rubydragon/metagraphoptimization.jl
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experiments #1

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rubydragon merged 39 commits from experiments into main 2024-05-08 12:03:28 +02:00
Conversation 0 Commits 39 Files Changed 155 +108 -11
31 changed files with 108 additions and 11 deletions
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19
data/evaluate_full_node_bench.jl
View File

@ -87,12 +87,12 @@ for process_name in processes
legend = :outerbottom,
legendcolumns = 1,
legend_font_pointsize = 10,
size = (800, 600),
#size = (800, 600),
ylabel = "contribution (%)",
xlabel = "chunk size (#)",
)
savefig("full_node_chunk_size_$(process_name)_ratio.pdf")
savefig("full_node_chunk_size_$(proc_to_n(process_name))k_ratio.pdf")
scatter(
@ -100,18 +100,19 @@ for process_name in processes
df_filt.rate,
label = "total execution rate (\$s^{-1}\$)",
title = "$(beautify_title(process_name))\nComputing $(n_inputs) (\$2^{$(power)}\$) Matrix Elements",
ylim = (:auto, maximum(df_filt.rate) * 1.2),
yscale = :log10,
#xticks = [1024 4096 16384 65536 262144 1048576],
legend = :outerbottom,
legendcolumns = 1,
legend_font_pointsize = 10,
size = (800, 600),
#size = (800, 600),
ylabel = "rate (\$s^{-1}\$)",
xlabel = "chunk size (#)",
markersize = 7,
)
savefig("full_node_chunk_size_$(process_name)_rate.pdf")
savefig("full_node_chunk_size_$(proc_to_n(process_name))k_rate.pdf")
scatter(
@ -125,13 +126,13 @@ for process_name in processes
legend = :outerbottom,
legendcolumns = 1,
legend_font_pointsize = 10,
size = (800, 600),
#size = (800, 600),
ylabel = "time (s)",
xlabel = "chunk size (#)",
markersize = 7,
)
savefig("full_node_chunk_size_$(process_name)_time.pdf")
savefig("full_node_chunk_size_$(proc_to_n(process_name))k_time.pdf")
end
@ -152,7 +153,7 @@ scatter(
legend = :outerbottom,
legendcolumns = 1,
legend_font_pointsize = 10,
size = (800, 600),
#size = (800, 600),
ylabel = "time (s)",
xlabel = "process size (#)",
markersize = 7,
@ -170,7 +171,7 @@ scatter(
legend = :outerbottom,
legendcolumns = 1,
legend_font_pointsize = 10,
size = (800, 600),
#size = (800, 600),
ylabel = "rate (\$s^{-1}\$)",
xlabel = "process size (#)",
markersize = 7,
@ -190,7 +191,7 @@ scatter(
legend = :outerbottom,
legendcolumns = 1,
legend_font_pointsize = 10,
size = (800, 600),
#size = (800, 600),
ylabel = "rate (\$s^{-1}\$)",
xlabel = "process size (#)",
markersize = 7,

4
data/evaluate_reduce_bench.jl
View File

@ -43,7 +43,7 @@ input_file = ARGS[1]
input_file_gpu = ARGS[2]
df = CSV.read(input_file, DataFrame)
df_gpu = CSV.read(input_file_gpu, DataFrame)
n_inputs = 2^16
n_inputs = 2^20
#=
for process in processes
@ -250,7 +250,7 @@ plot!(
legendcolumns = 1,
legend_font_pointsize = 12,
fontsize = 12,
size = (800, 600),
#size = (800, 600),
xlabel = "reduction progress (%)",
ylabel = "relative time taken (%)",
)

96
data/gpu_a100_kernel_reduce_bench_larger_ae99be7.csv Normal file
View File

@ -0,0 +1,96 @@
threads,process,operations,cumulative_optimization_time,graph_nodes,graph_edges,graph_ce,graph_dt,graph_ci,cpu_st_t,cpu_st_s,cpu_mt_t,cpu_mt_s,cpu_mem,gpu_t,gpu_s,gpu_mem
32,ke->ke,0,0.0,26,29,5458.0,1728.0,3.158564814814815,0.647090037,0.001403887795087322,0.036233232,0.005708689654610546,1.4038877950873221e6,0.000527439,0.0001233618956431307,528.0
32,ke->kke,0,0.0,77,101,23321.75,6240.0,3.737459935897436,3.152002297,0.0543269744005827,0.17144779,0.006014460652128792,5.43269744005827e7,0.000802578,3.237163909762165e-5,528.0
32,ke->kke,1,0.028102685,76,99,22407.75,6240.0,3.5909855769230767,2.8960355295,0.0013295933867617199,0.135483242,0.015842318724718436,1.3295933867617198e6,0.00080102,2.2272359309242474e-5,528.0
32,ke->kke,2,0.028109117,75,98,22407.75,6144.0,3.6470947265625,2.896184843,0.0015410529625687756,0.127555675,0.011592293068963372,1.5410529625687755e6,0.0008380045,2.1695091476337835e-5,528.0
32,ke->kke,3,0.028116081,74,96,21493.75,6144.0,3.4983317057291665,2.9401544335,0.005172488225699939,0.119079995,0.02273174068399779,5.172488225699939e6,0.0008366165,0.00011872382432421334,528.0
32,ke->kke,4,0.028118796,73,94,20579.75,6144.0,3.3495686848958335,2.6622272155,0.0012675914357601586,0.116508907,0.016780765481002012,1.2675914357601586e6,0.0008449915,2.173155852671409e-5,528.0
32,ke->kke,5,0.028125178,72,93,20579.75,6048.0,3.402736441798942,2.665215648,0.0015256946032814037,0.11426013,0.003976155379514739,1.5256946032814037e6,0.000839186,2.7752825555247523e-5,528.0
32,ke->kke,6,0.028128764,71,92,20104.75,6048.0,3.324198082010582,2.700933956,0.0015902958788106066,0.116313663,0.005751888955251422,1.5902958788106067e6,0.000804592,2.262882152477234e-5,528.0
32,ke->kke,7,0.028132090000000002,70,91,20104.75,5952.0,3.377814180107527,2.68122139,0.0007108233344284641,0.116415183,0.008981483277771367,710823.3344284641,0.0008168245,2.802127363569805e-5,528.0
32,ke->kke,8,0.028134004,69,90,20104.75,5856.0,3.433188183060109,2.6880057145,0.0015717223049891795,0.111373975,0.004583276267074439,1.5717223049891796e6,0.0008563185,2.521682223239082e-5,528.0
32,ke->kke,9,0.028137290000000002,68,88,19190.75,5856.0,3.277108948087432,2.6182438735,7.940809152724929e-7,0.10747676,0.003860365941406203,794.0809152724929,0.000828121,2.7392834486412684e-5,528.0
32,ke->kke,10,0.028140505000000003,67,87,19190.75,5760.0,3.3317274305555555,2.622117809,0.0029482619251674368,0.111964496,0.004999448267078708,2.9482619251674367e6,0.000861869,3.0694731785221166e-5,528.0
32,ke->kke,11,0.028142779000000003,66,86,18715.75,5760.0,3.249262152777778,2.6080320975,0.001075657199502007,0.11764496,0.012910436026874769,1.0756571995020069e6,0.000834353,2.5327320516917433e-5,528.0
32,ke->kke,12,0.028144563000000004,65,85,18715.75,5664.0,3.304334392655367,2.5792605915,0.003215177057395829,0.113303357,0.008386464738700312,3.215177057395829e6,0.000853137,3.664166861921002e-5,528.0
32,ke->kke,13,0.028146506000000005,64,83,17801.75,5664.0,3.142964336158192,2.322535261,0.002359270805248379,0.110597646,0.0033758381924078795,2.359270805248379e6,0.000860957,2.5303820278105573e-5,528.0
32,ke->kke,14,0.028148981000000003,63,81,16887.75,5664.0,2.981594279661017,2.339688117,0.003935859060775211,0.117243852,0.010080713027307208,3.9358590607752115e6,0.0008551405,2.2581479205313366e-5,528.0
32,ke->kke,15,0.028151976000000002,62,80,16887.75,5568.0,3.033001077586207,2.347133204,0.0011229999195624786,0.146974476,0.0010572989823996333,1.1229999195624785e6,0.0008858985,1.953352321523181e-5,528.0
32,ke->kke,16,0.028155142,61,79,16887.75,5472.0,3.0862116228070176,2.333439194,0.002254537570330185,0.106766726,0.02701900086162753,2.254537570330185e6,0.000881305,1.9352008985287978e-5,528.0
32,ke->kke,17,0.028158408,60,78,16412.75,5472.0,2.999406067251462,2.146309457,0.004795029471589965,0.10079539,0.006797306315133577,4.795029471589965e6,0.0009270705,3.9192350900398914e-5,528.0
32,ke->kke,18,0.028161213,59,77,16412.75,5376.0,3.0529668898809526,2.11481484,0.0006627107766306004,0.107580364,0.012184472919843857,662710.7766306003,0.000900586,2.12449149939462e-5,528.0
32,ke->kkke,0,0.0,356,493,123851.5,30528.0,4.056980476939203,16.706129427,NaN,0.600161126,0.015217828808639915,NaN,0.003808789,1.3068792578760544e-5,528.0
32,ke->kkke,1,1.734e-6,351,483,119281.5,30528.0,3.9072818396226414,15.84513913,NaN,0.5779539025,0.03219907937300015,NaN,0.004530432,2.429840634897688e-5,528.0
32,ke->kkke,2,3.928e-6,346,473,114711.5,30528.0,3.75758320230608,15.359939792,NaN,0.566162413,0.0058533765608302455,NaN,0.003968668,1.6670255722893596e-5,528.0
32,ke->kkke,3,7.134e-6,341,468,114711.5,30048.0,3.817608493077742,15.437281748,NaN,0.5652654975,0.016027060868256983,NaN,0.00477365,2.585158428414011e-5,528.0
32,ke->kkke,4,1.0379999999999999e-5,336,463,114711.5,29568.0,3.879582656926407,15.405919678,NaN,0.576762778,0.008752874380259604,NaN,0.004865537,9.512581241002184e-6,528.0
32,ke->kkke,5,1.2083e-5,331,453,110141.5,29568.0,3.7250236742424243,14.885842197,NaN,0.5851638795,0.004026940373704613,NaN,0.0050648085,5.754161184655849e-5,528.0
32,ke->kkke,6,1.4037e-5,326,448,110141.5,29088.0,3.786492711771177,14.904064843,NaN,0.5439091195,0.006819430173049963,NaN,0.0047658405,1.9283258272397848e-5,528.0
32,ke->kkke,7,1.6552e-5,321,443,107766.5,29088.0,3.704843921892189,14.456131503,NaN,0.5426763285,0.0100628614370414,NaN,0.0047367115,3.01726835067748e-5,528.0
32,ke->kkke,8,1.9357e-5,316,438,105391.5,29088.0,3.623195132013201,14.314551903,NaN,0.5146675005,0.0074694318730973725,NaN,0.0050150955,2.645205189520591e-5,528.0
32,ke->kkke,9,2.1441e-5,311,428,100821.5,29088.0,3.466085671067107,13.750527656,NaN,0.5009311625,0.007151647941789664,NaN,0.0044891835,1.2657166766961185e-5,528.0
32,ke->kkke,10,2.4246e-5,306,423,100821.5,28608.0,3.524241470917226,13.758121477,NaN,0.5074271815,0.024833684724368584,NaN,0.004626615,1.6777787859746785e-5,528.0
32,ke->kkke,11,2.6891e-5,301,418,100821.5,28128.0,3.5843821103526734,13.637740385,NaN,0.4908728695,0.018989167790613878,NaN,0.005020075,3.520599494404327e-6,528.0
32,ke->kkke,12,2.8905000000000002e-5,300,416,99907.5,28128.0,3.5518877986348123,13.392534739,NaN,0.4852942125,0.012630481116438504,NaN,0.00560181,1.1897445490524425e-5,528.0
32,ke->kkke,13,3.1691000000000005e-5,299,414,98993.5,28128.0,3.519393486916951,13.322407862,NaN,0.4883807705,0.00876901951790229,NaN,0.005172234,7.706182903465675e-5,528.0
32,ke->kkke,14,3.443600000000001e-5,294,404,94423.5,28128.0,3.3569219283276452,13.250910889,NaN,0.4851128605,0.019354119644291977,NaN,0.0047428375,7.293831201775922e-6,528.0
32,ke->kkke,15,3.721100000000001e-5,289,399,94423.5,27648.0,3.4152018229166665,13.219635822,NaN,0.48685333,0.013291273128911625,NaN,0.0052359235,1.4764791165697761e-5,528.0
32,ke->kkke,16,4.1159000000000004e-5,284,389,89853.5,27648.0,3.2499095775462963,12.590992941,NaN,0.47389376,0.005401592859236701,NaN,0.0051536295,3.6405779592897976e-5,528.0
32,ke->kkke,17,4.3894000000000004e-5,279,384,89853.5,27168.0,3.3073284746760896,12.590534802,NaN,0.4629973885,0.009797432530125584,NaN,0.0052923535,1.6524304931423488e-5,528.0
32,ke->kkke,18,4.6279e-5,274,374,85283.5,27168.0,3.1391158716136633,11.680008307,NaN,0.4369019805,0.012207954924173472,NaN,0.005655156,5.460378500311738e-6,528.0
32,ke->kkke,19,4.9184e-5,273,372,84369.5,27168.0,3.105473351001178,12.213153995,NaN,0.478402292,0.0022510770903774596,NaN,0.005375624,1.0183833183040656e-5,528.0
32,ke->kkke,20,5.191e-5,272,371,84369.5,27072.0,3.1164856678487,12.206095019,NaN,0.429021396,0.009872023131635595,NaN,0.0053443805,1.1579136928113425e-5,528.0
32,ke->kkke,21,5.4064e-5,271,370,83894.5,27072.0,3.098939864066194,12.091591412,NaN,0.4578499735,0.05931676931012277,NaN,0.005393712,8.170834832908242e-6,528.0
32,ke->kkke,22,5.6459e-5,270,369,83894.5,26976.0,3.1099681198102016,12.069964115,NaN,0.453279223,0.011519772186287724,NaN,0.005457767,1.0326821519712635e-5,528.0
32,ke->kkke,23,5.8874000000000006e-5,269,368,83894.5,26880.0,3.1210751488095236,12.079057067,NaN,0.480661431,0.027169216974734005,NaN,0.005487437,1.2161085127021628e-5,528.0
32,ke->kkke,24,6.215e-5,268,367,83419.5,26880.0,3.1034040178571427,11.809309135,NaN,0.4549353315,0.009193291198039888,NaN,0.005443445,1.610855026893068e-5,528.0
32,ke->kkke,25,6.4034e-5,267,366,83419.5,26784.0,3.114527329749104,11.779558085,NaN,0.4547528755,0.006760280634283881,NaN,0.0054145965,9.77076424168891e-6,528.0
32,ke->kkke,26,6.728e-5,262,356,78849.5,26784.0,2.9439030764635605,10.860079351,NaN,0.4108299875,0.008887565778766588,NaN,0.0058626325,8.828442512697242e-6,528.0
32,ke->kkke,27,7.034600000000001e-5,257,351,78849.5,26304.0,2.9976239355231145,10.861936457,NaN,0.4087441745,0.011482772611441105,NaN,0.0058868075,1.4701013535354173e-5,528.0
32,ke->kkke,28,7.3151e-5,252,346,76474.5,26304.0,2.90733348540146,10.629996769,NaN,0.3972038095,0.014039261445734445,NaN,0.0059328385,1.5286438217147467e-5,528.0
32,ke->kkke,29,7.5406e-5,247,341,76474.5,25824.0,2.9613731412639406,10.526132608,NaN,0.3931265875,0.00765006489506246,NaN,0.0061647565,1.951800842982364e-5,528.0
32,ke->kkke,30,7.7811e-5,246,339,75560.5,25824.0,2.9259797087980175,10.443941534,NaN,0.3933734875,0.009798402975358634,NaN,0.005700706,8.905502083917934e-6,528.0
32,ke->kkke,31,8.002600000000001e-5,245,337,74646.5,25824.0,2.890586276332094,10.310052774,NaN,0.392906892,0.003968418205741626,NaN,0.0057359515,1.505753165252083e-5,528.0
32,ke->kkke,32,8.233100000000001e-5,244,336,74646.5,25728.0,2.9013720460199006,10.311723343,NaN,0.3867031825,0.006280521650164174,NaN,0.0055641555,9.754345918614943e-6,528.0
32,ke->kkke,33,8.5296e-5,243,335,74171.5,25728.0,2.88290967039801,9.946989658,NaN,0.386618864,0.007907361613642905,NaN,0.0056289365,6.123698316104955e-6,528.0
32,ke->kkke,34,8.772000000000001e-5,242,333,73257.5,25728.0,2.847384172885572,9.844776546,NaN,0.3681718505,0.010676119543939528,NaN,0.005321438,8.08143913957574e-6,528.0
32,ke->kkke,35,9.0475e-5,241,332,73257.5,25632.0,2.8580485330836454,9.848790259,NaN,0.3977403935,0.06977943255525493,NaN,0.005363913,2.0108381162258353e-5,528.0
32,ke->kkke,36,9.2649e-5,240,331,72782.5,25632.0,2.8395170099875156,9.776740268,NaN,0.370363426,0.00681572641556136,NaN,0.0054759065,2.279623004797065e-5,528.0
32,ke->kkke,37,9.5845e-5,239,330,72782.5,25536.0,2.8501918859649122,9.739718634,NaN,0.3699172285,0.013086028529373822,NaN,0.005474699,0.00015040273598231738,528.0
32,ke->kkke,38,9.7668e-5,238,329,72782.5,25440.0,2.860947327044025,9.746880607,NaN,0.3657798945,0.007499451226212867,NaN,0.0056299035,6.053184729269928e-6,528.0
32,ke->kkke,39,0.000100884,237,328,72307.5,25440.0,2.8422759433962264,9.78741155,NaN,0.360760185,0.011772178660502975,NaN,0.005648368,1.4885336011211392e-5,528.0
32,ke->kkke,40,0.000102547,236,327,72307.5,25344.0,2.853042140151515,9.770827746,NaN,0.360900642,0.011894184415236165,NaN,0.005569456,1.2875341543689887e-5,528.0
32,ke->kkke,41,0.00010491100000000001,235,326,72307.5,25248.0,2.863890209125475,9.745957304,NaN,0.3968925575,0.02743751576056998,NaN,0.005603534,1.286409508671325e-5,528.0
32,ke->kkke,42,0.00010709500000000002,234,325,72307.5,25152.0,2.8748210877862594,9.721952503,NaN,0.41264708,0.004853269246162039,NaN,0.0056764805,6.156302061031984e-6,528.0
32,ke->kkke,43,0.00011036100000000002,229,320,72307.5,24672.0,2.930751459143969,9.743858391,NaN,0.407019371,0.0066799908415153975,NaN,0.0057622505,4.474725383938848e-5,528.0
32,ke->kkke,44,0.00011340700000000002,224,315,69932.5,24672.0,2.8344884889753565,9.534518859,NaN,0.3696700515,0.014899396612212219,NaN,0.005820299,1.078613459338732e-5,528.0
32,ke->kkke,45,0.00011628300000000002,219,310,69932.5,24192.0,2.8907283399470898,9.421089948,NaN,0.374276339,0.01496405556930764,NaN,0.00583953,1.1878422145498393e-5,528.0
32,ke->kkke,46,0.00011865700000000003,218,308,69018.5,24192.0,2.852947255291005,9.281495199,NaN,0.367162706,0.018094876989513106,NaN,0.0059495855,1.2361568208227735e-5,528.0
32,ke->kkke,47,0.00012108200000000003,217,307,69018.5,24096.0,2.8643135790172645,9.286000197,NaN,0.3561917585,0.012805647391397503,NaN,0.0059574595,1.5332818627593124e-5,528.0
32,ke->kkke,48,0.00012372700000000004,216,305,68104.5,24096.0,2.826381972111554,9.09096745,NaN,0.342770672,0.009634669635976938,NaN,0.00571396,2.162138135889256e-5,528.0
32,ke->kkke,49,0.00012662200000000004,215,304,68104.5,24000.0,2.8376875,9.071789764,NaN,0.400146957,0.06383009124257537,NaN,0.005517473,8.13021899869042e-6,528.0
32,ke->kkke,50,0.00012909700000000003,214,303,67629.5,24000.0,2.8178958333333335,9.070856532,NaN,0.35364771,0.019591818390607675,NaN,0.005648849,1.125194654122862e-5,528.0
32,ke->kkke,51,0.00013133100000000002,213,302,67629.5,23904.0,2.8292126840696117,9.053761664,NaN,0.353452886,0.0018778243879389387,NaN,0.0055388085,1.3962429207221308e-5,528.0
32,ke->kkke,52,0.00013324500000000002,212,300,66715.5,23904.0,2.79097640562249,8.878969914,NaN,0.33864025,0.010328898093960728,NaN,0.0056665275,1.7171462007256883e-5,768.0
32,ke->kkke,53,0.00013651100000000002,211,299,66715.5,23808.0,2.8022303427419355,8.893255259,NaN,0.335773744,0.010561543936464036,NaN,0.00561145,1.4851404307337405e-5,528.0
32,ke->kkke,54,0.00013900600000000003,210,298,66240.5,23808.0,2.782279065860215,8.958691077,NaN,0.351527676,0.006235712012893636,NaN,0.0057169415,7.896461815268912e-6,528.0
32,ke->kkke,55,0.00014361500000000004,209,297,65765.5,23808.0,2.7623277889784945,8.81528801,NaN,0.3924629545,0.033980841278474776,NaN,0.0056690525,1.1910102031468916e-5,528.0
32,ke->kkke,56,0.00014594900000000004,208,296,65765.5,23712.0,2.773511302294197,8.776073309,NaN,0.369116865,0.01520403706590348,NaN,0.0057605835,1.1356165268258473e-5,528.0
32,ke->kkke,57,0.00014849400000000005,207,295,65765.5,23616.0,2.784785738482385,8.766764683,NaN,0.3675354925,0.024721134207724104,NaN,0.0057271655,3.760966654288052e-5,528.0
32,ke->kkke,58,0.00015132900000000004,202,290,65765.5,23136.0,2.8425613762102353,8.667786033,NaN,0.341832644,0.003012522474457853,NaN,0.0056585425,1.031893980342296e-5,528.0
32,ke->kkke,59,0.00015372400000000005,201,288,64851.5,23136.0,2.8030558437067774,8.544462171,NaN,0.3270245245,0.012923099031482619,NaN,0.0055669365,1.4414046687172899e-5,528.0
32,ke->kkke,60,0.00015597800000000006,200,287,64851.5,23040.0,2.8147352430555554,8.576995017,NaN,0.3297366365,0.009171550350636128,NaN,0.0054671745,1.2640483225204118e-5,768.0
32,ke->kkke,61,0.00015872300000000005,199,285,63937.5,23040.0,2.7750651041666665,8.668965463,NaN,0.328512029,0.003731738320096715,NaN,0.005360977,3.753807804705332e-5,528.0
32,ke->kkke,62,0.00016087700000000005,198,284,63462.5,23040.0,2.7544487847222223,8.605417096,NaN,0.3254020535,0.01722680628621236,NaN,0.005365126,1.279238064891233e-5,528.0
32,ke->kkke,63,0.00016317200000000006,197,283,63462.5,22944.0,2.7659736750348674,8.59749084,NaN,0.328342784,0.008132732925052337,NaN,0.0054400905,1.212714669931335e-5,528.0
32,ke->kkke,64,0.00016595700000000005,196,282,62987.5,22944.0,2.7452710948396093,8.281315491,NaN,0.3223195045,0.008996425491277615,NaN,0.0054371505,4.069052744189979e-5,528.0
32,ke->kkke,65,0.00016821100000000006,195,281,62987.5,22848.0,2.7568058473389354,8.261860341,NaN,0.337154769,0.04311155456132061,NaN,0.0053034905,7.820255818492556e-6,528.0
32,ke->kkke,66,0.00017143700000000006,194,280,62987.5,22752.0,2.7684379395218004,8.241085585,NaN,0.3222571705,0.009175541639538399,NaN,0.00530843,9.721063043721093e-6,528.0
32,ke->kkke,67,0.00017446300000000005,193,278,62073.5,22752.0,2.72826564697609,8.157650626,NaN,0.3089821565,0.010647680861049709,NaN,0.0053005435,2.0711622028867435e-5,528.0
32,ke->kkke,68,0.00017708800000000005,192,277,62073.5,22656.0,2.739826094632768,8.150175363,NaN,0.3070174195,0.01372578498371821,NaN,0.00534404,3.8046677997778815e-6,528.0
32,ke->kkke,69,0.00018061400000000006,191,276,61598.5,22656.0,2.7188603460451977,8.062383783,NaN,0.3072641845,0.01310914149802171,NaN,0.005334127,1.4297639200231625e-5,528.0
32,ke->kkke,70,0.00018257800000000005,190,275,61598.5,22560.0,2.730429964539007,8.04768125,NaN,0.307705919,0.008360235687922376,NaN,0.0053918145,8.573840806002096e-6,528.0
32,ke->kkke,71,0.00018522300000000007,189,274,61123.5,22560.0,2.709375,8.082029834,NaN,0.305689625,0.007194681781571001,NaN,0.005410519,2.294657083240689e-5,528.0
32,ke->kkke,72,0.00018730700000000006,188,273,61123.5,22464.0,2.7209535256410255,8.053600242,NaN,0.3580050635,0.06918464677281444,NaN,0.0053048385,1.4442675256567486e-5,528.0
32,ke->kkkke,0,0.0,2183,3015,781385.25,184992.0,4.223886708614427,106.157851753,NaN,3.86278694,0.15026686750436932,NaN,0.040828358,0.00014057528450513626,528.0
32,ke->kkkke,5,0.001632175,2068,2808,697297.25,182784.0,3.8148702840511204,96.890818334,NaN,3.598310091,0.04465948402730547,NaN,0.037846689,0.0004016827771467181,528.0
1 threads process operations cumulative_optimization_time graph_nodes graph_edges graph_ce graph_dt graph_ci cpu_st_t cpu_st_s cpu_mt_t cpu_mt_s cpu_mem gpu_t gpu_s gpu_mem
2 32 ke->ke 0 0.0 26 29 5458.0 1728.0 3.158564814814815 0.647090037 0.001403887795087322 0.036233232 0.005708689654610546 1.4038877950873221e6 0.000527439 0.0001233618956431307 528.0
3 32 ke->kke 0 0.0 77 101 23321.75 6240.0 3.737459935897436 3.152002297 0.0543269744005827 0.17144779 0.006014460652128792 5.43269744005827e7 0.000802578 3.237163909762165e-5 528.0
4 32 ke->kke 1 0.028102685 76 99 22407.75 6240.0 3.5909855769230767 2.8960355295 0.0013295933867617199 0.135483242 0.015842318724718436 1.3295933867617198e6 0.00080102 2.2272359309242474e-5 528.0
5 32 ke->kke 2 0.028109117 75 98 22407.75 6144.0 3.6470947265625 2.896184843 0.0015410529625687756 0.127555675 0.011592293068963372 1.5410529625687755e6 0.0008380045 2.1695091476337835e-5 528.0
6 32 ke->kke 3 0.028116081 74 96 21493.75 6144.0 3.4983317057291665 2.9401544335 0.005172488225699939 0.119079995 0.02273174068399779 5.172488225699939e6 0.0008366165 0.00011872382432421334 528.0
7 32 ke->kke 4 0.028118796 73 94 20579.75 6144.0 3.3495686848958335 2.6622272155 0.0012675914357601586 0.116508907 0.016780765481002012 1.2675914357601586e6 0.0008449915 2.173155852671409e-5 528.0
8 32 ke->kke 5 0.028125178 72 93 20579.75 6048.0 3.402736441798942 2.665215648 0.0015256946032814037 0.11426013 0.003976155379514739 1.5256946032814037e6 0.000839186 2.7752825555247523e-5 528.0
9 32 ke->kke 6 0.028128764 71 92 20104.75 6048.0 3.324198082010582 2.700933956 0.0015902958788106066 0.116313663 0.005751888955251422 1.5902958788106067e6 0.000804592 2.262882152477234e-5 528.0
10 32 ke->kke 7 0.028132090000000002 70 91 20104.75 5952.0 3.377814180107527 2.68122139 0.0007108233344284641 0.116415183 0.008981483277771367 710823.3344284641 0.0008168245 2.802127363569805e-5 528.0
11 32 ke->kke 8 0.028134004 69 90 20104.75 5856.0 3.433188183060109 2.6880057145 0.0015717223049891795 0.111373975 0.004583276267074439 1.5717223049891796e6 0.0008563185 2.521682223239082e-5 528.0
12 32 ke->kke 9 0.028137290000000002 68 88 19190.75 5856.0 3.277108948087432 2.6182438735 7.940809152724929e-7 0.10747676 0.003860365941406203 794.0809152724929 0.000828121 2.7392834486412684e-5 528.0
13 32 ke->kke 10 0.028140505000000003 67 87 19190.75 5760.0 3.3317274305555555 2.622117809 0.0029482619251674368 0.111964496 0.004999448267078708 2.9482619251674367e6 0.000861869 3.0694731785221166e-5 528.0
14 32 ke->kke 11 0.028142779000000003 66 86 18715.75 5760.0 3.249262152777778 2.6080320975 0.001075657199502007 0.11764496 0.012910436026874769 1.0756571995020069e6 0.000834353 2.5327320516917433e-5 528.0
15 32 ke->kke 12 0.028144563000000004 65 85 18715.75 5664.0 3.304334392655367 2.5792605915 0.003215177057395829 0.113303357 0.008386464738700312 3.215177057395829e6 0.000853137 3.664166861921002e-5 528.0
16 32 ke->kke 13 0.028146506000000005 64 83 17801.75 5664.0 3.142964336158192 2.322535261 0.002359270805248379 0.110597646 0.0033758381924078795 2.359270805248379e6 0.000860957 2.5303820278105573e-5 528.0
17 32 ke->kke 14 0.028148981000000003 63 81 16887.75 5664.0 2.981594279661017 2.339688117 0.003935859060775211 0.117243852 0.010080713027307208 3.9358590607752115e6 0.0008551405 2.2581479205313366e-5 528.0
18 32 ke->kke 15 0.028151976000000002 62 80 16887.75 5568.0 3.033001077586207 2.347133204 0.0011229999195624786 0.146974476 0.0010572989823996333 1.1229999195624785e6 0.0008858985 1.953352321523181e-5 528.0
19 32 ke->kke 16 0.028155142 61 79 16887.75 5472.0 3.0862116228070176 2.333439194 0.002254537570330185 0.106766726 0.02701900086162753 2.254537570330185e6 0.000881305 1.9352008985287978e-5 528.0
20 32 ke->kke 17 0.028158408 60 78 16412.75 5472.0 2.999406067251462 2.146309457 0.004795029471589965 0.10079539 0.006797306315133577 4.795029471589965e6 0.0009270705 3.9192350900398914e-5 528.0
21 32 ke->kke 18 0.028161213 59 77 16412.75 5376.0 3.0529668898809526 2.11481484 0.0006627107766306004 0.107580364 0.012184472919843857 662710.7766306003 0.000900586 2.12449149939462e-5 528.0
22 32 ke->kkke 0 0.0 356 493 123851.5 30528.0 4.056980476939203 16.706129427 NaN 0.600161126 0.015217828808639915 NaN 0.003808789 1.3068792578760544e-5 528.0
23 32 ke->kkke 1 1.734e-6 351 483 119281.5 30528.0 3.9072818396226414 15.84513913 NaN 0.5779539025 0.03219907937300015 NaN 0.004530432 2.429840634897688e-5 528.0
24 32 ke->kkke 2 3.928e-6 346 473 114711.5 30528.0 3.75758320230608 15.359939792 NaN 0.566162413 0.0058533765608302455 NaN 0.003968668 1.6670255722893596e-5 528.0
25 32 ke->kkke 3 7.134e-6 341 468 114711.5 30048.0 3.817608493077742 15.437281748 NaN 0.5652654975 0.016027060868256983 NaN 0.00477365 2.585158428414011e-5 528.0
26 32 ke->kkke 4 1.0379999999999999e-5 336 463 114711.5 29568.0 3.879582656926407 15.405919678 NaN 0.576762778 0.008752874380259604 NaN 0.004865537 9.512581241002184e-6 528.0
27 32 ke->kkke 5 1.2083e-5 331 453 110141.5 29568.0 3.7250236742424243 14.885842197 NaN 0.5851638795 0.004026940373704613 NaN 0.0050648085 5.754161184655849e-5 528.0
28 32 ke->kkke 6 1.4037e-5 326 448 110141.5 29088.0 3.786492711771177 14.904064843 NaN 0.5439091195 0.006819430173049963 NaN 0.0047658405 1.9283258272397848e-5 528.0
29 32 ke->kkke 7 1.6552e-5 321 443 107766.5 29088.0 3.704843921892189 14.456131503 NaN 0.5426763285 0.0100628614370414 NaN 0.0047367115 3.01726835067748e-5 528.0
30 32 ke->kkke 8 1.9357e-5 316 438 105391.5 29088.0 3.623195132013201 14.314551903 NaN 0.5146675005 0.0074694318730973725 NaN 0.0050150955 2.645205189520591e-5 528.0
31 32 ke->kkke 9 2.1441e-5 311 428 100821.5 29088.0 3.466085671067107 13.750527656 NaN 0.5009311625 0.007151647941789664 NaN 0.0044891835 1.2657166766961185e-5 528.0
32 32 ke->kkke 10 2.4246e-5 306 423 100821.5 28608.0 3.524241470917226 13.758121477 NaN 0.5074271815 0.024833684724368584 NaN 0.004626615 1.6777787859746785e-5 528.0
33 32 ke->kkke 11 2.6891e-5 301 418 100821.5 28128.0 3.5843821103526734 13.637740385 NaN 0.4908728695 0.018989167790613878 NaN 0.005020075 3.520599494404327e-6 528.0
34 32 ke->kkke 12 2.8905000000000002e-5 300 416 99907.5 28128.0 3.5518877986348123 13.392534739 NaN 0.4852942125 0.012630481116438504 NaN 0.00560181 1.1897445490524425e-5 528.0
35 32 ke->kkke 13 3.1691000000000005e-5 299 414 98993.5 28128.0 3.519393486916951 13.322407862 NaN 0.4883807705 0.00876901951790229 NaN 0.005172234 7.706182903465675e-5 528.0
36 32 ke->kkke 14 3.443600000000001e-5 294 404 94423.5 28128.0 3.3569219283276452 13.250910889 NaN 0.4851128605 0.019354119644291977 NaN 0.0047428375 7.293831201775922e-6 528.0
37 32 ke->kkke 15 3.721100000000001e-5 289 399 94423.5 27648.0 3.4152018229166665 13.219635822 NaN 0.48685333 0.013291273128911625 NaN 0.0052359235 1.4764791165697761e-5 528.0
38 32 ke->kkke 16 4.1159000000000004e-5 284 389 89853.5 27648.0 3.2499095775462963 12.590992941 NaN 0.47389376 0.005401592859236701 NaN 0.0051536295 3.6405779592897976e-5 528.0
39 32 ke->kkke 17 4.3894000000000004e-5 279 384 89853.5 27168.0 3.3073284746760896 12.590534802 NaN 0.4629973885 0.009797432530125584 NaN 0.0052923535 1.6524304931423488e-5 528.0
40 32 ke->kkke 18 4.6279e-5 274 374 85283.5 27168.0 3.1391158716136633 11.680008307 NaN 0.4369019805 0.012207954924173472 NaN 0.005655156 5.460378500311738e-6 528.0
41 32 ke->kkke 19 4.9184e-5 273 372 84369.5 27168.0 3.105473351001178 12.213153995 NaN 0.478402292 0.0022510770903774596 NaN 0.005375624 1.0183833183040656e-5 528.0
42 32 ke->kkke 20 5.191e-5 272 371 84369.5 27072.0 3.1164856678487 12.206095019 NaN 0.429021396 0.009872023131635595 NaN 0.0053443805 1.1579136928113425e-5 528.0
43 32 ke->kkke 21 5.4064e-5 271 370 83894.5 27072.0 3.098939864066194 12.091591412 NaN 0.4578499735 0.05931676931012277 NaN 0.005393712 8.170834832908242e-6 528.0
44 32 ke->kkke 22 5.6459e-5 270 369 83894.5 26976.0 3.1099681198102016 12.069964115 NaN 0.453279223 0.011519772186287724 NaN 0.005457767 1.0326821519712635e-5 528.0
45 32 ke->kkke 23 5.8874000000000006e-5 269 368 83894.5 26880.0 3.1210751488095236 12.079057067 NaN 0.480661431 0.027169216974734005 NaN 0.005487437 1.2161085127021628e-5 528.0
46 32 ke->kkke 24 6.215e-5 268 367 83419.5 26880.0 3.1034040178571427 11.809309135 NaN 0.4549353315 0.009193291198039888 NaN 0.005443445 1.610855026893068e-5 528.0
47 32 ke->kkke 25 6.4034e-5 267 366 83419.5 26784.0 3.114527329749104 11.779558085 NaN 0.4547528755 0.006760280634283881 NaN 0.0054145965 9.77076424168891e-6 528.0
48 32 ke->kkke 26 6.728e-5 262 356 78849.5 26784.0 2.9439030764635605 10.860079351 NaN 0.4108299875 0.008887565778766588 NaN 0.0058626325 8.828442512697242e-6 528.0
49 32 ke->kkke 27 7.034600000000001e-5 257 351 78849.5 26304.0 2.9976239355231145 10.861936457 NaN 0.4087441745 0.011482772611441105 NaN 0.0058868075 1.4701013535354173e-5 528.0
50 32 ke->kkke 28 7.3151e-5 252 346 76474.5 26304.0 2.90733348540146 10.629996769 NaN 0.3972038095 0.014039261445734445 NaN 0.0059328385 1.5286438217147467e-5 528.0
51 32 ke->kkke 29 7.5406e-5 247 341 76474.5 25824.0 2.9613731412639406 10.526132608 NaN 0.3931265875 0.00765006489506246 NaN 0.0061647565 1.951800842982364e-5 528.0
52 32 ke->kkke 30 7.7811e-5 246 339 75560.5 25824.0 2.9259797087980175 10.443941534 NaN 0.3933734875 0.009798402975358634 NaN 0.005700706 8.905502083917934e-6 528.0
53 32 ke->kkke 31 8.002600000000001e-5 245 337 74646.5 25824.0 2.890586276332094 10.310052774 NaN 0.392906892 0.003968418205741626 NaN 0.0057359515 1.505753165252083e-5 528.0
54 32 ke->kkke 32 8.233100000000001e-5 244 336 74646.5 25728.0 2.9013720460199006 10.311723343 NaN 0.3867031825 0.006280521650164174 NaN 0.0055641555 9.754345918614943e-6 528.0
55 32 ke->kkke 33 8.5296e-5 243 335 74171.5 25728.0 2.88290967039801 9.946989658 NaN 0.386618864 0.007907361613642905 NaN 0.0056289365 6.123698316104955e-6 528.0
56 32 ke->kkke 34 8.772000000000001e-5 242 333 73257.5 25728.0 2.847384172885572 9.844776546 NaN 0.3681718505 0.010676119543939528 NaN 0.005321438 8.08143913957574e-6 528.0
57 32 ke->kkke 35 9.0475e-5 241 332 73257.5 25632.0 2.8580485330836454 9.848790259 NaN 0.3977403935 0.06977943255525493 NaN 0.005363913 2.0108381162258353e-5 528.0
58 32 ke->kkke 36 9.2649e-5 240 331 72782.5 25632.0 2.8395170099875156 9.776740268 NaN 0.370363426 0.00681572641556136 NaN 0.0054759065 2.279623004797065e-5 528.0
59 32 ke->kkke 37 9.5845e-5 239 330 72782.5 25536.0 2.8501918859649122 9.739718634 NaN 0.3699172285 0.013086028529373822 NaN 0.005474699 0.00015040273598231738 528.0
60 32 ke->kkke 38 9.7668e-5 238 329 72782.5 25440.0 2.860947327044025 9.746880607 NaN 0.3657798945 0.007499451226212867 NaN 0.0056299035 6.053184729269928e-6 528.0
61 32 ke->kkke 39 0.000100884 237 328 72307.5 25440.0 2.8422759433962264 9.78741155 NaN 0.360760185 0.011772178660502975 NaN 0.005648368 1.4885336011211392e-5 528.0
62 32 ke->kkke 40 0.000102547 236 327 72307.5 25344.0 2.853042140151515 9.770827746 NaN 0.360900642 0.011894184415236165 NaN 0.005569456 1.2875341543689887e-5 528.0
63 32 ke->kkke 41 0.00010491100000000001 235 326 72307.5 25248.0 2.863890209125475 9.745957304 NaN 0.3968925575 0.02743751576056998 NaN 0.005603534 1.286409508671325e-5 528.0
64 32 ke->kkke 42 0.00010709500000000002 234 325 72307.5 25152.0 2.8748210877862594 9.721952503 NaN 0.41264708 0.004853269246162039 NaN 0.0056764805 6.156302061031984e-6 528.0
65 32 ke->kkke 43 0.00011036100000000002 229 320 72307.5 24672.0 2.930751459143969 9.743858391 NaN 0.407019371 0.0066799908415153975 NaN 0.0057622505 4.474725383938848e-5 528.0
66 32 ke->kkke 44 0.00011340700000000002 224 315 69932.5 24672.0 2.8344884889753565 9.534518859 NaN 0.3696700515 0.014899396612212219 NaN 0.005820299 1.078613459338732e-5 528.0
67 32 ke->kkke 45 0.00011628300000000002 219 310 69932.5 24192.0 2.8907283399470898 9.421089948 NaN 0.374276339 0.01496405556930764 NaN 0.00583953 1.1878422145498393e-5 528.0
68 32 ke->kkke 46 0.00011865700000000003 218 308 69018.5 24192.0 2.852947255291005 9.281495199 NaN 0.367162706 0.018094876989513106 NaN 0.0059495855 1.2361568208227735e-5 528.0
69 32 ke->kkke 47 0.00012108200000000003 217 307 69018.5 24096.0 2.8643135790172645 9.286000197 NaN 0.3561917585 0.012805647391397503 NaN 0.0059574595 1.5332818627593124e-5 528.0
70 32 ke->kkke 48 0.00012372700000000004 216 305 68104.5 24096.0 2.826381972111554 9.09096745 NaN 0.342770672 0.009634669635976938 NaN 0.00571396 2.162138135889256e-5 528.0
71 32 ke->kkke 49 0.00012662200000000004 215 304 68104.5 24000.0 2.8376875 9.071789764 NaN 0.400146957 0.06383009124257537 NaN 0.005517473 8.13021899869042e-6 528.0
72 32 ke->kkke 50 0.00012909700000000003 214 303 67629.5 24000.0 2.8178958333333335 9.070856532 NaN 0.35364771 0.019591818390607675 NaN 0.005648849 1.125194654122862e-5 528.0
73 32 ke->kkke 51 0.00013133100000000002 213 302 67629.5 23904.0 2.8292126840696117 9.053761664 NaN 0.353452886 0.0018778243879389387 NaN 0.0055388085 1.3962429207221308e-5 528.0
74 32 ke->kkke 52 0.00013324500000000002 212 300 66715.5 23904.0 2.79097640562249 8.878969914 NaN 0.33864025 0.010328898093960728 NaN 0.0056665275 1.7171462007256883e-5 768.0
75 32 ke->kkke 53 0.00013651100000000002 211 299 66715.5 23808.0 2.8022303427419355 8.893255259 NaN 0.335773744 0.010561543936464036 NaN 0.00561145 1.4851404307337405e-5 528.0
76 32 ke->kkke 54 0.00013900600000000003 210 298 66240.5 23808.0 2.782279065860215 8.958691077 NaN 0.351527676 0.006235712012893636 NaN 0.0057169415 7.896461815268912e-6 528.0
77 32 ke->kkke 55 0.00014361500000000004 209 297 65765.5 23808.0 2.7623277889784945 8.81528801 NaN 0.3924629545 0.033980841278474776 NaN 0.0056690525 1.1910102031468916e-5 528.0
78 32 ke->kkke 56 0.00014594900000000004 208 296 65765.5 23712.0 2.773511302294197 8.776073309 NaN 0.369116865 0.01520403706590348 NaN 0.0057605835 1.1356165268258473e-5 528.0
79 32 ke->kkke 57 0.00014849400000000005 207 295 65765.5 23616.0 2.784785738482385 8.766764683 NaN 0.3675354925 0.024721134207724104 NaN 0.0057271655 3.760966654288052e-5 528.0
80 32 ke->kkke 58 0.00015132900000000004 202 290 65765.5 23136.0 2.8425613762102353 8.667786033 NaN 0.341832644 0.003012522474457853 NaN 0.0056585425 1.031893980342296e-5 528.0
81 32 ke->kkke 59 0.00015372400000000005 201 288 64851.5 23136.0 2.8030558437067774 8.544462171 NaN 0.3270245245 0.012923099031482619 NaN 0.0055669365 1.4414046687172899e-5 528.0
82 32 ke->kkke 60 0.00015597800000000006 200 287 64851.5 23040.0 2.8147352430555554 8.576995017 NaN 0.3297366365 0.009171550350636128 NaN 0.0054671745 1.2640483225204118e-5 768.0
83 32 ke->kkke 61 0.00015872300000000005 199 285 63937.5 23040.0 2.7750651041666665 8.668965463 NaN 0.328512029 0.003731738320096715 NaN 0.005360977 3.753807804705332e-5 528.0
84 32 ke->kkke 62 0.00016087700000000005 198 284 63462.5 23040.0 2.7544487847222223 8.605417096 NaN 0.3254020535 0.01722680628621236 NaN 0.005365126 1.279238064891233e-5 528.0
85 32 ke->kkke 63 0.00016317200000000006 197 283 63462.5 22944.0 2.7659736750348674 8.59749084 NaN 0.328342784 0.008132732925052337 NaN 0.0054400905 1.212714669931335e-5 528.0
86 32 ke->kkke 64 0.00016595700000000005 196 282 62987.5 22944.0 2.7452710948396093 8.281315491 NaN 0.3223195045 0.008996425491277615 NaN 0.0054371505 4.069052744189979e-5 528.0
87 32 ke->kkke 65 0.00016821100000000006 195 281 62987.5 22848.0 2.7568058473389354 8.261860341 NaN 0.337154769 0.04311155456132061 NaN 0.0053034905 7.820255818492556e-6 528.0
88 32 ke->kkke 66 0.00017143700000000006 194 280 62987.5 22752.0 2.7684379395218004 8.241085585 NaN 0.3222571705 0.009175541639538399 NaN 0.00530843 9.721063043721093e-6 528.0
89 32 ke->kkke 67 0.00017446300000000005 193 278 62073.5 22752.0 2.72826564697609 8.157650626 NaN 0.3089821565 0.010647680861049709 NaN 0.0053005435 2.0711622028867435e-5 528.0
90 32 ke->kkke 68 0.00017708800000000005 192 277 62073.5 22656.0 2.739826094632768 8.150175363 NaN 0.3070174195 0.01372578498371821 NaN 0.00534404 3.8046677997778815e-6 528.0
91 32 ke->kkke 69 0.00018061400000000006 191 276 61598.5 22656.0 2.7188603460451977 8.062383783 NaN 0.3072641845 0.01310914149802171 NaN 0.005334127 1.4297639200231625e-5 528.0
92 32 ke->kkke 70 0.00018257800000000005 190 275 61598.5 22560.0 2.730429964539007 8.04768125 NaN 0.307705919 0.008360235687922376 NaN 0.0053918145 8.573840806002096e-6 528.0
93 32 ke->kkke 71 0.00018522300000000007 189 274 61123.5 22560.0 2.709375 8.082029834 NaN 0.305689625 0.007194681781571001 NaN 0.005410519 2.294657083240689e-5 528.0
94 32 ke->kkke 72 0.00018730700000000006 188 273 61123.5 22464.0 2.7209535256410255 8.053600242 NaN 0.3580050635 0.06918464677281444 NaN 0.0053048385 1.4442675256567486e-5 528.0
95 32 ke->kkkke 0 0.0 2183 3015 781385.25 184992.0 4.223886708614427 106.157851753 NaN 3.86278694 0.15026686750436932 NaN 0.040828358 0.00014057528450513626 528.0
96 32 ke->kkkke 5 0.001632175 2068 2808 697297.25 182784.0 3.8148702840511204 96.890818334 NaN 3.598310091 0.04465948402730547 NaN 0.037846689 0.0004016827771467181 528.0

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