{3}_{1},y_{1}^{3},z_{1}^{3}] 1.0\n", "x[x^{1}_{2},y_{2}^{1},z_{2}^{1}] 1.0\n", "x[x^{2}_{2},y_{2}^{2},z_{2}^{2}] 1.0\n", "x[x^{1}_{3},y_{3}^{1},z_{3}^{1}] 1.0\n", "x[¬x^{1}_{2},y^{g0}_{0},z^{g0}_{0}] 1.0\n", "x[¬x^{1}_{1},y^{g0}_{1},z^{g0}_{1}] 1.0\n", "x[¬x^{1}_{3},y_{c0},z_{c0}] 1.0\n", "x[¬x^{2}_{2},y_{c1},z_{c1}] 1.0\n", "x[¬x^{2}_{1},y^{g1}_{1},z^{g1}_{1}] 1.0\n", "x[¬x^{3}_{1},y^{g1}_{0},z^{g1}_{0}] 1.0\n" ] } ], "source": [ "m = get_model(matchings)\n", "solver.solve(m).write()\n", "print_solution(m)\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "R = [e for j, e in enumerate(m.E) if m.x[e].value > 0]" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n \n", "text/plain": [ "" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "R = [e for j, e in enumerate(m.E) if m.x[e].value > 0]\n", "S = [j for j, e in enumerate(m.E) if m.x[e].value > 0]\n", "\n", "#svg = psc.matchings2svg(matchings, selected=R)\n", "SVG(psc.rows2svgtable(m.E, selected_rows=S))\n", "\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n X0 X1 X2 X3 \n", "text/plain": [ "" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "S = [j for j, e in enumerate(m.E) if m.x[e].value > 0]\n", "svg = psc.matchings2svg(matchings, selected=S)\n", "SVG(data=svg)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n \n", "text/plain": [ "" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "\n", "svg = psc.rows2svgtable(matchings, selected_rows=S)\n", "SVG(data=svg)\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[['x^{1}_{1}', 'y_{1}^{1}', 'z_{1}^{1}'],\n", " ['¬x^{1}_{1}', 'y_{1}^{1}', 'z_{1}^{1}'],\n", " ['x^{2}_{1}', 'y_{1}^{2}', 'z_{1}^{2}'],\n", " ['¬x^{2}_{1}', 'y_{1}^{0}', 'z_{1}^{2}'],\n", " ['x^{1}_{2}', 'y_{2}^{1}', 'z_{2}^{1}'],\n", " ['¬x^{1}_{2}', 'y_{2}^{1}', 'z_{2}^{1}'],\n", " ['x^{2}_{2}', 'y_{2}^{2}', 'z_{2}^{2}'],\n", " ['¬x^{2}_{2}', 'y_{2}^{0}', 'z_{2}^{2}'],\n", " ['x^{1}_{3}', 'y_{3}^{1}', 'z_{3}^{1}'],\n", " ['¬x^{1}_{3}', 'y_{3}^{1}', 'z_{3}^{1}'],\n", " ['x^{2}_{3}', 'y_{3}^{2}', 'z_{3}^{2}'],\n", " ['¬x^{2}_{3}', 'y_{3}^{0}', 'z_{3}^{2}'],\n", " ['x^{1}_{1}', 'y_{c0}', 'z_{c0}'],\n", " ['x^{1}_{1}', 'y^{g0}_{0}', 'z^{g0}_{0}'],\n", " ['¬x^{1}_{1}', 'y^{g0}_{0}', 'z^{g0}_{0}'],\n", " ['x^{1}_{1}', 'y^{g0}_{1}', 'z^{g0}_{1}'],\n", " ['¬x^{1}_{1}', 'y^{g0}_{1}', 'z^{g0}_{1}'],\n", " ['x^{1}_{2}', 'y_{c0}', 'z_{c0}'],\n", " ['x^{1}_{2}', 'y^{g0}_{0}', 'z^{g0}_{0}'],\n", " ['¬x^{1}_{2}', 'y^{g0}_{0}', 'z^{g0}_{0}'],\n", " ['x^{1}_{2}', 'y^{g0}_{1}', 'z^{g0}_{1}'],\n", " ['¬x^{1}_{2}', 'y^{g0}_{1}', 'z^{g0}_{1}'],\n", " ['x^{1}_{3}', 'y_{c0}', 'z_{c0}'],\n", " ['x^{1}_{3}', 'y^{g0}_{0}', 'z^{g0}_{0}'],\n", " ['¬x^{1}_{3}', 'y^{g0}_{0}', 'z^{g0}_{0}'],\n", " ['x^{1}_{3}', 'y^{g0}_{1}', 'z^{g0}_{1}'],\n", " ['¬x^{1}_{3}', 'y^{g0}_{1}', 'z^{g0}_{1}'],\n", " ['¬x^{2}_{1}', 'y_{c1}', 'z_{c1}'],\n", " ['¬x^{2}_{1}', 'y^{g1}_{0}', 'z^{g1}_{0}'],\n", " ['x^{2}_{1}', 'y^{g1}_{0}', 'z^{g1}_{0}'],\n", " ['¬x^{2}_{1}', 'y^{g1}_{1}', 'z^{g1}_{1}'],\n", " ['x^{2}_{1}', 'y^{g1}_{1}', 'z^{g1}_{1}'],\n", " ['¬x^{2}_{2}', 'y_{c1}', 'z_{c1}'],\n", " ['¬x^{2}_{2}', 'y^{g1}_{0}', 'z^{g1}_{0}'],\n", " ['x^{2}_{2}', 'y^{g1}_{0}', 'z^{g1}_{0}'],\n", " ['¬x^{2}_{2}', 'y^{g1}_{1}', 'z^{g1}_{1}'],\n", " ['x^{2}_{2}', 'y^{g1}_{1}', 'z^{g1}_{1}'],\n", " ['¬x^{2}_{3}', 'y_{c1}', 'z_{c1}'],\n", " ['¬x^{2}_{3}', 'y^{g1}_{0}', 'z^{g1}_{0}'],\n", " ['x^{2}_{3}', 'y^{g1}_{0}', 'z^{g1}_{0}'],\n", " ['¬x^{2}_{3}', 'y^{g1}_{1}', 'z^{g1}_{1}'],\n", " ['x^{2}_{3}', 'y^{g1}_{1}', 'z^{g1}_{1}']]" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "matchings\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "def matchsol2cnfsol(m):\n", " '''\n", " Конвертируем ЦЛП-решение для matchings в присваивания для CNF\n", " '''\n", " import re\n", " cnfsol = {}\n", " re_ = re.compile(r\"(?P¬)?x\\^\\{\\d+\\}\\_\\{(?P\\d+)\\}\")\n", " \n", " for e in m.E:\n", " if m.x[e].value > 0:\n", " if 'c' in e[2]:\n", " rm = re_.match(e[0])\n", " assert rm, e[0]\n", " varn = int(rm.group(\"varn\"))\n", " val = 1\n", " if rm.group(\"neg\"):\n", " val = 0\n", " assert varn not in cnfsol or val == cnfsol[varn], (e, cnfsol[varn])\n", " cnfsol[varn] = val\n", " return cnfsol " ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[[2, 1, -3], [-2, 1, 1]]" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "cnf.clauses" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# ==========================================================\n", "# = Solver Results =\n", "# ==========================================================\n", "# ----------------------------------------------------------\n", "# Problem Information\n", "# ----------------------------------------------------------\n", "Problem: \n", "- Name: unknown\n", " Lower bound: 12.0\n", " Upper bound: 12.0\n", " Number of objectives: 1\n", " Number of constraints: 24\n", " Number of variables: 42\n", " Number of binary variables: 42\n", " Number of integer variables: 42\n", " Number of nonzeros: 42\n", " Sense: maximize\n", "# ----------------------------------------------------------\n", "# Solver Information\n", "# ----------------------------------------------------------\n", "Solver: \n", "- Status: ok\n", " User time: -1.0\n", " System time: 0.0\n", " Wallclock time: 0.01\n", " Termination condition: optimal\n", " Termination message: Model was solved to optimality (subject to tolerances), and an optimal solution is available.\n", " Statistics: \n", " Branch and bound: \n", " Number of bounded subproblems: 0\n", " Number of created subproblems: 0\n", " Black box: \n", " Number of iterations: 0\n", " Error rc: 0\n", " Time: 0.04284524917602539\n", "# ----------------------------------------------------------\n", "# Solution Information\n", "# ----------------------------------------------------------\n", "Solution: \n", "- number of solutions: 0\n", " number of solutions displayed: 0\n", "x[¬x^{1}_{1},y_{1}^{0},z_{1}^{1}] 1.0\n", "x[x^{1}_{2},y_{2}^{1},z_{2}^{1}] 1.0\n", "x[x^{1}_{3},y_{3}^{1},z_{3}^{1}] 1.0\n", "x[x^{1}_{4},y_{4}^{1},z_{4}^{1}] 1.0\n", "x[¬x^{2}_{4},y_{4}^{0},z_{4}^{2}] 1.0\n", "x[¬x^{1}_{5},y_{5}^{0},z_{5}^{1}] 1.0\n", "x[¬x^{1}_{2},y_{c0},z_{c0}] 1.0\n", "x[¬x^{1}_{4},y^{g0}_{0},z^{g0}_{0}] 1.0\n", "x[x^{1}_{1},y^{g0}_{1},z^{g0}_{1}] 1.0\n", "x[x^{2}_{4},y_{c1},z_{c1}] 1.0\n", "x[¬x^{1}_{3},y^{g1}_{1},z^{g1}_{1}] 1.0\n", "x[x^{1}_{5},y^{g1}_{0},z^{g1}_{0}] 1.0\n" ] } ], "source": [ "matchings = sat323dm(cnf)\n", "m = get_model(matchings)\n", "solver.solve(m).write()\n", "print_solution(m)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": "\n \n \n X0 X1 X2 X3 \n", "text/plain": [ "" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "SVG(psc.matchings2svg(variable23dm(cnf, 1)))" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x[¬x^{1}_{1},y_{1}^{0},z_{1}^{1}] 1.0\n", "x[x^{1}_{2},y_{2}^{1},z_{2}^{1}] 1.0\n", "x[x^{1}_{3},y_{3}^{1},z_{3}^{1}] 1.0\n", "x[x^{1}_{4},y_{4}^{1},z_{4}^{1}] 1.0\n", "x[¬x^{2}_{4},y_{4}^{0},z_{4}^{2}] 1.0\n", "x[¬x^{1}_{5},y_{5}^{0},z_{5}^{1}] 1.0\n", "x[¬x^{1}_{2},y_{c0},z_{c0}] 1.0\n", "x[¬x^{1}_{4},y^{g0}_{0},z^{g0}_{0}] 1.0\n", "x[x^{1}_{1},y^{g0}_{1},z^{g0}_{1}] 1.0\n", "x[x^{2}_{4},y_{c1},z_{c1}] 1.0\n", "x[¬x^{1}_{3},y^{g1}_{1},z^{g1}_{1}] 1.0\n", "x[x^{1}_{5},y^{g1}_{0},z^{g1}_{0}] 1.0\n" ] } ], "source": [ "print_solution(m)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{2: 0, 4: 1}" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "\n", "matchsol2cnfsol(m)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "def solve_cnf_by_3dm(cnf):\n", " matchings = sat323dm(cnf)\n", " m = get_model(matchings)\n", " solver.solve(m) \n", " sol = matchsol2cnfsol(m)\n", " return sol " ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "([[-3, -6, -2],\n", " [-3, 7, 1],\n", " [8, -3, 1],\n", " [5, 2, -1],\n", " [-2, 3, 7],\n", " [-3, -7, 1],\n", " [-5, -8, -2],\n", " [3, -4, 7],\n", " [-1, 1, 2],\n", " [3, 1, 6],\n", " [-1, 6, 3],\n", " [-1, 6, 5],\n", " [4, -1, -8],\n", " [4, -2, 5],\n", " [-1, 7, 8],\n", " [-5, -2, -1]],\n", " {3: 0, 7: 1, 1: 0, 8: 0, 2: 1, 6: 1, 4: 1, 5: 0})" ] }, "execution_count": 0, "metadata": { }, "output_type": "execute_result" } ], "source": [ "cnf = CNF(from_clauses=psc.rand3cnf(16, 9))\n", "cnf.clauses, solve_cnf_by_3dm(cnf)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ ] } ], "metadata": { "colab": { "collapsed_sections": [ ], "name": "02.02-Linear-Blending-Problem.ipynb", "provenance": [ ], "version": "0.3.2" }, "kernelspec": { "argv": [ "/usr/bin/python3", "-m", "ipykernel_launcher", "-f", "{connection_file}" ], "display_name": "Python 3 (ipykernel)", "env": { }, "language": "python", "metadata": { "debugger": false }, "name": "python3", "resource_dir": "/usr/share/jupyter/kernels/python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }