2023-12-18 14:31:52 +01:00
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{
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"cells": [
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{
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"cell_type": "code",
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2024-03-06 23:44:47 +01:00
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"execution_count": 1,
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2023-12-18 14:31:52 +01:00
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"metadata": {},
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2024-03-06 23:44:47 +01:00
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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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2023-12-18 14:31:52 +01:00
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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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2024-03-06 23:44:47 +01:00
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"execution_count": 2,
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2023-12-18 14:31:52 +01:00
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"metadata": {},
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2024-03-06 23:44:47 +01:00
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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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2023-12-18 14:31:52 +01:00
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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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2024-03-06 23:44:47 +01:00
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"process = parse_process(\"ke->kkke\", model)\n",
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2023-12-18 14:31:52 +01:00
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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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2024-02-20 21:18:19 +01:00
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"cu_inputs = Vector()#CuArray(inputs)\n",
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2024-03-06 23:44:47 +01:00
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"optimizer = GreedyOptimizer(GlobalMetricEstimator())\n",
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2023-12-18 14:31:52 +01:00
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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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2024-03-06 23:44:47 +01:00
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"execution_count": 3,
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2023-12-18 14:31:52 +01:00
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"metadata": {},
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2024-03-06 23:44:47 +01:00
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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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2023-12-18 14:31:52 +01:00
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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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2024-03-06 23:44:47 +01:00
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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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2023-12-18 14:31:52 +01:00
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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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2024-03-06 23:44:47 +01:00
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"execution_count": 4,
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2023-12-18 14:31:52 +01:00
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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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2024-03-06 23:44:47 +01:00
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"STEPSIZE = 1\n",
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2023-12-18 14:31:52 +01:00
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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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2024-03-06 23:44:47 +01:00
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"execution_count": 14,
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2023-12-18 14:31:52 +01:00
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"metadata": {},
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2024-03-06 23:44:47 +01:00
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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 %$new_suffix\" * sufsuffix\n",
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"end"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": "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"image/svg+xml": [
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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2023-12-18 14:31:52 +01:00
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"source": [
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"# plot data\n",
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"using Plots\n",
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"using StatsPlots\n",
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"\n",
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"img = @df df scatter(\n",
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" :operations, \n",
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" [:gen_func_t, :cpu_st_t, :cpu_mt_t], \n",
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" label=[\"Function generation (s)\" \"Single threaded execution (s)\" \"$(Threads.nthreads())-threaded execution (s)\"], \n",
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2024-03-06 23:44:47 +01:00
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" title=\"$(beautify_title(string(process))) using $optimizer ($(n_inputs) inputs)\",\n",
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2023-12-18 14:31:52 +01:00
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" linewidth=2,\n",
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" xlabel=\"optimizer steps\",\n",
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" ylabel=\"time (s)\",\n",
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" yscale=:log10,\n",
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2024-03-06 23:44:47 +01:00
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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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2023-12-18 14:31:52 +01:00
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" minorgrid=true,\n",
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" size=(800, 600),\n",
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" fmt=:pdf\n",
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|
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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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|
|
],
|
2023-12-18 14:31:52 +01:00
|
|
|
"source": [
|
|
|
|
|
"img = @df df scatter(\n",
|
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|
|
|
" :operations,\n",
|
|
|
|
|
" [:graph_nodes, :graph_edges],\n",
|
|
|
|
|
" label=[\"Graph Nodes (#)\" \"Graph Edges (#)\"],\n",
|
2024-03-06 23:44:47 +01:00
|
|
|
" title=\"$(beautify_title(string(process))) using $optimizer\",\n",
|
2023-12-18 14:31:52 +01:00
|
|
|
" linewidth=2,\n",
|
|
|
|
|
" xlabel=\"optimizer steps\",\n",
|
|
|
|
|
" ylims=(0.0, 1.05 * maximum(df.graph_edges)),\n",
|
2024-03-06 23:44:47 +01:00
|
|
|
" legend=:outerbottom,\n",
|
|
|
|
|
" legendcolumns=2,\n",
|
|
|
|
|
" legend_font_pointsize=10,\n",
|
2023-12-18 14:31:52 +01:00
|
|
|
" fmt=:pdf,\n",
|
|
|
|
|
" size=(800, 600)\n",
|
|
|
|
|
")\n",
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|
"\n",
|
2024-03-06 23:44:47 +01:00
|
|
|
"img"
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|
|
|
]
|
|
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|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": 8,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
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|
|
"data": {
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"image/png": "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"image/svg+xml": [
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"<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
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"<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"800\" height=\"600\" viewBox=\"0 0 3200 2400\">\n",
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"<defs>\n",
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" <clipPath id=\"clip250\">\n",
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" <rect x=\"0\" y=\"0\" width=\"3200\" height=\"2400\"/>\n",
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" </clipPath>\n",
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"</defs>\n",
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"<path clip-path=\"url(#clip250)\" d=\"M0 2400 L3200 2400 L3200 0 L0 0 Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
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"<defs>\n",
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" <clipPath id=\"clip251\">\n",
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" <rect x=\"640\" y=\"0\" width=\"2241\" height=\"2241\"/>\n",
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" </clipPath>\n",
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"</defs>\n",
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"<path clip-path=\"url(#clip250)\" d=\"M315.593 1883.07 L3152.76 1883.07 L3152.76 131.032 L315.593 131.032 Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
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"<defs>\n",
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" <clipPath id=\"clip252\">\n",
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" <rect x=\"315\" y=\"131\" width=\"2838\" height=\"1753\"/>\n",
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" </clipPath>\n",
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"</defs>\n",
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"<polyline clip-path=\"url(#clip252)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"395.89,1883.07 395.89,131.032 \"/>\n",
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"<polyline clip-path=\"url(#clip252)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1288.08,1883.07 1288.08,131.032 \"/>\n",
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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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"img = @df df scatter(\n",
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" :operations,\n",
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" [:graph_ce, :graph_dt],\n",
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" label=[\"Graph Compute Effort (FLOP)\" \"Graph Data Transfer (B)\"],\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=\"optimizer steps\",\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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"cell_type": "code",
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"execution_count": 15,
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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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"metadata": {},
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"output_type": "display_data"
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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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2023-12-18 14:31:52 +01:00
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"\n",
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"img"
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]
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"metadata": {
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2024-02-20 21:18:19 +01:00
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"display_name": "Julia 1.9.4",
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2023-12-18 14:31:52 +01:00
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"language": "julia",
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"name": "julia-1.9"
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"name": "julia",
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