add run opt6_srif_lam0.50
Browse files
opt6_sigma_delta/opt6_srif_lam0.50.epochs.csv
ADDED
|
@@ -0,0 +1,101 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
tag,script,script_sha256_16,phase,priority,flags,note,gpus,amp,batch_size_per_gpu,num_bins_T,epochs_requested,epoch,train_loss,train_acc,test_loss,test_acc,best_acc,spikes_per_sample,wall_time_s,cum_wall_time_s,timestamp,spk_rate_l0,spk_rate_l1,spk_rate_l2,spk_rate_l3,spk_rate_l4,spk_rate_mean,spike_rates_json,gpu_samples,gpu_power_w_mean,energy_wh,gpu_util_pct_mean,gpu_mem_mb_peak
|
| 2 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,1,3.4280426652901235,0.4052044609665427,4.768624565818093,0.25757575757575757,0.25757575757575757,1168290.3410633486,66.62008166313171,66.6,2026-08-21T13:04:58.193091+00:00,0.2237951843177571,0.36964168443399315,0.45890242737882275,0.5047615976894603,0.5504197197801927,0.421504,"[0.2237951843177571, 0.36964168443399315, 0.45890242737882275, 0.5047615976894603, 0.5504197197801927]",13,65.93,1.22,7.4,7374.0
|
| 3 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,2,1.9918030394054256,0.4349442379182156,5.356442075787169,0.26136363636363635,0.26136363636363635,1198831.0994061087,3.2095015048980713,69.8,2026-08-21T13:05:01.435138+00:00,0.21863875143668232,0.3887472433202407,0.4931417878936319,0.5299405034850625,0.5587751479709849,0.437849,"[0.21863875143668232, 0.3887472433202407, 0.4931417878936319, 0.5299405034850625, 0.5587751479709849]",1,108.27,0.09653,98.5,7378.0
|
| 4 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,3,1.6630335634082667,0.4739776951672863,1.210580157511162,0.5189393939393939,0.5189393939393939,1211893.3962104074,3.2597603797912598,73.1,2026-08-21T13:05:04.727064+00:00,0.21713582119520972,0.4004331704448251,0.49599629640579224,0.5476647755678963,0.5757198088309344,0.44739,"[0.21713582119520972, 0.4004331704448251, 0.49599629640579224, 0.5476647755678963, 0.5757198088309344]",,,,,
|
| 5 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,4,1.4979735094375326,0.5483271375464684,1.0563342480948477,0.5075757575757576,0.5189393939393939,1238551.4541855205,3.262336492538452,76.4,2026-08-21T13:05:08.023819+00:00,0.22690691579790676,0.40609166201423197,0.5010099481133854,0.5312762821421904,0.5461508982321795,0.442287,"[0.22690691579790676, 0.40609166201423197, 0.5010099481133854, 0.5312762821421904, 0.5461508982321795]",1,127.83,0.11584,96.0,7378.0
|
| 6 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,5,1.5185033468508808,0.5074349442379182,1.0081164836883545,0.5378787878787878,0.5378787878787878,1254960.0620757919,3.269002914428711,79.6,2026-08-21T13:05:11.321786+00:00,0.2361737121553982,0.4064636300591862,0.4948529250481549,0.529158725458033,0.5569904060924754,0.444728,"[0.2361737121553982, 0.4064636300591862, 0.4948529250481549, 0.529158725458033, 0.5569904060924754]",1,128.3,0.1165,88.5,7378.0
|
| 7 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,6,1.3940749057606694,0.5892193308550185,1.3535418040824658,0.4772727272727273,0.5378787878787878,1251332.4408936652,3.2690398693084717,82.9,2026-08-21T13:05:14.623274+00:00,0.2386488642762689,0.39823971951709075,0.49502817848149466,0.5276428566259497,0.5465856545111712,0.441229,"[0.2386488642762689, 0.39823971951709075, 0.49502817848149466, 0.5276428566259497, 0.5465856545111712]",,,,,
|
| 8 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,7,1.4117739298086627,0.5390334572490706,0.919414682821794,0.5681818181818182,0.5681818181818182,1243607.908653846,3.2632410526275635,86.2,2026-08-21T13:05:17.913662+00:00,0.23793541508562424,0.3948308352161856,0.49072691272286806,0.5249530076980591,0.5411799164379344,0.437925,"[0.23793541508562424, 0.3948308352161856, 0.49072691272286806, 0.5249530076980591, 0.5411799164379344]",1,133.31,0.12084,97.0,7378.0
|
| 9 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,8,1.4218825115147133,0.5576208178438662,1.0426136074644146,0.5303030303030303,0.5681818181818182,1236393.1501696834,3.2698163986206055,89.4,2026-08-21T13:05:21.217629+00:00,0.2377844934954363,0.3937865320373984,0.48055049777030945,0.5210678892977098,0.5462425736819997,0.435886,"[0.2377844934954363, 0.3937865320373984, 0.48055049777030945, 0.5210678892977098, 0.5462425736819997]",1,125.05,0.11358,96.0,7378.0
|
| 10 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,9,1.3613736611759795,0.5855018587360595,0.7796222116007949,0.6515151515151515,0.6515151515151515,1251547.1158088236,3.2544853687286377,92.7,2026-08-21T13:05:24.498769+00:00,0.23882443063399372,0.4016307171653299,0.4894604700453141,0.522065685075872,0.5398260460180395,0.438361,"[0.23882443063399372, 0.4016307171653299, 0.4894604700453141, 0.522065685075872, 0.5398260460180395]",,,,,
|
| 11 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,10,1.3709120768153535,0.5520446096654275,0.8767398415189801,0.6325757575757576,0.6515151515151515,1222288.5222002263,3.227543830871582,95.9,2026-08-21T13:05:27.758975+00:00,0.23206121693639195,0.3922681335140677,0.4802136912065394,0.5188714616438922,0.5409576962975895,0.432874,"[0.23206121693639195, 0.3922681335140677, 0.4802136912065394, 0.5188714616438922, 0.5409576962975895]",1,134.95,0.12099,95.0,7378.0
|
| 12 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,11,1.2810828379982022,0.6078066914498141,0.8026467489473748,0.6856060606060606,0.6856060606060606,1228142.8922511314,3.217376470565796,99.1,2026-08-21T13:05:31.003477+00:00,0.23191418980850892,0.39700740225174846,0.4803578958791845,0.5269533921690548,0.5481100818690132,0.436869,"[0.23191418980850892, 0.39700740225174846, 0.4803578958791845, 0.5269533921690548, 0.5481100818690132]",1,126.43,0.11299,93.0,7378.0
|
| 13 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,12,1.2675806372582248,0.6152416356877324,1.5828107125831372,0.3939393939393939,0.6856060606060606,1216221.436085973,3.193067789077759,102.3,2026-08-21T13:05:34.229022+00:00,0.2328037391690647,0.3900734554318821,0.4704005192307865,0.5178094471202177,0.5364360563895282,0.429505,"[0.2328037391690647, 0.3900734554318821, 0.4704005192307865, 0.5178094471202177, 0.5364360563895282]",,,,,
|
| 14 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,13,1.1962017964253195,0.6672862453531598,0.7322198676340508,0.6856060606060606,0.6856060606060606,1202459.2671097284,3.1799609661102295,105.5,2026-08-21T13:05:37.434422+00:00,0.22918925653485692,0.3878742877174826,0.4629685773568995,0.5181141706073985,0.534102134844836,0.42645,"[0.22918925653485692, 0.3878742877174826, 0.4629685773568995, 0.5181141706073985, 0.534102134844836]",1,103.68,0.09158,96.5,7378.0
|
| 15 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,14,1.1513413735925044,0.6914498141263941,0.7753803928693136,0.6704545454545454,0.6856060606060606,1212512.9717194568,3.172344923019409,108.7,2026-08-21T13:05:40.633761+00:00,0.23426279337967143,0.3892301075598773,0.4590695956174065,0.5189302493544186,0.5256915898884044,0.425437,"[0.23426279337967143, 0.3892301075598773, 0.4590695956174065, 0.5189302493544186, 0.5256915898884044]",,,,,
|
| 16 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,15,1.1538269360269313,0.7007434944237918,0.6693157896851049,0.7045454545454546,0.7045454545454546,1193503.7152149323,3.1641242504119873,111.8,2026-08-21T13:05:43.824878+00:00,0.22868450687212102,0.3826631255009595,0.4565194547176361,0.5253200320636525,0.5348089758087607,0.425599,"[0.22868450687212102, 0.3826631255009595, 0.4565194547176361, 0.5253200320636525, 0.5348089758087607]",1,146.05,0.12837,96.5,7378.0
|
| 17 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,16,1.1136162524772844,0.7044609665427509,0.6994712587558862,0.6893939393939394,0.7045454545454546,1196381.505373303,3.161439895629883,115.0,2026-08-21T13:05:47.019370+00:00,0.22792425926993876,0.3844168659518747,0.46113042095128226,0.5269057996132794,0.5356971621513367,0.427215,"[0.22792425926993876, 0.3844168659518747, 0.46113042095128226, 0.5269057996132794, 0.5356971621513367]",1,137.54,0.12078,98.0,7378.0
|
| 18 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,17,1.087177057248509,0.7230483271375465,0.7881921114343585,0.6704545454545454,0.7045454545454546,1178801.1736425338,3.154611587524414,118.1,2026-08-21T13:05:50.199107+00:00,0.22788569681784687,0.37540048711440144,0.4476086164222044,0.5198496054200565,0.5321267948431128,0.420574,"[0.22788569681784687, 0.37540048711440144, 0.4476086164222044, 0.5198496054200565, 0.5321267948431128]",,,,,
|
| 19 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,18,1.1030953271681492,0.7100371747211895,0.6902544597784678,0.7007575757575758,0.7045454545454546,1172159.9893947965,3.1483137607574463,121.3,2026-08-21T13:05:53.373685+00:00,0.22570259167867548,0.3740767801509184,0.443531367708655,0.5305172520525315,0.5399323736920076,0.422752,"[0.22570259167867548, 0.3740767801509184, 0.443531367708655, 0.5305172520525315, 0.5399323736920076]",1,132.35,0.11574,95.0,7378.0
|
| 20 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,19,1.0727843586840151,0.7174721189591078,0.7300933545286005,0.6893939393939394,0.7045454545454546,1169636.9796380089,3.15793514251709,124.5,2026-08-21T13:05:56.557031+00:00,0.22547916191465714,0.3708500441382913,0.4451865483732784,0.5340540374026579,0.5397255175253924,0.423059,"[0.22547916191465714, 0.3708500441382913, 0.4451865483732784, 0.5340540374026579, 0.5397255175253924]",,,,,
|
| 21 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,20,1.0382794771052648,0.7453531598513011,1.1117985862674136,0.5871212121212122,0.7045454545454546,1165595.5032522622,3.151796817779541,127.6,2026-08-21T13:05:59.735748+00:00,0.22471219651839314,0.3720470666885376,0.43853694901746865,0.5324132547659033,0.5414720423081342,0.421836,"[0.22471219651839314, 0.3720470666885376, 0.43853694901746865, 0.5324132547659033, 0.5414720423081342]",1,130.36,0.11413,96.5,7378.0
|
| 22 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,21,1.1347371135945656,0.6970260223048327,0.7636163397268816,0.6401515151515151,0.7045454545454546,1167669.7965214932,3.1530325412750244,130.8,2026-08-21T13:06:02.920923+00:00,0.22931652998223023,0.3696611155481899,0.43002696598277373,0.5284721044933095,0.5292627495877883,0.417348,"[0.22931652998223023, 0.3696611155481899, 0.43002696598277373, 0.5284721044933095, 0.5292627495877883]",1,128.04,0.11214,97.0,7378.0
|
| 23 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,22,1.0615128947899688,0.7490706319702602,0.8345061901843909,0.678030303030303,0.7045454545454546,1153789.3331447965,3.1532740592956543,133.9,2026-08-21T13:06:06.100480+00:00,0.22959847134702346,0.3617638261879192,0.41874615234487195,0.5264065616271075,0.528596422251533,0.413022,"[0.22959847134702346, 0.3617638261879192, 0.41874615234487195, 0.5264065616271075, 0.528596422251533]",,,,,
|
| 24 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,23,0.9808941148913926,0.7565055762081785,0.7907119628154871,0.7196969696969697,0.7196969696969697,1151859.1542703619,3.159651279449463,137.1,2026-08-21T13:06:09.286930+00:00,0.2288492418387357,0.3616226017475128,0.41854532501276803,0.5257876480326933,0.5256670783547794,0.412094,"[0.2288492418387357, 0.3616226017475128, 0.41854532501276803, 0.5257876480326933, 0.5256670783547794]",1,134.56,0.1181,96.0,7378.0
|
| 25 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,24,0.942041674067983,0.8011152416356877,0.9325226238279631,0.6553030303030303,0.7196969696969697,1144657.811085973,3.16164493560791,140.2,2026-08-21T13:06:12.481712+00:00,0.23039455799495473,0.3577614233774297,0.4079851893817677,0.5196472862187553,0.5194154136321124,0.407041,"[0.23039455799495473, 0.3577614233774297, 0.4079851893817677, 0.5196472862187553, 0.5194154136321124]",1,110.68,0.0972,98.5,7378.0
|
| 26 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,25,0.9931343009480756,0.7732342007434945,0.7112436330679691,0.7462121212121212,0.7462121212121212,1141390.760322398,3.1645116806030273,143.4,2026-08-21T13:06:15.672382+00:00,0.22975634739679449,0.35527171282207265,0.4077372077633353,0.5255598881665398,0.5239591808880076,0.408457,"[0.22975634739679449, 0.35527171282207265, 0.4077372077633353, 0.5255598881665398, 0.5239591808880076]",,,,,
|
| 27 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,26,0.9924806068377867,0.7565055762081785,1.2498616883248994,0.5681818181818182,0.7462121212121212,1120021.2113970588,3.177358865737915,146.6,2026-08-21T13:06:18.881768+00:00,0.22189310718985164,0.349821876077091,0.4077895213575924,0.5317447255639469,0.5236622410662034,0.406982,"[0.22189310718985164, 0.349821876077091, 0.4077895213575924, 0.5317447255639469, 0.5236622410662034]",1,124.05,0.10949,95.5,7378.0
|
| 28 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,27,0.940573640915541,0.8178438661710037,0.5606899116978501,0.7916666666666666,0.7916666666666666,1114453.2512726244,3.175797462463379,149.8,2026-08-21T13:06:22.084409+00:00,0.2222453434677685,0.348571917589973,0.3998022657983443,0.5255423363517312,0.5242716249297646,0.404087,"[0.2222453434677685, 0.348571917589973, 0.3998022657983443, 0.5255423363517312, 0.5242716249297646]",1,133.21,0.11751,95.0,7378.0
|
| 29 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,28,0.9294988127446085,0.8197026022304833,0.6222749298269098,0.7613636363636364,0.7916666666666666,1130629.2880373304,3.1891865730285645,152.9,2026-08-21T13:06:25.308002+00:00,0.2287151138572132,0.34945526543785543,0.4010947609648985,0.5333211351843441,0.5224570211242227,0.407009,"[0.2287151138572132, 0.34945526543785543, 0.4010947609648985, 0.5333211351843441, 0.5224570211242227]",,,,,
|
| 30 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,29,0.9316361185343293,0.7955390334572491,0.8517244223392371,0.7159090909090909,0.7916666666666666,1114734.7488687783,3.196307897567749,156.1,2026-08-21T13:06:28.532015+00:00,0.2235118510092006,0.34611840809092803,0.3982209370416753,0.5336822166162378,0.5195092769230113,0.404209,"[0.2235118510092006, 0.34611840809092803, 0.3982209370416753, 0.5336822166162378, 0.5195092769230113]",1,115.52,0.10257,96.5,7378.0
|
| 31 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,30,0.9510144336516086,0.7955390334572491,0.5169665289647651,0.7992424242424242,0.7992424242424242,1114354.2719174207,3.1862709522247314,159.3,2026-08-21T13:06:31.744782+00:00,0.22161685368594,0.34502947330474854,0.4056216811432558,0.5397780292174396,0.526373919318704,0.407684,"[0.22161685368594, 0.34502947330474854, 0.4056216811432558, 0.5397780292174396, 0.526373919318704]",,,,,
|
| 32 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,31,0.9535684098098358,0.7788104089219331,0.7387261679678252,0.7159090909090909,0.7992424242424242,1113989.114677602,3.197721481323242,162.5,2026-08-21T13:06:34.975314+00:00,0.2232895826592165,0.3452479576363283,0.39883286462110634,0.5357383489608765,0.5248702904757332,0.405596,"[0.2232895826592165, 0.3452479576363283, 0.39883286462110634, 0.5357383489608765, 0.5248702904757332]",1,141.19,0.12541,96.5,7378.0
|
| 33 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,32,0.914441375927411,0.8141263940520446,0.5699378739703785,0.7727272727272727,0.7992424242424242,1099260.1429581447,3.1944124698638916,165.7,2026-08-21T13:06:38.195087+00:00,0.21799486612572389,0.3418215741129482,0.3980614507899565,0.5386463789378896,0.5237667560577393,0.404058,"[0.21799486612572389, 0.3418215741129482, 0.3980614507899565, 0.5386463789378896, 0.5237667560577393]",1,112.74,0.10004,96.5,7378.0
|
| 34 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,33,0.8884275455900285,0.8382899628252788,0.5821516152584192,0.7803030303030303,0.7992424242424242,1083768.913744344,3.200608491897583,168.9,2026-08-21T13:06:41.421775+00:00,0.21614719489041498,0.33483424081521873,0.3902318740592283,0.5372426299487844,0.5237166636130389,0.400435,"[0.21614719489041498, 0.33483424081521873, 0.3902318740592283, 0.5372426299487844, 0.5237166636130389]",,,,,
|
| 35 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,34,0.8773759900415697,0.8364312267657993,0.5890735604546287,0.7840909090909091,0.7992424242424242,1078891.5838518098,3.197016716003418,172.1,2026-08-21T13:06:44.646151+00:00,0.21530100089662216,0.33247151795555563,0.3888796708163093,0.5376246396233054,0.527842128978056,0.400424,"[0.21530100089662216, 0.33247151795555563, 0.3888796708163093, 0.5376246396233054, 0.527842128978056]",1,143.14,0.12712,97.0,7378.0
|
| 36 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,35,0.8518624099656995,0.8364312267657993,0.5551771196452054,0.7803030303030303,0.7992424242424242,1082173.814903846,3.198720693588257,175.3,2026-08-21T13:06:47.871249+00:00,0.21721743222545176,0.33202772105441375,0.38823267642189474,0.5380181985742906,0.5297699851148269,0.401053,"[0.21721743222545176, 0.33202772105441375, 0.38823267642189474, 0.5380181985742906, 0.5297699851148269]",1,86.97,0.07728,98.5,7378.0
|
| 37 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,36,0.8642085360771662,0.8568773234200744,0.6351278948061394,0.7916666666666666,0.7992424242424242,1079276.557126697,3.189297914505005,178.5,2026-08-21T13:06:51.088499+00:00,0.21694300805821137,0.33024349458077373,0.38654428369858684,0.5413359613979564,0.5296619814984939,0.400946,"[0.21694300805821137, 0.33024349458077373, 0.38654428369858684, 0.5413359613979564, 0.5296619814984939]",,,,,
|
| 38 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,37,0.8362762954598466,0.8661710037174721,0.6932581934061918,0.75,0.7992424242424242,1085529.9379242081,3.1932239532470703,181.7,2026-08-21T13:06:54.308703+00:00,0.2182524099069483,0.3314007590798771,0.390462750897688,0.5432231917100794,0.5287584697498995,0.40242,"[0.2182524099069483, 0.3314007590798771, 0.390462750897688, 0.5432231917100794, 0.5287584697498995]",1,138.47,0.12282,97.0,7378.0
|
| 39 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,38,0.8445278344101179,0.8513011152416357,1.0068010742014104,0.678030303030303,0.7992424242424242,1072032.9435803166,3.1957592964172363,184.9,2026-08-21T13:06:57.531926+00:00,0.2145023705328212,0.3290294128305772,0.38493143810945396,0.5412591204923742,0.53016636652105,0.399978,"[0.2145023705328212, 0.3290294128305772, 0.38493143810945396, 0.5412591204923742, 0.53016636652105]",,,,,
|
| 40 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,39,0.8083476266896414,0.8810408921933085,0.5158131411581328,0.8068181818181818,0.8068181818181818,1076319.3658088236,3.1823110580444336,188.1,2026-08-21T13:07:00.740776+00:00,0.2165123627466314,0.3286674233043895,0.3851011132492739,0.5443973401013542,0.5242210170801949,0.39978,"[0.2165123627466314, 0.3286674233043895, 0.3851011132492739, 0.5443973401013542, 0.5242210170801949]",1,131.24,0.11601,97.0,7378.0
|
| 41 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,40,0.8183828966768257,0.8680297397769516,0.6528503208449392,0.7916666666666666,0.8068181818181818,1064300.9341063348,3.1871488094329834,191.3,2026-08-21T13:07:03.958920+00:00,0.2119428936172934,0.3251274648834677,0.38670215536566344,0.5477309016620412,0.5242063087575576,0.399142,"[0.2119428936172934, 0.3251274648834677, 0.38670215536566344, 0.5477309016620412, 0.5242063087575576]",1,140.42,0.12432,96.0,7378.0
|
| 42 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,41,0.8166154953183737,0.8773234200743495,0.6640066621881543,0.75,0.8068181818181818,1068026.600254525,3.1854135990142822,194.4,2026-08-21T13:07:07.170870+00:00,0.21291866898536682,0.32720078966196847,0.38537219867986794,0.5493544620626113,0.5230145699837628,0.399572,"[0.21291866898536682, 0.32720078966196847, 0.38537219867986794, 0.5493544620626113, 0.5230145699837628]",,,,,
|
| 43 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,42,0.8148455610948867,0.8977695167286245,0.5572201627673525,0.821969696969697,0.821969696969697,1058267.3530825793,3.181995153427124,197.6,2026-08-21T13:07:10.378149+00:00,0.21239163419779608,0.32251793146133423,0.3785512307110955,0.547834715422462,0.5268367949654075,0.397626,"[0.21239163419779608, 0.32251793146133423, 0.3785512307110955, 0.547834715422462, 0.5268367949654075]",1,132.54,0.11715,94.0,7378.0
|
| 44 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,43,0.8304221800711962,0.8847583643122676,0.5046420964327726,0.8181818181818182,0.821969696969697,1046776.9235011312,3.180237293243408,200.8,2026-08-21T13:07:13.589742+00:00,0.20512705252451055,0.3201267140753129,0.38877880923888264,0.5544968072105857,0.5288488829837126,0.399476,"[0.20512705252451055, 0.3201267140753129, 0.38877880923888264, 0.5544968072105857, 0.5288488829837126]",1,113.16,0.09997,98.0,7378.0
|
| 45 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,44,0.8002554486232176,0.8810408921933085,0.49436938040184253,0.8295454545454546,0.8295454545454546,1046726.2888857466,3.1708149909973145,204.0,2026-08-21T13:07:16.785851+00:00,0.2051028433968039,0.32009294629096985,0.38883372089442086,0.5547167939298293,0.5262301704462837,0.398995,"[0.2051028433968039, 0.32009294629096985, 0.38883372089442086, 0.5547167939298293, 0.5262301704462837]",,,,,
|
| 46 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,45,0.7870460327673136,0.8977695167286245,0.5973224459272443,0.7878787878787878,0.8295454545454546,1038948.434530543,3.175475597381592,207.2,2026-08-21T13:07:19.994414+00:00,0.20500224390450647,0.3170505744569442,0.38065287821433125,0.5541714605163125,0.5242277488988989,0.396221,"[0.20500224390450647, 0.3170505744569442, 0.38065287821433125, 0.5541714605163125, 0.5242277488988989]",1,134.47,0.11861,96.0,7378.0
|
| 47 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,46,0.7970267507666549,0.8977695167286245,0.612965315580368,0.8181818181818182,0.8295454545454546,1035506.863122172,3.174022674560547,210.3,2026-08-21T13:07:23.195435+00:00,0.20353340927292318,0.3161207455046037,0.381562062922646,0.5551856896456551,0.5248321960954105,0.396247,"[0.20353340927292318, 0.3161207455046037, 0.381562062922646, 0.5551856896456551, 0.5248321960954105]",1,127.85,0.11272,90.0,7378.0
|
| 48 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,47,0.7588124884548684,0.9144981412639405,0.48421442689317645,0.821969696969697,0.8295454545454546,1028407.9524886878,3.1785264015197754,213.5,2026-08-21T13:07:26.400185+00:00,0.20182045242365668,0.31350074094884534,0.37997104841120105,0.5554957775508657,0.5289514310219708,0.395948,"[0.20182045242365668, 0.31350074094884534, 0.37997104841120105, 0.5554957775508657, 0.5289514310219708]",,,,,
|
| 49 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,48,0.7329446781966766,0.929368029739777,0.4883804176792954,0.8333333333333334,0.8333333333333334,1024696.3601527149,3.174197196960449,216.7,2026-08-21T13:07:29.613225+00:00,0.20170856574002435,0.31229763346559863,0.3764265758149764,0.552622535649468,0.5313348910387825,0.394878,"[0.20170856574002435, 0.31229763346559863, 0.3764265758149764, 0.552622535649468, 0.5313348910387825]",1,121.25,0.10691,96.5,7378.0
|
| 50 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,49,0.7298138779778462,0.9368029739776952,0.6685496604803837,0.7992424242424242,0.8333333333333334,1023566.4076640271,3.1704928874969482,219.9,2026-08-21T13:07:32.814192+00:00,0.2023747624719844,0.31131480195943045,0.37367264663471894,0.5523370784871718,0.5294942925958073,0.393839,"[0.2023747624719844, 0.31131480195943045, 0.37367264663471894, 0.5523370784871718, 0.5294942925958073]",,,,,
|
| 51 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,50,0.6985291063120818,0.949814126394052,0.44787379828366364,0.8939393939393939,0.8939393939393939,1024021.5014140271,3.1699492931365967,223.0,2026-08-21T13:07:36.011059+00:00,0.20319302906008327,0.3100385052316329,0.3737562439020942,0.5527254939079285,0.5274594706647536,0.393435,"[0.20319302906008327, 0.3100385052316329, 0.3737562439020942, 0.5527254939079285, 0.5274594706647536]",1,119.27,0.10502,96.0,7378.0
|
| 52 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,51,0.7301449221749288,0.9219330855018587,0.47483683264616766,0.8409090909090909,0.8939393939393939,1018379.492081448,3.181368589401245,226.2,2026-08-21T13:07:39.234349+00:00,0.2008315500091104,0.3074166318949531,0.3764376780566047,0.5576299849678489,0.5287397573975956,0.394211,"[0.2008315500091104, 0.3074166318949531, 0.3764376780566047, 0.5576299849678489, 0.5287397573975956]",1,129.74,0.11465,95.5,7378.0
|
| 53 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,52,0.7121515455742308,0.9349442379182156,0.40194653381000867,0.8901515151515151,0.8939393939393939,1025585.1266968325,3.1763031482696533,229.4,2026-08-21T13:07:42.437578+00:00,0.20187839164453394,0.3084687327637392,0.38281474043341246,0.5616667481029735,0.5329184742534862,0.397549,"[0.20187839164453394, 0.3084687327637392, 0.38281474043341246, 0.5616667481029735, 0.5329184742534862]",,,,,
|
| 54 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,53,0.7246917368754136,0.9256505576208178,0.5362136499448256,0.8181818181818182,0.8939393939393939,1013778.1801470588,3.1813104152679443,232.6,2026-08-21T13:07:45.645383+00:00,0.20038749014630036,0.30471144003026623,0.37436183235224557,0.5593644976615906,0.5321011087473702,0.394185,"[0.20038749014630036, 0.30471144003026623, 0.37436183235224557, 0.5593644976615906, 0.5321011087473702]",1,137.14,0.12119,95.5,7378.0
|
| 55 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,54,0.739926528310244,0.9052044609665427,0.4457840449882276,0.8636363636363636,0.8939393939393939,1006219.4097850678,3.175992727279663,235.7,2026-08-21T13:07:48.847430+00:00,0.19791427955907934,0.30239590301233177,0.3750786816372591,0.5570326307240654,0.5303707052679623,0.392558,"[0.19791427955907934, 0.30239590301233177, 0.3750786816372591, 0.5570326307240654, 0.5303707052679623]",1,114.11,0.10067,98.5,7378.0
|
| 56 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,55,0.7237489378585248,0.9386617100371747,0.4632147586706913,0.8674242424242424,0.8939393939393939,1013868.7181843892,3.1853251457214355,238.9,2026-08-21T13:07:52.059408+00:00,0.19954774221953223,0.30530452202348146,0.37572985010988574,0.5630719416281756,0.5353281533016878,0.395796,"[0.19954774221953223, 0.30530452202348146, 0.37572985010988574, 0.5630719416281756, 0.5353281533016878]",,,,,
|
| 57 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,56,0.6957447043581966,0.9405204460966543,0.3740849702647238,0.8787878787878788,0.8939393939393939,997737.1555429864,3.1796650886535645,242.1,2026-08-21T13:07:55.265044+00:00,0.19695531270083258,0.29965903829125795,0.3681906601961921,0.5569714623339036,0.5325720801072962,0.39087,"[0.19695531270083258, 0.29965903829125795, 0.3681906601961921, 0.5569714623339036, 0.5325720801072962]",1,130.31,0.1151,96.0,7378.0
|
| 58 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,57,0.661952965321594,0.9684014869888475,0.4370780018242923,0.8333333333333334,0.8939393939393939,1005366.9308540724,3.186943531036377,245.3,2026-08-21T13:07:58.478934+00:00,0.1981983482837677,0.3012233358972213,0.37349198495640473,0.5613631676225102,0.53594330479117,0.394044,"[0.1981983482837677, 0.3012233358972213, 0.37349198495640473, 0.5613631676225102, 0.53594330479117]",1,135.51,0.11996,95.5,7378.0
|
| 59 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,58,0.6764378771462848,0.9553903345724907,0.43515507380167645,0.8977272727272727,0.8977272727272727,1006297.6551187783,3.1819231510162354,248.5,2026-08-21T13:08:01.686092+00:00,0.1993049260448007,0.30003422148087444,0.3727242631070754,0.5635234783677494,0.5330671773237341,0.393731,"[0.1993049260448007, 0.30003422148087444, 0.3727242631070754, 0.5635234783677494, 0.5330671773237341]",,,,,
|
| 60 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,59,0.6703191649958103,0.9684014869888475,0.38377793088103784,0.9015151515151515,0.9015151515151515,1000683.3091063348,3.186905860900879,251.7,2026-08-21T13:08:04.905079+00:00,0.19782724888885722,0.298734377412235,0.3707861777614145,0.5623900189119226,0.5345041786923128,0.392848,"[0.19782724888885722, 0.298734377412235, 0.3707861777614145, 0.5623900189119226, 0.5345041786923128]",1,124.21,0.10996,96.0,7378.0
|
| 61 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,60,0.6657861745933618,0.9702602230483272,0.7060058622649221,0.7575757575757576,0.9015151515151515,1007214.9086538461,3.1811630725860596,254.8,2026-08-21T13:08:08.117944+00:00,0.20041363116572886,0.3000893049380359,0.37001320369103374,0.5631315147175509,0.5339146957677954,0.393512,"[0.20041363116572886, 0.3000893049380359, 0.37001320369103374, 0.5631315147175509, 0.5339146957677954]",,,,,
|
| 62 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,61,0.6809284966231279,0.9442379182156134,0.3936135561177225,0.8977272727272727,0.9015151515151515,990382.8253676471,3.1873252391815186,258.0,2026-08-21T13:08:11.331282+00:00,0.19615186663234935,0.2952253783450407,0.3653874607647167,0.560241839464973,0.5350990470717935,0.390421,"[0.19615186663234935, 0.2952253783450407, 0.3653874607647167, 0.560241839464973, 0.5350990470717935]",1,145.75,0.12904,96.0,7378.0
|
| 63 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,62,0.6620639203649471,0.9591078066914498,0.3674115068984754,0.875,0.9015151515151515,1001507.801611991,3.187786817550659,261.2,2026-08-21T13:08:14.546218+00:00,0.1992960160269457,0.29765961100073424,0.3682989320334266,0.5636465233914992,0.5357643225613762,0.392933,"[0.1992960160269457, 0.29765961100073424, 0.3682989320334266, 0.5636465233914992, 0.5357643225613762]",1,107.76,0.09542,94.5,7378.0
|
| 64 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,63,0.6507158873249607,0.9646840148698885,0.3870368925007907,0.8939393939393939,0.9015151515151515,1002116.7495757918,3.192934989929199,264.4,2026-08-21T13:08:17.767082+00:00,0.19945966496187098,0.2975093231481664,0.36875872752245736,0.5651252374929541,0.5344134709414314,0.393053,"[0.19945966496187098, 0.2975093231481664, 0.36875872752245736, 0.5651252374929541, 0.5344134709414314]",,,,,
|
| 65 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,64,0.6342784893113884,0.9702602230483272,0.36845063801967737,0.8939393939393939,0.9015151515151515,994256.2497171946,3.1815149784088135,267.6,2026-08-21T13:08:20.974983+00:00,0.19779526398462408,0.2947535286931431,0.3664817056235145,0.5629270532551933,0.5346355718724868,0.391319,"[0.19779526398462408, 0.2947535286931431, 0.3664817056235145, 0.5629270532551933, 0.5346355718724868]",1,150.85,0.13331,97.0,7378.0
|
| 66 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,65,0.6331326715565082,0.9684014869888475,0.414260826327584,0.875,0.9015151515151515,989927.1744909501,3.182711124420166,270.8,2026-08-21T13:08:24.184394+00:00,0.19667690729393678,0.29369196471046,0.36489292102701526,0.5623735469930312,0.5388805515625897,0.391303,"[0.19667690729393678, 0.29369196471046, 0.36489292102701526, 0.5623735469930312, 0.5388805515625897]",1,123.81,0.10946,98.5,7378.0
|
| 67 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,66,0.6342439474226373,0.966542750929368,0.3685725484833573,0.8939393939393939,0.9015151515151515,996934.6744909501,3.1844558715820312,274.0,2026-08-21T13:08:27.399296+00:00,0.19885061067693374,0.2954579030766207,0.3656635144177605,0.5639431581777685,0.537318632883184,0.392247,"[0.19885061067693374, 0.2954579030766207, 0.3656635144177605, 0.5639431581777685, 0.537318632883184]",,,,,
|
| 68 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,67,0.6080314510373821,0.9851301115241635,0.367532342672348,0.9053030303030303,0.9053030303030303,985590.1764705882,3.183056116104126,277.1,2026-08-21T13:08:30.616495+00:00,0.19650599097504334,0.29172786369043235,0.3612190940800835,0.5624378849478329,0.5386396050453186,0.390106,"[0.19650599097504334, 0.29172786369043235, 0.3612190940800835, 0.5624378849478329, 0.5386396050453186]",1,135.35,0.11967,97.0,7378.0
|
| 69 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,68,0.6196564912352863,0.9758364312267658,0.44261915575374255,0.875,0.9053030303030303,982763.2299208145,3.191288709640503,280.3,2026-08-21T13:08:33.840462+00:00,0.19494350605151234,0.2908143927069271,0.36300572928260355,0.5661481233204112,0.536860886742087,0.390355,"[0.19494350605151234, 0.2908143927069271, 0.36300572928260355, 0.5661481233204112, 0.536860886742087]",,,,,
|
| 70 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,69,0.6127593703429495,0.9758364312267658,0.32898928992676013,0.8977272727272727,0.9053030303030303,982547.6995192309,3.194837808609009,283.5,2026-08-21T13:08:37.061114+00:00,0.19534362852573395,0.28997060656547546,0.3626151242676903,0.5664432224105386,0.5363604706876418,0.390147,"[0.19534362852573395, 0.28997060656547546, 0.3626151242676903, 0.5664432224105386, 0.5363604706876418]",1,123.63,0.10972,97.0,7378.0
|
| 71 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,70,0.620136567429539,0.9851301115241635,0.3592000278559598,0.8825757575757576,0.9053030303030303,994035.5162613122,3.18825101852417,286.7,2026-08-21T13:08:40.274640+00:00,0.1982184078763513,0.29430650262271657,0.36409961476045494,0.5673367381095886,0.5384250844226164,0.392477,"[0.1982184078763513, 0.29430650262271657, 0.36409961476045494, 0.5673367381095886, 0.5384250844226164]",1,145.88,0.1292,97.0,7378.0
|
| 72 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,71,0.6107763933869542,0.9851301115241635,0.29824787017070886,0.9242424242424242,0.9242424242424242,981878.7686651583,3.181124687194824,289.9,2026-08-21T13:08:43.482468+00:00,0.1952066833482069,0.2899915716227363,0.3619204969967113,0.566067471223719,0.5375309095663183,0.390143,"[0.1952066833482069, 0.2899915716227363, 0.3619204969967113, 0.566067471223719, 0.5375309095663183]",,,,,
|
| 73 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,72,0.6053760317621621,0.9907063197026023,0.3026769409577052,0.928030303030303,0.928030303030303,989092.4533371041,3.1845853328704834,293.1,2026-08-21T13:08:46.697719+00:00,0.19686095241238089,0.2916058880441329,0.3654356756631066,0.5678331851959229,0.5347383618354797,0.391295,"[0.19686095241238089, 0.2916058880441329, 0.3654356756631066, 0.5678331851959229, 0.5347383618354797]",1,124.47,0.11011,95.5,7378.0
|
| 74 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,73,0.596018586681678,0.9944237918215614,0.31101392344994977,0.9090909090909091,0.928030303030303,991078.9772341629,3.1793200969696045,296.3,2026-08-21T13:08:49.908381+00:00,0.197463019805796,0.29257171644883995,0.36441362430067625,0.5696345041779911,0.536081496407004,0.392033,"[0.197463019805796, 0.29257171644883995, 0.36441362430067625, 0.5696345041779911, 0.536081496407004]",1,109.55,0.09675,98.0,7378.0
|
| 75 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,74,0.5957781869682681,0.9869888475836431,0.3733917059320392,0.8901515151515151,0.928030303030303,979856.0110294118,3.1750736236572266,299.4,2026-08-21T13:08:53.109105+00:00,0.19481708284686594,0.2891967699808233,0.361186707721037,0.5661822312018451,0.537211561904234,0.389719,"[0.19481708284686594, 0.2891967699808233, 0.361186707721037, 0.5661822312018451, 0.537211561904234]",,,,,
|
| 76 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,75,0.6016942318044187,0.9869888475836431,0.3311630388100942,0.9128787878787878,0.928030303030303,973387.3930995475,3.175577163696289,302.6,2026-08-21T13:08:56.314578+00:00,0.19366008393904743,0.28703440813457265,0.35818885003819184,0.5646290989483104,0.5372703355901381,0.388157,"[0.19366008393904743, 0.28703440813457265, 0.35818885003819184, 0.5646290989483104, 0.5372703355901381]",1,138.27,0.12197,97.0,7378.0
|
| 77 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,76,0.5941811367924772,0.9925650557620818,0.2938939730326335,0.9166666666666666,0.928030303030303,983382.1931561086,3.178011417388916,305.8,2026-08-21T13:08:59.517902+00:00,0.19606813262490666,0.2895566312705769,0.3617417987655191,0.5679146507207085,0.5380882866242352,0.390674,"[0.19606813262490666, 0.2895566312705769, 0.3617417987655191, 0.5679146507207085, 0.5380882866242352]",1,125.92,0.11116,90.5,7378.0
|
| 78 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,77,0.597041150229571,0.9907063197026023,0.3321500677954067,0.9128787878787878,0.928030303030303,982841.7767251132,3.180898904800415,309.0,2026-08-21T13:09:02.723787+00:00,0.19637350475086884,0.2896024023785311,0.35961610254119425,0.5671519251430736,0.5363744181745193,0.389824,"[0.19637350475086884, 0.2896024023785311, 0.35961610254119425, 0.5671519251430736, 0.5363744181745193]",,,,,
|
| 79 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,78,0.5856357090535217,0.9944237918215614,0.32975435889128485,0.9166666666666666,0.928030303030303,981193.2900169684,3.1763722896575928,312.1,2026-08-21T13:09:05.926591+00:00,0.19561153036706588,0.2887929905863369,0.36100197890225577,0.5675696169628817,0.5383791362538057,0.390271,"[0.19561153036706588, 0.2887929905863369, 0.36100197890225577, 0.5675696169628817, 0.5383791362538057]",1,122.16,0.10778,96.5,7378.0
|
| 80 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,79,0.596135590599372,0.9869888475836431,0.3091714662132841,0.9204545454545454,0.928030303030303,986359.2918552037,3.1751933097839355,315.3,2026-08-21T13:09:09.126365+00:00,0.1971539679695578,0.2904556674115798,0.3610423172221464,0.5689264115165261,0.5370297326761133,0.390922,"[0.1971539679695578, 0.2904556674115798, 0.3610423172221464, 0.5689264115165261, 0.5370297326761133]",1,138.76,0.12239,96.0,7378.0
|
| 81 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,80,0.5816779056889417,0.9981412639405205,0.3203647118626219,0.9166666666666666,0.928030303030303,988228.1679864255,3.1732370853424072,318.5,2026-08-21T13:09:12.326037+00:00,0.1974933690884534,0.29079990176593556,0.36247700452804565,0.5692209636463839,0.5376619906986461,0.391531,"[0.1974933690884534, 0.29079990176593556, 0.36247700452804565, 0.5692209636463839, 0.5376619906986461]",,,,,
|
| 82 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,81,0.5861923588252865,0.9944237918215614,0.2860439708738616,0.9431818181818182,0.9431818181818182,971541.8092477375,3.183389186859131,321.7,2026-08-21T13:09:15.535643+00:00,0.19392279141089497,0.28554436915061054,0.3566782755010268,0.5642720811507281,0.5378583178800695,0.387655,"[0.19392279141089497, 0.28554436915061054, 0.3566782755010268, 0.5642720811507281, 0.5378583178800695]",1,115.53,0.10216,96.5,7378.0
|
| 83 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,82,0.5792922016413239,0.9944237918215614,0.30939457723588654,0.9053030303030303,0.9431818181818182,985151.7307692309,3.185950756072998,324.9,2026-08-21T13:09:18.753406+00:00,0.19697190119939692,0.2896292525179246,0.3611355283681084,0.5687572780777427,0.5387530116473928,0.391049,"[0.19697190119939692, 0.2896292525179246, 0.3611355283681084, 0.5687572780777427, 0.5387530116473928]",,,,,
|
| 84 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,83,0.5774801202866224,0.9962825278810409,0.3405056636441838,0.9090909090909091,0.9431818181818182,979468.3416289593,3.180931806564331,328.0,2026-08-21T13:09:21.960874+00:00,0.19578036753570333,0.28790876444648295,0.35924914479255676,0.5658340734594008,0.5377494166879093,0.389304,"[0.19578036753570333, 0.28790876444648295, 0.35924914479255676, 0.5658340734594008, 0.5377494166879093]",1,131.82,0.11648,96.0,7378.0
|
| 85 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,84,0.5740156557037042,1.0,0.33307722572124365,0.9090909090909091,0.9431818181818182,990045.5492081447,3.17880916595459,331.2,2026-08-21T13:09:25.165834+00:00,0.1980014276855132,0.29112154946607705,0.363278527470196,0.5690995454788208,0.5389156271429623,0.392083,"[0.1980014276855132, 0.29112154946607705, 0.363278527470196, 0.5690995454788208, 0.5389156271429623]",1,108.67,0.09596,98.5,7378.0
|
| 86 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,85,0.575906514013567,0.9962825278810409,0.30789201819535456,0.9166666666666666,0.9431818181818182,980443.0780542986,3.183840036392212,334.4,2026-08-21T13:09:28.377936+00:00,0.19611572167452643,0.28828082540455985,0.35905781037667217,0.5656910082873177,0.5377780199050903,0.389385,"[0.19611572167452643, 0.28828082540455985, 0.35905781037667217, 0.5656910082873177, 0.5377780199050903]",,,,,
|
| 87 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,86,0.5787378813254346,1.0,0.30020628914688574,0.9204545454545454,0.9431818181818182,975620.9321266968,3.173192262649536,337.6,2026-08-21T13:09:31.577217+00:00,0.19496044253601746,0.2865833096644458,0.3576866072766921,0.5664332018179052,0.5380549886647392,0.388744,"[0.19496044253601746, 0.2865833096644458, 0.3576866072766921, 0.5664332018179052, 0.5380549886647392]",1,123.67,0.10901,96.0,7378.0
|
| 88 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,87,0.5739144824694523,0.9981412639405205,0.34172674923232105,0.9015151515151515,0.9431818181818182,990052.8307409501,3.176492691040039,340.8,2026-08-21T13:09:34.779550+00:00,0.19857966023332932,0.2905378166367026,0.36226091490072365,0.5685791022637311,0.5399959122433382,0.391991,"[0.19857966023332932, 0.2905378166367026, 0.36226091490072365, 0.5685791022637311, 0.5399959122433382]",,,,,
|
| 89 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,88,0.5736938028087403,1.0,0.2989244226253394,0.928030303030303,0.9431818181818182,987753.118071267,3.170944929122925,343.9,2026-08-21T13:09:37.975636+00:00,0.197632677414838,0.2906174764913671,0.36156148945584016,0.5683194293695337,0.540377189131344,0.391702,"[0.197632677414838, 0.2906174764913671, 0.36156148945584016, 0.5683194293695337, 0.540377189131344]",1,123.72,0.10897,96.0,7378.0
|
| 90 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,89,0.5763404438043616,0.9962825278810409,0.3112152805834105,0.9166666666666666,0.9431818181818182,981730.7449095022,3.1711161136627197,347.1,2026-08-21T13:09:41.171608+00:00,0.1960897594690323,0.28866737379747276,0.3605353148544536,0.5669869640294243,0.5368451441035551,0.389825,"[0.1960897594690323, 0.28866737379747276, 0.3605353148544536, 0.5669869640294243, 0.5368451441035551]",1,122.92,0.10828,95.5,7378.0
|
| 91 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,90,0.5741650300398192,0.9944237918215614,0.30427400000167615,0.928030303030303,0.9431818181818182,981922.2603223983,3.167212724685669,350.3,2026-08-21T13:09:44.367486+00:00,0.19572130722158096,0.28865667826989116,0.36204914485707,0.5682923197746277,0.5381421236430898,0.390572,"[0.19572130722158096, 0.28865667826989116, 0.36204914485707, 0.5682923197746277, 0.5381421236430898]",,,,,
|
| 92 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,91,0.5718197299645292,1.0,0.30842201366569055,0.9090909090909091,0.9431818181818182,972773.5244626696,3.18104887008667,353.4,2026-08-21T13:09:47.574294+00:00,0.1942694827037699,0.28550997201134176,0.35758846296983604,0.5649241489522597,0.535217236070072,0.387502,"[0.1942694827037699, 0.28550997201134176, 0.35758846296983604, 0.5649241489522597, 0.535217236070072]",1,143.72,0.12699,95.5,7378.0
|
| 93 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,92,0.57714309058668,0.9962825278810409,0.3105214996771379,0.9166666666666666,0.9431818181818182,981245.4085124434,3.1810977458953857,356.6,2026-08-21T13:09:50.781451+00:00,0.19598060583367066,0.2883784753434798,0.3605756216189441,0.5672933915082146,0.5350866878733915,0.389463,"[0.19598060583367066, 0.2883784753434798, 0.3605756216189441, 0.5672933915082146, 0.5350866878733915]",1,112.33,0.09926,96.5,7378.0
|
| 94 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,93,0.5711413816891638,0.9981412639405205,0.30776549017790594,0.9166666666666666,0.9431818181818182,981322.9745475113,3.175549030303955,359.8,2026-08-21T13:09:53.983673+00:00,0.19606340106795817,0.28810324037776275,0.3608035042005427,0.5677530099363888,0.5366121179917279,0.389867,"[0.19606340106795817, 0.28810324037776275, 0.3608035042005427, 0.5677530099363888, 0.5366121179917279]",,,,,
|
| 95 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,94,0.5743804864280729,0.9944237918215614,0.30150727250359277,0.9204545454545454,0.9431818181818182,981015.5318156108,3.1739866733551025,363.0,2026-08-21T13:09:57.184294+00:00,0.19610812208231757,0.28824016101220074,0.3599551583037657,0.5669725782731,0.5369208840762868,0.389639,"[0.19610812208231757, 0.28824016101220074, 0.3599551583037657, 0.5669725782731, 0.5369208840762868]",1,127.6,0.1125,94.5,7378.0
|
| 96 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,95,0.5688271972326541,0.9981412639405205,0.2879749464266228,0.928030303030303,0.9431818181818182,978889.8610011311,3.1774914264678955,366.2,2026-08-21T13:10:00.386989+00:00,0.19535413998014786,0.2876752544851864,0.36017197721144734,0.5664830803871155,0.5367141821805168,0.38928,"[0.19535413998014786, 0.2876752544851864, 0.36017197721144734, 0.5664830803871155, 0.5367141821805168]",1,147.45,0.13014,94.0,7378.0
|
| 97 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,96,0.5709334961986896,0.9944237918215614,0.3003011002685084,0.9242424242424242,0.9431818181818182,987663.8144796381,3.178616523742676,369.3,2026-08-21T13:10:03.593621+00:00,0.19741400462739608,0.29013314667870016,0.36296282796298757,0.569488690179937,0.5390854758374831,0.391817,"[0.19741400462739608, 0.29013314667870016, 0.36296282796298757, 0.569488690179937, 0.5390854758374831]",,,,,
|
| 98 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,97,0.5694142615484925,1.0,0.30697898973118176,0.9242424242424242,0.9431818181818182,983851.7890271493,3.1889233589172363,372.5,2026-08-21T13:10:06.808410+00:00,0.19647812317399418,0.28940800533575173,0.3613206218270695,0.5677308615516213,0.5393782748895533,0.390863,"[0.19647812317399418, 0.28940800533575173, 0.3613206218270695, 0.5677308615516213, 0.5393782748895533]",1,131.53,0.11651,97.0,7378.0
|
| 99 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,98,0.5696230621586059,0.9981412639405205,0.30166450865340955,0.9128787878787878,0.9431818181818182,982523.6323529412,3.178441286087036,375.7,2026-08-21T13:10:10.013635+00:00,0.19626573429388158,0.28888822653714347,0.36074166087543263,0.5675121440606958,0.5387368377517251,0.390429,"[0.19626573429388158, 0.28888822653714347, 0.36074166087543263, 0.5675121440606958, 0.5387368377517251]",1,129.19,0.11406,96.5,7378.0
|
| 100 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,99,0.567271012355847,0.9981412639405205,0.2891694361513311,0.9318181818181818,0.9431818181818182,984029.9266119909,3.179570198059082,378.9,2026-08-21T13:10:13.218864+00:00,0.1964810245177325,0.2892005443572998,0.36188017270144296,0.5685002733679378,0.5387557359302745,0.390964,"[0.1964810245177325, 0.2892005443572998, 0.36188017270144296, 0.5685002733679378, 0.5387557359302745]",,,,,
|
| 101 |
+
opt6_srif_lam0.50,opt6_sigma_delta.py,62febd8ddf82a115,5,1,--srif --srif-lam-init 0.50,,2,False,32,16,100,100,0.5704995599821154,0.9981412639405205,0.29983514005487616,0.9166666666666666,0.9431818181818182,987631.5120192309,3.1767942905426025,382.1,2026-08-21T13:10:16.420907+00:00,0.1973515880458495,0.2905879862168256,0.36235084428506736,0.5690975329455208,0.5383331705542171,0.391544,"[0.1973515880458495, 0.2905879862168256, 0.36235084428506736, 0.5690975329455208, 0.5383331705542171]",1,124.55,0.10991,96.5,7378.0
|
opt6_sigma_delta/opt6_srif_lam0.50.epochs.jsonl
ADDED
|
@@ -0,0 +1,100 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"epoch": 1, "train_loss": 3.4280426652901235, "train_acc": 0.4052044609665427, "test_loss": 4.768624565818093, "test_acc": 0.25757575757575757, "best_acc": 0.25757575757575757, "spike_rates": [0.2237951843177571, 0.36964168443399315, 0.45890242737882275, 0.5047615976894603, 0.5504197197801927], "spikes_per_sample": 1168290.3410633486, "wall_time_s": 66.62008166313171, "timestamp": "2026-08-21T13:04:58.193091+00:00"}
|
| 2 |
+
{"epoch": 2, "train_loss": 1.9918030394054256, "train_acc": 0.4349442379182156, "test_loss": 5.356442075787169, "test_acc": 0.26136363636363635, "best_acc": 0.26136363636363635, "spike_rates": [0.21863875143668232, 0.3887472433202407, 0.4931417878936319, 0.5299405034850625, 0.5587751479709849], "spikes_per_sample": 1198831.0994061087, "wall_time_s": 3.2095015048980713, "timestamp": "2026-08-21T13:05:01.435138+00:00"}
|
| 3 |
+
{"epoch": 3, "train_loss": 1.6630335634082667, "train_acc": 0.4739776951672863, "test_loss": 1.210580157511162, "test_acc": 0.5189393939393939, "best_acc": 0.5189393939393939, "spike_rates": [0.21713582119520972, 0.4004331704448251, 0.49599629640579224, 0.5476647755678963, 0.5757198088309344], "spikes_per_sample": 1211893.3962104074, "wall_time_s": 3.2597603797912598, "timestamp": "2026-08-21T13:05:04.727064+00:00"}
|
| 4 |
+
{"epoch": 4, "train_loss": 1.4979735094375326, "train_acc": 0.5483271375464684, "test_loss": 1.0563342480948477, "test_acc": 0.5075757575757576, "best_acc": 0.5189393939393939, "spike_rates": [0.22690691579790676, 0.40609166201423197, 0.5010099481133854, 0.5312762821421904, 0.5461508982321795], "spikes_per_sample": 1238551.4541855205, "wall_time_s": 3.262336492538452, "timestamp": "2026-08-21T13:05:08.023819+00:00"}
|
| 5 |
+
{"epoch": 5, "train_loss": 1.5185033468508808, "train_acc": 0.5074349442379182, "test_loss": 1.0081164836883545, "test_acc": 0.5378787878787878, "best_acc": 0.5378787878787878, "spike_rates": [0.2361737121553982, 0.4064636300591862, 0.4948529250481549, 0.529158725458033, 0.5569904060924754], "spikes_per_sample": 1254960.0620757919, "wall_time_s": 3.269002914428711, "timestamp": "2026-08-21T13:05:11.321786+00:00"}
|
| 6 |
+
{"epoch": 6, "train_loss": 1.3940749057606694, "train_acc": 0.5892193308550185, "test_loss": 1.3535418040824658, "test_acc": 0.4772727272727273, "best_acc": 0.5378787878787878, "spike_rates": [0.2386488642762689, 0.39823971951709075, 0.49502817848149466, 0.5276428566259497, 0.5465856545111712], "spikes_per_sample": 1251332.4408936652, "wall_time_s": 3.2690398693084717, "timestamp": "2026-08-21T13:05:14.623274+00:00"}
|
| 7 |
+
{"epoch": 7, "train_loss": 1.4117739298086627, "train_acc": 0.5390334572490706, "test_loss": 0.919414682821794, "test_acc": 0.5681818181818182, "best_acc": 0.5681818181818182, "spike_rates": [0.23793541508562424, 0.3948308352161856, 0.49072691272286806, 0.5249530076980591, 0.5411799164379344], "spikes_per_sample": 1243607.908653846, "wall_time_s": 3.2632410526275635, "timestamp": "2026-08-21T13:05:17.913662+00:00"}
|
| 8 |
+
{"epoch": 8, "train_loss": 1.4218825115147133, "train_acc": 0.5576208178438662, "test_loss": 1.0426136074644146, "test_acc": 0.5303030303030303, "best_acc": 0.5681818181818182, "spike_rates": [0.2377844934954363, 0.3937865320373984, 0.48055049777030945, 0.5210678892977098, 0.5462425736819997], "spikes_per_sample": 1236393.1501696834, "wall_time_s": 3.2698163986206055, "timestamp": "2026-08-21T13:05:21.217629+00:00"}
|
| 9 |
+
{"epoch": 9, "train_loss": 1.3613736611759795, "train_acc": 0.5855018587360595, "test_loss": 0.7796222116007949, "test_acc": 0.6515151515151515, "best_acc": 0.6515151515151515, "spike_rates": [0.23882443063399372, 0.4016307171653299, 0.4894604700453141, 0.522065685075872, 0.5398260460180395], "spikes_per_sample": 1251547.1158088236, "wall_time_s": 3.2544853687286377, "timestamp": "2026-08-21T13:05:24.498769+00:00"}
|
| 10 |
+
{"epoch": 10, "train_loss": 1.3709120768153535, "train_acc": 0.5520446096654275, "test_loss": 0.8767398415189801, "test_acc": 0.6325757575757576, "best_acc": 0.6515151515151515, "spike_rates": [0.23206121693639195, 0.3922681335140677, 0.4802136912065394, 0.5188714616438922, 0.5409576962975895], "spikes_per_sample": 1222288.5222002263, "wall_time_s": 3.227543830871582, "timestamp": "2026-08-21T13:05:27.758975+00:00"}
|
| 11 |
+
{"epoch": 11, "train_loss": 1.2810828379982022, "train_acc": 0.6078066914498141, "test_loss": 0.8026467489473748, "test_acc": 0.6856060606060606, "best_acc": 0.6856060606060606, "spike_rates": [0.23191418980850892, 0.39700740225174846, 0.4803578958791845, 0.5269533921690548, 0.5481100818690132], "spikes_per_sample": 1228142.8922511314, "wall_time_s": 3.217376470565796, "timestamp": "2026-08-21T13:05:31.003477+00:00"}
|
| 12 |
+
{"epoch": 12, "train_loss": 1.2675806372582248, "train_acc": 0.6152416356877324, "test_loss": 1.5828107125831372, "test_acc": 0.3939393939393939, "best_acc": 0.6856060606060606, "spike_rates": [0.2328037391690647, 0.3900734554318821, 0.4704005192307865, 0.5178094471202177, 0.5364360563895282], "spikes_per_sample": 1216221.436085973, "wall_time_s": 3.193067789077759, "timestamp": "2026-08-21T13:05:34.229022+00:00"}
|
| 13 |
+
{"epoch": 13, "train_loss": 1.1962017964253195, "train_acc": 0.6672862453531598, "test_loss": 0.7322198676340508, "test_acc": 0.6856060606060606, "best_acc": 0.6856060606060606, "spike_rates": [0.22918925653485692, 0.3878742877174826, 0.4629685773568995, 0.5181141706073985, 0.534102134844836], "spikes_per_sample": 1202459.2671097284, "wall_time_s": 3.1799609661102295, "timestamp": "2026-08-21T13:05:37.434422+00:00"}
|
| 14 |
+
{"epoch": 14, "train_loss": 1.1513413735925044, "train_acc": 0.6914498141263941, "test_loss": 0.7753803928693136, "test_acc": 0.6704545454545454, "best_acc": 0.6856060606060606, "spike_rates": [0.23426279337967143, 0.3892301075598773, 0.4590695956174065, 0.5189302493544186, 0.5256915898884044], "spikes_per_sample": 1212512.9717194568, "wall_time_s": 3.172344923019409, "timestamp": "2026-08-21T13:05:40.633761+00:00"}
|
| 15 |
+
{"epoch": 15, "train_loss": 1.1538269360269313, "train_acc": 0.7007434944237918, "test_loss": 0.6693157896851049, "test_acc": 0.7045454545454546, "best_acc": 0.7045454545454546, "spike_rates": [0.22868450687212102, 0.3826631255009595, 0.4565194547176361, 0.5253200320636525, 0.5348089758087607], "spikes_per_sample": 1193503.7152149323, "wall_time_s": 3.1641242504119873, "timestamp": "2026-08-21T13:05:43.824878+00:00"}
|
| 16 |
+
{"epoch": 16, "train_loss": 1.1136162524772844, "train_acc": 0.7044609665427509, "test_loss": 0.6994712587558862, "test_acc": 0.6893939393939394, "best_acc": 0.7045454545454546, "spike_rates": [0.22792425926993876, 0.3844168659518747, 0.46113042095128226, 0.5269057996132794, 0.5356971621513367], "spikes_per_sample": 1196381.505373303, "wall_time_s": 3.161439895629883, "timestamp": "2026-08-21T13:05:47.019370+00:00"}
|
| 17 |
+
{"epoch": 17, "train_loss": 1.087177057248509, "train_acc": 0.7230483271375465, "test_loss": 0.7881921114343585, "test_acc": 0.6704545454545454, "best_acc": 0.7045454545454546, "spike_rates": [0.22788569681784687, 0.37540048711440144, 0.4476086164222044, 0.5198496054200565, 0.5321267948431128], "spikes_per_sample": 1178801.1736425338, "wall_time_s": 3.154611587524414, "timestamp": "2026-08-21T13:05:50.199107+00:00"}
|
| 18 |
+
{"epoch": 18, "train_loss": 1.1030953271681492, "train_acc": 0.7100371747211895, "test_loss": 0.6902544597784678, "test_acc": 0.7007575757575758, "best_acc": 0.7045454545454546, "spike_rates": [0.22570259167867548, 0.3740767801509184, 0.443531367708655, 0.5305172520525315, 0.5399323736920076], "spikes_per_sample": 1172159.9893947965, "wall_time_s": 3.1483137607574463, "timestamp": "2026-08-21T13:05:53.373685+00:00"}
|
| 19 |
+
{"epoch": 19, "train_loss": 1.0727843586840151, "train_acc": 0.7174721189591078, "test_loss": 0.7300933545286005, "test_acc": 0.6893939393939394, "best_acc": 0.7045454545454546, "spike_rates": [0.22547916191465714, 0.3708500441382913, 0.4451865483732784, 0.5340540374026579, 0.5397255175253924], "spikes_per_sample": 1169636.9796380089, "wall_time_s": 3.15793514251709, "timestamp": "2026-08-21T13:05:56.557031+00:00"}
|
| 20 |
+
{"epoch": 20, "train_loss": 1.0382794771052648, "train_acc": 0.7453531598513011, "test_loss": 1.1117985862674136, "test_acc": 0.5871212121212122, "best_acc": 0.7045454545454546, "spike_rates": [0.22471219651839314, 0.3720470666885376, 0.43853694901746865, 0.5324132547659033, 0.5414720423081342], "spikes_per_sample": 1165595.5032522622, "wall_time_s": 3.151796817779541, "timestamp": "2026-08-21T13:05:59.735748+00:00"}
|
| 21 |
+
{"epoch": 21, "train_loss": 1.1347371135945656, "train_acc": 0.6970260223048327, "test_loss": 0.7636163397268816, "test_acc": 0.6401515151515151, "best_acc": 0.7045454545454546, "spike_rates": [0.22931652998223023, 0.3696611155481899, 0.43002696598277373, 0.5284721044933095, 0.5292627495877883], "spikes_per_sample": 1167669.7965214932, "wall_time_s": 3.1530325412750244, "timestamp": "2026-08-21T13:06:02.920923+00:00"}
|
| 22 |
+
{"epoch": 22, "train_loss": 1.0615128947899688, "train_acc": 0.7490706319702602, "test_loss": 0.8345061901843909, "test_acc": 0.678030303030303, "best_acc": 0.7045454545454546, "spike_rates": [0.22959847134702346, 0.3617638261879192, 0.41874615234487195, 0.5264065616271075, 0.528596422251533], "spikes_per_sample": 1153789.3331447965, "wall_time_s": 3.1532740592956543, "timestamp": "2026-08-21T13:06:06.100480+00:00"}
|
| 23 |
+
{"epoch": 23, "train_loss": 0.9808941148913926, "train_acc": 0.7565055762081785, "test_loss": 0.7907119628154871, "test_acc": 0.7196969696969697, "best_acc": 0.7196969696969697, "spike_rates": [0.2288492418387357, 0.3616226017475128, 0.41854532501276803, 0.5257876480326933, 0.5256670783547794], "spikes_per_sample": 1151859.1542703619, "wall_time_s": 3.159651279449463, "timestamp": "2026-08-21T13:06:09.286930+00:00"}
|
| 24 |
+
{"epoch": 24, "train_loss": 0.942041674067983, "train_acc": 0.8011152416356877, "test_loss": 0.9325226238279631, "test_acc": 0.6553030303030303, "best_acc": 0.7196969696969697, "spike_rates": [0.23039455799495473, 0.3577614233774297, 0.4079851893817677, 0.5196472862187553, 0.5194154136321124], "spikes_per_sample": 1144657.811085973, "wall_time_s": 3.16164493560791, "timestamp": "2026-08-21T13:06:12.481712+00:00"}
|
| 25 |
+
{"epoch": 25, "train_loss": 0.9931343009480756, "train_acc": 0.7732342007434945, "test_loss": 0.7112436330679691, "test_acc": 0.7462121212121212, "best_acc": 0.7462121212121212, "spike_rates": [0.22975634739679449, 0.35527171282207265, 0.4077372077633353, 0.5255598881665398, 0.5239591808880076], "spikes_per_sample": 1141390.760322398, "wall_time_s": 3.1645116806030273, "timestamp": "2026-08-21T13:06:15.672382+00:00"}
|
| 26 |
+
{"epoch": 26, "train_loss": 0.9924806068377867, "train_acc": 0.7565055762081785, "test_loss": 1.2498616883248994, "test_acc": 0.5681818181818182, "best_acc": 0.7462121212121212, "spike_rates": [0.22189310718985164, 0.349821876077091, 0.4077895213575924, 0.5317447255639469, 0.5236622410662034], "spikes_per_sample": 1120021.2113970588, "wall_time_s": 3.177358865737915, "timestamp": "2026-08-21T13:06:18.881768+00:00"}
|
| 27 |
+
{"epoch": 27, "train_loss": 0.940573640915541, "train_acc": 0.8178438661710037, "test_loss": 0.5606899116978501, "test_acc": 0.7916666666666666, "best_acc": 0.7916666666666666, "spike_rates": [0.2222453434677685, 0.348571917589973, 0.3998022657983443, 0.5255423363517312, 0.5242716249297646], "spikes_per_sample": 1114453.2512726244, "wall_time_s": 3.175797462463379, "timestamp": "2026-08-21T13:06:22.084409+00:00"}
|
| 28 |
+
{"epoch": 28, "train_loss": 0.9294988127446085, "train_acc": 0.8197026022304833, "test_loss": 0.6222749298269098, "test_acc": 0.7613636363636364, "best_acc": 0.7916666666666666, "spike_rates": [0.2287151138572132, 0.34945526543785543, 0.4010947609648985, 0.5333211351843441, 0.5224570211242227], "spikes_per_sample": 1130629.2880373304, "wall_time_s": 3.1891865730285645, "timestamp": "2026-08-21T13:06:25.308002+00:00"}
|
| 29 |
+
{"epoch": 29, "train_loss": 0.9316361185343293, "train_acc": 0.7955390334572491, "test_loss": 0.8517244223392371, "test_acc": 0.7159090909090909, "best_acc": 0.7916666666666666, "spike_rates": [0.2235118510092006, 0.34611840809092803, 0.3982209370416753, 0.5336822166162378, 0.5195092769230113], "spikes_per_sample": 1114734.7488687783, "wall_time_s": 3.196307897567749, "timestamp": "2026-08-21T13:06:28.532015+00:00"}
|
| 30 |
+
{"epoch": 30, "train_loss": 0.9510144336516086, "train_acc": 0.7955390334572491, "test_loss": 0.5169665289647651, "test_acc": 0.7992424242424242, "best_acc": 0.7992424242424242, "spike_rates": [0.22161685368594, 0.34502947330474854, 0.4056216811432558, 0.5397780292174396, 0.526373919318704], "spikes_per_sample": 1114354.2719174207, "wall_time_s": 3.1862709522247314, "timestamp": "2026-08-21T13:06:31.744782+00:00"}
|
| 31 |
+
{"epoch": 31, "train_loss": 0.9535684098098358, "train_acc": 0.7788104089219331, "test_loss": 0.7387261679678252, "test_acc": 0.7159090909090909, "best_acc": 0.7992424242424242, "spike_rates": [0.2232895826592165, 0.3452479576363283, 0.39883286462110634, 0.5357383489608765, 0.5248702904757332], "spikes_per_sample": 1113989.114677602, "wall_time_s": 3.197721481323242, "timestamp": "2026-08-21T13:06:34.975314+00:00"}
|
| 32 |
+
{"epoch": 32, "train_loss": 0.914441375927411, "train_acc": 0.8141263940520446, "test_loss": 0.5699378739703785, "test_acc": 0.7727272727272727, "best_acc": 0.7992424242424242, "spike_rates": [0.21799486612572389, 0.3418215741129482, 0.3980614507899565, 0.5386463789378896, 0.5237667560577393], "spikes_per_sample": 1099260.1429581447, "wall_time_s": 3.1944124698638916, "timestamp": "2026-08-21T13:06:38.195087+00:00"}
|
| 33 |
+
{"epoch": 33, "train_loss": 0.8884275455900285, "train_acc": 0.8382899628252788, "test_loss": 0.5821516152584192, "test_acc": 0.7803030303030303, "best_acc": 0.7992424242424242, "spike_rates": [0.21614719489041498, 0.33483424081521873, 0.3902318740592283, 0.5372426299487844, 0.5237166636130389], "spikes_per_sample": 1083768.913744344, "wall_time_s": 3.200608491897583, "timestamp": "2026-08-21T13:06:41.421775+00:00"}
|
| 34 |
+
{"epoch": 34, "train_loss": 0.8773759900415697, "train_acc": 0.8364312267657993, "test_loss": 0.5890735604546287, "test_acc": 0.7840909090909091, "best_acc": 0.7992424242424242, "spike_rates": [0.21530100089662216, 0.33247151795555563, 0.3888796708163093, 0.5376246396233054, 0.527842128978056], "spikes_per_sample": 1078891.5838518098, "wall_time_s": 3.197016716003418, "timestamp": "2026-08-21T13:06:44.646151+00:00"}
|
| 35 |
+
{"epoch": 35, "train_loss": 0.8518624099656995, "train_acc": 0.8364312267657993, "test_loss": 0.5551771196452054, "test_acc": 0.7803030303030303, "best_acc": 0.7992424242424242, "spike_rates": [0.21721743222545176, 0.33202772105441375, 0.38823267642189474, 0.5380181985742906, 0.5297699851148269], "spikes_per_sample": 1082173.814903846, "wall_time_s": 3.198720693588257, "timestamp": "2026-08-21T13:06:47.871249+00:00"}
|
| 36 |
+
{"epoch": 36, "train_loss": 0.8642085360771662, "train_acc": 0.8568773234200744, "test_loss": 0.6351278948061394, "test_acc": 0.7916666666666666, "best_acc": 0.7992424242424242, "spike_rates": [0.21694300805821137, 0.33024349458077373, 0.38654428369858684, 0.5413359613979564, 0.5296619814984939], "spikes_per_sample": 1079276.557126697, "wall_time_s": 3.189297914505005, "timestamp": "2026-08-21T13:06:51.088499+00:00"}
|
| 37 |
+
{"epoch": 37, "train_loss": 0.8362762954598466, "train_acc": 0.8661710037174721, "test_loss": 0.6932581934061918, "test_acc": 0.75, "best_acc": 0.7992424242424242, "spike_rates": [0.2182524099069483, 0.3314007590798771, 0.390462750897688, 0.5432231917100794, 0.5287584697498995], "spikes_per_sample": 1085529.9379242081, "wall_time_s": 3.1932239532470703, "timestamp": "2026-08-21T13:06:54.308703+00:00"}
|
| 38 |
+
{"epoch": 38, "train_loss": 0.8445278344101179, "train_acc": 0.8513011152416357, "test_loss": 1.0068010742014104, "test_acc": 0.678030303030303, "best_acc": 0.7992424242424242, "spike_rates": [0.2145023705328212, 0.3290294128305772, 0.38493143810945396, 0.5412591204923742, 0.53016636652105], "spikes_per_sample": 1072032.9435803166, "wall_time_s": 3.1957592964172363, "timestamp": "2026-08-21T13:06:57.531926+00:00"}
|
| 39 |
+
{"epoch": 39, "train_loss": 0.8083476266896414, "train_acc": 0.8810408921933085, "test_loss": 0.5158131411581328, "test_acc": 0.8068181818181818, "best_acc": 0.8068181818181818, "spike_rates": [0.2165123627466314, 0.3286674233043895, 0.3851011132492739, 0.5443973401013542, 0.5242210170801949], "spikes_per_sample": 1076319.3658088236, "wall_time_s": 3.1823110580444336, "timestamp": "2026-08-21T13:07:00.740776+00:00"}
|
| 40 |
+
{"epoch": 40, "train_loss": 0.8183828966768257, "train_acc": 0.8680297397769516, "test_loss": 0.6528503208449392, "test_acc": 0.7916666666666666, "best_acc": 0.8068181818181818, "spike_rates": [0.2119428936172934, 0.3251274648834677, 0.38670215536566344, 0.5477309016620412, 0.5242063087575576], "spikes_per_sample": 1064300.9341063348, "wall_time_s": 3.1871488094329834, "timestamp": "2026-08-21T13:07:03.958920+00:00"}
|
| 41 |
+
{"epoch": 41, "train_loss": 0.8166154953183737, "train_acc": 0.8773234200743495, "test_loss": 0.6640066621881543, "test_acc": 0.75, "best_acc": 0.8068181818181818, "spike_rates": [0.21291866898536682, 0.32720078966196847, 0.38537219867986794, 0.5493544620626113, 0.5230145699837628], "spikes_per_sample": 1068026.600254525, "wall_time_s": 3.1854135990142822, "timestamp": "2026-08-21T13:07:07.170870+00:00"}
|
| 42 |
+
{"epoch": 42, "train_loss": 0.8148455610948867, "train_acc": 0.8977695167286245, "test_loss": 0.5572201627673525, "test_acc": 0.821969696969697, "best_acc": 0.821969696969697, "spike_rates": [0.21239163419779608, 0.32251793146133423, 0.3785512307110955, 0.547834715422462, 0.5268367949654075], "spikes_per_sample": 1058267.3530825793, "wall_time_s": 3.181995153427124, "timestamp": "2026-08-21T13:07:10.378149+00:00"}
|
| 43 |
+
{"epoch": 43, "train_loss": 0.8304221800711962, "train_acc": 0.8847583643122676, "test_loss": 0.5046420964327726, "test_acc": 0.8181818181818182, "best_acc": 0.821969696969697, "spike_rates": [0.20512705252451055, 0.3201267140753129, 0.38877880923888264, 0.5544968072105857, 0.5288488829837126], "spikes_per_sample": 1046776.9235011312, "wall_time_s": 3.180237293243408, "timestamp": "2026-08-21T13:07:13.589742+00:00"}
|
| 44 |
+
{"epoch": 44, "train_loss": 0.8002554486232176, "train_acc": 0.8810408921933085, "test_loss": 0.49436938040184253, "test_acc": 0.8295454545454546, "best_acc": 0.8295454545454546, "spike_rates": [0.2051028433968039, 0.32009294629096985, 0.38883372089442086, 0.5547167939298293, 0.5262301704462837], "spikes_per_sample": 1046726.2888857466, "wall_time_s": 3.1708149909973145, "timestamp": "2026-08-21T13:07:16.785851+00:00"}
|
| 45 |
+
{"epoch": 45, "train_loss": 0.7870460327673136, "train_acc": 0.8977695167286245, "test_loss": 0.5973224459272443, "test_acc": 0.7878787878787878, "best_acc": 0.8295454545454546, "spike_rates": [0.20500224390450647, 0.3170505744569442, 0.38065287821433125, 0.5541714605163125, 0.5242277488988989], "spikes_per_sample": 1038948.434530543, "wall_time_s": 3.175475597381592, "timestamp": "2026-08-21T13:07:19.994414+00:00"}
|
| 46 |
+
{"epoch": 46, "train_loss": 0.7970267507666549, "train_acc": 0.8977695167286245, "test_loss": 0.612965315580368, "test_acc": 0.8181818181818182, "best_acc": 0.8295454545454546, "spike_rates": [0.20353340927292318, 0.3161207455046037, 0.381562062922646, 0.5551856896456551, 0.5248321960954105], "spikes_per_sample": 1035506.863122172, "wall_time_s": 3.174022674560547, "timestamp": "2026-08-21T13:07:23.195435+00:00"}
|
| 47 |
+
{"epoch": 47, "train_loss": 0.7588124884548684, "train_acc": 0.9144981412639405, "test_loss": 0.48421442689317645, "test_acc": 0.821969696969697, "best_acc": 0.8295454545454546, "spike_rates": [0.20182045242365668, 0.31350074094884534, 0.37997104841120105, 0.5554957775508657, 0.5289514310219708], "spikes_per_sample": 1028407.9524886878, "wall_time_s": 3.1785264015197754, "timestamp": "2026-08-21T13:07:26.400185+00:00"}
|
| 48 |
+
{"epoch": 48, "train_loss": 0.7329446781966766, "train_acc": 0.929368029739777, "test_loss": 0.4883804176792954, "test_acc": 0.8333333333333334, "best_acc": 0.8333333333333334, "spike_rates": [0.20170856574002435, 0.31229763346559863, 0.3764265758149764, 0.552622535649468, 0.5313348910387825], "spikes_per_sample": 1024696.3601527149, "wall_time_s": 3.174197196960449, "timestamp": "2026-08-21T13:07:29.613225+00:00"}
|
| 49 |
+
{"epoch": 49, "train_loss": 0.7298138779778462, "train_acc": 0.9368029739776952, "test_loss": 0.6685496604803837, "test_acc": 0.7992424242424242, "best_acc": 0.8333333333333334, "spike_rates": [0.2023747624719844, 0.31131480195943045, 0.37367264663471894, 0.5523370784871718, 0.5294942925958073], "spikes_per_sample": 1023566.4076640271, "wall_time_s": 3.1704928874969482, "timestamp": "2026-08-21T13:07:32.814192+00:00"}
|
| 50 |
+
{"epoch": 50, "train_loss": 0.6985291063120818, "train_acc": 0.949814126394052, "test_loss": 0.44787379828366364, "test_acc": 0.8939393939393939, "best_acc": 0.8939393939393939, "spike_rates": [0.20319302906008327, 0.3100385052316329, 0.3737562439020942, 0.5527254939079285, 0.5274594706647536], "spikes_per_sample": 1024021.5014140271, "wall_time_s": 3.1699492931365967, "timestamp": "2026-08-21T13:07:36.011059+00:00"}
|
| 51 |
+
{"epoch": 51, "train_loss": 0.7301449221749288, "train_acc": 0.9219330855018587, "test_loss": 0.47483683264616766, "test_acc": 0.8409090909090909, "best_acc": 0.8939393939393939, "spike_rates": [0.2008315500091104, 0.3074166318949531, 0.3764376780566047, 0.5576299849678489, 0.5287397573975956], "spikes_per_sample": 1018379.492081448, "wall_time_s": 3.181368589401245, "timestamp": "2026-08-21T13:07:39.234349+00:00"}
|
| 52 |
+
{"epoch": 52, "train_loss": 0.7121515455742308, "train_acc": 0.9349442379182156, "test_loss": 0.40194653381000867, "test_acc": 0.8901515151515151, "best_acc": 0.8939393939393939, "spike_rates": [0.20187839164453394, 0.3084687327637392, 0.38281474043341246, 0.5616667481029735, 0.5329184742534862], "spikes_per_sample": 1025585.1266968325, "wall_time_s": 3.1763031482696533, "timestamp": "2026-08-21T13:07:42.437578+00:00"}
|
| 53 |
+
{"epoch": 53, "train_loss": 0.7246917368754136, "train_acc": 0.9256505576208178, "test_loss": 0.5362136499448256, "test_acc": 0.8181818181818182, "best_acc": 0.8939393939393939, "spike_rates": [0.20038749014630036, 0.30471144003026623, 0.37436183235224557, 0.5593644976615906, 0.5321011087473702], "spikes_per_sample": 1013778.1801470588, "wall_time_s": 3.1813104152679443, "timestamp": "2026-08-21T13:07:45.645383+00:00"}
|
| 54 |
+
{"epoch": 54, "train_loss": 0.739926528310244, "train_acc": 0.9052044609665427, "test_loss": 0.4457840449882276, "test_acc": 0.8636363636363636, "best_acc": 0.8939393939393939, "spike_rates": [0.19791427955907934, 0.30239590301233177, 0.3750786816372591, 0.5570326307240654, 0.5303707052679623], "spikes_per_sample": 1006219.4097850678, "wall_time_s": 3.175992727279663, "timestamp": "2026-08-21T13:07:48.847430+00:00"}
|
| 55 |
+
{"epoch": 55, "train_loss": 0.7237489378585248, "train_acc": 0.9386617100371747, "test_loss": 0.4632147586706913, "test_acc": 0.8674242424242424, "best_acc": 0.8939393939393939, "spike_rates": [0.19954774221953223, 0.30530452202348146, 0.37572985010988574, 0.5630719416281756, 0.5353281533016878], "spikes_per_sample": 1013868.7181843892, "wall_time_s": 3.1853251457214355, "timestamp": "2026-08-21T13:07:52.059408+00:00"}
|
| 56 |
+
{"epoch": 56, "train_loss": 0.6957447043581966, "train_acc": 0.9405204460966543, "test_loss": 0.3740849702647238, "test_acc": 0.8787878787878788, "best_acc": 0.8939393939393939, "spike_rates": [0.19695531270083258, 0.29965903829125795, 0.3681906601961921, 0.5569714623339036, 0.5325720801072962], "spikes_per_sample": 997737.1555429864, "wall_time_s": 3.1796650886535645, "timestamp": "2026-08-21T13:07:55.265044+00:00"}
|
| 57 |
+
{"epoch": 57, "train_loss": 0.661952965321594, "train_acc": 0.9684014869888475, "test_loss": 0.4370780018242923, "test_acc": 0.8333333333333334, "best_acc": 0.8939393939393939, "spike_rates": [0.1981983482837677, 0.3012233358972213, 0.37349198495640473, 0.5613631676225102, 0.53594330479117], "spikes_per_sample": 1005366.9308540724, "wall_time_s": 3.186943531036377, "timestamp": "2026-08-21T13:07:58.478934+00:00"}
|
| 58 |
+
{"epoch": 58, "train_loss": 0.6764378771462848, "train_acc": 0.9553903345724907, "test_loss": 0.43515507380167645, "test_acc": 0.8977272727272727, "best_acc": 0.8977272727272727, "spike_rates": [0.1993049260448007, 0.30003422148087444, 0.3727242631070754, 0.5635234783677494, 0.5330671773237341], "spikes_per_sample": 1006297.6551187783, "wall_time_s": 3.1819231510162354, "timestamp": "2026-08-21T13:08:01.686092+00:00"}
|
| 59 |
+
{"epoch": 59, "train_loss": 0.6703191649958103, "train_acc": 0.9684014869888475, "test_loss": 0.38377793088103784, "test_acc": 0.9015151515151515, "best_acc": 0.9015151515151515, "spike_rates": [0.19782724888885722, 0.298734377412235, 0.3707861777614145, 0.5623900189119226, 0.5345041786923128], "spikes_per_sample": 1000683.3091063348, "wall_time_s": 3.186905860900879, "timestamp": "2026-08-21T13:08:04.905079+00:00"}
|
| 60 |
+
{"epoch": 60, "train_loss": 0.6657861745933618, "train_acc": 0.9702602230483272, "test_loss": 0.7060058622649221, "test_acc": 0.7575757575757576, "best_acc": 0.9015151515151515, "spike_rates": [0.20041363116572886, 0.3000893049380359, 0.37001320369103374, 0.5631315147175509, 0.5339146957677954], "spikes_per_sample": 1007214.9086538461, "wall_time_s": 3.1811630725860596, "timestamp": "2026-08-21T13:08:08.117944+00:00"}
|
| 61 |
+
{"epoch": 61, "train_loss": 0.6809284966231279, "train_acc": 0.9442379182156134, "test_loss": 0.3936135561177225, "test_acc": 0.8977272727272727, "best_acc": 0.9015151515151515, "spike_rates": [0.19615186663234935, 0.2952253783450407, 0.3653874607647167, 0.560241839464973, 0.5350990470717935], "spikes_per_sample": 990382.8253676471, "wall_time_s": 3.1873252391815186, "timestamp": "2026-08-21T13:08:11.331282+00:00"}
|
| 62 |
+
{"epoch": 62, "train_loss": 0.6620639203649471, "train_acc": 0.9591078066914498, "test_loss": 0.3674115068984754, "test_acc": 0.875, "best_acc": 0.9015151515151515, "spike_rates": [0.1992960160269457, 0.29765961100073424, 0.3682989320334266, 0.5636465233914992, 0.5357643225613762], "spikes_per_sample": 1001507.801611991, "wall_time_s": 3.187786817550659, "timestamp": "2026-08-21T13:08:14.546218+00:00"}
|
| 63 |
+
{"epoch": 63, "train_loss": 0.6507158873249607, "train_acc": 0.9646840148698885, "test_loss": 0.3870368925007907, "test_acc": 0.8939393939393939, "best_acc": 0.9015151515151515, "spike_rates": [0.19945966496187098, 0.2975093231481664, 0.36875872752245736, 0.5651252374929541, 0.5344134709414314], "spikes_per_sample": 1002116.7495757918, "wall_time_s": 3.192934989929199, "timestamp": "2026-08-21T13:08:17.767082+00:00"}
|
| 64 |
+
{"epoch": 64, "train_loss": 0.6342784893113884, "train_acc": 0.9702602230483272, "test_loss": 0.36845063801967737, "test_acc": 0.8939393939393939, "best_acc": 0.9015151515151515, "spike_rates": [0.19779526398462408, 0.2947535286931431, 0.3664817056235145, 0.5629270532551933, 0.5346355718724868], "spikes_per_sample": 994256.2497171946, "wall_time_s": 3.1815149784088135, "timestamp": "2026-08-21T13:08:20.974983+00:00"}
|
| 65 |
+
{"epoch": 65, "train_loss": 0.6331326715565082, "train_acc": 0.9684014869888475, "test_loss": 0.414260826327584, "test_acc": 0.875, "best_acc": 0.9015151515151515, "spike_rates": [0.19667690729393678, 0.29369196471046, 0.36489292102701526, 0.5623735469930312, 0.5388805515625897], "spikes_per_sample": 989927.1744909501, "wall_time_s": 3.182711124420166, "timestamp": "2026-08-21T13:08:24.184394+00:00"}
|
| 66 |
+
{"epoch": 66, "train_loss": 0.6342439474226373, "train_acc": 0.966542750929368, "test_loss": 0.3685725484833573, "test_acc": 0.8939393939393939, "best_acc": 0.9015151515151515, "spike_rates": [0.19885061067693374, 0.2954579030766207, 0.3656635144177605, 0.5639431581777685, 0.537318632883184], "spikes_per_sample": 996934.6744909501, "wall_time_s": 3.1844558715820312, "timestamp": "2026-08-21T13:08:27.399296+00:00"}
|
| 67 |
+
{"epoch": 67, "train_loss": 0.6080314510373821, "train_acc": 0.9851301115241635, "test_loss": 0.367532342672348, "test_acc": 0.9053030303030303, "best_acc": 0.9053030303030303, "spike_rates": [0.19650599097504334, 0.29172786369043235, 0.3612190940800835, 0.5624378849478329, 0.5386396050453186], "spikes_per_sample": 985590.1764705882, "wall_time_s": 3.183056116104126, "timestamp": "2026-08-21T13:08:30.616495+00:00"}
|
| 68 |
+
{"epoch": 68, "train_loss": 0.6196564912352863, "train_acc": 0.9758364312267658, "test_loss": 0.44261915575374255, "test_acc": 0.875, "best_acc": 0.9053030303030303, "spike_rates": [0.19494350605151234, 0.2908143927069271, 0.36300572928260355, 0.5661481233204112, 0.536860886742087], "spikes_per_sample": 982763.2299208145, "wall_time_s": 3.191288709640503, "timestamp": "2026-08-21T13:08:33.840462+00:00"}
|
| 69 |
+
{"epoch": 69, "train_loss": 0.6127593703429495, "train_acc": 0.9758364312267658, "test_loss": 0.32898928992676013, "test_acc": 0.8977272727272727, "best_acc": 0.9053030303030303, "spike_rates": [0.19534362852573395, 0.28997060656547546, 0.3626151242676903, 0.5664432224105386, 0.5363604706876418], "spikes_per_sample": 982547.6995192309, "wall_time_s": 3.194837808609009, "timestamp": "2026-08-21T13:08:37.061114+00:00"}
|
| 70 |
+
{"epoch": 70, "train_loss": 0.620136567429539, "train_acc": 0.9851301115241635, "test_loss": 0.3592000278559598, "test_acc": 0.8825757575757576, "best_acc": 0.9053030303030303, "spike_rates": [0.1982184078763513, 0.29430650262271657, 0.36409961476045494, 0.5673367381095886, 0.5384250844226164], "spikes_per_sample": 994035.5162613122, "wall_time_s": 3.18825101852417, "timestamp": "2026-08-21T13:08:40.274640+00:00"}
|
| 71 |
+
{"epoch": 71, "train_loss": 0.6107763933869542, "train_acc": 0.9851301115241635, "test_loss": 0.29824787017070886, "test_acc": 0.9242424242424242, "best_acc": 0.9242424242424242, "spike_rates": [0.1952066833482069, 0.2899915716227363, 0.3619204969967113, 0.566067471223719, 0.5375309095663183], "spikes_per_sample": 981878.7686651583, "wall_time_s": 3.181124687194824, "timestamp": "2026-08-21T13:08:43.482468+00:00"}
|
| 72 |
+
{"epoch": 72, "train_loss": 0.6053760317621621, "train_acc": 0.9907063197026023, "test_loss": 0.3026769409577052, "test_acc": 0.928030303030303, "best_acc": 0.928030303030303, "spike_rates": [0.19686095241238089, 0.2916058880441329, 0.3654356756631066, 0.5678331851959229, 0.5347383618354797], "spikes_per_sample": 989092.4533371041, "wall_time_s": 3.1845853328704834, "timestamp": "2026-08-21T13:08:46.697719+00:00"}
|
| 73 |
+
{"epoch": 73, "train_loss": 0.596018586681678, "train_acc": 0.9944237918215614, "test_loss": 0.31101392344994977, "test_acc": 0.9090909090909091, "best_acc": 0.928030303030303, "spike_rates": [0.197463019805796, 0.29257171644883995, 0.36441362430067625, 0.5696345041779911, 0.536081496407004], "spikes_per_sample": 991078.9772341629, "wall_time_s": 3.1793200969696045, "timestamp": "2026-08-21T13:08:49.908381+00:00"}
|
| 74 |
+
{"epoch": 74, "train_loss": 0.5957781869682681, "train_acc": 0.9869888475836431, "test_loss": 0.3733917059320392, "test_acc": 0.8901515151515151, "best_acc": 0.928030303030303, "spike_rates": [0.19481708284686594, 0.2891967699808233, 0.361186707721037, 0.5661822312018451, 0.537211561904234], "spikes_per_sample": 979856.0110294118, "wall_time_s": 3.1750736236572266, "timestamp": "2026-08-21T13:08:53.109105+00:00"}
|
| 75 |
+
{"epoch": 75, "train_loss": 0.6016942318044187, "train_acc": 0.9869888475836431, "test_loss": 0.3311630388100942, "test_acc": 0.9128787878787878, "best_acc": 0.928030303030303, "spike_rates": [0.19366008393904743, 0.28703440813457265, 0.35818885003819184, 0.5646290989483104, 0.5372703355901381], "spikes_per_sample": 973387.3930995475, "wall_time_s": 3.175577163696289, "timestamp": "2026-08-21T13:08:56.314578+00:00"}
|
| 76 |
+
{"epoch": 76, "train_loss": 0.5941811367924772, "train_acc": 0.9925650557620818, "test_loss": 0.2938939730326335, "test_acc": 0.9166666666666666, "best_acc": 0.928030303030303, "spike_rates": [0.19606813262490666, 0.2895566312705769, 0.3617417987655191, 0.5679146507207085, 0.5380882866242352], "spikes_per_sample": 983382.1931561086, "wall_time_s": 3.178011417388916, "timestamp": "2026-08-21T13:08:59.517902+00:00"}
|
| 77 |
+
{"epoch": 77, "train_loss": 0.597041150229571, "train_acc": 0.9907063197026023, "test_loss": 0.3321500677954067, "test_acc": 0.9128787878787878, "best_acc": 0.928030303030303, "spike_rates": [0.19637350475086884, 0.2896024023785311, 0.35961610254119425, 0.5671519251430736, 0.5363744181745193], "spikes_per_sample": 982841.7767251132, "wall_time_s": 3.180898904800415, "timestamp": "2026-08-21T13:09:02.723787+00:00"}
|
| 78 |
+
{"epoch": 78, "train_loss": 0.5856357090535217, "train_acc": 0.9944237918215614, "test_loss": 0.32975435889128485, "test_acc": 0.9166666666666666, "best_acc": 0.928030303030303, "spike_rates": [0.19561153036706588, 0.2887929905863369, 0.36100197890225577, 0.5675696169628817, 0.5383791362538057], "spikes_per_sample": 981193.2900169684, "wall_time_s": 3.1763722896575928, "timestamp": "2026-08-21T13:09:05.926591+00:00"}
|
| 79 |
+
{"epoch": 79, "train_loss": 0.596135590599372, "train_acc": 0.9869888475836431, "test_loss": 0.3091714662132841, "test_acc": 0.9204545454545454, "best_acc": 0.928030303030303, "spike_rates": [0.1971539679695578, 0.2904556674115798, 0.3610423172221464, 0.5689264115165261, 0.5370297326761133], "spikes_per_sample": 986359.2918552037, "wall_time_s": 3.1751933097839355, "timestamp": "2026-08-21T13:09:09.126365+00:00"}
|
| 80 |
+
{"epoch": 80, "train_loss": 0.5816779056889417, "train_acc": 0.9981412639405205, "test_loss": 0.3203647118626219, "test_acc": 0.9166666666666666, "best_acc": 0.928030303030303, "spike_rates": [0.1974933690884534, 0.29079990176593556, 0.36247700452804565, 0.5692209636463839, 0.5376619906986461], "spikes_per_sample": 988228.1679864255, "wall_time_s": 3.1732370853424072, "timestamp": "2026-08-21T13:09:12.326037+00:00"}
|
| 81 |
+
{"epoch": 81, "train_loss": 0.5861923588252865, "train_acc": 0.9944237918215614, "test_loss": 0.2860439708738616, "test_acc": 0.9431818181818182, "best_acc": 0.9431818181818182, "spike_rates": [0.19392279141089497, 0.28554436915061054, 0.3566782755010268, 0.5642720811507281, 0.5378583178800695], "spikes_per_sample": 971541.8092477375, "wall_time_s": 3.183389186859131, "timestamp": "2026-08-21T13:09:15.535643+00:00"}
|
| 82 |
+
{"epoch": 82, "train_loss": 0.5792922016413239, "train_acc": 0.9944237918215614, "test_loss": 0.30939457723588654, "test_acc": 0.9053030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.19697190119939692, 0.2896292525179246, 0.3611355283681084, 0.5687572780777427, 0.5387530116473928], "spikes_per_sample": 985151.7307692309, "wall_time_s": 3.185950756072998, "timestamp": "2026-08-21T13:09:18.753406+00:00"}
|
| 83 |
+
{"epoch": 83, "train_loss": 0.5774801202866224, "train_acc": 0.9962825278810409, "test_loss": 0.3405056636441838, "test_acc": 0.9090909090909091, "best_acc": 0.9431818181818182, "spike_rates": [0.19578036753570333, 0.28790876444648295, 0.35924914479255676, 0.5658340734594008, 0.5377494166879093], "spikes_per_sample": 979468.3416289593, "wall_time_s": 3.180931806564331, "timestamp": "2026-08-21T13:09:21.960874+00:00"}
|
| 84 |
+
{"epoch": 84, "train_loss": 0.5740156557037042, "train_acc": 1.0, "test_loss": 0.33307722572124365, "test_acc": 0.9090909090909091, "best_acc": 0.9431818181818182, "spike_rates": [0.1980014276855132, 0.29112154946607705, 0.363278527470196, 0.5690995454788208, 0.5389156271429623], "spikes_per_sample": 990045.5492081447, "wall_time_s": 3.17880916595459, "timestamp": "2026-08-21T13:09:25.165834+00:00"}
|
| 85 |
+
{"epoch": 85, "train_loss": 0.575906514013567, "train_acc": 0.9962825278810409, "test_loss": 0.30789201819535456, "test_acc": 0.9166666666666666, "best_acc": 0.9431818181818182, "spike_rates": [0.19611572167452643, 0.28828082540455985, 0.35905781037667217, 0.5656910082873177, 0.5377780199050903], "spikes_per_sample": 980443.0780542986, "wall_time_s": 3.183840036392212, "timestamp": "2026-08-21T13:09:28.377936+00:00"}
|
| 86 |
+
{"epoch": 86, "train_loss": 0.5787378813254346, "train_acc": 1.0, "test_loss": 0.30020628914688574, "test_acc": 0.9204545454545454, "best_acc": 0.9431818181818182, "spike_rates": [0.19496044253601746, 0.2865833096644458, 0.3576866072766921, 0.5664332018179052, 0.5380549886647392], "spikes_per_sample": 975620.9321266968, "wall_time_s": 3.173192262649536, "timestamp": "2026-08-21T13:09:31.577217+00:00"}
|
| 87 |
+
{"epoch": 87, "train_loss": 0.5739144824694523, "train_acc": 0.9981412639405205, "test_loss": 0.34172674923232105, "test_acc": 0.9015151515151515, "best_acc": 0.9431818181818182, "spike_rates": [0.19857966023332932, 0.2905378166367026, 0.36226091490072365, 0.5685791022637311, 0.5399959122433382], "spikes_per_sample": 990052.8307409501, "wall_time_s": 3.176492691040039, "timestamp": "2026-08-21T13:09:34.779550+00:00"}
|
| 88 |
+
{"epoch": 88, "train_loss": 0.5736938028087403, "train_acc": 1.0, "test_loss": 0.2989244226253394, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.197632677414838, 0.2906174764913671, 0.36156148945584016, 0.5683194293695337, 0.540377189131344], "spikes_per_sample": 987753.118071267, "wall_time_s": 3.170944929122925, "timestamp": "2026-08-21T13:09:37.975636+00:00"}
|
| 89 |
+
{"epoch": 89, "train_loss": 0.5763404438043616, "train_acc": 0.9962825278810409, "test_loss": 0.3112152805834105, "test_acc": 0.9166666666666666, "best_acc": 0.9431818181818182, "spike_rates": [0.1960897594690323, 0.28866737379747276, 0.3605353148544536, 0.5669869640294243, 0.5368451441035551], "spikes_per_sample": 981730.7449095022, "wall_time_s": 3.1711161136627197, "timestamp": "2026-08-21T13:09:41.171608+00:00"}
|
| 90 |
+
{"epoch": 90, "train_loss": 0.5741650300398192, "train_acc": 0.9944237918215614, "test_loss": 0.30427400000167615, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.19572130722158096, 0.28865667826989116, 0.36204914485707, 0.5682923197746277, 0.5381421236430898], "spikes_per_sample": 981922.2603223983, "wall_time_s": 3.167212724685669, "timestamp": "2026-08-21T13:09:44.367486+00:00"}
|
| 91 |
+
{"epoch": 91, "train_loss": 0.5718197299645292, "train_acc": 1.0, "test_loss": 0.30842201366569055, "test_acc": 0.9090909090909091, "best_acc": 0.9431818181818182, "spike_rates": [0.1942694827037699, 0.28550997201134176, 0.35758846296983604, 0.5649241489522597, 0.535217236070072], "spikes_per_sample": 972773.5244626696, "wall_time_s": 3.18104887008667, "timestamp": "2026-08-21T13:09:47.574294+00:00"}
|
| 92 |
+
{"epoch": 92, "train_loss": 0.57714309058668, "train_acc": 0.9962825278810409, "test_loss": 0.3105214996771379, "test_acc": 0.9166666666666666, "best_acc": 0.9431818181818182, "spike_rates": [0.19598060583367066, 0.2883784753434798, 0.3605756216189441, 0.5672933915082146, 0.5350866878733915], "spikes_per_sample": 981245.4085124434, "wall_time_s": 3.1810977458953857, "timestamp": "2026-08-21T13:09:50.781451+00:00"}
|
| 93 |
+
{"epoch": 93, "train_loss": 0.5711413816891638, "train_acc": 0.9981412639405205, "test_loss": 0.30776549017790594, "test_acc": 0.9166666666666666, "best_acc": 0.9431818181818182, "spike_rates": [0.19606340106795817, 0.28810324037776275, 0.3608035042005427, 0.5677530099363888, 0.5366121179917279], "spikes_per_sample": 981322.9745475113, "wall_time_s": 3.175549030303955, "timestamp": "2026-08-21T13:09:53.983673+00:00"}
|
| 94 |
+
{"epoch": 94, "train_loss": 0.5743804864280729, "train_acc": 0.9944237918215614, "test_loss": 0.30150727250359277, "test_acc": 0.9204545454545454, "best_acc": 0.9431818181818182, "spike_rates": [0.19610812208231757, 0.28824016101220074, 0.3599551583037657, 0.5669725782731, 0.5369208840762868], "spikes_per_sample": 981015.5318156108, "wall_time_s": 3.1739866733551025, "timestamp": "2026-08-21T13:09:57.184294+00:00"}
|
| 95 |
+
{"epoch": 95, "train_loss": 0.5688271972326541, "train_acc": 0.9981412639405205, "test_loss": 0.2879749464266228, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.19535413998014786, 0.2876752544851864, 0.36017197721144734, 0.5664830803871155, 0.5367141821805168], "spikes_per_sample": 978889.8610011311, "wall_time_s": 3.1774914264678955, "timestamp": "2026-08-21T13:10:00.386989+00:00"}
|
| 96 |
+
{"epoch": 96, "train_loss": 0.5709334961986896, "train_acc": 0.9944237918215614, "test_loss": 0.3003011002685084, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.19741400462739608, 0.29013314667870016, 0.36296282796298757, 0.569488690179937, 0.5390854758374831], "spikes_per_sample": 987663.8144796381, "wall_time_s": 3.178616523742676, "timestamp": "2026-08-21T13:10:03.593621+00:00"}
|
| 97 |
+
{"epoch": 97, "train_loss": 0.5694142615484925, "train_acc": 1.0, "test_loss": 0.30697898973118176, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.19647812317399418, 0.28940800533575173, 0.3613206218270695, 0.5677308615516213, 0.5393782748895533], "spikes_per_sample": 983851.7890271493, "wall_time_s": 3.1889233589172363, "timestamp": "2026-08-21T13:10:06.808410+00:00"}
|
| 98 |
+
{"epoch": 98, "train_loss": 0.5696230621586059, "train_acc": 0.9981412639405205, "test_loss": 0.30166450865340955, "test_acc": 0.9128787878787878, "best_acc": 0.9431818181818182, "spike_rates": [0.19626573429388158, 0.28888822653714347, 0.36074166087543263, 0.5675121440606958, 0.5387368377517251], "spikes_per_sample": 982523.6323529412, "wall_time_s": 3.178441286087036, "timestamp": "2026-08-21T13:10:10.013635+00:00"}
|
| 99 |
+
{"epoch": 99, "train_loss": 0.567271012355847, "train_acc": 0.9981412639405205, "test_loss": 0.2891694361513311, "test_acc": 0.9318181818181818, "best_acc": 0.9431818181818182, "spike_rates": [0.1964810245177325, 0.2892005443572998, 0.36188017270144296, 0.5685002733679378, 0.5387557359302745], "spikes_per_sample": 984029.9266119909, "wall_time_s": 3.179570198059082, "timestamp": "2026-08-21T13:10:13.218864+00:00"}
|
| 100 |
+
{"epoch": 100, "train_loss": 0.5704995599821154, "train_acc": 0.9981412639405205, "test_loss": 0.29983514005487616, "test_acc": 0.9166666666666666, "best_acc": 0.9431818181818182, "spike_rates": [0.1973515880458495, 0.2905879862168256, 0.36235084428506736, 0.5690975329455208, 0.5383331705542171], "spikes_per_sample": 987631.5120192309, "wall_time_s": 3.1767942905426025, "timestamp": "2026-08-21T13:10:16.420907+00:00"}
|
opt6_sigma_delta/opt6_srif_lam0.50.gpu_telemetry.csv
ADDED
|
@@ -0,0 +1,239 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
|
| 2 |
+
2026/08/21 13:01:49.277, 0, 0, 0, 0, 15360, 61, 11.52, 300
|
| 3 |
+
2026/08/21 13:01:49.295, 1, 0, 0, 0, 15360, 50, 9.74, 300
|
| 4 |
+
2026/08/21 13:01:54.349, 0, 0, 0, 105, 15360, 62, 30.36, 585
|
| 5 |
+
2026/08/21 13:01:54.359, 1, 0, 0, 123, 15360, 50, 26.54, 585
|
| 6 |
+
2026/08/21 13:01:59.404, 0, 0, 0, 205, 15360, 63, 30.46, 585
|
| 7 |
+
2026/08/21 13:01:59.414, 1, 100, 0, 205, 15360, 53, 39.52, 1590
|
| 8 |
+
2026/08/21 13:02:04.459, 0, 0, 0, 205, 15360, 64, 30.66, 585
|
| 9 |
+
2026/08/21 13:02:04.469, 1, 100, 0, 205, 15360, 54, 39.81, 1590
|
| 10 |
+
2026/08/21 13:02:09.513, 0, 0, 0, 205, 15360, 64, 30.76, 585
|
| 11 |
+
2026/08/21 13:02:09.523, 1, 100, 0, 205, 15360, 55, 40.01, 1590
|
| 12 |
+
2026/08/21 13:02:14.567, 0, 0, 0, 205, 15360, 65, 30.85, 585
|
| 13 |
+
2026/08/21 13:02:14.577, 1, 100, 0, 205, 15360, 56, 40.20, 1590
|
| 14 |
+
2026/08/21 13:02:19.622, 0, 0, 0, 205, 15360, 65, 30.95, 585
|
| 15 |
+
2026/08/21 13:02:19.633, 1, 100, 0, 205, 15360, 57, 40.40, 1590
|
| 16 |
+
2026/08/21 13:02:24.680, 0, 0, 0, 205, 15360, 66, 31.05, 585
|
| 17 |
+
2026/08/21 13:02:24.690, 1, 0, 0, 205, 15360, 56, 27.13, 585
|
| 18 |
+
2026/08/21 13:02:29.738, 0, 0, 0, 205, 15360, 66, 31.15, 585
|
| 19 |
+
2026/08/21 13:02:29.748, 1, 0, 0, 205, 15360, 56, 27.25, 585
|
| 20 |
+
2026/08/21 13:02:34.795, 0, 0, 0, 205, 15360, 66, 31.15, 585
|
| 21 |
+
2026/08/21 13:02:34.805, 1, 0, 0, 205, 15360, 57, 27.25, 585
|
| 22 |
+
2026/08/21 13:02:39.852, 0, 0, 0, 205, 15360, 67, 31.35, 585
|
| 23 |
+
2026/08/21 13:02:39.863, 1, 0, 0, 205, 15360, 57, 27.23, 585
|
| 24 |
+
2026/08/21 13:02:44.910, 0, 0, 0, 205, 15360, 67, 31.35, 585
|
| 25 |
+
2026/08/21 13:02:44.920, 1, 0, 0, 205, 15360, 57, 27.33, 585
|
| 26 |
+
2026/08/21 13:02:49.976, 0, 0, 0, 205, 15360, 67, 31.64, 585
|
| 27 |
+
2026/08/21 13:02:49.987, 1, 0, 0, 205, 15360, 57, 27.33, 585
|
| 28 |
+
2026/08/21 13:02:55.037, 0, 0, 0, 205, 15360, 68, 31.52, 585
|
| 29 |
+
2026/08/21 13:02:55.046, 1, 0, 0, 205, 15360, 57, 27.43, 585
|
| 30 |
+
2026/08/21 13:03:00.095, 0, 0, 0, 205, 15360, 68, 31.64, 585
|
| 31 |
+
2026/08/21 13:03:00.105, 1, 0, 0, 205, 15360, 57, 27.43, 585
|
| 32 |
+
2026/08/21 13:03:05.152, 0, 0, 0, 205, 15360, 68, 31.64, 585
|
| 33 |
+
2026/08/21 13:03:05.162, 1, 0, 0, 205, 15360, 58, 27.33, 585
|
| 34 |
+
2026/08/21 13:03:10.212, 0, 0, 0, 205, 15360, 68, 31.74, 585
|
| 35 |
+
2026/08/21 13:03:10.222, 1, 0, 0, 205, 15360, 58, 27.43, 585
|
| 36 |
+
2026/08/21 13:03:15.270, 0, 0, 0, 341, 15360, 69, 31.84, 585
|
| 37 |
+
2026/08/21 13:03:15.280, 1, 0, 0, 205, 15360, 58, 27.43, 585
|
| 38 |
+
2026/08/21 13:03:20.331, 0, 0, 0, 341, 15360, 69, 31.84, 585
|
| 39 |
+
2026/08/21 13:03:20.341, 1, 0, 0, 205, 15360, 58, 27.52, 585
|
| 40 |
+
2026/08/21 13:03:25.392, 0, 0, 0, 375, 15360, 69, 31.94, 585
|
| 41 |
+
2026/08/21 13:03:25.404, 1, 0, 0, 205, 15360, 59, 27.52, 585
|
| 42 |
+
2026/08/21 13:03:30.452, 0, 100, 0, 395, 15360, 72, 48.03, 1590
|
| 43 |
+
2026/08/21 13:03:30.474, 1, 0, 0, 205, 15360, 59, 27.52, 585
|
| 44 |
+
2026/08/21 13:03:35.522, 0, 100, 0, 395, 15360, 73, 49.11, 1590
|
| 45 |
+
2026/08/21 13:03:35.529, 1, 0, 0, 205, 15360, 59, 27.61, 585
|
| 46 |
+
2026/08/21 13:03:40.576, 0, 100, 0, 395, 15360, 74, 49.60, 1590
|
| 47 |
+
2026/08/21 13:03:40.583, 1, 0, 0, 341, 15360, 59, 27.62, 585
|
| 48 |
+
2026/08/21 13:03:45.631, 0, 100, 0, 395, 15360, 75, 50.09, 1590
|
| 49 |
+
2026/08/21 13:03:45.638, 1, 0, 0, 341, 15360, 59, 27.61, 585
|
| 50 |
+
2026/08/21 13:03:50.687, 0, 100, 0, 395, 15360, 76, 50.55, 1590
|
| 51 |
+
2026/08/21 13:03:50.695, 1, 0, 0, 395, 15360, 59, 27.71, 585
|
| 52 |
+
2026/08/21 13:03:55.744, 0, 0, 0, 971, 15360, 75, 33.29, 585
|
| 53 |
+
2026/08/21 13:03:55.754, 1, 0, 0, 971, 15360, 59, 27.72, 585
|
| 54 |
+
2026/08/21 13:04:00.804, 0, 0, 0, 971, 15360, 75, 33.29, 585
|
| 55 |
+
2026/08/21 13:04:00.815, 1, 0, 0, 971, 15360, 60, 27.72, 585
|
| 56 |
+
2026/08/21 13:04:05.866, 0, 0, 0, 971, 15360, 75, 33.29, 585
|
| 57 |
+
2026/08/21 13:04:05.876, 1, 0, 0, 971, 15360, 60, 27.82, 585
|
| 58 |
+
2026/08/21 13:04:10.926, 0, 0, 0, 971, 15360, 75, 33.20, 585
|
| 59 |
+
2026/08/21 13:04:10.936, 1, 0, 0, 971, 15360, 60, 27.72, 585
|
| 60 |
+
2026/08/21 13:04:15.980, 0, 0, 0, 971, 15360, 75, 33.20, 585
|
| 61 |
+
2026/08/21 13:04:15.990, 1, 0, 0, 971, 15360, 60, 27.82, 585
|
| 62 |
+
2026/08/21 13:04:21.035, 0, 0, 0, 971, 15360, 75, 33.29, 585
|
| 63 |
+
2026/08/21 13:04:21.045, 1, 0, 0, 971, 15360, 60, 27.82, 585
|
| 64 |
+
2026/08/21 13:04:26.090, 0, 0, 0, 971, 15360, 75, 33.18, 585
|
| 65 |
+
2026/08/21 13:04:26.100, 1, 0, 0, 971, 15360, 61, 27.92, 585
|
| 66 |
+
2026/08/21 13:04:31.144, 0, 0, 0, 971, 15360, 75, 33.20, 585
|
| 67 |
+
2026/08/21 13:04:31.153, 1, 0, 0, 971, 15360, 61, 27.92, 585
|
| 68 |
+
2026/08/21 13:04:36.197, 0, 0, 0, 971, 15360, 75, 33.29, 585
|
| 69 |
+
2026/08/21 13:04:36.207, 1, 0, 0, 971, 15360, 61, 27.92, 585
|
| 70 |
+
2026/08/21 13:04:41.252, 0, 0, 0, 971, 15360, 75, 33.39, 585
|
| 71 |
+
2026/08/21 13:04:41.262, 1, 0, 0, 971, 15360, 61, 27.90, 585
|
| 72 |
+
2026/08/21 13:04:46.305, 0, 0, 0, 971, 15360, 75, 33.39, 585
|
| 73 |
+
2026/08/21 13:04:46.316, 1, 0, 0, 971, 15360, 61, 28.02, 585
|
| 74 |
+
2026/08/21 13:04:51.360, 0, 0, 0, 971, 15360, 75, 33.39, 585
|
| 75 |
+
2026/08/21 13:04:51.371, 1, 0, 0, 971, 15360, 61, 28.10, 585
|
| 76 |
+
2026/08/21 13:04:56.430, 0, 96, 74, 3687, 15360, 78, 68.59, 1200
|
| 77 |
+
2026/08/21 13:04:56.453, 1, 96, 82, 3687, 15360, 65, 54.65, 1485
|
| 78 |
+
2026/08/21 13:05:01.506, 0, 97, 99, 3689, 15360, 80, 64.68, 1290
|
| 79 |
+
2026/08/21 13:05:01.530, 1, 100, 0, 3689, 15360, 66, 43.59, 1410
|
| 80 |
+
2026/08/21 13:05:06.583, 0, 96, 77, 3689, 15360, 81, 74.15, 1020
|
| 81 |
+
2026/08/21 13:05:06.601, 1, 96, 78, 3689, 15360, 69, 53.68, 1455
|
| 82 |
+
2026/08/21 13:05:11.651, 0, 80, 72, 3689, 15360, 83, 67.18, 915
|
| 83 |
+
2026/08/21 13:05:11.662, 1, 97, 53, 3689, 15360, 70, 61.12, 1320
|
| 84 |
+
2026/08/21 13:05:16.715, 0, 97, 75, 3689, 15360, 83, 64.51, 825
|
| 85 |
+
2026/08/21 13:05:16.726, 1, 97, 74, 3689, 15360, 70, 68.80, 1260
|
| 86 |
+
2026/08/21 13:05:21.782, 0, 96, 81, 3689, 15360, 81, 60.05, 1125
|
| 87 |
+
2026/08/21 13:05:21.797, 1, 96, 79, 3689, 15360, 69, 65.00, 1380
|
| 88 |
+
2026/08/21 13:05:26.847, 0, 94, 79, 3689, 15360, 79, 62.50, 1245
|
| 89 |
+
2026/08/21 13:05:26.859, 1, 96, 82, 3689, 15360, 68, 72.45, 1350
|
| 90 |
+
2026/08/21 13:05:31.915, 0, 94, 75, 3689, 15360, 77, 61.57, 1245
|
| 91 |
+
2026/08/21 13:05:31.929, 1, 92, 73, 3689, 15360, 68, 64.86, 1455
|
| 92 |
+
2026/08/21 13:05:36.978, 0, 96, 82, 3689, 15360, 76, 61.96, 1200
|
| 93 |
+
2026/08/21 13:05:36.993, 1, 97, 49, 3689, 15360, 66, 41.72, 1575
|
| 94 |
+
2026/08/21 13:05:42.039, 0, 97, 77, 3689, 15360, 76, 61.45, 945
|
| 95 |
+
2026/08/21 13:05:42.051, 1, 96, 74, 3689, 15360, 67, 84.60, 1335
|
| 96 |
+
2026/08/21 13:05:47.108, 0, 97, 99, 3689, 15360, 75, 56.22, 1275
|
| 97 |
+
2026/08/21 13:05:47.119, 1, 99, 20, 3689, 15360, 66, 81.32, 1455
|
| 98 |
+
2026/08/21 13:05:52.168, 0, 94, 76, 3689, 15360, 75, 60.05, 1290
|
| 99 |
+
2026/08/21 13:05:52.183, 1, 96, 81, 3689, 15360, 67, 72.30, 1455
|
| 100 |
+
2026/08/21 13:05:57.232, 0, 96, 82, 3689, 15360, 75, 66.40, 1200
|
| 101 |
+
2026/08/21 13:05:57.254, 1, 97, 75, 3689, 15360, 66, 63.96, 1455
|
| 102 |
+
2026/08/21 13:06:02.310, 0, 97, 84, 3689, 15360, 75, 66.24, 1215
|
| 103 |
+
2026/08/21 13:06:02.323, 1, 97, 74, 3689, 15360, 67, 61.80, 1500
|
| 104 |
+
2026/08/21 13:06:07.372, 0, 97, 73, 3689, 15360, 75, 66.16, 1080
|
| 105 |
+
2026/08/21 13:06:07.386, 1, 95, 73, 3689, 15360, 67, 68.40, 1290
|
| 106 |
+
2026/08/21 13:06:12.443, 0, 97, 99, 3689, 15360, 76, 66.24, 1260
|
| 107 |
+
2026/08/21 13:06:12.458, 1, 100, 0, 3689, 15360, 67, 44.44, 1590
|
| 108 |
+
2026/08/21 13:06:17.506, 0, 94, 74, 3689, 15360, 76, 63.52, 1185
|
| 109 |
+
2026/08/21 13:06:17.515, 1, 97, 74, 3689, 15360, 69, 60.53, 1410
|
| 110 |
+
2026/08/21 13:06:22.567, 0, 96, 75, 3689, 15360, 77, 72.64, 1050
|
| 111 |
+
2026/08/21 13:06:22.586, 1, 94, 77, 3689, 15360, 69, 60.57, 1305
|
| 112 |
+
2026/08/21 13:06:27.645, 0, 97, 76, 3689, 15360, 78, 55.18, 1155
|
| 113 |
+
2026/08/21 13:06:27.658, 1, 96, 77, 3689, 15360, 70, 60.34, 1410
|
| 114 |
+
2026/08/21 13:06:32.709, 0, 97, 74, 3689, 15360, 78, 75.12, 1080
|
| 115 |
+
2026/08/21 13:06:32.727, 1, 96, 81, 3689, 15360, 70, 66.07, 1290
|
| 116 |
+
2026/08/21 13:06:37.789, 0, 97, 71, 3689, 15360, 78, 68.69, 1230
|
| 117 |
+
2026/08/21 13:06:37.807, 1, 96, 62, 3689, 15360, 70, 44.05, 1575
|
| 118 |
+
2026/08/21 13:06:42.852, 0, 97, 71, 3689, 15360, 78, 73.71, 990
|
| 119 |
+
2026/08/21 13:06:42.868, 1, 97, 76, 3689, 15360, 71, 69.43, 1290
|
| 120 |
+
2026/08/21 13:06:47.926, 0, 97, 98, 3689, 15360, 78, 42.14, 1455
|
| 121 |
+
2026/08/21 13:06:47.939, 1, 100, 0, 3689, 15360, 71, 44.83, 1470
|
| 122 |
+
2026/08/21 13:06:53.002, 0, 97, 75, 3689, 15360, 78, 68.70, 990
|
| 123 |
+
2026/08/21 13:06:53.021, 1, 97, 75, 3689, 15360, 71, 69.77, 1365
|
| 124 |
+
2026/08/21 13:06:58.083, 0, 97, 82, 3689, 15360, 77, 67.08, 1200
|
| 125 |
+
2026/08/21 13:06:58.099, 1, 97, 78, 3689, 15360, 70, 64.16, 1335
|
| 126 |
+
2026/08/21 13:07:03.148, 0, 96, 74, 3689, 15360, 77, 72.78, 1080
|
| 127 |
+
2026/08/21 13:07:03.166, 1, 96, 79, 3689, 15360, 71, 67.64, 1395
|
| 128 |
+
2026/08/21 13:07:08.224, 0, 95, 82, 3689, 15360, 77, 59.56, 1230
|
| 129 |
+
2026/08/21 13:07:08.236, 1, 93, 75, 3689, 15360, 71, 72.98, 1425
|
| 130 |
+
2026/08/21 13:07:13.283, 0, 96, 84, 3689, 15360, 77, 68.45, 1170
|
| 131 |
+
2026/08/21 13:07:13.300, 1, 100, 0, 3689, 15360, 70, 44.71, 1590
|
| 132 |
+
2026/08/21 13:07:18.347, 0, 96, 76, 3689, 15360, 77, 63.19, 945
|
| 133 |
+
2026/08/21 13:07:18.359, 1, 96, 75, 3689, 15360, 70, 71.28, 1230
|
| 134 |
+
2026/08/21 13:07:23.412, 0, 84, 85, 3689, 15360, 77, 60.56, 1110
|
| 135 |
+
2026/08/21 13:07:23.435, 1, 96, 72, 3689, 15360, 70, 67.29, 1350
|
| 136 |
+
2026/08/21 13:07:28.487, 0, 96, 79, 3689, 15360, 76, 57.29, 1125
|
| 137 |
+
2026/08/21 13:07:28.510, 1, 97, 71, 3689, 15360, 70, 63.96, 1440
|
| 138 |
+
2026/08/21 13:07:33.568, 0, 95, 73, 3689, 15360, 76, 64.84, 1230
|
| 139 |
+
2026/08/21 13:07:33.585, 1, 97, 82, 3689, 15360, 71, 54.43, 1170
|
| 140 |
+
2026/08/21 13:07:38.638, 0, 94, 80, 3689, 15360, 77, 64.80, 1215
|
| 141 |
+
2026/08/21 13:07:38.655, 1, 97, 78, 3689, 15360, 71, 64.94, 1395
|
| 142 |
+
2026/08/21 13:07:43.707, 0, 97, 73, 3689, 15360, 77, 64.84, 1095
|
| 143 |
+
2026/08/21 13:07:43.725, 1, 94, 77, 3689, 15360, 71, 72.30, 1245
|
| 144 |
+
2026/08/21 13:07:48.780, 0, 97, 99, 3689, 15360, 77, 69.18, 1275
|
| 145 |
+
2026/08/21 13:07:48.800, 1, 100, 0, 3689, 15360, 70, 44.93, 1590
|
| 146 |
+
2026/08/21 13:07:53.845, 0, 97, 81, 3689, 15360, 77, 61.61, 1140
|
| 147 |
+
2026/08/21 13:07:53.865, 1, 95, 72, 3689, 15360, 71, 68.70, 1425
|
| 148 |
+
2026/08/21 13:07:58.916, 0, 94, 76, 3689, 15360, 77, 65.83, 1245
|
| 149 |
+
2026/08/21 13:07:58.927, 1, 97, 71, 3689, 15360, 71, 69.68, 1350
|
| 150 |
+
2026/08/21 13:08:03.981, 0, 97, 82, 3689, 15360, 77, 62.78, 1200
|
| 151 |
+
2026/08/21 13:08:03.995, 1, 95, 72, 3689, 15360, 71, 61.43, 1365
|
| 152 |
+
2026/08/21 13:08:09.045, 0, 95, 73, 3689, 15360, 77, 67.29, 930
|
| 153 |
+
2026/08/21 13:08:09.058, 1, 97, 74, 3689, 15360, 72, 78.46, 1245
|
| 154 |
+
2026/08/21 13:08:14.111, 0, 94, 76, 3689, 15360, 77, 63.91, 1170
|
| 155 |
+
2026/08/21 13:08:14.130, 1, 95, 71, 3689, 15360, 71, 43.85, 1575
|
| 156 |
+
2026/08/21 13:08:19.174, 0, 97, 75, 3689, 15360, 77, 70.45, 1110
|
| 157 |
+
2026/08/21 13:08:19.185, 1, 97, 73, 3689, 15360, 72, 80.40, 1215
|
| 158 |
+
2026/08/21 13:08:24.238, 0, 97, 99, 3689, 15360, 77, 56.47, 1485
|
| 159 |
+
2026/08/21 13:08:24.251, 1, 100, 0, 3689, 15360, 71, 67.34, 1560
|
| 160 |
+
2026/08/21 13:08:29.304, 0, 97, 72, 3689, 15360, 77, 69.77, 1080
|
| 161 |
+
2026/08/21 13:08:29.322, 1, 97, 72, 3689, 15360, 72, 65.58, 1290
|
| 162 |
+
2026/08/21 13:08:34.379, 0, 97, 81, 3689, 15360, 77, 60.05, 1140
|
| 163 |
+
2026/08/21 13:08:34.397, 1, 97, 80, 3689, 15360, 72, 63.58, 1395
|
| 164 |
+
2026/08/21 13:08:39.449, 0, 97, 76, 3689, 15360, 77, 64.51, 1110
|
| 165 |
+
2026/08/21 13:08:39.471, 1, 97, 71, 3689, 15360, 72, 81.37, 1350
|
| 166 |
+
2026/08/21 13:08:44.535, 0, 94, 77, 3689, 15360, 77, 63.58, 1290
|
| 167 |
+
2026/08/21 13:08:44.546, 1, 97, 83, 3689, 15360, 72, 60.89, 1425
|
| 168 |
+
2026/08/21 13:08:49.598, 0, 96, 85, 3689, 15360, 77, 65.13, 1200
|
| 169 |
+
2026/08/21 13:08:49.614, 1, 100, 0, 3689, 15360, 71, 44.42, 1590
|
| 170 |
+
2026/08/21 13:08:54.659, 0, 97, 77, 3689, 15360, 77, 68.36, 930
|
| 171 |
+
2026/08/21 13:08:54.679, 1, 97, 74, 3689, 15360, 72, 69.91, 1185
|
| 172 |
+
2026/08/21 13:08:59.734, 0, 85, 86, 3689, 15360, 77, 61.61, 1140
|
| 173 |
+
2026/08/21 13:08:59.752, 1, 96, 70, 3689, 15360, 71, 64.31, 1335
|
| 174 |
+
2026/08/21 13:09:04.807, 0, 96, 75, 3689, 15360, 77, 59.17, 1110
|
| 175 |
+
2026/08/21 13:09:04.824, 1, 97, 75, 3689, 15360, 72, 62.99, 1395
|
| 176 |
+
2026/08/21 13:09:09.879, 0, 95, 76, 3689, 15360, 77, 67.72, 1215
|
| 177 |
+
2026/08/21 13:09:09.892, 1, 97, 83, 3689, 15360, 72, 71.04, 1365
|
| 178 |
+
2026/08/21 13:09:14.945, 0, 96, 82, 3689, 15360, 77, 62.89, 1290
|
| 179 |
+
2026/08/21 13:09:14.958, 1, 97, 79, 3689, 15360, 72, 52.64, 1320
|
| 180 |
+
2026/08/21 13:09:20.012, 0, 97, 76, 3689, 15360, 77, 67.68, 1035
|
| 181 |
+
2026/08/21 13:09:20.024, 1, 95, 79, 3689, 15360, 71, 64.14, 1230
|
| 182 |
+
2026/08/21 13:09:25.074, 0, 97, 99, 3689, 15360, 77, 63.67, 1200
|
| 183 |
+
2026/08/21 13:09:25.091, 1, 100, 0, 3689, 15360, 71, 45.00, 1590
|
| 184 |
+
2026/08/21 13:09:30.137, 0, 97, 74, 3689, 15360, 77, 57.74, 1080
|
| 185 |
+
2026/08/21 13:09:30.160, 1, 95, 74, 3689, 15360, 72, 65.93, 1455
|
| 186 |
+
2026/08/21 13:09:35.216, 0, 95, 75, 3689, 15360, 77, 58.72, 1215
|
| 187 |
+
2026/08/21 13:09:35.225, 1, 97, 74, 3689, 15360, 71, 65.00, 1410
|
| 188 |
+
2026/08/21 13:09:40.276, 0, 95, 74, 3689, 15360, 77, 56.47, 1275
|
| 189 |
+
2026/08/21 13:09:40.292, 1, 96, 72, 3689, 15360, 72, 66.45, 1380
|
| 190 |
+
2026/08/21 13:09:45.345, 0, 97, 79, 3689, 15360, 77, 62.50, 1155
|
| 191 |
+
2026/08/21 13:09:45.371, 1, 94, 76, 3689, 15360, 71, 81.22, 1335
|
| 192 |
+
2026/08/21 13:09:50.428, 0, 96, 77, 3689, 15360, 77, 68.21, 1140
|
| 193 |
+
2026/08/21 13:09:50.442, 1, 97, 50, 3689, 15360, 71, 44.12, 1590
|
| 194 |
+
2026/08/21 13:09:55.490, 0, 94, 80, 3689, 15360, 77, 66.75, 1155
|
| 195 |
+
2026/08/21 13:09:55.499, 1, 95, 73, 3689, 15360, 72, 60.85, 1485
|
| 196 |
+
2026/08/21 13:10:00.548, 0, 88, 88, 3689, 15360, 77, 67.77, 975
|
| 197 |
+
2026/08/21 13:10:00.558, 1, 100, 4, 3689, 15360, 71, 79.68, 1215
|
| 198 |
+
2026/08/21 13:10:05.605, 0, 97, 74, 3689, 15360, 77, 69.38, 1230
|
| 199 |
+
2026/08/21 13:10:05.615, 1, 97, 73, 3689, 15360, 71, 62.15, 1350
|
| 200 |
+
2026/08/21 13:10:10.664, 0, 96, 78, 3689, 15360, 77, 67.33, 1065
|
| 201 |
+
2026/08/21 13:10:10.679, 1, 97, 78, 3689, 15360, 71, 61.86, 1350
|
| 202 |
+
2026/08/21 13:10:15.740, 0, 96, 74, 3689, 15360, 77, 60.53, 1020
|
| 203 |
+
2026/08/21 13:10:15.754, 1, 97, 74, 3689, 15360, 71, 64.02, 1320
|
| 204 |
+
2026/08/21 13:10:20.806, 0, 96, 90, 3687, 15360, 76, 51.82, 1125
|
| 205 |
+
2026/08/21 13:10:20.827, 1, 0, 0, 3, 15360, 68, 28.77, 345
|
| 206 |
+
2026/08/21 13:10:25.875, 0, 87, 69, 3687, 15360, 76, 67.33, 975
|
| 207 |
+
2026/08/21 13:10:25.899, 1, 0, 0, 3, 15360, 64, 11.21, 300
|
| 208 |
+
2026/08/21 13:10:30.954, 0, 98, 89, 3687, 15360, 76, 65.52, 975
|
| 209 |
+
2026/08/21 13:10:30.974, 1, 0, 0, 3, 15360, 62, 12.50, 300
|
| 210 |
+
2026/08/21 13:10:36.029, 0, 95, 81, 3687, 15360, 77, 65.77, 1080
|
| 211 |
+
2026/08/21 13:10:36.058, 1, 0, 0, 3, 15360, 61, 10.13, 300
|
| 212 |
+
2026/08/21 13:10:41.119, 0, 96, 85, 3687, 15360, 77, 67.62, 960
|
| 213 |
+
2026/08/21 13:10:41.139, 1, 0, 0, 3, 15360, 59, 11.81, 300
|
| 214 |
+
2026/08/21 13:10:46.196, 0, 95, 81, 3687, 15360, 77, 66.69, 975
|
| 215 |
+
2026/08/21 13:10:46.218, 1, 0, 0, 3, 15360, 58, 10.62, 300
|
| 216 |
+
2026/08/21 13:10:51.272, 0, 93, 78, 3687, 15360, 77, 68.94, 1425
|
| 217 |
+
2026/08/21 13:10:51.280, 1, 0, 0, 3, 15360, 57, 10.13, 300
|
| 218 |
+
2026/08/21 13:10:56.333, 0, 99, 92, 3687, 15360, 78, 66.16, 945
|
| 219 |
+
2026/08/21 13:10:56.348, 1, 0, 0, 3, 15360, 56, 10.43, 300
|
| 220 |
+
2026/08/21 13:11:01.404, 0, 95, 84, 3687, 15360, 78, 65.72, 930
|
| 221 |
+
2026/08/21 13:11:01.422, 1, 0, 0, 3, 15360, 54, 11.41, 300
|
| 222 |
+
2026/08/21 13:11:06.478, 0, 98, 89, 3687, 15360, 78, 59.21, 1065
|
| 223 |
+
2026/08/21 13:11:06.504, 1, 0, 0, 3, 15360, 53, 9.73, 300
|
| 224 |
+
2026/08/21 13:11:11.563, 0, 96, 84, 3687, 15360, 77, 65.87, 930
|
| 225 |
+
2026/08/21 13:11:11.581, 1, 0, 0, 3, 15360, 52, 9.83, 300
|
| 226 |
+
2026/08/21 13:11:16.636, 0, 83, 65, 3687, 15360, 77, 62.99, 975
|
| 227 |
+
2026/08/21 13:11:16.658, 1, 0, 0, 3, 15360, 51, 9.83, 300
|
| 228 |
+
2026/08/21 13:11:21.713, 0, 95, 85, 3687, 15360, 77, 57.12, 1200
|
| 229 |
+
2026/08/21 13:11:21.740, 1, 0, 0, 3, 15360, 50, 9.64, 300
|
| 230 |
+
2026/08/21 13:11:26.795, 0, 95, 86, 3687, 15360, 77, 70.11, 960
|
| 231 |
+
2026/08/21 13:11:26.822, 1, 0, 0, 3, 15360, 49, 10.03, 300
|
| 232 |
+
2026/08/21 13:11:31.878, 0, 86, 84, 3689, 15360, 78, 65.17, 1350
|
| 233 |
+
2026/08/21 13:11:31.896, 1, 0, 0, 3, 15360, 48, 9.64, 300
|
| 234 |
+
2026/08/21 13:11:36.952, 0, 86, 85, 3689, 15360, 78, 66.75, 1365
|
| 235 |
+
2026/08/21 13:11:36.971, 1, 0, 0, 3, 15360, 47, 11.31, 300
|
| 236 |
+
2026/08/21 13:11:42.026, 0, 86, 85, 3689, 15360, 78, 68.59, 1365
|
| 237 |
+
2026/08/21 13:11:42.041, 1, 0, 0, 3, 15360, 46, 9.44, 300
|
| 238 |
+
2026/08/21 13:11:47.094, 0, 0, 0, 3687, 15360, 76, 45.62, 1590
|
| 239 |
+
2026/08/21 13:11:47.103, 1, 0, 0, 3, 15360, 46, 10.03, 300
|
opt6_sigma_delta/opt6_srif_lam0.50.summary.json
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"tag": "opt6_srif_lam0.50",
|
| 3 |
+
"script": "opt6_sigma_delta.py",
|
| 4 |
+
"script_sha256_16": "62febd8ddf82a115",
|
| 5 |
+
"hf_folder": "opt6_sigma_delta",
|
| 6 |
+
"priority": 1,
|
| 7 |
+
"note": "",
|
| 8 |
+
"phase": 5,
|
| 9 |
+
"n_phases": 10,
|
| 10 |
+
"command": [
|
| 11 |
+
"/usr/bin/python3",
|
| 12 |
+
"-m",
|
| 13 |
+
"torch.distributed.run",
|
| 14 |
+
"--standalone",
|
| 15 |
+
"--nproc_per_node=2",
|
| 16 |
+
"/kaggle/temp/snn_runs/scripts/opt6_sigma_delta.py",
|
| 17 |
+
"--epochs",
|
| 18 |
+
"100",
|
| 19 |
+
"--batch-size",
|
| 20 |
+
"32",
|
| 21 |
+
"--num-bins",
|
| 22 |
+
"16",
|
| 23 |
+
"--event-eval",
|
| 24 |
+
"--no-hf",
|
| 25 |
+
"--no-resume",
|
| 26 |
+
"--data-dir",
|
| 27 |
+
"/kaggle/temp/dvs128_data",
|
| 28 |
+
"--num-classes",
|
| 29 |
+
"11",
|
| 30 |
+
"--bench",
|
| 31 |
+
"--srif",
|
| 32 |
+
"--srif-lam-init",
|
| 33 |
+
"0.50"
|
| 34 |
+
],
|
| 35 |
+
"flags": [
|
| 36 |
+
"--srif",
|
| 37 |
+
"--srif-lam-init",
|
| 38 |
+
"0.50"
|
| 39 |
+
],
|
| 40 |
+
"epochs_requested": 100,
|
| 41 |
+
"epochs_completed": 100,
|
| 42 |
+
"batch_size_per_gpu": 32,
|
| 43 |
+
"num_bins_T": 16,
|
| 44 |
+
"gpus": 2,
|
| 45 |
+
"amp": false,
|
| 46 |
+
"exit_code": 0,
|
| 47 |
+
"status": "ok",
|
| 48 |
+
"duration_s": 598.6,
|
| 49 |
+
"sec_per_epoch": 5.99,
|
| 50 |
+
"started_utc": "2026-08-21T13:01:49.239713+00:00",
|
| 51 |
+
"finished_utc": "2026-08-21T13:11:47.856315+00:00",
|
| 52 |
+
"final_epoch_metrics": {
|
| 53 |
+
"epoch": 100,
|
| 54 |
+
"train_loss": 0.5704995599821154,
|
| 55 |
+
"train_acc": 0.9981412639405205,
|
| 56 |
+
"test_loss": 0.29983514005487616,
|
| 57 |
+
"test_acc": 0.9166666666666666,
|
| 58 |
+
"best_acc": 0.9431818181818182,
|
| 59 |
+
"spike_rates": [
|
| 60 |
+
0.1973515880458495,
|
| 61 |
+
0.2905879862168256,
|
| 62 |
+
0.36235084428506736,
|
| 63 |
+
0.5690975329455208,
|
| 64 |
+
0.5383331705542171
|
| 65 |
+
],
|
| 66 |
+
"spikes_per_sample": 987631.5120192309,
|
| 67 |
+
"wall_time_s": 3.1767942905426025,
|
| 68 |
+
"timestamp": "2026-08-21T13:10:16.420907+00:00"
|
| 69 |
+
},
|
| 70 |
+
"best": {
|
| 71 |
+
"epoch": 81,
|
| 72 |
+
"test_acc": 0.9431818181818182
|
| 73 |
+
},
|
| 74 |
+
"event_driven": {
|
| 75 |
+
"event_driven_test_acc": 0.4318181818181818,
|
| 76 |
+
"synaptic_ops_per_inference": 595950634.4236112,
|
| 77 |
+
"events_per_inference": 1123740.8854166667,
|
| 78 |
+
"events_pos_per_inference": 580406.8819444445,
|
| 79 |
+
"events_neg_per_inference": 543334.0034722222,
|
| 80 |
+
"events_per_layer": [
|
| 81 |
+
499329.34375,
|
| 82 |
+
382734.2986111111,
|
| 83 |
+
188498.78125,
|
| 84 |
+
50569.57638888889,
|
| 85 |
+
2551.9375,
|
| 86 |
+
56.947916666666664
|
| 87 |
+
],
|
| 88 |
+
"neg_event_fraction": 0.48347019399161933
|
| 89 |
+
},
|
| 90 |
+
"driver_version": 1,
|
| 91 |
+
"zip": {
|
| 92 |
+
"name": "opt6_srif_lam0.50.zip",
|
| 93 |
+
"files": 313,
|
| 94 |
+
"bytes": 1438518649,
|
| 95 |
+
"MB": 1438.5,
|
| 96 |
+
"sha256": "6dc21ccff18b10ddefc2662dd3b9ea38ea69558bd927acc0b78c5fdf0b1dfaa6"
|
| 97 |
+
}
|
| 98 |
+
}
|
opt6_sigma_delta/opt6_srif_lam0.50.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6dc21ccff18b10ddefc2662dd3b9ea38ea69558bd927acc0b78c5fdf0b1dfaa6
|
| 3 |
+
size 1438518649
|