{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "033e004a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32m\u001b[1m Activating\u001b[22m\u001b[39m project at `~/Documents/thesis/ridepooling_simulations`\n"
]
}
],
"source": [
"import Pkg;\n",
"Pkg.activate(\".\")\n",
"using Plots, Measurements, LaTeXStrings, DataFrames\n",
"using Serialization"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "d44586eb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"./Playing field/resubmission/anywt035.df\""
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#path = \"/scratch01.local/rhaag/comparison/drive_and_wait/combined_delays/anywt1_anydt01/\"\n",
"#name = \"/results_.df\"\n",
"name1 = \"./Playing field/drive_and_wait/anywt1.df\"\n",
"name = \"./Playing field/drive_and_wait/anywt035.df\"\n",
"name2 = \"./Playing field/resubmission/anywt035.df\"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "238fc704",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"results = deserialize(name)\n",
"results1=deserialize(name1)\n",
"results2=deserialize(name2)\n",
"\n",
"println(\"\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "edcaaeb0",
"metadata": {},
"outputs": [
{
"ename": "LoadError",
"evalue": "UndefVarError: getVal not defined",
"output_type": "error",
"traceback": [
"UndefVarError: getVal not defined",
"",
"Stacktrace:",
" [1] top-level scope",
" @ In[4]:2",
" [2] eval",
" @ ./boot.jl:373 [inlined]",
" [3] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
" @ Base ./loading.jl:1196"
]
}
],
"source": [
"# Plot two colums against each other\n",
"x = getVal.(results.dt_earliest_pickup)\n",
"y = getVal.(results.served)\n",
"scatter(x, y)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "89cc3867",
"metadata": {},
"outputs": [
{
"ename": "LoadError",
"evalue": "BoundsError: attempt to access 1585×27 DataFrame at index [1:1600, :]",
"output_type": "error",
"traceback": [
"BoundsError: attempt to access 1585×27 DataFrame at index [1:1600, :]",
"",
"Stacktrace:",
" [1] getindex(df::DataFrame, row_inds::UnitRange{Int64}, #unused#::Colon)",
" @ DataFrames ~/.julia/packages/DataFrames/vuMM8/src/dataframe/dataframe.jl:565",
" [2] top-level scope",
" @ In[5]:1",
" [3] eval",
" @ ./boot.jl:373 [inlined]",
" [4] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
" @ Base ./loading.jl:1196"
]
}
],
"source": [
"results[1:1600, :]"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "d048fa44",
"metadata": {},
"outputs": [
{
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},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gr()\n",
"getVal(a::Measurement) = a.val\n",
"getVal(a::Float64)=a\n",
"# Plot two colums against each other with coloring of a thirs\n",
"z = getVal.(results.dt_earliest_pickup)\n",
"y = getVal.(results.total_time)\n",
"x = getVal.(results.served)\n",
"\n",
"\n",
"\n",
"scatter(x, y,marker_z = z,label=\"dt_earliest\", xlim=(0.74, 0.9))#, markershape = :rect)\n",
"xlabel!(\"served\")\n",
"ylabel!(\"total_time\")\n",
"savefig(\"dt_earliest.png\")\n",
"title!(\"Total travelling time\")\n"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "925aab35",
"metadata": {},
"outputs": [
{
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},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gr()\n",
"getVal(a::Measurement) = a.val\n",
"getVal(a::Float64)=a\n",
"# Plot two colums against each other with coloring of a thirs\n",
"z = getVal.(results1.resubmission_time_factor)\n",
"y = getVal.(results1.total_time)\n",
"x = getVal.(results1.served)\n",
"\n",
"\n",
"\n",
"scatter(x, y,marker_z = z,label=\"resubmission factor\", xlim=(0.7, 0.8))#, markershape = :rect)\n",
"xlabel!(\"served\")\n",
"ylabel!(\"total_time\")\n",
"savefig(\"idle_weight.png\")\n",
"title!(\"Total travelling time\")\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "97852cb0",
"metadata": {},
"outputs": [
{
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},
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"output_type": "display_data"
}
],
"source": [
"resub_data = sort!(results[1:1585, :], :resubmission_time_factor)[1:1585, :]\n",
"plot()\n",
"for i in 0:38\n",
" \n",
" data = resub_data[40*i+2:40*(i+1),:]\n",
" x = getVal.(data.dt_earliest_pickup)\n",
"\n",
" y = getVal.(data.waiting_time)#./data.served)\n",
" y2 = getVal.(data.total_time)#./data.served)\n",
" y3 = getVal.(data.travelling_time)#./data.served)\n",
" if i == 39\n",
" #plot!(x,y, color=:blue, label = \"waiting_time\", legend=:left)\n",
" scatter!(x,y2, color=:green, label = \"total_time\")\n",
" #plot!(x,y3, color=:orange, label = \"travelling_time\")\n",
" else\n",
" #plot!(x,y, label=:none)\n",
" scatter!(x,y2, label=:none)\n",
" #plot!(x,y3, label=:none)\n",
" end\n",
"end\n",
"xlabel!(\"Δ t\")\n",
"ylabel!(L\"\\frac{time}{ served\\,percentage}\")\n",
"display(plot!())\n",
"savefig(\"figures/time_over_served.png\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bbb8561f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "69a9a8a8",
"metadata": {},
"outputs": [],
"source": [
"resub = results[1:1600]"
]
},
{
"cell_type": "markdown",
"id": "3202f911",
"metadata": {},
"source": [
"# Pareto Fronts"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "4b9734dd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"paretoCheck (generic function with 2 methods)"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Plot Paretho front\n",
"function paretoCheck(row, pointcloud, better= Dict([:served=> >=, :total_time=> <=]))\n",
" # Usage: filter(x->parethoCheck(x, pointcloud), pointcloud)\n",
" for p in eachrow(pointcloud)\n",
" c = 0\n",
" for (param, op) in better\n",
" \n",
" if op(row[param], p[param])\n",
" c = c + 1\n",
" else\n",
" c = c - 1\n",
" end\n",
" \n",
" end\n",
" if c < 0\n",
" return false\n",
" end\n",
" #sum(better.(p,x)) == length(x) ? (return false) : nothing\n",
" \n",
" end\n",
" return true\n",
"end\n",
"\n",
"#gib true zurück, wenn ein x_i besser ist als das entsprechende p_i für alle p_s, wo die reslichen p_j schlechter sind\n",
"# Paretho Optimal: x ist in einer Richtung besser, als alle, die in anderen Richtungen besser sind.\n",
"# Oder wenn ich einen Punkt finde, der in mehr als einer Richtung besser ist als x, dann ist \n"
]
},
{
"cell_type": "code",
"execution_count": 132,
"id": "9e1100f1",
"metadata": {},
"outputs": [
{
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},
"execution_count": 132,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot()\n",
"paretoPoints = []\n",
"paretoParams = [:served, :total_time]\n",
"\n",
"for row in eachrow(results)\n",
" if paretoCheck(row, results)\n",
" push!(paretoPoints, row)\n",
" end\n",
"end\n",
"paretoDf = DataFrame(paretoPoints)\n",
"x = getVal.(paretoDf[!, paretoParams[1]])\n",
"y = getVal.(paretoDf[!, paretoParams[2]])\n",
"x2 = getVal.(results[!, paretoParams[1]])\n",
"y2 = getVal.(results[!, paretoParams[2]])\n",
"\n",
"scatter!(x2, y2, alpha=0.01, color=:red, markersize=2)\n",
"plot!(x, y, label = \"dw 0.35\", color=:red, linewidth=5)\n"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "f202f173",
"metadata": {},
"outputs": [
{
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},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"paretoPoints = []\n",
"\n",
"for row in eachrow(results1)\n",
" if paretoCheck(row, results1)\n",
" push!(paretoPoints, row)\n",
" end\n",
"end\n",
"paretoDf = DataFrame(paretoPoints)\n",
"x = getVal.(paretoDf[!, paretoParams[1]])\n",
"y = getVal.(paretoDf[!, paretoParams[2]])\n",
"x2 = getVal.(results1[!, paretoParams[1]])\n",
"y2 = getVal.(results1[!, paretoParams[2]])\n",
"scatter!(x2, y2, alpha=0.1, color=:blue, markersize=2)\n",
"plot!(x, y, label = \"dw 1\", color=:blue, linewidth=5)"
]
},
{
"cell_type": "code",
"execution_count": 133,
"id": "ae0c5355",
"metadata": {},
"outputs": [
{
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]
},
"execution_count": 133,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"paretoPoints = []\n",
"\n",
"for row in eachrow(results2)\n",
" if paretoCheck(row, results2)\n",
" push!(paretoPoints, row)\n",
" end\n",
"end\n",
"paretoDf = DataFrame(paretoPoints)\n",
"x = getVal.(paretoDf[!, paretoParams[1]])\n",
"y = getVal.(paretoDf[!, paretoParams[2]])\n",
"x2 = getVal.(results2[!, paretoParams[1]])\n",
"y2 = getVal.(results2[!, paretoParams[2]])\n",
"scatter!(x2, y2, alpha=0.01, color=:blue, markersize=2)\n",
"plot!(x, y, label = \"resub 1\", color=:blue, legend =:bottomleft, xlim=(0.7,0.9), linewidth=5)\n"
]
},
{
"cell_type": "code",
"execution_count": 127,
"id": "bd470489",
"metadata": {},
"outputs": [],
"source": [
"savefig(\"Paretho Fronts.png\")"
]
},
{
"cell_type": "code",
"execution_count": 161,
"id": "603ab29a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Dict{Any, AbstractString} with 6 entries:\n",
" \"anywt035\" => L\"$t_{wait} = 0.35$\"\n",
" \"resubmission\" => \"resub\"\n",
" \"anywt1\" => L\"$t_{wait} = 1$\"\n",
" :total_time => \"Total time \\$t_{total}\\$\"\n",
" :served => \"served percentage \\$p_{served}\\$\"\n",
" \"drive_and_wait\" => \"d&w\""
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = \"./Playing field/\"\n",
"rejections = [\"anywt1\", \"anywt035\"]\n",
"dt_types = [\"resubmission\", \"drive_and_wait\"]\n",
"colors = [:darkred, :blue, :orange, :darkgreen]\n",
"paretoParams = [:served, :total_time]\n",
"nomen = Dict([\"resubmission\"=>\"resub\",\n",
" \"drive_and_wait\"=> \"d&w\",\n",
" \"anywt1\"=> L\"t_{wait} = 1\",\n",
" \"anywt035\"=> L\"t_{wait} = 0.35\",\n",
" :served => \"served percentage \" * L\"p_{served}\",\n",
" :total_time => \"Total time \" * L\"t_{total}\" ])"
]
},
{
"cell_type": "code",
"execution_count": 175,
"id": "193af668",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"data-frame\"><p>521 rows × 2 columns</p><table class=\"data-frame\"><thead><tr><th></th><th>index</th><th>dt_earliest_pickup</th></tr><tr><th></th><th title=\"Int64\">Int64</th><th title=\"Float64\">Float64</th></tr></thead><tbody><tr><th>1</th><td>1080</td><td>0.975</td></tr><tr><th>2</th><td>1081</td><td>0.975</td></tr><tr><th>3</th><td>1082</td><td>1.0125</td></tr><tr><th>4</th><td>1083</td><td>1.0125</td></tr><tr><th>5</th><td>1084</td><td>1.0125</td></tr><tr><th>6</th><td>1085</td><td>1.0125</td></tr><tr><th>7</th><td>1086</td><td>1.0125</td></tr><tr><th>8</th><td>1087</td><td>1.0125</td></tr><tr><th>9</th><td>1088</td><td>1.0125</td></tr><tr><th>10</th><td>1089</td><td>1.0125</td></tr><tr><th>11</th><td>1090</td><td>1.0125</td></tr><tr><th>12</th><td>1091</td><td>1.0125</td></tr><tr><th>13</th><td>1092</td><td>1.0125</td></tr><tr><th>14</th><td>1093</td><td>1.0125</td></tr><tr><th>15</th><td>1094</td><td>1.0125</td></tr><tr><th>16</th><td>1095</td><td>1.0125</td></tr><tr><th>17</th><td>1096</td><td>1.0125</td></tr><tr><th>18</th><td>1097</td><td>1.0125</td></tr><tr><th>19</th><td>1098</td><td>1.0125</td></tr><tr><th>20</th><td>1099</td><td>1.0125</td></tr><tr><th>21</th><td>1100</td><td>1.0125</td></tr><tr><th>22</th><td>1101</td><td>1.0125</td></tr><tr><th>23</th><td>1102</td><td>1.0125</td></tr><tr><th>24</th><td>1103</td><td>1.0125</td></tr><tr><th>25</th><td>1104</td><td>1.0125</td></tr><tr><th>26</th><td>1105</td><td>1.0125</td></tr><tr><th>27</th><td>1106</td><td>1.0125</td></tr><tr><th>28</th><td>1107</td><td>1.0125</td></tr><tr><th>29</th><td>1108</td><td>1.0125</td></tr><tr><th>30</th><td>1109</td><td>1.0125</td></tr><tr><th>⋮</th><td>⋮</td><td>⋮</td></tr></tbody></table></div>"
],
"text/latex": [
"\\begin{tabular}{r|cc}\n",
"\t& index & dt\\_earliest\\_pickup\\\\\n",
"\t\\hline\n",
"\t& Int64 & Float64\\\\\n",
"\t\\hline\n",
"\t1 & 1080 & 0.975 \\\\\n",
"\t2 & 1081 & 0.975 \\\\\n",
"\t3 & 1082 & 1.0125 \\\\\n",
"\t4 & 1083 & 1.0125 \\\\\n",
"\t5 & 1084 & 1.0125 \\\\\n",
"\t6 & 1085 & 1.0125 \\\\\n",
"\t7 & 1086 & 1.0125 \\\\\n",
"\t8 & 1087 & 1.0125 \\\\\n",
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"─────┼───────────────────────────\n",
" 1 │ 1080 0.975\n",
" 2 │ 1081 0.975\n",
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" 4 │ 1083 1.0125\n",
" 5 │ 1084 1.0125\n",
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" 10 │ 1089 1.0125\n",
" 11 │ 1090 1.0125\n",
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"─────┼───────────────────────────\n",
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"─────┼───────────────────────────\n",
" 1 │ 1080 0.975\n",
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]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot()\n",
"i = 1\n",
"for dt_type in dt_types\n",
" for re in rejections\n",
" name = path *\"/\" *dt_type*\"/\" *re *\".df\"\n",
" results = deserialize(name)\n",
" display(results[1080:end, [:index, :dt_earliest_pickup]])\n",
"\n",
" vanilla = results[2, :]\n",
" results = results[2:end, :] \n",
" paretoPoints = []\n",
"\n",
" for row in eachrow(results)\n",
" if paretoCheck(row, results)\n",
" push!(paretoPoints, row)\n",
" end\n",
" end\n",
" paretoDf = DataFrame(sort(paretoPoints, by = x->x[paretoParams[1]],))\n",
" x = getVal.(paretoDf[:, paretoParams[1]]) \n",
" y = getVal.(paretoDf[:, paretoParams[2]]) / getVal.(vanilla[paretoParams[2]])\n",
" x2 = getVal.(results[:, paretoParams[1]]) \n",
" y2 = getVal.(results[:, paretoParams[2]]) / getVal.(vanilla[paretoParams[2]])\n",
" scatter!(x2, y2, alpha=0.05, color=colors[i], markersize=1, label=:none)\n",
" label = nomen[dt_type] * \" \" * nomen[re]\n",
" plot!(x, y, label = label, color=colors[i], linewidth=3, xlim=(0.7,0.9))\n",
" i += 1\n",
" end\n",
"end\n",
"xlabel!(nomen[paretoParams[1]])\n",
"ylabel!(nomen[paretoParams[2]])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "81e37131",
"metadata": {},
"outputs": [],
"source": []
}
],
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