2088 lines
1.0 MiB
Plaintext
2088 lines
1.0 MiB
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": 81,
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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": 98,
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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__f86f16c2_dcba_11ee_3d4b_6b88d96bf393 (generic function with 1 method)"
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]
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},
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"execution_count": 98,
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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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"using Random\n",
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"\n",
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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 = 2^20\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 = RandomWalkOptimizer(MersenneTwister(0))# GreedyOptimizer(GlobalMetricEstimator())\n",
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"\n",
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"#done: split, reduce, fuse, greedy\n",
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"\n",
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"process_str_short = \"qed_k3\"\n",
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"optim_str = \"Random Walk Optimization\"\n",
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"optim_str_short=\"random\"\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": 99,
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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": 99,
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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, kernel!, 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 = 0. # median(b.times) / 1e9\n",
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" st_std = 0. # std(b.times) / 1e9\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) / 1e9\n",
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" mt_std = std(b.times) / 1e9\n",
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" \n",
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" n = length(cu_inputs)\n",
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" ts = 32\n",
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" bs = Int(n / ts)\n",
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" cu_outputs = CuVector{ComplexF64}()\n",
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" resize!(cu_outputs, n)\n",
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" b = @benchmark begin\n",
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" @cuda threads = $ts blocks = $bs always_inline=true $kernel!($cu_inputs, $cu_outputs, $n)\n",
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" CUDA.device_synchronize()\n",
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" end samples = 10 evals = 1\n",
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" gpu_compile = 0\n",
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" gpu = median(b.times) / 1e9\n",
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" gpu_std = std(b.times) / 1e9\n",
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"\n",
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" return (cpu_compile_time = compile_time, gpu_compile_time = gpu_compile, cpu_single_thread_time = single_thread, cpu_st_std = st_std, cpu_multi_thread_time = multi_threaded, cpu_mt_std = mt_std, gpu_time = gpu, gpu_std = gpu_std)\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": 100,
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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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"IIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIIII\n",
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"Done\n"
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]
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}
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],
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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(\n",
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" operations=Int[], \n",
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" graph_nodes=Int[], \n",
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" graph_edges=Int[], \n",
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" graph_ce=Float64[], \n",
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" graph_dt=Float64[], \n",
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" graph_ci=Float64[], \n",
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" gen_func_t=Float64[], \n",
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" cpu_compile_t=Float64[], \n",
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" cpu_st_t=Float64[], \n",
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" cpu_st_std=Float64[],\n",
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" cpu_mt_t=Float64[], \n",
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" cpu_mt_std=Float64[],\n",
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" gpu_compile_t=Float64[], \n",
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" gpu_t=Float64[],\n",
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" gpu_std=Float64[]\n",
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")\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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" kernel! = get_cuda_kernel(graph, process, machine)\n",
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" res = bench(func, kernel!, 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_st_std,\n",
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" res.cpu_multi_thread_time,\n",
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" res.cpu_mt_std,\n",
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" res.gpu_compile_time,\n",
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" res.gpu_time,\n",
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" res.gpu_std\n",
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" ))\n",
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"\n",
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" print(\"I\")\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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" if n >= 100\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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"println(\"\\nDone\")\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": 101,
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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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"execution_count": 101,
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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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"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 %$new_suffix\" * sufsuffix\n",
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"end"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 102,
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"metadata": {},
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"outputs": [
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{
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"data": {
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|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 102,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"# plot data\n",
|
||
|
|
"using Plots\n",
|
||
|
|
"using StatsPlots\n",
|
||
|
|
"\n",
|
||
|
|
"img = @df df scatter(\n",
|
||
|
|
" :operations, \n",
|
||
|
|
" [#=:cpu_st_t=# :cpu_mt_t :gpu_t],\n",
|
||
|
|
" label=[#=\"Single threaded execution (s)\"=# \"$(Threads.nthreads())-threaded CPU execution (s)\" \"GPU execution (Tesla A30) (s)\"],\n",
|
||
|
|
" yerror=[#=:cpu_st_std=# :cpu_mt_std :gpu_std],\n",
|
||
|
|
" title=\"$(beautify_title(string(process))) Using $(optim_str)\\nCalculate $(n_inputs) (\\$2^{20}\\$) Matrix Elements\",\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",
|
||
|
|
"savefig(img, \"../images/$(process_str_short)_execution_$(optim_str_short).pdf\")\n",
|
||
|
|
"\n",
|
||
|
|
"img"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 103,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
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||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 103,
|
||
|
|
"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=\"$(beautify_title(string(process))) Using $(optim_str)\",\n",
|
||
|
|
" linewidth=2,\n",
|
||
|
|
" xlabel=\"optimizer steps\",\n",
|
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" ylims=(0.0, 1.05 * maximum(df.graph_edges)),\n",
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" legend=:outerbottom,\n",
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" legendcolumns=2,\n",
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" fmt=:pdf,\n",
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" size=(800, 600)\n",
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|
")\n",
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||
|
|
"\n",
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||
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|
"savefig(img, \"../images/$(process_str_short)_nodes_edges_$(optim_str_short).pdf\")\n",
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||
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|
"\n",
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"img"
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]
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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{
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"data": {
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||
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]
|
||
|
|
},
|
||
|
|
"execution_count": 104,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"img = @df df scatter(\n",
|
||
|
|
" :operations,\n",
|
||
|
|
" [:graph_ce, :graph_dt],\n",
|
||
|
|
" label=[\"graph compute effort (FLOP)\" \"graph data transfer (B)\"],\n",
|
||
|
|
" title=\"$(beautify_title(string(process))) Using $(optim_str)\",\n",
|
||
|
|
" linewidth=2,\n",
|
||
|
|
" xlabel=\"optimizer steps\",\n",
|
||
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]
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},
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||
|
|
"execution_count": 106,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
},
|
||
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|
{
|
||
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|
"name": "stderr",
|
||
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|
"output_type": "stream",
|
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"text": [
|
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|
"\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mn° of legend_column=2 is larger than n° of series=1\n",
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"\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ Plots ~/.julia/packages/Plots/sxUvK/src/backends/gr.jl:1235\u001b[39m\n",
|
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"\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mn° of legend_column=2 is larger than n° of series=1\n",
|
||
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|
"\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ Plots ~/.julia/packages/Plots/sxUvK/src/backends/gr.jl:1235\u001b[39m\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"img = @df df plot(\n",
|
||
|
|
" :graph_dt,\n",
|
||
|
|
" :graph_ce,\n",
|
||
|
|
" label=\"graph compute intensity\",\n",
|
||
|
|
" title=\"$(beautify_title(string(process))) Using $(optim_str)\",\n",
|
||
|
|
" line_z=:operations,\n",
|
||
|
|
" color=:viridis,\n",
|
||
|
|
" linewidth=2,\n",
|
||
|
|
" xlabel=\"data transfer (Byte)\",\n",
|
||
|
|
" ylabel=\"compute effort (FLOPS)\",\n",
|
||
|
|
" colorbar_title=\"applied operations (#)\",\n",
|
||
|
|
" colorbar_ticks=(0, maximum(df.operations)),\n",
|
||
|
|
" #ylims=(0.0, 1.05 * maximum(df.graph_ce)),\n",
|
||
|
|
" #xlims=(0.0, 1.05 * maximum(df.graph_dt)),\n",
|
||
|
|
" legend=:outerbottom,\n",
|
||
|
|
" legendcolumns=2,\n",
|
||
|
|
" legend_font_pointsize=10,\n",
|
||
|
|
" fmt=:pdf,\n",
|
||
|
|
" size=(800, 600)\n",
|
||
|
|
")\n",
|
||
|
|
"\n",
|
||
|
|
"savefig(img, \"../images/$(process_str_short)_cdplot_$(optim_str_short).pdf\")\n",
|
||
|
|
"\n",
|
||
|
|
"img"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"metadata": {
|
||
|
|
"kernelspec": {
|
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|
|
"display_name": "Julia 1.10.2",
|
||
|
|
"language": "julia",
|
||
|
|
"name": "julia-1.10"
|
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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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|
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"version": "1.10.2"
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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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