543 lines
360 KiB
Plaintext
543 lines
360 KiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 12,
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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: 32\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": 13,
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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__5aa84716_9ba0_11ee_31df_554757739f76 (generic function with 1 method)"
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]
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},
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"execution_count": 13,
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"metadata": {},
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"output_type": "execute_result"
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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->kkkkke\", 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 = CuArray(inputs)\n",
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"optimizer = ReductionOptimizer()\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": 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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"bench (generic function with 1 method)"
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]
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},
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"execution_count": 14,
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"metadata": {},
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"output_type": "execute_result"
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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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" single_thread = @elapsed func.(inputs)\n",
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" multi_threaded = @elapsed 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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" \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": 15,
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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 = 10\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": null,
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"metadata": {},
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"outputs": [
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{
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"data": {
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||
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]
|
||
|
|
},
|
||
|
|
"execution_count": 9,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"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=\"$process using $optimizer ($(n_inputs) inputs)\",\n",
|
||
|
|
" linewidth=2,\n",
|
||
|
|
" xlabel=\"optimizer steps\",\n",
|
||
|
|
" ylabel=\"time (s)\",\n",
|
||
|
|
" yscale=:log10,\n",
|
||
|
|
" minorgrid=true,\n",
|
||
|
|
" size=(800, 600),\n",
|
||
|
|
" fmt=:pdf\n",
|
||
|
|
")\n",
|
||
|
|
"\n",
|
||
|
|
"savefig(img, \"../images/$(String(process))_exec_$(n_inputs)_inputs.pdf\")\n",
|
||
|
|
"\n",
|
||
|
|
"img"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
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||
|
|
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" </clipPath>\n",
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"</defs>\n",
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"<path clip-path=\"url(#clip850)\" d=\"M0 2400 L3200 2400 L3200 0 L0 0 Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
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" </clipPath>\n",
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"</defs>\n",
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"<path clip-path=\"url(#clip850)\" d=\"M209.019 2204.92 L3152.76 2204.92 L3152.76 131.032 L209.019 131.032 Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
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||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 10,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"img = @df df scatter(\n",
|
||
|
|
" :operations,\n",
|
||
|
|
" [:graph_nodes, :graph_edges],\n",
|
||
|
|
" label=[\"Graph Nodes (#)\" \"Graph Edges (#)\"],\n",
|
||
|
|
" title=\"$process using $optimizer\",\n",
|
||
|
|
" linewidth=2,\n",
|
||
|
|
" xlabel=\"optimizer steps\",\n",
|
||
|
|
" ylims=(0.0, 1.05 * maximum(df.graph_edges)),\n",
|
||
|
|
" fmt=:pdf,\n",
|
||
|
|
" size=(800, 600)\n",
|
||
|
|
")\n",
|
||
|
|
"\n",
|
||
|
|
"savefig(img, \"../images/$(String(process))_graph_properties.pdf\")\n",
|
||
|
|
"\n",
|
||
|
|
"img"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"metadata": {
|
||
|
|
"kernelspec": {
|
||
|
|
"display_name": "Julia 1.9.4 (32 Threads)",
|
||
|
|
"language": "julia",
|
||
|
|
"name": "julia-1.9"
|
||
|
|
},
|
||
|
|
"language_info": {
|
||
|
|
"file_extension": ".jl",
|
||
|
|
"mimetype": "application/julia",
|
||
|
|
"name": "julia",
|
||
|
|
"version": "1.9.4"
|
||
|
|
}
|
||
|
|
},
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|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 2
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||
|
|
}
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