1615 lines
1018 KiB
Plaintext
1615 lines
1018 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Threads: 12\n"
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]
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}
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],
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"source": [
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"#using Pkg\n",
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"#Pkg.add(url=\"https://github.com/QEDjl-project/QEDprocesses.jl/\")\n",
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"\n",
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"using MetagraphOptimization\n",
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"using CUDA\n",
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"using UUIDs\n",
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"using BenchmarkTools\n",
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"\n",
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"println(\"Threads: $(Threads.nthreads())\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"compute__63d68c26_dbf6_11ee_28bb_113216b1f5be (generic function with 1 method)"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"# preparation of graph\n",
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"machine = Machine([MetagraphOptimization.NumaNode(0, 1, MetagraphOptimization.default_strategy(MetagraphOptimization.NumaNode), -1.0, UUIDs.uuid1())], [-1.0;;])\n",
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"model = QEDModel()\n",
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"process = parse_process(\"ke->kkke\", model)\n",
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"graph = gen_graph(process)\n",
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"n_inputs = 10_000\n",
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"inputs = [gen_process_input(process) for _ in 1:n_inputs]\n",
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"cu_inputs = Vector()#CuArray(inputs)\n",
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"optimizer = GreedyOptimizer(GlobalMetricEstimator())\n",
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"\n",
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"get_compute_function(graph, process, machine) # run once for compilation"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"bench (generic function with 1 method)"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"function bench(func, inputs, cu_inputs)\n",
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" compile_time = @elapsed func(inputs[1])\n",
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"\n",
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" b = @benchmark func.(inputs) samples=10 evals=1\n",
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" single_thread = median(b.times)\n",
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"\n",
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" b = @benchmark begin \n",
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" Threads.@threads for i in eachindex(inputs)\n",
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" func(inputs[i]) \n",
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" end \n",
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" end samples = 10 evals=1\n",
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" multi_threaded = median(b.times)\n",
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" \n",
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" gpu_compile = 0 #@elapsed CUDA.@sync func.(cu_inputs[1:2])\n",
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" gpu = 0 #@elapsed CUDA.@sync func.(cu_inputs)\n",
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" return (cpu_compile_time = compile_time, gpu_compile_time = gpu_compile, cpu_single_thread_time = single_thread, cpu_multi_thread_time = multi_threaded, gpu_time = gpu)\n",
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"end"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"# bench and produce data\n",
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"using DataFrames\n",
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"\n",
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"STEPSIZE = 1\n",
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"n = 0\n",
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"\n",
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"df = DataFrame(operations=Int[], graph_nodes=Int[], graph_edges=Int[], graph_ce=Float64[], graph_dt=Float64[], graph_ci=Float64[], gen_func_t=Float64[], cpu_compile_t=Float64[], cpu_st_t=Float64[], cpu_mt_t=Float64[], gpu_compile_t=Float64[], gpu_t=Float64[])\n",
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"\n",
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"while true\n",
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" func_gen_time = @elapsed func = get_compute_function(graph, process, machine)\n",
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" res = bench(func, inputs, cu_inputs)\n",
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"\n",
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" graph_properties = get_properties(graph)\n",
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" push!(df, (\n",
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" n,\n",
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" graph_properties.noNodes,\n",
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" graph_properties.noEdges,\n",
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" graph_properties.computeEffort,\n",
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" graph_properties.data,\n",
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" graph_properties.computeIntensity,\n",
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" func_gen_time,\n",
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" res.cpu_compile_time,\n",
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" res.cpu_single_thread_time,\n",
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" res.cpu_multi_thread_time,\n",
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" res.gpu_compile_time,\n",
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" res.gpu_time\n",
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" ))\n",
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"\n",
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" if fixpoint_reached(optimizer, graph)\n",
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" break\n",
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" end\n",
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"\n",
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" optimize!(optimizer, graph, STEPSIZE)\n",
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" n += STEPSIZE\n",
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"end\n",
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";"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"beautify_title (generic function with 1 method)"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"using LaTeXStrings\n",
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"\n",
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"function beautify_title(str::AbstractString)\n",
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" parts = split(str, \"'\")\n",
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"\n",
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" preprefix = parts[1]\n",
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" infix = parts[2]\n",
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" sufsuffix = parts[3]\n",
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"\n",
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" parts = split(infix, \"->\")\n",
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"\n",
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" prefix = parts[1]\n",
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" suffix = parts[2]\n",
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"\n",
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" k_count = count(c -> c == 'k', suffix)\n",
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" B_count = count(c -> c == 'B', suffix)\n",
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"\n",
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" if k_count == 1 || B_count == 1\n",
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" new_suffix = suffix\n",
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" elseif k_count >= 1\n",
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" new_suffix = replace(suffix, r\"k+\" => \"k^$k_count\")\n",
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" elseif B_count >= 1\n",
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" new_suffix = replace(suffix, r\"B+\" => \"B^$B_count\")\n",
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" end\n",
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"\n",
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" return preprefix * L\"%$prefix \\rightarrow %$new_suffix\" * sufsuffix\n",
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"end"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# plot data\n",
|
|
"using Plots\n",
|
|
"using StatsPlots\n",
|
|
"\n",
|
|
"img = @df df scatter(\n",
|
|
" :operations, \n",
|
|
" [:gen_func_t, :cpu_st_t, :cpu_mt_t], \n",
|
|
" label=[\"Function generation (s)\" \"Single threaded execution (s)\" \"$(Threads.nthreads())-threaded execution (s)\"], \n",
|
|
" title=\"$(beautify_title(string(process))) using $optimizer ($(n_inputs) inputs)\",\n",
|
|
" linewidth=2,\n",
|
|
" xlabel=\"optimizer steps\",\n",
|
|
" ylabel=\"time (s)\",\n",
|
|
" yscale=:log10,\n",
|
|
" legend=:outerbottom,\n",
|
|
" legendcolumns=2,\n",
|
|
" legend_font_pointsize=10,\n",
|
|
" minorgrid=true,\n",
|
|
" size=(800, 600),\n",
|
|
" fmt=:pdf\n",
|
|
")\n",
|
|
"\n",
|
|
"img"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"img = @df df scatter(\n",
|
|
" :operations,\n",
|
|
" [:graph_nodes, :graph_edges],\n",
|
|
" label=[\"Graph Nodes (#)\" \"Graph Edges (#)\"],\n",
|
|
" title=\"$(beautify_title(string(process))) using $optimizer\",\n",
|
|
" linewidth=2,\n",
|
|
" xlabel=\"optimizer steps\",\n",
|
|
" ylims=(0.0, 1.05 * maximum(df.graph_edges)),\n",
|
|
" legend=:outerbottom,\n",
|
|
" legendcolumns=2,\n",
|
|
" legend_font_pointsize=10,\n",
|
|
" fmt=:pdf,\n",
|
|
" size=(800, 600)\n",
|
|
")\n",
|
|
"\n",
|
|
"img"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"img = @df df scatter(\n",
|
|
" :operations,\n",
|
|
" [:graph_ce, :graph_dt],\n",
|
|
" label=[\"Graph Compute Effort (FLOP)\" \"Graph Data Transfer (B)\"],\n",
|
|
" title=\"$(beautify_title(string(process))) Using Greedy Optimizer\",\n",
|
|
" linewidth=2,\n",
|
|
" xlabel=\"optimizer steps\",\n",
|
|
" ylims=(0.0, 1.05 * maximum(df.graph_ce)),\n",
|
|
" legend=:outerbottom,\n",
|
|
" legendcolumns=2,\n",
|
|
" legend_font_pointsize=10,\n",
|
|
" fmt=:pdf,\n",
|
|
" size=(800, 600)\n",
|
|
")\n",
|
|
"\n",
|
|
"img"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"┌ Warning: n° of legend_column=2 is larger than n° of series=1\n",
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"└ @ Plots /home/antonr/.julia/packages/Plots/sxUvK/src/backends/gr.jl:1235\n",
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"┌ Warning: n° of legend_column=2 is larger than n° of series=1\n",
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"└ @ Plots /home/antonr/.julia/packages/Plots/sxUvK/src/backends/gr.jl:1235\n"
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]
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}
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],
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"source": [
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"img = @df df plot(\n",
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" :graph_dt,\n",
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" :graph_ce,\n",
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" label=\"Graph Compute Intensity\",\n",
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" title=\"$(beautify_title(string(process))) Using Greedy Optimizer\",\n",
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" linewidth=2,\n",
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" xlabel=\"data transfer (Byte)\",\n",
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" ylabel=\"compute effort (FLOPS)\",\n",
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" ylims=(0.0, 1.05 * maximum(df.graph_ce)),\n",
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" legend=:outerbottom,\n",
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" legendcolumns=2,\n",
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" legend_font_pointsize=10,\n",
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" fmt=:pdf,\n",
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" size=(800, 600)\n",
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")\n",
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"\n",
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"img"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Julia 1.9.4",
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"language": "julia",
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"name": "julia-1.9"
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},
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"language_info": {
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"file_extension": ".jl",
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"mimetype": "application/julia",
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"name": "julia",
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"version": "1.9.4"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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