multiset2sum.ipynb

{
 "metadata": {
  "name": "",
  "signature": "sha256:fd5cd4041d502050d8f10a64e0b01fe1c411c8cdede110eb04b91cb51804be99"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#prerequisites:\n",
      "#python\n",
      "#ipython\n",
      "#networkx\n",
      "#graphviz\n",
      "#pygraphviz\n",
      "from collections import Counter\n",
      "import networkx as nx"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Couldn't import dot_parser, loading of dot files will not be possible.\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def multiset2sum(bset,tsum,cycles=1):\n",
      "    G=nx.DiGraph()  #acyclic directed graph to keep track of visited nodes\n",
      "    root=(0,0,0)  #value,level,sum\n",
      "    G.add_node(root,done=0) #done if not is visited and branched\n",
      "    paths=0  #number of paths that sum up to tsum\n",
      "    sets=set() #all paths explored\n",
      "    while paths<cycles and len(list(n for n in G.nodes(data=True) if n[1]['done']==0))>0:\n",
      "        for nd in [n for n,d in G.out_degree_iter() if d==0 and G.node[n]['done']==0]:\n",
      "            pathsfine=True\n",
      "            for p in list(nx.all_simple_paths(G,source=root,target=nd)):\n",
      "                pathsfine=True\n",
      "                pth=zip(*p)[0]  #extract all elements from path for data mungling\n",
      "                pthc=tuple(Counter(sorted(pth)).iteritems())  #immutable count for each element in path\n",
      "                if (not pthc in sets) and (nd[2]<=tsum):\n",
      "                    sets.add(pthc)  #new path added to set of explored paths\n",
      "                else:\n",
      "                    pathsfine=False  #this path is bad, remove it\n",
      "                    G.remove_edge(p[-2],nd)\n",
      "                    for ndi in reversed(p): #backtrack until meets a branch\n",
      "                        nbrs=G.predecessors(ndi)+G.successors(ndi)                       \n",
      "                        if len(nbrs)<=1:\n",
      "                            G.remove_node(ndi)    \n",
      "                        else:\n",
      "                            break\n",
      "                    break\n",
      "            if not pathsfine: continue\n",
      "            if nd[2]==tsum: #path is complete, no children\n",
      "                paths+=1\n",
      "                G.node[nd]['done']=1\n",
      "                continue\n",
      "            for it1 in bset: #branching here\n",
      "                newnode=(it1,nd[1]+1,nd[2]+it1)\n",
      "                G.add_node(newnode,done=0)\n",
      "                G.add_edge(nd,newnode)\n",
      "            G.node[nd]['done']=1\n",
      "    return G,sets"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G,sets=multiset2sum([11,12,13],100,1000)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "import matplotlib.pyplot as plt\n",
      "%config InlineBackend.figure_format='png'\n",
      "plt.figure(figsize=(16,32))\n",
      "pos=nx.graphviz_layout(G)\n",
      "nx.draw(G,pos,data=True)\n",
      "#nx.draw_networkx_nodes(G,pos)\n",
      "nx.draw_networkx_labels(G,pos,data=True);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAABLcAAAkhCAYAAAC+EAyQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWwAAAABkiVsAAAAAZP0DVfBPtmSH6wkAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x5e9bb50>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G.nodes(data=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "[((12, 3, 34), {'done': 1}),\n",
        " ((13, 4, 47), {'done': 1}),\n",
        " ((11, 7, 88), {'done': 1}),\n",
        " ((12, 6, 73), {'done': 1}),\n",
        " ((11, 2, 22), {'done': 1}),\n",
        " ((12, 6, 75), {'done': 1}),\n",
        " ((12, 6, 77), {'done': 1}),\n",
        " ((12, 4, 45), {'done': 1}),\n",
        " ((11, 5, 57), {'done': 1}),\n",
        " ((13, 7, 89), {'done': 1}),\n",
        " ((12, 6, 67), {'done': 1}),\n",
        " ((12, 5, 57), {'done': 1}),\n",
        " ((11, 5, 61), {'done': 1}),\n",
        " ((12, 5, 59), {'done': 1}),\n",
        " ((11, 8, 88), {'done': 1}),\n",
        " ((12, 2, 25), {'done': 1}),\n",
        " ((11, 6, 76), {'done': 1}),\n",
        " ((11, 4, 50), {'done': 1}),\n",
        " ((12, 5, 61), {'done': 1}),\n",
        " ((13, 3, 39), {'done': 1}),\n",
        " ((13, 5, 65), {'done': 1}),\n",
        " ((11, 6, 74), {'done': 1}),\n",
        " ((13, 5, 59), {'done': 1}),\n",
        " ((11, 4, 44), {'done': 1}),\n",
        " ((12, 5, 63), {'done': 1}),\n",
        " ((13, 3, 37), {'done': 1}),\n",
        " ((11, 5, 55), {'done': 1}),\n",
        " ((12, 8, 91), {'done': 1}),\n",
        " ((11, 6, 72), {'done': 1}),\n",
        " ((12, 2, 23), {'done': 1}),\n",
        " ((13, 5, 63), {'done': 1}),\n",
        " ((11, 6, 70), {'done': 1}),\n",
        " ((13, 2, 26), {'done': 1}),\n",
        " ((11, 6, 68), {'done': 1}),\n",
        " ((13, 4, 52), {'done': 1}),\n",
        " ((11, 6, 66), {'done': 1}),\n",
        " ((13, 7, 79), {'done': 1}),\n",
        " ((11, 8, 90), {'done': 1}),\n",
        " ((12, 8, 100), {'done': 1}),\n",
        " ((12, 3, 35), {'done': 1}),\n",
        " ((13, 4, 46), {'done': 1}),\n",
        " ((12, 9, 100), {'done': 1}),\n",
        " ((12, 1, 12), {'done': 1}),\n",
        " ((12, 6, 76), {'done': 1}),\n",
        " ((11, 7, 77), {'done': 1}),\n",
        " ((12, 7, 79), {'done': 1}),\n",
        " ((13, 1, 13), {'done': 1}),\n",
        " ((11, 4, 49), {'done': 1}),\n",
        " ((12, 2, 24), {'done': 1}),\n",
        " ((13, 3, 38), {'done': 1}),\n",
        " ((13, 5, 64), {'done': 1}),\n",
        " ((12, 4, 51), {'done': 1}),\n",
        " ((11, 1, 11), {'done': 1}),\n",
        " ((11, 3, 33), {'done': 1}),\n",
        " ((0, 0, 0), {'done': 1}),\n",
        " ((11, 2, 24), {'done': 1})]"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ll=[]\n",
      "for it in sets:\n",
      "    l=list(it)\n",
      "    ll.append((sum(a*b for a,b in l), l))\n",
      "for l in sorted(ll,key=lambda x: x[0], reverse=True):\n",
      "    print l"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(100, [(0, 1), (11, 8), (12, 1)])\n",
        "(100, [(0, 1), (11, 2), (13, 6)])\n",
        "(100, [(0, 1), (11, 1), (12, 2), (13, 5)])\n",
        "(99, [(0, 1), (11, 2), (12, 1), (13, 5)])\n",
        "(99, [(0, 1), (11, 9)])\n",
        "(98, [(0, 1), (11, 1), (12, 4), (13, 3)])\n",
        "(98, [(0, 1), (11, 3), (13, 5)])\n",
        "(98, [(0, 1), (11, 2), (12, 2), (13, 4)])\n",
        "(97, [(0, 1), (11, 2), (12, 3), (13, 3)])\n",
        "(97, [(0, 1), (11, 3), (12, 1), (13, 4)])\n",
        "(96, [(0, 1), (11, 4), (13, 4)])\n",
        "(96, [(0, 1), (11, 3), (12, 2), (13, 3)])\n",
        "(95, [(0, 1), (11, 3), (12, 3), (13, 2)])\n",
        "(95, [(0, 1), (11, 4), (12, 1), (13, 3)])\n",
        "(94, [(0, 1), (11, 5), (13, 3)])\n",
        "(94, [(0, 1), (11, 4), (12, 2), (13, 2)])\n",
        "(93, [(0, 1), (11, 4), (12, 3), (13, 1)])\n",
        "(93, [(0, 1), (11, 5), (12, 1), (13, 2)])\n",
        "(92, [(0, 1), (11, 5), (12, 2), (13, 1)])\n",
        "(92, [(0, 1), (11, 4), (12, 4)])\n",
        "(92, [(0, 1), (11, 6), (13, 2)])\n",
        "(91, [(0, 1), (13, 7)])\n",
        "(91, [(0, 1), (11, 5), (12, 3)])\n",
        "(91, [(0, 1), (11, 6), (12, 1), (13, 1)])\n",
        "(90, [(0, 1), (11, 6), (12, 2)])\n",
        "(90, [(0, 1), (12, 1), (13, 6)])\n",
        "(90, [(0, 1), (11, 7), (13, 1)])\n",
        "(89, [(0, 1), (12, 2), (13, 5)])\n",
        "(89, [(0, 1), (11, 1), (13, 6)])\n",
        "(89, [(0, 1), (11, 7), (12, 1)])\n",
        "(88, [(0, 1), (11, 1), (12, 1), (13, 5)])\n",
        "(88, [(0, 1), (11, 8)])\n",
        "(87, [(0, 1), (11, 1), (12, 2), (13, 4)])\n",
        "(87, [(0, 1), (11, 2), (13, 5)])\n",
        "(86, [(0, 1), (11, 2), (12, 1), (13, 4)])\n",
        "(86, [(0, 1), (11, 1), (12, 3), (13, 3)])\n",
        "(85, [(0, 1), (11, 2), (12, 2), (13, 3)])\n",
        "(85, [(0, 1), (11, 3), (13, 4)])\n",
        "(84, [(0, 1), (11, 3), (12, 1), (13, 3)])\n",
        "(84, [(0, 1), (11, 2), (12, 3), (13, 2)])\n",
        "(83, [(0, 1), (11, 4), (13, 3)])\n",
        "(83, [(0, 1), (11, 3), (12, 2), (13, 2)])\n",
        "(82, [(0, 1), (11, 3), (12, 3), (13, 1)])\n",
        "(82, [(0, 1), (11, 4), (12, 1), (13, 2)])\n",
        "(81, [(0, 1), (11, 5), (13, 2)])\n",
        "(81, [(0, 1), (11, 4), (12, 2), (13, 1)])\n",
        "(80, [(0, 1), (11, 4), (12, 3)])\n",
        "(80, [(0, 1), (11, 5), (12, 1), (13, 1)])\n",
        "(79, [(0, 1), (11, 6), (13, 1)])\n",
        "(79, [(0, 1), (11, 5), (12, 2)])\n",
        "(78, [(0, 1), (13, 6)])\n",
        "(78, [(0, 1), (11, 6), (12, 1)])\n",
        "(77, [(0, 1), (11, 7)])\n",
        "(77, [(0, 1), (12, 1), (13, 5)])\n",
        "(76, [(0, 1), (11, 1), (13, 5)])\n",
        "(76, [(0, 1), (12, 2), (13, 4)])\n",
        "(75, [(0, 1), (12, 3), (13, 3)])\n",
        "(75, [(0, 1), (11, 1), (12, 1), (13, 4)])\n",
        "(74, [(0, 1), (11, 2), (13, 4)])\n",
        "(74, [(0, 1), (11, 1), (12, 2), (13, 3)])\n",
        "(73, [(0, 1), (11, 2), (12, 1), (13, 3)])\n",
        "(73, [(0, 1), (11, 1), (12, 3), (13, 2)])\n",
        "(72, [(0, 1), (11, 3), (13, 3)])\n",
        "(72, [(0, 1), (11, 2), (12, 2), (13, 2)])\n",
        "(71, [(0, 1), (11, 3), (12, 1), (13, 2)])\n",
        "(70, [(0, 1), (11, 4), (13, 2)])\n",
        "(70, [(0, 1), (11, 3), (12, 2), (13, 1)])\n",
        "(69, [(0, 1), (11, 4), (12, 1), (13, 1)])\n",
        "(69, [(0, 1), (11, 3), (12, 3)])\n",
        "(68, [(0, 1), (11, 5), (13, 1)])\n",
        "(68, [(0, 1), (11, 4), (12, 2)])\n",
        "(67, [(0, 1), (11, 5), (12, 1)])\n",
        "(66, [(0, 1), (11, 6)])\n",
        "(65, [(0, 1), (13, 5)])\n",
        "(64, [(0, 1), (12, 1), (13, 4)])\n",
        "(63, [(0, 1), (12, 2), (13, 3)])\n",
        "(63, [(0, 1), (11, 1), (13, 4)])\n",
        "(62, [(0, 1), (11, 1), (12, 1), (13, 3)])\n",
        "(61, [(0, 1), (11, 1), (12, 2), (13, 2)])\n",
        "(61, [(0, 1), (11, 2), (13, 3)])\n",
        "(60, [(0, 1), (11, 1), (12, 3), (13, 1)])\n",
        "(60, [(0, 1), (11, 2), (12, 1), (13, 2)])\n",
        "(59, [(0, 1), (11, 3), (13, 2)])\n",
        "(59, [(0, 1), (11, 2), (12, 2), (13, 1)])\n",
        "(58, [(0, 1), (11, 3), (12, 1), (13, 1)])\n",
        "(57, [(0, 1), (11, 4), (13, 1)])\n",
        "(57, [(0, 1), (11, 3), (12, 2)])\n",
        "(56, [(0, 1), (11, 4), (12, 1)])\n",
        "(55, [(0, 1), (11, 5)])\n",
        "(52, [(0, 1), (13, 4)])\n",
        "(51, [(0, 1), (12, 1), (13, 3)])\n",
        "(50, [(0, 1), (12, 2), (13, 2)])\n",
        "(50, [(0, 1), (11, 1), (13, 3)])\n",
        "(49, [(0, 1), (11, 1), (12, 1), (13, 2)])\n",
        "(49, [(0, 1), (12, 3), (13, 1)])\n",
        "(48, [(0, 1), (11, 1), (12, 2), (13, 1)])\n",
        "(48, [(0, 1), (11, 2), (13, 2)])\n",
        "(47, [(0, 1), (11, 2), (12, 1), (13, 1)])\n",
        "(47, [(0, 1), (11, 1), (12, 3)])\n",
        "(46, [(0, 1), (11, 2), (12, 2)])\n",
        "(46, [(0, 1), (11, 3), (13, 1)])\n",
        "(45, [(0, 1), (11, 3), (12, 1)])\n",
        "(44, [(0, 1), (11, 4)])\n",
        "(39, [(0, 1), (13, 3)])\n",
        "(38, [(0, 1), (12, 1), (13, 2)])\n",
        "(37, [(0, 1), (11, 1), (13, 2)])\n",
        "(37, [(0, 1), (12, 2), (13, 1)])\n",
        "(36, [(0, 1), (11, 1), (12, 1), (13, 1)])\n",
        "(36, [(0, 1), (12, 3)])\n",
        "(35, [(0, 1), (11, 1), (12, 2)])\n",
        "(35, [(0, 1), (11, 2), (13, 1)])\n",
        "(34, [(0, 1), (11, 2), (12, 1)])\n",
        "(33, [(0, 1), (11, 3)])\n",
        "(26, [(0, 1), (13, 2)])\n",
        "(25, [(0, 1), (12, 1), (13, 1)])\n",
        "(24, [(0, 1), (11, 1), (13, 1)])\n",
        "(24, [(0, 1), (12, 2)])\n",
        "(23, [(0, 1), (11, 1), (12, 1)])\n",
        "(22, [(0, 1), (11, 2)])\n",
        "(13, [(0, 1), (13, 1)])\n",
        "(12, [(0, 1), (12, 1)])\n",
        "(11, [(0, 1), (11, 1)])\n"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    }
   ],
   "metadata": {}
  }
 ]
}