metagraphoptimization.jl/notebooks/large_compton.ipynb
Anton Reinhard c90346e948 Add QED Model (#25)
Reviewed-on: Rubydragon/MetagraphOptimization.jl#25
Co-authored-by: Anton Reinhard <anton.reinhard@proton.me>
Co-committed-by: Anton Reinhard <anton.reinhard@proton.me>
2023-12-07 02:54:15 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"12"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"using MetagraphOptimization\n",
"using BenchmarkTools\n",
"\n",
"Threads.nthreads()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Graph:\n",
" Nodes: Total: 131069, DataTask: 65539, ComputeTaskQED_Sum: 1, \n",
" ComputeTaskQED_V: 35280, ComputeTaskQED_S2: 5040, ComputeTaskQED_U: 9, \n",
" ComputeTaskQED_S1: 25200\n",
" Edges: 176419\n",
" Total Compute Effort: 549370.0\n",
" Total Data Transfer: 1.0645344e7\n",
" Total Compute Intensity: 0.05160659909158408\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"machine = get_machine_info()\n",
"model = QEDModel()\n",
"process = parse_process(\"ke->kkkkkke\", model)\n",
"\n",
"inputs = [gen_process_input(process) for _ in 1:1e3];\n",
"graph = gen_graph(process)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Graph:\n",
" Nodes: Total: 14783, DataTask: 7396, ComputeTaskQED_Sum: 1, \n",
" ComputeTaskQED_V: 1819, ComputeTaskQED_S2: 5040, ComputeTaskQED_U: 9, \n",
" ComputeTaskQED_S1: 518\n",
" Edges: 26672\n",
" Total Compute Effort: 77102.0\n",
" Total Data Transfer: 5.063616e6\n",
" Total Compute Intensity: 0.015226668056977465\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"optimizer = ReductionOptimizer()\n",
"\n",
"optimize_to_fixpoint!(optimizer, graph)\n",
"graph"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculated 15537.0 results/s, 1295.0 results/s per thread for QED Process: 'ke->kkkkkke' (12 threads)\n"
]
}
],
"source": [
"compute_compton_reduced = get_compute_function(graph, process, machine)\n",
"outputs = [zero(ComplexF64) for _ in 1:1e6]\n",
"\n",
"bench_result = @benchmark begin\n",
" Threads.@threads :static for i in eachindex(inputs)\n",
" outputs[i] = compute_compton_reduced(inputs[i])\n",
" end\n",
"end\n",
"\n",
"rate = length(inputs) / (mean(bench_result.times) / 1.0e9)\n",
"rate_per_thread = rate / Threads.nthreads()\n",
"println(\"Calculated $(round(rate)) results/s, $(round(rate_per_thread)) results/s per thread for $(process) ($(Threads.nthreads()) threads)\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.9.4",
"language": "julia",
"name": "julia-1.9"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.9.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}