submission_cost.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using CSV, DataFrames, Distances, Formatting, Plots, BenchmarkTools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "cities = CSV.read(\"cities_p.csv\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mutable struct Score\n",
    "    value :: Float64\n",
    "    dist_path :: Vector{Float64}\n",
    "    scaled_dist_path ::  Vector{Float64}\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mutable struct Cities\n",
    "    xy :: Array{Float64,2}\n",
    "    nprimes :: Vector{Float64}\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "get_score (generic function with 1 method)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function get_score(cities, subm_path)\n",
    "    all_ids = cities[:CityId]\n",
    "    all_x = cities[:X]\n",
    "    all_y = cities[:Y]\n",
    "\n",
    "    incs = 0\n",
    "    score = 0.0\n",
    "    pimp = 0.0\n",
    "    for i in 1:length(subm_path)-1\n",
    "        c_idx = subm_path[i]+1\n",
    "        n_idx = subm_path[i+1]+1\n",
    "        p1 = [all_x[c_idx],all_y[c_idx]]\n",
    "        p2 = [all_x[n_idx],all_y[n_idx]]\n",
    "        stepSize = euclidean(p1,p2)\n",
    "        if i % 10 == 0 && !cities[:primes][subm_path[i]+1]\n",
    "            pimp += 0.1*stepSize\n",
    "            stepSize *= 1.1\n",
    "            incs += 1\n",
    "        end\n",
    "        # print(stepSize)\n",
    "        score += stepSize\n",
    "    end\n",
    "    return score, incs, pimp\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "calc_score (generic function with 1 method)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function calc_score(cities, list_path, tenth)\n",
    "    @views xy_cities = cities.xy\n",
    "    len_path     = length(list_path)\n",
    "    # Calc Distance\n",
    "    @views xy_path   = xy_cities[list_path,:]\n",
    "    @views @inbounds dist_path = sqrt.(sum((xy_path[1:end-1,:] .- xy_path[2:end,:]).^2; dims=2))[:,1]\n",
    "    \n",
    "    # List of Primes 0 to (len_path-1)\n",
    "    # Flag array, is path's from-city number non-prime?\n",
    "    @views is_path_from_non_prime   = cities.nprimes[list_path][1:end-1]   \n",
    "    # If both flags are true, *1.1, else * 1.0\n",
    "    extra = dist_path .* 0.1 .* is_path_from_non_prime .* tenth\n",
    "    return sum(dist_path)+sum(extra), dist_path, extra\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "combine_submissions (generic function with 1 method)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function combine_submissions(fn_names, indices)\n",
    "    paths = Vector{Vector{Int}}(undef, length(fn_names))\n",
    "    for i=1:length(fn_names)\n",
    "        temp_df = CSV.read(\"submissions/\"*fn_names[i]*\".csv\");\n",
    "        paths[i] = temp_df[:Path];\n",
    "    end\n",
    "    subm_path = paths[1]\n",
    "    for i = 2:length(indices)-1\n",
    "       println(\"i: \", i,\" from: \", indices[i]+1, \" to: \", indices[i+1])\n",
    "       subm_path[indices[i]+1:indices[i+1]] = paths[i][indices[i]+1:indices[i+1]]\n",
    "    end\n",
    "    return subm_path\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.024082 seconds (18 allocations: 4.904 MiB, 14.45% gc time)\n",
      "197770\n",
      "  0.013198 seconds (43 allocations: 12.638 MiB, 42.10% gc time)\n",
      "Normal distance: 1,504,825.37\n",
      "Extra: 13,654.31\n",
      "Extra #: 17,982\n",
      "Tenth #: 19,776\n",
      "Zero Extras #: 1,794\n",
      "Primes #: 17,802\n",
      "Max 5 extra costs: [12.0682, 10.3171, 9.93805, 8.99172, 8.94273]\n",
      "at indexes: [160940, 161280, 35880, 140100, 29350]\n",
      "Score: 1,518,479.69\n",
      "Distance to 1: 4730.869459831156\n",
      "Distance to Gold: 3786.289459831314\n",
      "Distance to current: 3238.0794598311186\n",
      "Distance to concorde week reversed: 1742.409459831193\n"
     ]
    }
   ],
   "source": [
    "cities_csv = CSV.read(\"cities_p.csv\");\n",
    "# subm_path = combine_submissions([\"LKH_2_4_2_3.5_MIP2_s125\",\"LKH_2_4_2_3.5_MIP1_s80125\", \"LKH_2_4_2_3.5_MIP2_95125\"],\n",
    "#                                      [1,80125,95125,197769])\n",
    "temp_df = CSV.read(\"submissions/5min_concorde.csv\");\n",
    "# temp_df = CSV.read(\"submissions/5opt_n30_cw.csv\");\n",
    "subm_path = temp_df[:Path];\n",
    "@time begin\n",
    "    test_sp = sort(subm_path)\n",
    "    @assert test_sp[2:end] == collect(0:197768)\n",
    "end\n",
    "# df = DataFrame(Path=subm_path)\n",
    "# CSV.write(\"submissions/best_combined.csv\", df);\n",
    "tenth = [(i % 10) == 0 for i in 1:length(subm_path)-1]\n",
    "subm_path .+= 1\n",
    "xy_cities   = zeros(size(cities_csv)[1],2)\n",
    "xy_cities[:,1] = cities_csv[:X] \n",
    "xy_cities[:,2] = cities_csv[:Y]\n",
    "cities = Cities(xy_cities, cities_csv[:nprime])\n",
    "println(length(subm_path))\n",
    "@time score, normal_dist, extra = calc_score(cities, subm_path, tenth)\n",
    "println(\"Normal distance: \", format( sum(normal_dist), commas=true, precision=2))\n",
    "println(\"Extra: \", format( sum(extra), commas=true, precision=2))\n",
    "println(\"Extra #: \", format( length(extra[extra .> 0.]), commas=true, precision=2))\n",
    "println(\"Tenth #: \", format( length(tenth[tenth .== 1]), commas=true, precision=2))\n",
    "println(\"Zero Extras #: \", format( length(tenth[tenth .== 1])-length(extra[extra .> 0.]), commas=true, precision=2))\n",
    "println(\"Primes #: \", format( length(cities_csv[:nprime][cities_csv[:nprime] .== false]), commas=true, precision=2))\n",
    "max_5_extra = partialsortperm(extra, 1:5; rev=true)\n",
    "println(\"Max 5 extra costs: \", extra[max_5_extra])\n",
    "println(\"at indexes: \", max_5_extra)\n",
    "formatted_score = format( score, commas=true, precision=2)\n",
    "println(\"Score: \", formatted_score)\n",
    "println(\"Distance to 1: \", score-1513748.82)\n",
    "println(\"Distance to Gold: \", score-1514693.40)\n",
    "println(\"Distance to current: \", score-1515241.61)\n",
    "println(\"Distance to concorde week reversed: \", score-1516737.28)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr()\n",
    "bins = collect(LinRange(0.1,2.2,22))\n",
    "histogram(extra, label=\"Weighted histogram\", bins=bins, weights=extra)\n",
    "# png(\"histo_weighted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "gr()\n",
    "s, e = 10, 197769\n",
    "bar(s:10:e,extra[s:10:e], label=\"\")\n",
    "png(\"images/extras_distributed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
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      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr()\n",
    "step_size = 1000\n",
    "x = s:step_size:e-step_size\n",
    "y = [sum(extra[i:i+step_size] .> 0) for i in x]\n",
    "bar(x,y, label=\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17983.0\n",
      "width: 1275\n",
      "k: 1\n"
     ]
    }
   ],
   "source": [
    "function plot_one_k(k, step_length)\n",
    "#    plot!(cities_csv[:X][prime_idx], cities_csv[:Y][prime_idx], markersize=4, markerstrokewidth=0, seriestype=:scatter,\n",
    "#         size = (width, height), label=\"\", color=:orange, axis=false)\n",
    "    red_tenth_x = Plots.Segments()\n",
    "    red_tenth_y = Plots.Segments()             \n",
    "    green_tenth_x = Plots.Segments()\n",
    "    green_tenth_y = Plots.Segments()   \n",
    "    normal_x = Plots.Segments()\n",
    "    normal_y = Plots.Segments()  \n",
    "    for i=k:k+step_length\n",
    "        if i+1 > length(subm_path)\n",
    "            break\n",
    "        end\n",
    "        if tenth_and_noprime[i] == 1\n",
    "           push!(red_tenth_x, cities_csv[:X][subm_path[i:i+1]])\n",
    "           push!(red_tenth_y, cities_csv[:Y][subm_path[i:i+1]])\n",
    "        elseif tenth_full[i]\n",
    "           push!(green_tenth_x, cities_csv[:X][subm_path[i:i+1]])\n",
    "           push!(green_tenth_y, cities_csv[:Y][subm_path[i:i+1]])               \n",
    "        else\n",
    "            push!(normal_x, cities_csv[:X][subm_path[i:i+1]])\n",
    "            push!(normal_y, cities_csv[:Y][subm_path[i:i+1]]) \n",
    "        end\n",
    "    end\n",
    "    \n",
    "#     for i=k:10:k+step_length\n",
    "#         if i+9 > length(subm_path)\n",
    "#             break\n",
    "#         end\n",
    "#        push!(normal_x, cities_csv[:X][subm_path[i:i+9]])\n",
    "#        push!(normal_y, cities_csv[:Y][subm_path[i:i+9]])                           \n",
    "#     end\n",
    "    plot!(normal_x.pts, normal_y.pts, linewidth=1, \n",
    "          seriestype=:path,size = (width, height), color = :blue, label=\"\", axis=false, \n",
    "          legend=false, colorbar=false)\n",
    "    plot!(red_tenth_x.pts, red_tenth_y.pts, linewidth=4, \n",
    "          seriestype=:path,size = (width, height), color = :red, label=\"\", axis=false, \n",
    "          legend=false, colorbar=false)\n",
    "    plot!(green_tenth_x.pts, green_tenth_y.pts, linewidth=4, \n",
    "          seriestype=:path,size = (width, height), color = :green, label=\"\", axis=false, \n",
    "          legend=false, colorbar=false)\n",
    "    savefig(\"latest_\"*string(k)*\".png\")\n",
    "    println(\"k: \", k) \n",
    "end\n",
    "\n",
    "counter = 1\n",
    "ccolor = 1\n",
    "tenth_full = [(i % 10) == 0 for i in 1:length(subm_path)]\n",
    "tenth_and_noprime = cities.nprimes[subm_path] .* tenth_full\n",
    "println(sum(tenth_and_noprime))\n",
    "\n",
    "gr()\n",
    "prime_idx = findall(cities_csv[:prime] .== true);\n",
    "width = convert(Int,5100/4)\n",
    "height = convert(Int,3400/4)\n",
    "println(\"width: \", width)\n",
    "width = 1920\n",
    "height = 1080\n",
    "\n",
    "# anim = Animation()\n",
    "plot(cities_csv[:X][prime_idx], cities_csv[:Y][prime_idx], markersize=1, seriestype=:scatter,\n",
    "    size = (width, height), label=\"\", color=:orange, axis=false)\n",
    "plot_one_k(1,length(subm_path))\n",
    "#=\n",
    "        frame(anim)\n",
    "step_length = 20\n",
    "for k = 1:step_length:10000 # step_length:length(subm_path)\n",
    "    plot_one_k(k,step_length)\n",
    "    frame(anim)\n",
    "end\n",
    "step_length = 100\n",
    "for k = 10000:step_length:50000 # step_length:length(subm_path)\n",
    "    plot_one_k(k,step_length)\n",
    "    frame(anim)\n",
    "end\n",
    "step_length = 1000\n",
    "for k = 50000:step_length:length(subm_path) # step_length:length(subm_path)\n",
    "    plot_one_k(k,step_length)\n",
    "    frame(anim)\n",
    "end\n",
    "println(\"Finished with anim\")\n",
    "for i = 1:100\n",
    "    plot!()\n",
    "    frame(anim)\n",
    "end   \n",
    "println(\"Finished with five extra seconds\")\n",
    "\n",
    "\n",
    "mp4(anim, \"path_prime_20.mp4\", fps = 20)\n",
    "        =#\n"
   ]
  }
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