From 6011c99cb8e1c2d48db6c5067b37fe60f155e69a Mon Sep 17 00:00:00 2001 From: Francesc Verdugo Date: Wed, 13 Sep 2023 11:27:55 +0200 Subject: [PATCH] More work on TSP --- notebooks/tsp.ipynb | 454 +------------------------------------------- 1 file changed, 9 insertions(+), 445 deletions(-) diff --git a/notebooks/tsp.ipynb b/notebooks/tsp.ipynb index 7f6489b..9adb799 100644 --- a/notebooks/tsp.ipynb +++ b/notebooks/tsp.ipynb @@ -277,7 +277,7 @@ } }, "cell_type": "markdown", - "id": "53c102ea", + "id": "bc74f262", "metadata": {}, "source": [ "
\n", @@ -296,7 +296,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "e6125bab", + "id": "0fdba520", "metadata": {}, "outputs": [ { @@ -389,7 +389,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "cfa159a0", + "id": "7d154cb4", "metadata": {}, "outputs": [ { @@ -470,7 +470,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "d76d49de", + "id": "1bce8f5e", "metadata": {}, "outputs": [ { @@ -713,7 +713,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "f6e9565c", + "id": "67329b25", "metadata": {}, "outputs": [ { @@ -750,7 +750,7 @@ }, { "cell_type": "markdown", - "id": "cb3457f7", + "id": "dba41fa8", "metadata": {}, "source": [ "### How to track the global minimum distance?" @@ -759,7 +759,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "364a51fa", + "id": "0753e669", "metadata": {}, "outputs": [ { @@ -798,7 +798,7 @@ }, { "cell_type": "markdown", - "id": "a1d20178", + "id": "d6051b8e", "metadata": {}, "source": [ "### Final parallel implementation" @@ -904,7 +904,7 @@ { "cell_type": "code", "execution_count": 50, - "id": "dfa18d93", + "id": "e49242bb", "metadata": {}, "outputs": [ { @@ -938,442 +938,6 @@ "max_hops = 2\n", "min_distance = tsp_dist(C_sorted,city,max_hops)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d00beaba", - "metadata": {}, - "outputs": [], - "source": [ - "function tsp_serial(C,city)\n", - " #connections = sort_neighbors(C)\n", - " num_cities = length(connections)\n", - " path=zeros(Int,num_cities)\n", - " hops = 1\n", - " path[hops] = city\n", - " distance = 0\n", - " min_distance = typemax(Int)\n", - " tsp_serial_recursive!(connections,hops,path,distance,min_distance)\n", - "end\n", - "function tsp_serial_recursive!(connections,hops,path,distance,min_distance)\n", - " num_cities = length(connections)\n", - " if hops == num_cities\n", - " min_distance = min(distance,min_distance)\n", - " @show path, distance, min_distance\n", - " return min_distance\n", - " else\n", - " next_hops = hops + 1\n", - " current_city = path[hops]\n", - " for (next_city,distance_increment) in connections[current_city]\n", - " if !visited(next_city,hops,path)\n", - " next_distance = distance + distance_increment\n", - " path[next_hops] = next_city\n", - " if next_distance < min_distance\n", - " min_distance = tsp_serial_recursive!(connections,next_hops,path,next_distance,min_distance)\n", - " end\n", - " end\n", - " end \n", - " end\n", - " return min_distance\n", - "end\n", - "function visited(city,hops,path)\n", - " for i = 1:hops\n", - " if path[i] == city\n", - " return true\n", - " end\n", - " end\n", - " return false\n", - "end\n", - "\n", - "city = 1\n", - "tsp_serial(C,city)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "505e00f7", - "metadata": {}, - "outputs": [], - "source": [ - "function tsp_serial(C,city)\n", - " connections = sort_neighbors(C)\n", - " num_cities = length(connections)\n", - " current_route = (;path=zeros(Int,num_cities),distance=Ref(0))\n", - " min_route = (;path=zeros(Int,num_cities),distance=Ref(typemax(Int)))\n", - " hops = 1\n", - " current_route.path[hops] = city\n", - " tsp_serial_recursive!(connections,hops,current_route,min_route)\n", - " min_route\n", - "end\n", - "function tsp_serial_recursive(connections,hops,current_route,min_route)\n", - " num_cities = length(connections)\n", - " if hops == num_cities\n", - " if current_route.distance < min_route.distance\n", - " min_route.path .= current_route.path\n", - " min_route.distance[] = current_route.distance \n", - " return\n", - " end\n", - " else\n", - " next_hops = hops + 1\n", - " current_city = current_route.path[hops]\n", - " for (next_city,distance_increment) in connections[current_city]\n", - " if !visited(next_city,hops,current_route.path)\n", - " \n", - " next_distance = current_distance + distance_increment\n", - " \n", - " if next_distance < min_distance\n", - " return tsp_serial_recursive(connections,hops+1,current_route,min_route)\n", - " end\n", - " end\n", - " end \n", - " end\n", - " min_distance\n", - "end\n", - "\n", - "function visited(city,hops,path)\n", - " for i = 1:hops\n", - " if path[i] == city\n", - " return true\n", - " end\n", - " end\n", - " return false\n", - "end\n", - "\n", - "city = 1\n", - "tsp_serial(C,city)" - ] - }, - { - "cell_type": "markdown", - "id": "94d8193f", - "metadata": {}, - "source": [ - "### Generating some test data\n", - "\n", - "The following function generates a random symmetric distance matrix, we have used a large. Note that the TSP problem at least requires that the underlying graph is connected (otherwise there is no route that visits all nodes). The next function does not guarantee this. In any case, we can still used a non-connected graph as input. The outcome of the search will be that there is no possible route." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "88fc4499", - "metadata": {}, - "outputs": [], - "source": [ - "function rand_symmetric_distance_table(n)\n", - " threshold = 0.2\n", - " mincost = 3\n", - " maxcost = 10\n", - " infinity = 10000*maxcost\n", - " C = fill(infinity,n,n)\n", - " for j in 1:n\n", - " for i in 1:j\n", - " if rand() > threshold\n", - " C[i,j] = rand(mincost:maxcost)\n", - " C[j,i] = C[i,j]\n", - " end\n", - " end\n", - " C[j,j] = 0\n", - " end\n", - " C,infinity\n", - "end" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d649cf80", - "metadata": {}, - "outputs": [], - "source": [ - "n = 10000\n", - "C, inf = rand_symmetric_distance_table(n)\n", - "city = 1\n", - "(;path,distance) = tsp_serial(C,city)\n", - "if distance >= inf\n", - " println(\"The input graph is nonconnected\")\n", - "else\n", - " (;path,distance)\n", - "end" - ] - }, - { - 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" 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" 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" - } - }, - "cell_type": "markdown", - "id": "c8f723c4", - "metadata": {}, - "source": [ - "
\n", - "\n", - "
" - ] - }, - { - "cell_type": "markdown", - "id": "6f8100ad", - "metadata": {}, - "source": [] - }, - { - "cell_type": "markdown", - "id": "bef63110", - "metadata": {}, - "source": [] - }, - { - "cell_type": "markdown", - "id": "9f66ca90", - "metadata": {}, - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "03cac0a1", - "metadata": {}, - "outputs": [], - "source": [ - "C = [\n", - " [(1,0), (2,2), (3,3), (4,4)],\n", - " [(2,0), (4,1), (1,2), (3,3)],\n", - " [(3,0), (1,3), (2,3), (4,10)], \n", - " [(4,0), (2,1), (1,4), (3,10)]\n", - "]" - ] - }, - { - "cell_type": "markdown", - "id": "88b90b22", - "metadata": {}, - "source": [] - }, - { - "cell_type": "markdown", - "id": "a66fc73f", - "metadata": {}, - "source": [ - "### Visit all possible paths and compute their distance" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "59d245bf", - "metadata": {}, - "outputs": [], - "source": [ - "function compute_distances(C_sorted,city)\n", - " num_cities = length(C_sorted)\n", - " path=zeros(Int,num_cities)\n", - " hops = 1\n", - " path[hops] = city\n", - " distance=0\n", - " compute_distances_recursive!(C_sorted,hops,path,distance)\n", - "end\n", - "function compute_distances_recursive!(C_sorted,hops,path,distance)\n", - " num_cities = length(C_sorted)\n", - " if hops != num_cities\n", - " city = path[hops]\n", - " connections = C_sorted[city]\n", - " next_hops = hops + 1\n", - " for (next_city,distance_increment) in connections\n", - " already_visited = (next_city in view(path,1:hops))\n", - " if ! already_visited\n", - " next_distance = distance + distance_increment\n", - " path[next_hops] = next_city\n", - " compute_distances_recursive!(C_sorted,next_hops,path,next_distance)\n", - " end\n", - " end\n", - " return nothing\n", - " else\n", - " @show path, distance\n", - " return nothing\n", - " end\n", - "end\n", - "city = 1\n", - "compute_distances(C_sorted,city)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8850d90e", - "metadata": {}, - "outputs": [], - "source": [ - "using Distributed" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5d4935ee", - "metadata": {}, - "outputs": [], - "source": [ - "if procs() == workers()\n", - " addprocs(4)\n", - "end" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4a2756ae", - "metadata": {}, - "outputs": [], - "source": [ - "@everywhere function visited(city,hops,path)\n", - " for i = 1:hops\n", - " if path[i] == city\n", - " return true\n", - " end\n", - " end\n", - " return false\n", - "end" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "78095098", - "metadata": {}, - "outputs": [], - "source": [ - "connections = [\n", - " [(1,0),(4,39),(5,76), (6,78),(3,94),(2,97)],\n", - " [(2,0),(5,25),(4,58),(3,62),(1,97),(6,109)],\n", - " [(3,0),(6,58),(2,62),(4,68),(5,70),(1,94)],\n", - " [(4,0),(5,38),(1,39),(2,58),(3,68),(6,78)],\n", - " [(5,0),(2,25),(4,38),(3,70),(1,76),(6,104)],\n", - " [(6,0),(3,58),(1,78),(4,78),(5,104),(2,109)]\n", - "]\n", - "city = 1\n", - "tsp_serial(connections,city)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "03f0dd8e", - "metadata": {}, - "outputs": [], - "source": [ - "@everywhere function tsp_dist_impl(connections,hops,path,current_distance,min_distance,max_hops,jobs_chnl,ftr_result)\n", - " num_cities = length(connections)\n", - " if hops == num_cities\n", - " if current_distance < min_distance\n", - " if ftr_result !== nothing\n", - " @spawnat 1 begin\n", - " result = fetch(ftr_result)\n", - " result.path .= path\n", - " result.min_distance_ref[] = current_distance\n", - " end |> wait\n", - " end\n", - " return current_distance\n", - " end\n", - " elseif hops <= max_hops\n", - " current_city = path[hops]\n", - " next_hops = hops + 1\n", - " for (next_city,distance_increment) in connections[current_city]\n", - " if !visited(next_city,hops,path)\n", - " path[next_hops] = next_city\n", - " next_distance = current_distance + distance_increment\n", - " if next_distance < min_distance\n", - " return tsp_dist_impl(connections,next_hops,path,next_distance,min_distance,max_hops,jobs_chnl,ftr_result)\n", - " end\n", - " end\n", - " end \n", - " else\n", - " if jobs_chnl !== nothing\n", - " put!(jobs_chnl,(;hops,path,current_distance))\n", - " end\n", - " end\n", - " min_distance\n", - "end\n", - "\n", - "function tsp_dist(connections,city)\n", - " max_hops = 2\n", - " num_cities = length(connections)\n", - " path=zeros(Int,num_cities)\n", - " hops = 1\n", - " path[hops] = city\n", - " current_distance = 0\n", - " min_distance = typemax(Int)\n", - " jobs_chnl = RemoteChannel(()->Channel{Any}(10))\n", - " ftr_result = @spawnat 1 (;path,min_distance_ref=Ref(min_distance))\n", - " task = @async begin\n", - " tsp_dist_impl(connections,hops,path,current_distance,min_distance,max_hops,jobs_chnl,nothing)\n", - " for w in workers()\n", - " put!(jobs_chnl,nothing)\n", - " end\n", - " end\n", - " @sync for w in workers()\n", - " @spawnat w begin\n", - " max_hops = typemax(Int)\n", - " jobs_channel = nothing\n", - " while true\n", - " job = take!(jobs_chnl)\n", - " if job == nothing\n", - " break\n", - " end\n", - " hops = job.hops\n", - " path = job.path\n", - " current_distance = job.current_distance\n", - " tsp_dist_impl(connections,hops,path,current_distance,min_distance,max_hops,jobs_channel,ftr_result)\n", - " end\n", - " end\n", - " end \n", - " result = fetch(ftr_result)\n", - " (;path = result.path, distance = result.min_distance_ref[])\n", - "end\n", - "city = 1\n", - "tsp_dist(connections,city)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "370a1205", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {