add run opt10_D2_storm1e-3
Browse files- opt10_sfa_integer_train/opt10_D2_storm1e-3.epochs.csv +101 -0
- opt10_sfa_integer_train/opt10_D2_storm1e-3.epochs.jsonl +100 -0
- opt10_sfa_integer_train/opt10_D2_storm1e-3.gpu_telemetry.csv +203 -0
- opt10_sfa_integer_train/opt10_D2_storm1e-3.summary.json +88 -0
- opt10_sfa_integer_train/opt10_D2_storm1e-3.zip +3 -0
opt10_sfa_integer_train/opt10_D2_storm1e-3.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 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,1,3.3444787148649366,0.42379182156133827,3.7933725010265005,0.2727272727272727,0.2727272727272727,748839.456872172,3.0776963233947754,3.1,2026-08-21T18:08:22.510189+00:00,0.14999836332657757,0.23734225771006415,0.27851135415189404,0.28295788519522724,0.2734956881579231,0.244461,"[0.14999836332657757, 0.23734225771006415, 0.27851135415189404, 0.28295788519522724, 0.2734956881579231]",1,129.67,0.11086,95.5,6066.0
|
| 3 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,2,1.6794749059641672,0.5557620817843866,1.4537985252611565,0.4810606060606061,0.4810606060606061,760612.522765837,2.591843366622925,5.7,2026-08-21T18:08:25.133333+00:00,0.14737685901277206,0.2550841534838957,0.28190859100397897,0.2629159531172584,0.21494578088031097,0.232446,"[0.14737685901277206, 0.2550841534838957, 0.28190859100397897, 0.2629159531172584, 0.21494578088031097]",1,138.45,0.09968,94.0,6066.0
|
| 4 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,3,1.4157093794372446,0.604089219330855,1.1526438214562156,0.5227272727272727,0.5227272727272727,740040.339790724,2.6002533435821533,8.3,2026-08-21T18:08:27.766054+00:00,0.14114873637171352,0.2568175915409537,0.2682998531004962,0.2468163721701678,0.20528653527007384,0.223674,"[0.14114873637171352, 0.2568175915409537, 0.2682998531004962, 0.2468163721701678, 0.20528653527007384]",,,,,
|
| 5 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,4,1.2657935827638136,0.6226765799256505,1.0753050807750586,0.5643939393939394,0.5643939393939394,714651.8081165159,2.603980302810669,10.9,2026-08-21T18:08:30.403136+00:00,0.13547701432424433,0.2518210972056669,0.2563377127927892,0.2321928669424618,0.19735862840624416,0.214637,"[0.13547701432424433, 0.2518210972056669, 0.2563377127927892, 0.2321928669424618, 0.19735862840624416]",1,131.62,0.0952,87.5,6066.0
|
| 6 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,5,1.2316195122814533,0.6728624535315985,0.8413255937171705,0.6666666666666666,0.6666666666666666,708988.2195984162,2.6295034885406494,13.5,2026-08-21T18:08:33.066741+00:00,0.1321993575376623,0.2498188036329606,0.26235898452646594,0.23349517583847046,0.19527999793781953,0.21463,"[0.1321993575376623, 0.2498188036329606, 0.26235898452646594, 0.23349517583847046, 0.19527999793781953]",,,,,
|
| 7 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,6,1.0561389905369414,0.7565055762081785,0.6855223648475878,0.7159090909090909,0.7159090909090909,692596.5015554299,2.6135151386260986,16.1,2026-08-21T18:08:35.714025+00:00,0.12825931915465524,0.24993012845516205,0.25065870407749624,0.21812209136345806,0.18376368547187133,0.206147,"[0.12825931915465524, 0.24993012845516205, 0.25065870407749624, 0.21812209136345806, 0.18376368547187133]",1,119.39,0.08667,98.0,6066.0
|
| 8 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,7,1.0912111394910564,0.7379182156133829,0.7309750318527222,0.6704545454545454,0.7159090909090909,683615.3125,2.6237611770629883,18.7,2026-08-21T18:08:38.376056+00:00,0.1283606396001928,0.24508318305015564,0.24310128127827363,0.21697523839333477,0.18396438044660232,0.203497,"[0.1283606396001928, 0.24508318305015564, 0.24310128127827363, 0.21697523839333477, 0.18396438044660232]",,,,,
|
| 9 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,8,1.0931150399176162,0.7453531598513011,0.7132459156440966,0.6704545454545454,0.7159090909090909,668224.269372172,2.6201367378234863,21.4,2026-08-21T18:08:41.021496+00:00,0.12475918145740733,0.24235348140492158,0.23581687404828913,0.20861750227563522,0.17666985006893382,0.197643,"[0.12475918145740733, 0.24235348140492158, 0.23581687404828913, 0.20861750227563522, 0.17666985006893382]",1,111.13,0.08088,96.5,6066.0
|
| 10 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,9,1.0717255111963775,0.7379182156133829,0.5784371730053064,0.8106060606060606,0.8106060606060606,687213.2095588235,2.621225118637085,24.0,2026-08-21T18:08:43.667983+00:00,0.13053615654216094,0.24409440247451558,0.24564005083897533,0.20792091243407307,0.17555606277549968,0.20075,"[0.13053615654216094, 0.24409440247451558, 0.24564005083897533, 0.20792091243407307, 0.17555606277549968]",,,,,
|
| 11 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,10,0.9895850854292235,0.8011152416356877,0.6321129202842712,0.7840909090909091,0.8106060606060606,664644.3553450226,2.6175196170806885,26.6,2026-08-21T18:08:46.315752+00:00,0.12763273190049565,0.23857455393847296,0.22876418776371898,0.19431084920378291,0.16825010583681219,0.191506,"[0.12763273190049565, 0.23857455393847296, 0.22876418776371898, 0.19431084920378291, 0.16825010583681219]",1,125.0,0.09089,95.0,6066.0
|
| 12 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,11,0.9213346322672961,0.828996282527881,0.7101106914606962,0.7689393939393939,0.8106060606060606,660418.3593042986,2.6093363761901855,29.2,2026-08-21T18:08:48.955722+00:00,0.12566908054492054,0.23622168688213124,0.2313924896366456,0.20159580164095936,0.1715351641178131,0.193283,"[0.12566908054492054, 0.23622168688213124, 0.2313924896366456, 0.20159580164095936, 0.1715351641178131]",,,,,
|
| 13 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,12,0.9669810048266414,0.7899628252788105,0.895732373902292,0.6931818181818182,0.8106060606060606,653226.8129242081,2.619206190109253,31.8,2026-08-21T18:08:51.601130+00:00,0.12465277927763321,0.23381122771431417,0.2275322710766512,0.19777715732069576,0.1706760806195876,0.19089,"[0.12465277927763321, 0.23381122771431417, 0.2275322710766512, 0.19777715732069576, 0.1706760806195876]",2,61.49,0.04474,96.0,3033.0
|
| 14 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,13,0.9653960876305308,0.8141263940520446,0.6331660097295587,0.7651515151515151,0.8106060606060606,642662.3475678733,2.6108622550964355,34.4,2026-08-21T18:08:54.246375+00:00,0.12355522504624199,0.22995762702296763,0.2212708601180245,0.19058281621512244,0.17105061166426716,0.187283,"[0.12355522504624199, 0.22995762702296763, 0.2212708601180245, 0.19058281621512244, 0.17105061166426716]",,,,,
|
| 15 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,14,0.8810879160480428,0.845724907063197,0.5859307502255295,0.8257575757575758,0.8257575757575758,647743.3930995475,2.6005325317382812,37.0,2026-08-21T18:08:56.871677+00:00,0.12644032520406387,0.22903050219311433,0.2223847797688316,0.1861922390320722,0.17041531731100643,0.186893,"[0.12644032520406387, 0.22903050219311433, 0.2223847797688316, 0.1861922390320722, 0.17041531731100643]",1,136.56,0.09865,94.0,6066.0
|
| 16 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,15,0.857107283679083,0.8717472118959108,1.6135370911973896,0.5378787878787878,0.8257575757575758,632271.2744626696,2.605060338973999,39.6,2026-08-21T18:08:59.511148+00:00,0.12253597115769106,0.22513541403938742,0.2184513921246809,0.17779911265653722,0.1658285155015833,0.18195,"[0.12253597115769106, 0.22513541403938742, 0.2184513921246809, 0.17779911265653722, 0.1658285155015833]",,,,,
|
| 17 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,16,0.8807383436695794,0.828996282527881,2.1243782476945356,0.4659090909090909,0.8257575757575758,630369.0226244343,2.6097049713134766,42.3,2026-08-21T18:09:02.144999+00:00,0.12475473039290484,0.2199083636788761,0.21476606235784643,0.18391910107696757,0.17250442504882812,0.183171,"[0.12475473039290484, 0.2199083636788761, 0.21476606235784643, 0.18391910107696757, 0.17250442504882812]",1,131.98,0.09567,96.0,6066.0
|
| 18 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,17,0.8566584119566312,0.8550185873605948,0.5407969978722659,0.7992424242424242,0.8257575757575758,630382.8662330316,2.5928382873535156,44.8,2026-08-21T18:09:04.765782+00:00,0.12517106620704427,0.22068884355180404,0.21297596482669606,0.17869195254410014,0.1659711949965533,0.1807,"[0.12517106620704427, 0.22068884355180404, 0.21297596482669606, 0.17869195254410014, 0.1659711949965533]",,,,,
|
| 19 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,18,0.8260061771896249,0.8773234200743495,0.6525302222280791,0.7689393939393939,0.8257575757575758,606969.3221153846,2.5943222045898438,47.4,2026-08-21T18:09:07.384673+00:00,0.11870863288640976,0.21367881140288184,0.20875988287084243,0.17642956270891078,0.1655566709883073,0.176627,"[0.11870863288640976, 0.21367881140288184, 0.20875988287084243, 0.17642956270891078, 0.1655566709883073]",1,142.53,0.10271,94.0,6066.0
|
| 20 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,19,0.8585612997689654,0.8661710037174721,0.5244810608300295,0.7689393939393939,0.8257575757575758,610569.9813348417,2.5978283882141113,50.0,2026-08-21T18:09:10.013294+00:00,0.11902718289810069,0.21463093599852393,0.21135584747090058,0.18047305853927836,0.17073827193063848,0.179245,"[0.11902718289810069, 0.21463093599852393, 0.21135584747090058, 0.18047305853927836, 0.17073827193063848]",,,,,
|
| 21 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,20,0.8162645655493754,0.8736059479553904,0.7445305152372881,0.7462121212121212,0.8257575757575758,596384.4698812218,2.5935018062591553,52.6,2026-08-21T18:09:12.633019+00:00,0.11575191468000412,0.21051483557504766,0.20737594541381388,0.1734749955289504,0.17090216629645405,0.175604,"[0.11575191468000412, 0.21051483557504766, 0.20737594541381388, 0.1734749955289504, 0.17090216629645405]",1,125.95,0.09074,95.0,6066.0
|
| 22 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,21,0.8103904555721354,0.8680297397769516,0.5839989546573523,0.7840909090909091,0.8257575757575758,613022.8827771493,2.596125602722168,55.2,2026-08-21T18:09:15.259509+00:00,0.12022388945607577,0.21457871181123397,0.21379301039611592,0.17052186149008133,0.17364484685308793,0.178552,"[0.12022388945607577, 0.21457871181123397, 0.21379301039611592, 0.17052186149008133, 0.17364484685308793]",,,,,
|
| 23 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,22,0.800404413703649,0.879182156133829,1.225274140184576,0.6136363636363636,0.8257575757575758,596843.7589083711,2.594230890274048,57.8,2026-08-21T18:09:17.879687+00:00,0.11757648210315143,0.20759307198664723,0.21023189933861003,0.16010630043113933,0.1651538321200539,0.172132,"[0.11757648210315143, 0.20759307198664723, 0.21023189933861003, 0.16010630043113933, 0.1651538321200539]",1,140.36,0.10115,94.5,6066.0
|
| 24 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,23,0.755904711755235,0.9052044609665427,0.7936457115592379,0.7613636363636364,0.8257575757575758,589837.0780542986,2.5952024459838867,60.4,2026-08-21T18:09:20.503813+00:00,0.11538382006042144,0.20663495537112742,0.20751399853650263,0.16011974303161397,0.1674245429389617,0.171415,"[0.11538382006042144, 0.20663495537112742, 0.20751399853650263, 0.16011974303161397, 0.1674245429389617]",,,,,
|
| 25 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,24,0.7453605368678011,0.9219330855018587,0.5021686572017092,0.8068181818181818,0.8257575757575758,592080.0770644797,2.6085522174835205,63.0,2026-08-21T18:09:23.138097+00:00,0.11771294693736468,0.20510850496151867,0.20539546889417312,0.16059198274331934,0.16834436882944667,0.171431,"[0.11771294693736468, 0.20510850496151867, 0.20539546889417312, 0.16059198274331934, 0.16834436882944667]",1,122.3,0.08862,93.0,6066.0
|
| 26 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,25,0.7737619679656613,0.8977695167286245,0.4507728363528396,0.8409090909090909,0.8409090909090909,570262.4684671946,2.5962748527526855,65.6,2026-08-21T18:09:25.760669+00:00,0.11258279882809695,0.1994270691100289,0.19727085530757904,0.15468835655380697,0.16009283328757568,0.164812,"[0.11258279882809695, 0.1994270691100289, 0.19727085530757904, 0.15468835655380697, 0.16009283328757568]",,,,,
|
| 27 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,26,0.7404326360021826,0.9219330855018587,0.5343065677267133,0.8181818181818182,0.8409090909090909,576944.0329468326,2.5913569927215576,68.2,2026-08-21T18:09:28.384734+00:00,0.11227700070423238,0.20206670813700733,0.2033563256263733,0.1646511905333575,0.16730778971139124,0.169932,"[0.11227700070423238, 0.20206670813700733, 0.2033563256263733, 0.1646511905333575, 0.16730778971139124]",1,136.51,0.09826,95.5,6066.0
|
| 28 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,27,0.7091230351242435,0.9405204460966543,0.4685929146679965,0.821969696969697,0.8409090909090909,564976.6941459277,2.587249994277954,70.8,2026-08-21T18:09:31.001402+00:00,0.110632164951633,0.1966627871288973,0.20032575463547425,0.15540224138428183,0.16121537282186396,0.164848,"[0.110632164951633, 0.1966627871288973, 0.20032575463547425, 0.15540224138428183, 0.16121537282186396]",1,145.51,0.10458,94.5,6066.0
|
| 29 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,28,0.7091223464579387,0.9368029739776952,0.5328987385287429,0.8371212121212122,0.8409090909090909,568376.6323529412,2.5890440940856934,73.4,2026-08-21T18:09:33.614981+00:00,0.11246206918183495,0.1962444659541635,0.2005249708890915,0.15464767024797552,0.16063995747005239,0.164904,"[0.11246206918183495, 0.1962444659541635, 0.2005249708890915, 0.15464767024797552, 0.16063995747005239]",,,,,
|
| 30 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,29,0.6954151753156158,0.9423791821561338,0.5211866678613605,0.8143939393939394,0.8409090909090909,562285.5008484162,2.592564582824707,76.0,2026-08-21T18:09:36.234733+00:00,0.11132269177366705,0.194161420359331,0.19763070169617147,0.15474559980280259,0.15902968890526714,0.163378,"[0.11132269177366705, 0.194161420359331, 0.19763070169617147, 0.15474559980280259, 0.15902968890526714]",1,122.07,0.08791,93.5,6066.0
|
| 31 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,30,0.6790160131277205,0.9516728624535316,0.5977463920911154,0.8409090909090909,0.8409090909090909,552741.3655260181,2.5937578678131104,78.6,2026-08-21T18:09:38.853197+00:00,0.10877193379051545,0.19240664120982676,0.1948851566104328,0.14786899352774902,0.15722321412142584,0.160231,"[0.10877193379051545, 0.19240664120982676, 0.1948851566104328, 0.14786899352774902, 0.15722321412142584]",,,,,
|
| 32 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,31,0.6873796750621725,0.9349442379182156,0.38608759190097,0.9015151515151515,0.9015151515151515,551063.9636595022,2.6028103828430176,81.2,2026-08-21T18:09:41.481150+00:00,0.10808859809356577,0.19170330464839935,0.1959177536122939,0.14754820746534011,0.15654122917091146,0.15996,"[0.10808859809356577, 0.19170330464839935, 0.1959177536122939, 0.14754820746534011, 0.15654122917091146]",1,135.77,0.09816,88.0,6066.0
|
| 33 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,32,0.673886979601197,0.9553903345724907,0.47414293433680677,0.8560606060606061,0.9015151515151515,545972.8280542986,2.5996220111846924,83.8,2026-08-21T18:09:44.112551+00:00,0.1087422870537814,0.1898326295263627,0.18782759939923005,0.1457863414988798,0.15306956101866329,0.157052,"[0.1087422870537814, 0.1898326295263627, 0.18782759939923005, 0.1457863414988798, 0.15306956101866329]",,,,,
|
| 34 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,33,0.671077529293897,0.9479553903345725,0.4165327630259774,0.8636363636363636,0.9015151515151515,533415.0038178733,2.5990822315216064,86.4,2026-08-21T18:09:46.740998+00:00,0.10518365178038092,0.18702788300373974,0.1845333935583339,0.1425668237840428,0.15246847885496476,0.154356,"[0.10518365178038092, 0.18702788300373974, 0.1845333935583339, 0.1425668237840428, 0.15246847885496476]",1,142.57,0.10293,98.0,6066.0
|
| 35 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,34,0.6747968684341827,0.9609665427509294,0.6016036145614855,0.7727272727272727,0.9015151515151515,536943.9964649321,2.602841854095459,89.0,2026-08-21T18:09:49.370121+00:00,0.10672422586118474,0.18758603842819438,0.1843343017732396,0.14122852507759542,0.15150462090969086,0.154276,"[0.10672422586118474, 0.18758603842819438, 0.1843343017732396, 0.14122852507759542, 0.15150462090969086]",,,,,
|
| 36 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,35,0.6550389676732201,0.9628252788104089,0.472544274095333,0.8409090909090909,0.9015151515151515,527717.3052884615,2.6170711517333984,91.6,2026-08-21T18:09:52.016386+00:00,0.10473031857434441,0.18427721980740042,0.18170460532693303,0.1398385614156723,0.1498099626863704,0.152072,"[0.10473031857434441, 0.18427721980740042, 0.18170460532693303, 0.1398385614156723, 0.1498099626863704]",1,113.82,0.08274,97.5,6066.0
|
| 37 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,36,0.6697419762168232,0.9609665427509294,0.5494536233670784,0.8333333333333334,0.9015151515151515,522392.8990384615,2.60955810546875,94.2,2026-08-21T18:09:54.651126+00:00,0.10474068715291865,0.1824776530265808,0.17465167711762822,0.14162002065602472,0.1503319205606685,0.150764,"[0.10474068715291865, 0.1824776530265808, 0.17465167711762822, 0.14162002065602472, 0.1503319205606685]",,,,,
|
| 38 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,37,0.6435564448399171,0.9702602230483272,0.5152596759073662,0.8598484848484849,0.9015151515151515,527980.5418552037,2.602874994277954,96.8,2026-08-21T18:09:57.280586+00:00,0.10717842070495381,0.18227283218327692,0.1766936612479827,0.13866822070935192,0.15118989961988785,0.151201,"[0.10717842070495381, 0.18227283218327692, 0.1766936612479827, 0.13866822070935192, 0.15118989961988785]",1,113.49,0.08206,94.5,6066.0
|
| 39 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,38,0.6418494903465186,0.9702602230483272,0.44015224413438275,0.8598484848484849,0.9015151515151515,521825.76866515836,2.596205472946167,99.4,2026-08-21T18:09:59.902261+00:00,0.10634915267719942,0.1802141885547077,0.1731450058081571,0.13584823468152216,0.14789838562993443,0.148691,"[0.10634915267719942, 0.1802141885547077, 0.1731450058081571, 0.13584823468152216, 0.14789838562993443]",,,,,
|
| 40 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,39,0.659322174729911,0.966542750929368,0.5862338019139839,0.8257575757575758,0.9015151515151515,520962.2572115385,2.627340793609619,102.0,2026-08-21T18:10:02.554882+00:00,0.10716073960065842,0.17912668077384725,0.1710718011154848,0.13346549255006454,0.14482803730403676,0.147131,"[0.10716073960065842, 0.17912668077384725, 0.1710718011154848, 0.13346549255006454, 0.14482803730403676]",1,136.83,0.09986,96.0,6066.0
|
| 41 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,40,0.6552046745683181,0.9609665427509294,0.5801954034603003,0.8106060606060606,0.9015151515151515,522835.36354638013,2.6053826808929443,104.6,2026-08-21T18:10:05.188727+00:00,0.10700779189081754,0.18027251608231487,0.17216028711375067,0.13671928468872518,0.14412404421497793,0.148057,"[0.10700779189081754, 0.18027251608231487, 0.17216028711375067, 0.13671928468872518, 0.14412404421497793]",,,,,
|
| 42 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,41,0.6605403004525763,0.949814126394052,0.42810040892976703,0.8446969696969697,0.9015151515151515,519830.775311086,2.6017863750457764,107.2,2026-08-21T18:10:07.817038+00:00,0.10628826609429191,0.1787567305214265,0.17250780060010798,0.1358737016425413,0.1468072095338036,0.148047,"[0.10628826609429191, 0.1787567305214265, 0.17250780060010798, 0.1358737016425413, 0.1468072095338036]",1,142.64,0.10309,94.0,6066.0
|
| 43 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,42,0.662660445422488,0.9572490706319703,0.4430162473158403,0.8674242424242424,0.9015151515151515,507539.77022058825,2.607820749282837,109.8,2026-08-21T18:10:10.450849+00:00,0.10426734475528493,0.1753113559063743,0.16653272071305444,0.12626602106234608,0.14096350704922395,0.142668,"[0.10426734475528493, 0.1753113559063743, 0.16653272071305444, 0.12626602106234608, 0.14096350704922395]",,,,,
|
| 44 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,43,0.6325979819971389,0.9684014869888475,0.5488087444594412,0.8409090909090909,0.9015151515151515,509246.32692307694,2.6157290935516357,112.5,2026-08-21T18:10:13.097146+00:00,0.10536662576829686,0.17394817576688879,0.1671495902187684,0.12998604511513429,0.14337470689240625,0.143965,"[0.10536662576829686, 0.17394817576688879, 0.1671495902187684, 0.12998604511513429, 0.14337470689240625]",1,126.11,0.09163,96.5,6066.0
|
| 45 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,44,0.6442921482940589,0.966542750929368,0.6740402227098291,0.7803030303030303,0.9015151515151515,503922.4425904978,2.6151182651519775,115.1,2026-08-21T18:10:15.738047+00:00,0.10382752777899013,0.17279035115943236,0.16601637356421528,0.12797852824716008,0.1403837764964384,0.142199,"[0.10382752777899013, 0.17279035115943236, 0.16601637356421528, 0.12797852824716008, 0.1403837764964384]",,,,,
|
| 46 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,45,0.6111615634762222,0.9851301115241635,0.41087459614782623,0.8674242424242424,0.9015151515151515,507704.44683257915,2.6165733337402344,117.7,2026-08-21T18:10:18.381312+00:00,0.10521228611469269,0.17372344434261322,0.1670950414503322,0.12319228798151016,0.1357285862459856,0.14099,"[0.10521228611469269, 0.17372344434261322, 0.1670950414503322, 0.12319228798151016, 0.1357285862459856]",1,142.12,0.1033,94.0,6066.0
|
| 47 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,46,0.6059759578297129,0.9851301115241635,0.42293635326804535,0.8825757575757576,0.9015151515151515,496339.9338235294,2.6083426475524902,120.3,2026-08-21T18:10:21.015579+00:00,0.10264074846225626,0.17092306473675897,0.16173801351996028,0.12145986802437726,0.1357887062956305,0.13851,"[0.10264074846225626, 0.17092306473675897, 0.16173801351996028, 0.12145986802437726, 0.1357887062956305]",,,,,
|
| 48 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,47,0.6157990160041582,0.9758364312267658,0.3390967213746273,0.9242424242424242,0.9242424242424242,498505.6173642534,2.609691619873047,122.9,2026-08-21T18:10:23.651527+00:00,0.10260886830442092,0.1715296051081489,0.16449790667085087,0.12261663114323336,0.13556591728154352,0.139364,"[0.10260886830442092, 0.1715296051081489, 0.16449790667085087, 0.12261663114323336, 0.13556591728154352]",1,132.32,0.09592,94.5,6066.0
|
| 49 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,48,0.5932075598426024,0.9925650557620818,0.452126680450006,0.8409090909090909,0.9242424242424242,489977.2751696832,2.6043806076049805,125.5,2026-08-21T18:10:26.286964+00:00,0.10099175221779767,0.16914424913771012,0.15903145863729365,0.12427943156046026,0.13690784573554993,0.138071,"[0.10099175221779767, 0.16914424913771012, 0.15903145863729365, 0.12427943156046026, 0.13690784573554993]",,,,,
|
| 50 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,49,0.6139012014555665,0.983271375464684,0.4645336992812879,0.8636363636363636,0.9242424242424242,487367.66643099545,2.619709014892578,128.1,2026-08-21T18:10:28.931944+00:00,0.10152039370116066,0.16779515322516947,0.15522657510112314,0.12191466855652192,0.1370665606330423,0.136705,"[0.10152039370116066, 0.16779515322516947, 0.15522657510112314, 0.12191466855652192, 0.1370665606330423]",1,121.2,0.0882,96.0,6066.0
|
| 51 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,50,0.606447756733593,0.9814126394052045,0.4669233253507903,0.8522727272727273,0.9242424242424242,492073.0048076923,2.6188318729400635,130.8,2026-08-21T18:10:31.578815+00:00,0.1022941991686821,0.16919906086781444,0.1590549472500296,0.11884405639241724,0.13774008785977082,0.137426,"[0.1022941991686821, 0.16919906086781444, 0.1590549472500296, 0.11884405639241724, 0.13774008785977082]",,,,,
|
| 52 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,51,0.6165196815831068,0.9851301115241635,0.45988286264014966,0.8484848484848485,0.9242424242424242,489761.0074943439,2.610074520111084,133.4,2026-08-21T18:10:34.216632+00:00,0.102638378739357,0.16735165872994592,0.15721137471058788,0.11807709625538658,0.13419960000935724,0.135896,"[0.102638378739357, 0.16735165872994592, 0.15721137471058788, 0.11807709625538658, 0.13419960000935724]",1,149.03,0.10805,94.0,6066.0
|
| 53 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,52,0.6173466220221112,0.9739776951672863,0.33897970255577203,0.8901515151515151,0.9242424242424242,482362.26414027147,2.614964723587036,136.0,2026-08-21T18:10:36.857905+00:00,0.1023361573324484,0.1636668496272143,0.15211575785103967,0.11646988286691554,0.1318762249806348,0.133293,"[0.1023361573324484, 0.1636668496272143, 0.15211575785103967, 0.11646988286691554, 0.1318762249806348]",,,,,
|
| 54 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,53,0.6102575185573678,0.983271375464684,0.6016083251346241,0.8106060606060606,0.9242424242424242,484190.6566742081,2.6082868576049805,138.6,2026-08-21T18:10:39.492667+00:00,0.10127244057024226,0.16709908054155462,0.15308641335543463,0.1163936849026119,0.1272840894320432,0.133027,"[0.10127244057024226, 0.16709908054155462, 0.15308641335543463, 0.1163936849026119, 0.1272840894320432]",1,127.66,0.09249,96.0,6066.0
|
| 55 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,54,0.6081998662877703,0.9795539033457249,0.48300699573574646,0.8674242424242424,0.9242424242424242,477370.6505938914,2.61818265914917,141.2,2026-08-21T18:10:42.135437+00:00,0.09930167653981377,0.1650086877977147,0.15215915353859172,0.11616237899836372,0.12979654178899877,0.132486,"[0.09930167653981377, 0.1650086877977147, 0.15215915353859172, 0.11616237899836372, 0.12979654178899877]",1,115.66,0.08412,92.5,6066.0
|
| 56 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,55,0.6011800291812996,0.9851301115241635,0.4938570929296089,0.8484848484848485,0.9242424242424242,479665.97949660633,2.6016581058502197,143.8,2026-08-21T18:10:44.762150+00:00,0.10119504130938474,0.16445888841853423,0.15025168744956746,0.11539302503361422,0.13012148176922517,0.132284,"[0.10119504130938474, 0.16445888841853423, 0.15025168744956746, 0.11539302503361422, 0.13012148176922517]",,,,,
|
| 57 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,56,0.5921159617076576,0.9888475836431226,0.7102417494311477,0.8106060606060606,0.9242424242424242,475686.4329751131,2.6079063415527344,146.4,2026-08-21T18:10:47.394304+00:00,0.10000149730373831,0.16394884884357452,0.14831558921757867,0.1159391784492661,0.1302884825888802,0.131699,"[0.10000149730373831, 0.16394884884357452, 0.14831558921757867, 0.1159391784492661, 0.1302884825888802]",1,138.05,0.10001,95.5,6066.0
|
| 58 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,57,0.5866440363976149,0.9925650557620818,0.37061368877237494,0.9053030303030303,0.9242424242424242,476424.48684954754,2.6052181720733643,149.0,2026-08-21T18:10:50.024718+00:00,0.09908577098565943,0.164332438917721,0.1523682177066803,0.11698049043907839,0.1296767846626394,0.132489,"[0.09908577098565943, 0.164332438917721, 0.1523682177066803, 0.11698049043907839, 0.1296767846626394]",,,,,
|
| 59 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,58,0.5882164694119564,0.9925650557620818,0.4592334953221408,0.8598484848484849,0.9242424242424242,466856.1604920815,2.628371000289917,151.7,2026-08-21T18:10:52.680423+00:00,0.09759350121021271,0.16178729867233949,0.1457174630726085,0.11509502635282629,0.1251809132449767,0.129075,"[0.09759350121021271, 0.16178729867233949, 0.1457174630726085, 0.11509502635282629, 0.1251809132449767]",1,114.46,0.08357,94.5,6066.0
|
| 60 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,59,0.5922265752983802,0.9888475836431226,0.4317430763533621,0.875,0.9242424242424242,467079.7112556561,2.6162664890289307,154.3,2026-08-21T18:10:55.336215+00:00,0.09705514767590691,0.1620058496208752,0.14782763579312494,0.1150087083087248,0.1286460915032555,0.130109,"[0.09705514767590691, 0.1620058496208752, 0.14782763579312494, 0.1150087083087248, 0.1286460915032555]",,,,,
|
| 61 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,60,0.5847441352432988,0.9888475836431226,0.3676647697434281,0.8863636363636364,0.9242424242424242,473207.9742647059,2.6080782413482666,156.9,2026-08-21T18:10:57.969581+00:00,0.10002069131416433,0.16191651540644028,0.1481170224792817,0.11395361975711935,0.12734251776162317,0.13027,"[0.10002069131416433, 0.16191651540644028, 0.1481170224792817, 0.11395361975711935, 0.12734251776162317]",1,116.5,0.0844,95.5,6066.0
|
| 62 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,61,0.5744081542837576,0.9981412639405205,0.4179881142847466,0.875,0.9242424242424242,463926.54652149323,2.600051164627075,159.5,2026-08-21T18:11:00.594908+00:00,0.09739173203706741,0.16069783883936264,0.14354714400628033,0.11329139856731191,0.12647276678506067,0.12828,"[0.09739173203706741, 0.16069783883936264, 0.14354714400628033, 0.11329139856731191, 0.12647276678506067]",,,,,
|
| 63 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,62,0.5883626924571494,0.9851301115241635,0.5647368729114532,0.8787878787878788,0.9242424242424242,461245.5298359728,2.608887195587158,162.1,2026-08-21T18:11:03.229260+00:00,0.09737865276196424,0.15919354908606587,0.14167183024041793,0.11283573639743469,0.12247826115173452,0.126712,"[0.09737865276196424, 0.15919354908606587, 0.14167183024041793, 0.11283573639743469, 0.12247826115173452]",1,122.28,0.08862,96.5,6066.0
|
| 64 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,63,0.5847558997377587,0.9925650557620818,0.4301129173148762,0.8484848484848485,0.9242424242424242,466047.1797228507,2.60658597946167,164.7,2026-08-21T18:11:05.862172+00:00,0.09865816025172963,0.16075473234933965,0.14256662042701945,0.11284008183900048,0.12397377762724371,0.127759,"[0.09865816025172963, 0.16075473234933965, 0.14256662042701945, 0.11284008183900048, 0.12397377762724371]",,,,,
|
| 65 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,64,0.5772391932161324,0.9944237918215614,0.4948797442696311,0.875,0.9242424242424242,460527.4946266968,2.6187710762023926,167.3,2026-08-21T18:11:08.507848+00:00,0.09690029919147491,0.1595378982670167,0.14213930333361907,0.11033295094966888,0.12343996149652145,0.12647,"[0.09690029919147491, 0.1595378982670167, 0.14213930333361907, 0.11033295094966888, 0.12343996149652145]",1,138.16,0.1005,94.5,6066.0
|
| 66 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,65,0.5677628822929354,0.9962825278810409,0.38089696114713495,0.8901515151515151,0.9242424242424242,464018.4326923077,2.611011028289795,169.9,2026-08-21T18:11:11.143933+00:00,0.0976610911243102,0.15996081075247595,0.14504573099753437,0.10977356267326019,0.12355221019071691,0.127199,"[0.0976610911243102, 0.15996081075247595, 0.14504573099753437, 0.10977356267326019, 0.12355221019071691]",,,,,
|
| 67 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,66,0.579543585670925,0.9888475836431226,0.4600891037420793,0.8863636363636364,0.9242424242424242,464186.369061086,2.6147236824035645,172.5,2026-08-21T18:11:13.783705+00:00,0.09821433705442092,0.15987111803363352,0.1441671857062508,0.10673543810844421,0.11872418443946277,0.125542,"[0.09821433705442092, 0.15987111803363352, 0.1441671857062508, 0.10673543810844421, 0.11872418443946277]",1,129.4,0.09398,95.5,6066.0
|
| 68 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,67,0.5656782789744409,1.0,0.4108062368450743,0.9090909090909091,0.9242424242424242,463099.1283936652,2.6047937870025635,175.1,2026-08-21T18:11:16.412802+00:00,0.09789685773498871,0.16034395554486444,0.14218155952060924,0.1075784353648915,0.12041300798163694,0.125683,"[0.09789685773498871, 0.16034395554486444, 0.14218155952060924, 0.1075784353648915, 0.12041300798163694]",,,,,
|
| 69 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,68,0.5658982970014381,1.0,0.37960225343704224,0.9015151515151515,0.9242424242424242,457846.2550904978,2.615147829055786,177.8,2026-08-21T18:11:19.052631+00:00,0.09665426655727274,0.15869861578240113,0.14054395083118887,0.10721635424038943,0.1184726217213799,0.124317,"[0.09665426655727274, 0.15869861578240113, 0.14054395083118887, 0.10721635424038943, 0.1184726217213799]",1,134.5,0.0977,95.5,6066.0
|
| 70 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,69,0.5582026542340955,0.9962825278810409,0.47715157541361725,0.875,0.9242424242424242,456459.9625282805,2.6171507835388184,180.4,2026-08-21T18:11:21.694598+00:00,0.09661685061805389,0.15848551077001236,0.13879938598941355,0.10600680507281247,0.11713639033191345,0.123409,"[0.09661685061805389, 0.15848551077001236, 0.13879938598941355, 0.10600680507281247, 0.11713639033191345]",,,,,
|
| 71 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,70,0.5719250668823498,0.9925650557620818,0.437401659560926,0.8977272727272727,0.9242424242424242,459883.5617929864,2.6114377975463867,183.0,2026-08-21T18:11:24.332049+00:00,0.09765452847761266,0.15842018846203298,0.14058632973362417,0.10860206975656397,0.1218890889602549,0.12543,"[0.09765452847761266, 0.15842018846203298, 0.14058632973362417, 0.10860206975656397, 0.1218890889602549]",1,121.82,0.08837,95.5,6066.0
|
| 72 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,71,0.5703940065819978,0.9944237918215614,0.4204025250492674,0.8863636363636364,0.9242424242424242,453049.8823529412,2.6191892623901367,185.6,2026-08-21T18:11:26.979221+00:00,0.09525502692250644,0.1577198163551443,0.138642801081433,0.10854281046811272,0.11698564887046814,0.123429,"[0.09525502692250644, 0.1577198163551443, 0.138642801081433, 0.10854281046811272, 0.11698564887046814]",,,,,
|
| 73 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,72,0.5655591565437034,1.0,0.41871393900929077,0.9090909090909091,0.9242424242424242,455076.6650169683,2.6077423095703125,188.2,2026-08-21T18:11:29.612473+00:00,0.09679619091398575,0.1570293088169659,0.13781834612874425,0.1081683420959641,0.11694386031697779,0.123351,"[0.09679619091398575, 0.1570293088169659, 0.13781834612874425, 0.1081683420959641, 0.11694386031697779]",1,134.39,0.09735,94.0,6066.0
|
| 74 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,73,0.5553905613803509,1.0,0.4012576106822852,0.9015151515151515,0.9242424242424242,451941.88730203616,2.6149213314056396,190.8,2026-08-21T18:11:32.254179+00:00,0.09642780703656814,0.15581383687608383,0.13646361231803894,0.10535125522052541,0.11598450690507889,0.122008,"[0.09642780703656814, 0.15581383687608383, 0.13646361231803894, 0.10535125522052541, 0.11598450690507889]",,,,,
|
| 75 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,74,0.5573596597604149,0.9944237918215614,0.42982208186929877,0.9015151515151515,0.9242424242424242,451238.94909502263,2.6091182231903076,193.4,2026-08-21T18:11:34.888015+00:00,0.09504598247654297,0.15718960499062257,0.13763049332534566,0.1063117735526141,0.11780632681706373,0.122797,"[0.09504598247654297, 0.15718960499062257, 0.13763049332534566, 0.1063117735526141, 0.11780632681706373]",1,129.33,0.09373,95.5,6066.0
|
| 76 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,75,0.5586068100645639,0.9981412639405205,0.36525129278500873,0.9053030303030303,0.9242424242424242,452630.13461538457,2.606842041015625,196.0,2026-08-21T18:11:37.519907+00:00,0.09476984116960974,0.15821891497163212,0.13943315428846023,0.10576697175993639,0.1198945369790582,0.123617,"[0.09476984116960974, 0.15821891497163212, 0.13943315428846023, 0.10576697175993639, 0.1198945369790582]",,,,,
|
| 77 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,76,0.5592255209015204,0.9981412639405205,0.46271169366258563,0.8939393939393939,0.9242424242424242,446293.5909219457,2.612194299697876,198.7,2026-08-21T18:11:40.159982+00:00,0.09412534754065906,0.15553127316867604,0.13594940304756165,0.10352262547787498,0.11429331889923881,0.120684,"[0.09412534754065906, 0.15553127316867604, 0.13594940304756165, 0.10352262547787498, 0.11429331889923881]",1,133.65,0.09698,94.0,6066.0
|
| 78 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,77,0.557371616585104,1.0,0.3642380923935861,0.9090909090909091,0.9242424242424242,454208.8682126697,2.6232340335845947,201.3,2026-08-21T18:11:42.808908+00:00,0.09626619736937915,0.1577239413471783,0.13704281607094934,0.10752242759746664,0.11773438269601148,0.123258,"[0.09626619736937915, 0.1577239413471783, 0.13704281607094934, 0.10752242759746664, 0.11773438269601148]",,,,,
|
| 79 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,78,0.5583460798493991,1.0,0.452035283500498,0.8977272727272727,0.9242424242424242,448373.30132918555,2.617633104324341,203.9,2026-08-21T18:11:45.452339+00:00,0.09478003356386633,0.1569728658479803,0.13404392056605396,0.10486868505968767,0.11641503256909988,0.121416,"[0.09478003356386633, 0.1569728658479803, 0.13404392056605396, 0.10486868505968767, 0.11641503256909988]",1,144.59,0.10513,93.0,6066.0
|
| 80 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,79,0.5591928504656681,0.9962825278810409,0.40660622445019806,0.8977272727272727,0.9242424242424242,447894.23741515836,2.615893602371216,206.5,2026-08-21T18:11:48.095164+00:00,0.09532735847374972,0.15579545322586508,0.13358003339346716,0.10382868481032989,0.11490020068252788,0.120686,"[0.09532735847374972, 0.15579545322586508, 0.13358003339346716, 0.10382868481032989, 0.11490020068252788]",1,132.67,0.0964,93.0,6066.0
|
| 81 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,80,0.5527482085954745,1.0,0.3948017999981389,0.8939393939393939,0.9242424242424242,448485.30260180996,2.6143558025360107,209.1,2026-08-21T18:11:50.736601+00:00,0.09539692892747767,0.15580073349616108,0.13434422454413245,0.104114950141486,0.1150241700165412,0.120936,"[0.09539692892747767, 0.15580073349616108, 0.13434422454413245, 0.104114950141486, 0.1150241700165412]",,,,,
|
| 82 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,81,0.5572060639087152,1.0,0.39056027658057935,0.9090909090909091,0.9242424242424242,447737.4029977375,2.6176345348358154,211.7,2026-08-21T18:11:53.378681+00:00,0.0939332671901759,0.15751286552232854,0.1352327220580157,0.104502273394781,0.1162441999596708,0.121485,"[0.0939332671901759, 0.15751286552232854, 0.1352327220580157, 0.104502273394781, 0.1162441999596708]",1,135.27,0.09836,89.0,6066.0
|
| 83 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,82,0.5521467401192534,1.0,0.38659970597787335,0.9128787878787878,0.9242424242424242,449647.3776866516,2.6139488220214844,214.4,2026-08-21T18:11:56.019015+00:00,0.09545175862662933,0.1565523980294957,0.13482671976089478,0.10411687677397448,0.11578296650858487,0.121346,"[0.09545175862662933, 0.1565523980294957, 0.13482671976089478, 0.10411687677397448, 0.11578296650858487]",,,,,
|
| 84 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,83,0.5515768262090293,1.0,0.3905410622105454,0.8977272727272727,0.9242424242424242,445922.058540724,2.6136577129364014,217.0,2026-08-21T18:11:58.658755+00:00,0.09428679154199712,0.15592887909973369,0.13394385751555948,0.10308401637217578,0.11206612253890318,0.119862,"[0.09428679154199712, 0.15592887909973369, 0.13394385751555948, 0.10308401637217578, 0.11206612253890318]",1,114.99,0.08348,98.5,6066.0
|
| 85 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,84,0.5553881051815133,1.0,0.43724780732935126,0.8901515151515151,0.9242424242424242,448755.2502828054,2.6102752685546875,219.6,2026-08-21T18:12:01.294945+00:00,0.09527003852760091,0.15578791849753437,0.13515256257618175,0.10507015095037572,0.11515663125935723,0.121287,"[0.09527003852760091, 0.15578791849753437, 0.13515256257618175, 0.10507015095037572, 0.11515663125935723]",,,,,
|
| 86 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,85,0.553140262688846,0.9981412639405205,0.37965006810246094,0.9015151515151515,0.9242424242424242,447272.6812782805,2.612874746322632,222.2,2026-08-21T18:12:03.934420+00:00,0.09457273430684034,0.15603881022509405,0.13479004800319672,0.10440386700279572,0.11441209211068995,0.120844,"[0.09457273430684034, 0.15603881022509405, 0.13479004800319672, 0.10440386700279572, 0.11441209211068995]",1,107.5,0.07802,97.5,6066.0
|
| 87 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,86,0.5573255012026507,1.0,0.36079989915544336,0.9090909090909091,0.9242424242424242,443892.58257918555,2.608039617538452,224.8,2026-08-21T18:12:06.567314+00:00,0.09374710610684227,0.15545136087081013,0.1330203238655539,0.10367089071694542,0.11337827452841927,0.119854,"[0.09374710610684227, 0.15545136087081013, 0.1330203238655539, 0.10367089071694542, 0.11337827452841927]",,,,,
|
| 88 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,87,0.5520477173053642,1.0,0.3949543833732605,0.9053030303030303,0.9242424242424242,450416.91600678733,2.6310229301452637,227.4,2026-08-21T18:12:09.224203+00:00,0.09600202783065684,0.156183140242801,0.1347737505155451,0.10446242856628754,0.11401391379973468,0.121087,"[0.09600202783065684, 0.156183140242801, 0.1347737505155451, 0.10446242856628754, 0.11401391379973468]",1,151.27,0.11055,96.0,6066.0
|
| 89 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,88,0.5473807673472011,1.0,0.4120505957892447,0.8977272727272727,0.9242424242424242,449166.20022624434,2.6252498626708984,230.1,2026-08-21T18:12:11.876142+00:00,0.09553156617809744,0.15592212449101842,0.13482356509741614,0.10443986601689283,0.11232260483152726,0.120608,"[0.09553156617809744, 0.15592212449101842, 0.13482356509741614, 0.10443986601689283, 0.11232260483152726]",,,,,
|
| 90 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,89,0.5501991581296389,1.0,0.3570510320591204,0.8977272727272727,0.9242424242424242,445793.72666855203,2.620964527130127,232.7,2026-08-21T18:12:14.522132+00:00,0.09435168653726578,0.1555709882694132,0.13402060726109674,0.10365695243372637,0.11160509638926562,0.119841,"[0.09435168653726578, 0.1555709882694132, 0.13402060726109674, 0.10365695243372637, 0.11160509638926562]",1,128.41,0.09349,93.0,6066.0
|
| 91 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,90,0.5468971339300219,1.0,0.3932706280188127,0.9015151515151515,0.9242424242424242,444689.4353789593,2.6144957542419434,235.3,2026-08-21T18:12:17.164929+00:00,0.09386105353341383,0.1554845895837335,0.13403534012682297,0.10367024470778073,0.11227430841502022,0.119865,"[0.09386105353341383, 0.1554845895837335, 0.13403534012682297, 0.10367024470778073, 0.11227430841502022]",,,,,
|
| 92 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,91,0.552530405468214,1.0,0.3915103655872923,0.9053030303030303,0.9242424242424242,444723.60831447964,2.6304891109466553,237.9,2026-08-21T18:12:19.822931+00:00,0.09347946328275344,0.15636903398177204,0.13382953931303584,0.10374849640271243,0.11286770946839277,0.120059,"[0.09347946328275344, 0.15636903398177204, 0.13382953931303584, 0.10374849640271243, 0.11286770946839277]",1,129.58,0.09468,95.0,6066.0
|
| 93 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,92,0.5517953725109314,0.9962825278810409,0.38862462025700195,0.8977272727272727,0.9242424242424242,444076.2439196832,2.6215310096740723,240.5,2026-08-21T18:12:22.470367+00:00,0.09395033647032346,0.1551412747186773,0.13327336924917557,0.10343663219143362,0.11101922086056541,0.119364,"[0.09395033647032346, 0.1551412747186773, 0.13327336924917557, 0.10343663219143362, 0.11101922086056541]",,,,,
|
| 94 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,93,0.550690971564183,1.0,0.39138226346536115,0.9015151515151515,0.9242424242424242,445477.61538461543,2.6222481727600098,243.2,2026-08-21T18:12:25.117391+00:00,0.09414982620407553,0.15585526385728052,0.13361306313206167,0.10382563401671017,0.11167633270516115,0.119824,"[0.09414982620407553, 0.15585526385728052, 0.13361306313206167, 0.10382563401671017, 0.11167633270516115]",1,129.02,0.09398,93.5,6066.0
|
| 95 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,94,0.5522873895762135,0.9981412639405205,0.4022179724592151,0.9015151515151515,0.9242424242424242,444167.0687217195,2.6164824962615967,245.8,2026-08-21T18:12:27.759307+00:00,0.09403111829477198,0.1551643522346721,0.133067184511353,0.10340876176076777,0.11211918294429779,0.119558,"[0.09403111829477198, 0.1551643522346721, 0.133067184511353, 0.10340876176076777, 0.11211918294429779]",,,,,
|
| 96 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,95,0.5498358831086566,0.9981412639405205,0.39408999500852643,0.9053030303030303,0.9242424242424242,443807.04991515836,2.625098705291748,248.4,2026-08-21T18:12:30.410364+00:00,0.09367950216812246,0.15556605949121363,0.13299592014621286,0.10336736239054624,0.11200809084317263,0.119523,"[0.09367950216812246, 0.15556605949121363, 0.13299592014621286, 0.10336736239054624, 0.11200809084317263]",1,143.19,0.10441,95.5,6066.0
|
| 97 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,96,0.5526463088049764,1.0,0.3903895038546938,0.8977272727272727,0.9242424242424242,445579.63291855203,2.6246416568756104,251.0,2026-08-21T18:12:33.061625+00:00,0.09475475242909263,0.15491526705377243,0.13337123832281897,0.10337078439838746,0.11234476811745588,0.119751,"[0.09475475242909263, 0.15491526705377243, 0.13337123832281897, 0.10337078439838746, 0.11234476811745588]",,,,,
|
| 98 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,97,0.547798244926566,1.0,0.40429121165564563,0.8977272727272727,0.9242424242424242,444504.30090497737,2.6303555965423584,253.7,2026-08-21T18:12:35.729390+00:00,0.09409146931241541,0.15508690125801983,0.13364509011016174,0.10333409467164208,0.11198042113991345,0.119628,"[0.09409146931241541, 0.15508690125801983, 0.13364509011016174, 0.10333409467164208, 0.11198042113991345]",1,129.42,0.09456,95.0,6066.0
|
| 99 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,98,0.5525863684686143,0.9981412639405205,0.3996407732819066,0.9015151515151515,0.9242424242424242,444799.8512443439,2.61281418800354,256.3,2026-08-21T18:12:38.367736+00:00,0.0941439994117793,0.15537917351021485,0.13336806174586802,0.10348690914757111,0.11250194731880636,0.119776,"[0.0941439994117793, 0.15537917351021485, 0.13336806174586802, 0.10348690914757111, 0.11250194731880636]",,,,,
|
| 100 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,99,0.5513480423108352,0.9981412639405205,0.38671568036079407,0.8977272727272727,0.9242424242424242,444642.7135180995,2.61553955078125,258.9,2026-08-21T18:12:41.010688+00:00,0.09409111387589399,0.15513267411905177,0.13370627077186809,0.10378096033545102,0.11203876356868182,0.11975,"[0.09409111387589399, 0.15513267411905177, 0.13370627077186809, 0.10378096033545102, 0.11203876356868182]",1,140.21,0.10187,95.5,6066.0
|
| 101 |
+
opt10_D2_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 2 --storm-reg 1e-3,,2,False,32,16,100,100,0.5512070385496856,1.0,0.4087527213674603,0.8977272727272727,0.9242424242424242,443555.82282239816,2.6165688037872314,261.5,2026-08-21T18:12:43.650504+00:00,0.09429091960191727,0.15418242181048675,0.1328944511273328,0.10315587196279974,0.1117944160805029,0.119264,"[0.09429091960191727, 0.15418242181048675, 0.1328944511273328, 0.10315587196279974, 0.1117944160805029]",,,,,
|
opt10_sfa_integer_train/opt10_D2_storm1e-3.epochs.jsonl
ADDED
|
@@ -0,0 +1,100 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"epoch": 1, "train_loss": 3.3444787148649366, "train_acc": 0.42379182156133827, "test_loss": 3.7933725010265005, "test_acc": 0.2727272727272727, "best_acc": 0.2727272727272727, "spike_rates": [0.14999836332657757, 0.23734225771006415, 0.27851135415189404, 0.28295788519522724, 0.2734956881579231], "spikes_per_sample": 748839.456872172, "wall_time_s": 3.0776963233947754, "timestamp": "2026-08-21T18:08:22.510189+00:00"}
|
| 2 |
+
{"epoch": 2, "train_loss": 1.6794749059641672, "train_acc": 0.5557620817843866, "test_loss": 1.4537985252611565, "test_acc": 0.4810606060606061, "best_acc": 0.4810606060606061, "spike_rates": [0.14737685901277206, 0.2550841534838957, 0.28190859100397897, 0.2629159531172584, 0.21494578088031097], "spikes_per_sample": 760612.522765837, "wall_time_s": 2.591843366622925, "timestamp": "2026-08-21T18:08:25.133333+00:00"}
|
| 3 |
+
{"epoch": 3, "train_loss": 1.4157093794372446, "train_acc": 0.604089219330855, "test_loss": 1.1526438214562156, "test_acc": 0.5227272727272727, "best_acc": 0.5227272727272727, "spike_rates": [0.14114873637171352, 0.2568175915409537, 0.2682998531004962, 0.2468163721701678, 0.20528653527007384], "spikes_per_sample": 740040.339790724, "wall_time_s": 2.6002533435821533, "timestamp": "2026-08-21T18:08:27.766054+00:00"}
|
| 4 |
+
{"epoch": 4, "train_loss": 1.2657935827638136, "train_acc": 0.6226765799256505, "test_loss": 1.0753050807750586, "test_acc": 0.5643939393939394, "best_acc": 0.5643939393939394, "spike_rates": [0.13547701432424433, 0.2518210972056669, 0.2563377127927892, 0.2321928669424618, 0.19735862840624416], "spikes_per_sample": 714651.8081165159, "wall_time_s": 2.603980302810669, "timestamp": "2026-08-21T18:08:30.403136+00:00"}
|
| 5 |
+
{"epoch": 5, "train_loss": 1.2316195122814533, "train_acc": 0.6728624535315985, "test_loss": 0.8413255937171705, "test_acc": 0.6666666666666666, "best_acc": 0.6666666666666666, "spike_rates": [0.1321993575376623, 0.2498188036329606, 0.26235898452646594, 0.23349517583847046, 0.19527999793781953], "spikes_per_sample": 708988.2195984162, "wall_time_s": 2.6295034885406494, "timestamp": "2026-08-21T18:08:33.066741+00:00"}
|
| 6 |
+
{"epoch": 6, "train_loss": 1.0561389905369414, "train_acc": 0.7565055762081785, "test_loss": 0.6855223648475878, "test_acc": 0.7159090909090909, "best_acc": 0.7159090909090909, "spike_rates": [0.12825931915465524, 0.24993012845516205, 0.25065870407749624, 0.21812209136345806, 0.18376368547187133], "spikes_per_sample": 692596.5015554299, "wall_time_s": 2.6135151386260986, "timestamp": "2026-08-21T18:08:35.714025+00:00"}
|
| 7 |
+
{"epoch": 7, "train_loss": 1.0912111394910564, "train_acc": 0.7379182156133829, "test_loss": 0.7309750318527222, "test_acc": 0.6704545454545454, "best_acc": 0.7159090909090909, "spike_rates": [0.1283606396001928, 0.24508318305015564, 0.24310128127827363, 0.21697523839333477, 0.18396438044660232], "spikes_per_sample": 683615.3125, "wall_time_s": 2.6237611770629883, "timestamp": "2026-08-21T18:08:38.376056+00:00"}
|
| 8 |
+
{"epoch": 8, "train_loss": 1.0931150399176162, "train_acc": 0.7453531598513011, "test_loss": 0.7132459156440966, "test_acc": 0.6704545454545454, "best_acc": 0.7159090909090909, "spike_rates": [0.12475918145740733, 0.24235348140492158, 0.23581687404828913, 0.20861750227563522, 0.17666985006893382], "spikes_per_sample": 668224.269372172, "wall_time_s": 2.6201367378234863, "timestamp": "2026-08-21T18:08:41.021496+00:00"}
|
| 9 |
+
{"epoch": 9, "train_loss": 1.0717255111963775, "train_acc": 0.7379182156133829, "test_loss": 0.5784371730053064, "test_acc": 0.8106060606060606, "best_acc": 0.8106060606060606, "spike_rates": [0.13053615654216094, 0.24409440247451558, 0.24564005083897533, 0.20792091243407307, 0.17555606277549968], "spikes_per_sample": 687213.2095588235, "wall_time_s": 2.621225118637085, "timestamp": "2026-08-21T18:08:43.667983+00:00"}
|
| 10 |
+
{"epoch": 10, "train_loss": 0.9895850854292235, "train_acc": 0.8011152416356877, "test_loss": 0.6321129202842712, "test_acc": 0.7840909090909091, "best_acc": 0.8106060606060606, "spike_rates": [0.12763273190049565, 0.23857455393847296, 0.22876418776371898, 0.19431084920378291, 0.16825010583681219], "spikes_per_sample": 664644.3553450226, "wall_time_s": 2.6175196170806885, "timestamp": "2026-08-21T18:08:46.315752+00:00"}
|
| 11 |
+
{"epoch": 11, "train_loss": 0.9213346322672961, "train_acc": 0.828996282527881, "test_loss": 0.7101106914606962, "test_acc": 0.7689393939393939, "best_acc": 0.8106060606060606, "spike_rates": [0.12566908054492054, 0.23622168688213124, 0.2313924896366456, 0.20159580164095936, 0.1715351641178131], "spikes_per_sample": 660418.3593042986, "wall_time_s": 2.6093363761901855, "timestamp": "2026-08-21T18:08:48.955722+00:00"}
|
| 12 |
+
{"epoch": 12, "train_loss": 0.9669810048266414, "train_acc": 0.7899628252788105, "test_loss": 0.895732373902292, "test_acc": 0.6931818181818182, "best_acc": 0.8106060606060606, "spike_rates": [0.12465277927763321, 0.23381122771431417, 0.2275322710766512, 0.19777715732069576, 0.1706760806195876], "spikes_per_sample": 653226.8129242081, "wall_time_s": 2.619206190109253, "timestamp": "2026-08-21T18:08:51.601130+00:00"}
|
| 13 |
+
{"epoch": 13, "train_loss": 0.9653960876305308, "train_acc": 0.8141263940520446, "test_loss": 0.6331660097295587, "test_acc": 0.7651515151515151, "best_acc": 0.8106060606060606, "spike_rates": [0.12355522504624199, 0.22995762702296763, 0.2212708601180245, 0.19058281621512244, 0.17105061166426716], "spikes_per_sample": 642662.3475678733, "wall_time_s": 2.6108622550964355, "timestamp": "2026-08-21T18:08:54.246375+00:00"}
|
| 14 |
+
{"epoch": 14, "train_loss": 0.8810879160480428, "train_acc": 0.845724907063197, "test_loss": 0.5859307502255295, "test_acc": 0.8257575757575758, "best_acc": 0.8257575757575758, "spike_rates": [0.12644032520406387, 0.22903050219311433, 0.2223847797688316, 0.1861922390320722, 0.17041531731100643], "spikes_per_sample": 647743.3930995475, "wall_time_s": 2.6005325317382812, "timestamp": "2026-08-21T18:08:56.871677+00:00"}
|
| 15 |
+
{"epoch": 15, "train_loss": 0.857107283679083, "train_acc": 0.8717472118959108, "test_loss": 1.6135370911973896, "test_acc": 0.5378787878787878, "best_acc": 0.8257575757575758, "spike_rates": [0.12253597115769106, 0.22513541403938742, 0.2184513921246809, 0.17779911265653722, 0.1658285155015833], "spikes_per_sample": 632271.2744626696, "wall_time_s": 2.605060338973999, "timestamp": "2026-08-21T18:08:59.511148+00:00"}
|
| 16 |
+
{"epoch": 16, "train_loss": 0.8807383436695794, "train_acc": 0.828996282527881, "test_loss": 2.1243782476945356, "test_acc": 0.4659090909090909, "best_acc": 0.8257575757575758, "spike_rates": [0.12475473039290484, 0.2199083636788761, 0.21476606235784643, 0.18391910107696757, 0.17250442504882812], "spikes_per_sample": 630369.0226244343, "wall_time_s": 2.6097049713134766, "timestamp": "2026-08-21T18:09:02.144999+00:00"}
|
| 17 |
+
{"epoch": 17, "train_loss": 0.8566584119566312, "train_acc": 0.8550185873605948, "test_loss": 0.5407969978722659, "test_acc": 0.7992424242424242, "best_acc": 0.8257575757575758, "spike_rates": [0.12517106620704427, 0.22068884355180404, 0.21297596482669606, 0.17869195254410014, 0.1659711949965533], "spikes_per_sample": 630382.8662330316, "wall_time_s": 2.5928382873535156, "timestamp": "2026-08-21T18:09:04.765782+00:00"}
|
| 18 |
+
{"epoch": 18, "train_loss": 0.8260061771896249, "train_acc": 0.8773234200743495, "test_loss": 0.6525302222280791, "test_acc": 0.7689393939393939, "best_acc": 0.8257575757575758, "spike_rates": [0.11870863288640976, 0.21367881140288184, 0.20875988287084243, 0.17642956270891078, 0.1655566709883073], "spikes_per_sample": 606969.3221153846, "wall_time_s": 2.5943222045898438, "timestamp": "2026-08-21T18:09:07.384673+00:00"}
|
| 19 |
+
{"epoch": 19, "train_loss": 0.8585612997689654, "train_acc": 0.8661710037174721, "test_loss": 0.5244810608300295, "test_acc": 0.7689393939393939, "best_acc": 0.8257575757575758, "spike_rates": [0.11902718289810069, 0.21463093599852393, 0.21135584747090058, 0.18047305853927836, 0.17073827193063848], "spikes_per_sample": 610569.9813348417, "wall_time_s": 2.5978283882141113, "timestamp": "2026-08-21T18:09:10.013294+00:00"}
|
| 20 |
+
{"epoch": 20, "train_loss": 0.8162645655493754, "train_acc": 0.8736059479553904, "test_loss": 0.7445305152372881, "test_acc": 0.7462121212121212, "best_acc": 0.8257575757575758, "spike_rates": [0.11575191468000412, 0.21051483557504766, 0.20737594541381388, 0.1734749955289504, 0.17090216629645405], "spikes_per_sample": 596384.4698812218, "wall_time_s": 2.5935018062591553, "timestamp": "2026-08-21T18:09:12.633019+00:00"}
|
| 21 |
+
{"epoch": 21, "train_loss": 0.8103904555721354, "train_acc": 0.8680297397769516, "test_loss": 0.5839989546573523, "test_acc": 0.7840909090909091, "best_acc": 0.8257575757575758, "spike_rates": [0.12022388945607577, 0.21457871181123397, 0.21379301039611592, 0.17052186149008133, 0.17364484685308793], "spikes_per_sample": 613022.8827771493, "wall_time_s": 2.596125602722168, "timestamp": "2026-08-21T18:09:15.259509+00:00"}
|
| 22 |
+
{"epoch": 22, "train_loss": 0.800404413703649, "train_acc": 0.879182156133829, "test_loss": 1.225274140184576, "test_acc": 0.6136363636363636, "best_acc": 0.8257575757575758, "spike_rates": [0.11757648210315143, 0.20759307198664723, 0.21023189933861003, 0.16010630043113933, 0.1651538321200539], "spikes_per_sample": 596843.7589083711, "wall_time_s": 2.594230890274048, "timestamp": "2026-08-21T18:09:17.879687+00:00"}
|
| 23 |
+
{"epoch": 23, "train_loss": 0.755904711755235, "train_acc": 0.9052044609665427, "test_loss": 0.7936457115592379, "test_acc": 0.7613636363636364, "best_acc": 0.8257575757575758, "spike_rates": [0.11538382006042144, 0.20663495537112742, 0.20751399853650263, 0.16011974303161397, 0.1674245429389617], "spikes_per_sample": 589837.0780542986, "wall_time_s": 2.5952024459838867, "timestamp": "2026-08-21T18:09:20.503813+00:00"}
|
| 24 |
+
{"epoch": 24, "train_loss": 0.7453605368678011, "train_acc": 0.9219330855018587, "test_loss": 0.5021686572017092, "test_acc": 0.8068181818181818, "best_acc": 0.8257575757575758, "spike_rates": [0.11771294693736468, 0.20510850496151867, 0.20539546889417312, 0.16059198274331934, 0.16834436882944667], "spikes_per_sample": 592080.0770644797, "wall_time_s": 2.6085522174835205, "timestamp": "2026-08-21T18:09:23.138097+00:00"}
|
| 25 |
+
{"epoch": 25, "train_loss": 0.7737619679656613, "train_acc": 0.8977695167286245, "test_loss": 0.4507728363528396, "test_acc": 0.8409090909090909, "best_acc": 0.8409090909090909, "spike_rates": [0.11258279882809695, 0.1994270691100289, 0.19727085530757904, 0.15468835655380697, 0.16009283328757568], "spikes_per_sample": 570262.4684671946, "wall_time_s": 2.5962748527526855, "timestamp": "2026-08-21T18:09:25.760669+00:00"}
|
| 26 |
+
{"epoch": 26, "train_loss": 0.7404326360021826, "train_acc": 0.9219330855018587, "test_loss": 0.5343065677267133, "test_acc": 0.8181818181818182, "best_acc": 0.8409090909090909, "spike_rates": [0.11227700070423238, 0.20206670813700733, 0.2033563256263733, 0.1646511905333575, 0.16730778971139124], "spikes_per_sample": 576944.0329468326, "wall_time_s": 2.5913569927215576, "timestamp": "2026-08-21T18:09:28.384734+00:00"}
|
| 27 |
+
{"epoch": 27, "train_loss": 0.7091230351242435, "train_acc": 0.9405204460966543, "test_loss": 0.4685929146679965, "test_acc": 0.821969696969697, "best_acc": 0.8409090909090909, "spike_rates": [0.110632164951633, 0.1966627871288973, 0.20032575463547425, 0.15540224138428183, 0.16121537282186396], "spikes_per_sample": 564976.6941459277, "wall_time_s": 2.587249994277954, "timestamp": "2026-08-21T18:09:31.001402+00:00"}
|
| 28 |
+
{"epoch": 28, "train_loss": 0.7091223464579387, "train_acc": 0.9368029739776952, "test_loss": 0.5328987385287429, "test_acc": 0.8371212121212122, "best_acc": 0.8409090909090909, "spike_rates": [0.11246206918183495, 0.1962444659541635, 0.2005249708890915, 0.15464767024797552, 0.16063995747005239], "spikes_per_sample": 568376.6323529412, "wall_time_s": 2.5890440940856934, "timestamp": "2026-08-21T18:09:33.614981+00:00"}
|
| 29 |
+
{"epoch": 29, "train_loss": 0.6954151753156158, "train_acc": 0.9423791821561338, "test_loss": 0.5211866678613605, "test_acc": 0.8143939393939394, "best_acc": 0.8409090909090909, "spike_rates": [0.11132269177366705, 0.194161420359331, 0.19763070169617147, 0.15474559980280259, 0.15902968890526714], "spikes_per_sample": 562285.5008484162, "wall_time_s": 2.592564582824707, "timestamp": "2026-08-21T18:09:36.234733+00:00"}
|
| 30 |
+
{"epoch": 30, "train_loss": 0.6790160131277205, "train_acc": 0.9516728624535316, "test_loss": 0.5977463920911154, "test_acc": 0.8409090909090909, "best_acc": 0.8409090909090909, "spike_rates": [0.10877193379051545, 0.19240664120982676, 0.1948851566104328, 0.14786899352774902, 0.15722321412142584], "spikes_per_sample": 552741.3655260181, "wall_time_s": 2.5937578678131104, "timestamp": "2026-08-21T18:09:38.853197+00:00"}
|
| 31 |
+
{"epoch": 31, "train_loss": 0.6873796750621725, "train_acc": 0.9349442379182156, "test_loss": 0.38608759190097, "test_acc": 0.9015151515151515, "best_acc": 0.9015151515151515, "spike_rates": [0.10808859809356577, 0.19170330464839935, 0.1959177536122939, 0.14754820746534011, 0.15654122917091146], "spikes_per_sample": 551063.9636595022, "wall_time_s": 2.6028103828430176, "timestamp": "2026-08-21T18:09:41.481150+00:00"}
|
| 32 |
+
{"epoch": 32, "train_loss": 0.673886979601197, "train_acc": 0.9553903345724907, "test_loss": 0.47414293433680677, "test_acc": 0.8560606060606061, "best_acc": 0.9015151515151515, "spike_rates": [0.1087422870537814, 0.1898326295263627, 0.18782759939923005, 0.1457863414988798, 0.15306956101866329], "spikes_per_sample": 545972.8280542986, "wall_time_s": 2.5996220111846924, "timestamp": "2026-08-21T18:09:44.112551+00:00"}
|
| 33 |
+
{"epoch": 33, "train_loss": 0.671077529293897, "train_acc": 0.9479553903345725, "test_loss": 0.4165327630259774, "test_acc": 0.8636363636363636, "best_acc": 0.9015151515151515, "spike_rates": [0.10518365178038092, 0.18702788300373974, 0.1845333935583339, 0.1425668237840428, 0.15246847885496476], "spikes_per_sample": 533415.0038178733, "wall_time_s": 2.5990822315216064, "timestamp": "2026-08-21T18:09:46.740998+00:00"}
|
| 34 |
+
{"epoch": 34, "train_loss": 0.6747968684341827, "train_acc": 0.9609665427509294, "test_loss": 0.6016036145614855, "test_acc": 0.7727272727272727, "best_acc": 0.9015151515151515, "spike_rates": [0.10672422586118474, 0.18758603842819438, 0.1843343017732396, 0.14122852507759542, 0.15150462090969086], "spikes_per_sample": 536943.9964649321, "wall_time_s": 2.602841854095459, "timestamp": "2026-08-21T18:09:49.370121+00:00"}
|
| 35 |
+
{"epoch": 35, "train_loss": 0.6550389676732201, "train_acc": 0.9628252788104089, "test_loss": 0.472544274095333, "test_acc": 0.8409090909090909, "best_acc": 0.9015151515151515, "spike_rates": [0.10473031857434441, 0.18427721980740042, 0.18170460532693303, 0.1398385614156723, 0.1498099626863704], "spikes_per_sample": 527717.3052884615, "wall_time_s": 2.6170711517333984, "timestamp": "2026-08-21T18:09:52.016386+00:00"}
|
| 36 |
+
{"epoch": 36, "train_loss": 0.6697419762168232, "train_acc": 0.9609665427509294, "test_loss": 0.5494536233670784, "test_acc": 0.8333333333333334, "best_acc": 0.9015151515151515, "spike_rates": [0.10474068715291865, 0.1824776530265808, 0.17465167711762822, 0.14162002065602472, 0.1503319205606685], "spikes_per_sample": 522392.8990384615, "wall_time_s": 2.60955810546875, "timestamp": "2026-08-21T18:09:54.651126+00:00"}
|
| 37 |
+
{"epoch": 37, "train_loss": 0.6435564448399171, "train_acc": 0.9702602230483272, "test_loss": 0.5152596759073662, "test_acc": 0.8598484848484849, "best_acc": 0.9015151515151515, "spike_rates": [0.10717842070495381, 0.18227283218327692, 0.1766936612479827, 0.13866822070935192, 0.15118989961988785], "spikes_per_sample": 527980.5418552037, "wall_time_s": 2.602874994277954, "timestamp": "2026-08-21T18:09:57.280586+00:00"}
|
| 38 |
+
{"epoch": 38, "train_loss": 0.6418494903465186, "train_acc": 0.9702602230483272, "test_loss": 0.44015224413438275, "test_acc": 0.8598484848484849, "best_acc": 0.9015151515151515, "spike_rates": [0.10634915267719942, 0.1802141885547077, 0.1731450058081571, 0.13584823468152216, 0.14789838562993443], "spikes_per_sample": 521825.76866515836, "wall_time_s": 2.596205472946167, "timestamp": "2026-08-21T18:09:59.902261+00:00"}
|
| 39 |
+
{"epoch": 39, "train_loss": 0.659322174729911, "train_acc": 0.966542750929368, "test_loss": 0.5862338019139839, "test_acc": 0.8257575757575758, "best_acc": 0.9015151515151515, "spike_rates": [0.10716073960065842, 0.17912668077384725, 0.1710718011154848, 0.13346549255006454, 0.14482803730403676], "spikes_per_sample": 520962.2572115385, "wall_time_s": 2.627340793609619, "timestamp": "2026-08-21T18:10:02.554882+00:00"}
|
| 40 |
+
{"epoch": 40, "train_loss": 0.6552046745683181, "train_acc": 0.9609665427509294, "test_loss": 0.5801954034603003, "test_acc": 0.8106060606060606, "best_acc": 0.9015151515151515, "spike_rates": [0.10700779189081754, 0.18027251608231487, 0.17216028711375067, 0.13671928468872518, 0.14412404421497793], "spikes_per_sample": 522835.36354638013, "wall_time_s": 2.6053826808929443, "timestamp": "2026-08-21T18:10:05.188727+00:00"}
|
| 41 |
+
{"epoch": 41, "train_loss": 0.6605403004525763, "train_acc": 0.949814126394052, "test_loss": 0.42810040892976703, "test_acc": 0.8446969696969697, "best_acc": 0.9015151515151515, "spike_rates": [0.10628826609429191, 0.1787567305214265, 0.17250780060010798, 0.1358737016425413, 0.1468072095338036], "spikes_per_sample": 519830.775311086, "wall_time_s": 2.6017863750457764, "timestamp": "2026-08-21T18:10:07.817038+00:00"}
|
| 42 |
+
{"epoch": 42, "train_loss": 0.662660445422488, "train_acc": 0.9572490706319703, "test_loss": 0.4430162473158403, "test_acc": 0.8674242424242424, "best_acc": 0.9015151515151515, "spike_rates": [0.10426734475528493, 0.1753113559063743, 0.16653272071305444, 0.12626602106234608, 0.14096350704922395], "spikes_per_sample": 507539.77022058825, "wall_time_s": 2.607820749282837, "timestamp": "2026-08-21T18:10:10.450849+00:00"}
|
| 43 |
+
{"epoch": 43, "train_loss": 0.6325979819971389, "train_acc": 0.9684014869888475, "test_loss": 0.5488087444594412, "test_acc": 0.8409090909090909, "best_acc": 0.9015151515151515, "spike_rates": [0.10536662576829686, 0.17394817576688879, 0.1671495902187684, 0.12998604511513429, 0.14337470689240625], "spikes_per_sample": 509246.32692307694, "wall_time_s": 2.6157290935516357, "timestamp": "2026-08-21T18:10:13.097146+00:00"}
|
| 44 |
+
{"epoch": 44, "train_loss": 0.6442921482940589, "train_acc": 0.966542750929368, "test_loss": 0.6740402227098291, "test_acc": 0.7803030303030303, "best_acc": 0.9015151515151515, "spike_rates": [0.10382752777899013, 0.17279035115943236, 0.16601637356421528, 0.12797852824716008, 0.1403837764964384], "spikes_per_sample": 503922.4425904978, "wall_time_s": 2.6151182651519775, "timestamp": "2026-08-21T18:10:15.738047+00:00"}
|
| 45 |
+
{"epoch": 45, "train_loss": 0.6111615634762222, "train_acc": 0.9851301115241635, "test_loss": 0.41087459614782623, "test_acc": 0.8674242424242424, "best_acc": 0.9015151515151515, "spike_rates": [0.10521228611469269, 0.17372344434261322, 0.1670950414503322, 0.12319228798151016, 0.1357285862459856], "spikes_per_sample": 507704.44683257915, "wall_time_s": 2.6165733337402344, "timestamp": "2026-08-21T18:10:18.381312+00:00"}
|
| 46 |
+
{"epoch": 46, "train_loss": 0.6059759578297129, "train_acc": 0.9851301115241635, "test_loss": 0.42293635326804535, "test_acc": 0.8825757575757576, "best_acc": 0.9015151515151515, "spike_rates": [0.10264074846225626, 0.17092306473675897, 0.16173801351996028, 0.12145986802437726, 0.1357887062956305], "spikes_per_sample": 496339.9338235294, "wall_time_s": 2.6083426475524902, "timestamp": "2026-08-21T18:10:21.015579+00:00"}
|
| 47 |
+
{"epoch": 47, "train_loss": 0.6157990160041582, "train_acc": 0.9758364312267658, "test_loss": 0.3390967213746273, "test_acc": 0.9242424242424242, "best_acc": 0.9242424242424242, "spike_rates": [0.10260886830442092, 0.1715296051081489, 0.16449790667085087, 0.12261663114323336, 0.13556591728154352], "spikes_per_sample": 498505.6173642534, "wall_time_s": 2.609691619873047, "timestamp": "2026-08-21T18:10:23.651527+00:00"}
|
| 48 |
+
{"epoch": 48, "train_loss": 0.5932075598426024, "train_acc": 0.9925650557620818, "test_loss": 0.452126680450006, "test_acc": 0.8409090909090909, "best_acc": 0.9242424242424242, "spike_rates": [0.10099175221779767, 0.16914424913771012, 0.15903145863729365, 0.12427943156046026, 0.13690784573554993], "spikes_per_sample": 489977.2751696832, "wall_time_s": 2.6043806076049805, "timestamp": "2026-08-21T18:10:26.286964+00:00"}
|
| 49 |
+
{"epoch": 49, "train_loss": 0.6139012014555665, "train_acc": 0.983271375464684, "test_loss": 0.4645336992812879, "test_acc": 0.8636363636363636, "best_acc": 0.9242424242424242, "spike_rates": [0.10152039370116066, 0.16779515322516947, 0.15522657510112314, 0.12191466855652192, 0.1370665606330423], "spikes_per_sample": 487367.66643099545, "wall_time_s": 2.619709014892578, "timestamp": "2026-08-21T18:10:28.931944+00:00"}
|
| 50 |
+
{"epoch": 50, "train_loss": 0.606447756733593, "train_acc": 0.9814126394052045, "test_loss": 0.4669233253507903, "test_acc": 0.8522727272727273, "best_acc": 0.9242424242424242, "spike_rates": [0.1022941991686821, 0.16919906086781444, 0.1590549472500296, 0.11884405639241724, 0.13774008785977082], "spikes_per_sample": 492073.0048076923, "wall_time_s": 2.6188318729400635, "timestamp": "2026-08-21T18:10:31.578815+00:00"}
|
| 51 |
+
{"epoch": 51, "train_loss": 0.6165196815831068, "train_acc": 0.9851301115241635, "test_loss": 0.45988286264014966, "test_acc": 0.8484848484848485, "best_acc": 0.9242424242424242, "spike_rates": [0.102638378739357, 0.16735165872994592, 0.15721137471058788, 0.11807709625538658, 0.13419960000935724], "spikes_per_sample": 489761.0074943439, "wall_time_s": 2.610074520111084, "timestamp": "2026-08-21T18:10:34.216632+00:00"}
|
| 52 |
+
{"epoch": 52, "train_loss": 0.6173466220221112, "train_acc": 0.9739776951672863, "test_loss": 0.33897970255577203, "test_acc": 0.8901515151515151, "best_acc": 0.9242424242424242, "spike_rates": [0.1023361573324484, 0.1636668496272143, 0.15211575785103967, 0.11646988286691554, 0.1318762249806348], "spikes_per_sample": 482362.26414027147, "wall_time_s": 2.614964723587036, "timestamp": "2026-08-21T18:10:36.857905+00:00"}
|
| 53 |
+
{"epoch": 53, "train_loss": 0.6102575185573678, "train_acc": 0.983271375464684, "test_loss": 0.6016083251346241, "test_acc": 0.8106060606060606, "best_acc": 0.9242424242424242, "spike_rates": [0.10127244057024226, 0.16709908054155462, 0.15308641335543463, 0.1163936849026119, 0.1272840894320432], "spikes_per_sample": 484190.6566742081, "wall_time_s": 2.6082868576049805, "timestamp": "2026-08-21T18:10:39.492667+00:00"}
|
| 54 |
+
{"epoch": 54, "train_loss": 0.6081998662877703, "train_acc": 0.9795539033457249, "test_loss": 0.48300699573574646, "test_acc": 0.8674242424242424, "best_acc": 0.9242424242424242, "spike_rates": [0.09930167653981377, 0.1650086877977147, 0.15215915353859172, 0.11616237899836372, 0.12979654178899877], "spikes_per_sample": 477370.6505938914, "wall_time_s": 2.61818265914917, "timestamp": "2026-08-21T18:10:42.135437+00:00"}
|
| 55 |
+
{"epoch": 55, "train_loss": 0.6011800291812996, "train_acc": 0.9851301115241635, "test_loss": 0.4938570929296089, "test_acc": 0.8484848484848485, "best_acc": 0.9242424242424242, "spike_rates": [0.10119504130938474, 0.16445888841853423, 0.15025168744956746, 0.11539302503361422, 0.13012148176922517], "spikes_per_sample": 479665.97949660633, "wall_time_s": 2.6016581058502197, "timestamp": "2026-08-21T18:10:44.762150+00:00"}
|
| 56 |
+
{"epoch": 56, "train_loss": 0.5921159617076576, "train_acc": 0.9888475836431226, "test_loss": 0.7102417494311477, "test_acc": 0.8106060606060606, "best_acc": 0.9242424242424242, "spike_rates": [0.10000149730373831, 0.16394884884357452, 0.14831558921757867, 0.1159391784492661, 0.1302884825888802], "spikes_per_sample": 475686.4329751131, "wall_time_s": 2.6079063415527344, "timestamp": "2026-08-21T18:10:47.394304+00:00"}
|
| 57 |
+
{"epoch": 57, "train_loss": 0.5866440363976149, "train_acc": 0.9925650557620818, "test_loss": 0.37061368877237494, "test_acc": 0.9053030303030303, "best_acc": 0.9242424242424242, "spike_rates": [0.09908577098565943, 0.164332438917721, 0.1523682177066803, 0.11698049043907839, 0.1296767846626394], "spikes_per_sample": 476424.48684954754, "wall_time_s": 2.6052181720733643, "timestamp": "2026-08-21T18:10:50.024718+00:00"}
|
| 58 |
+
{"epoch": 58, "train_loss": 0.5882164694119564, "train_acc": 0.9925650557620818, "test_loss": 0.4592334953221408, "test_acc": 0.8598484848484849, "best_acc": 0.9242424242424242, "spike_rates": [0.09759350121021271, 0.16178729867233949, 0.1457174630726085, 0.11509502635282629, 0.1251809132449767], "spikes_per_sample": 466856.1604920815, "wall_time_s": 2.628371000289917, "timestamp": "2026-08-21T18:10:52.680423+00:00"}
|
| 59 |
+
{"epoch": 59, "train_loss": 0.5922265752983802, "train_acc": 0.9888475836431226, "test_loss": 0.4317430763533621, "test_acc": 0.875, "best_acc": 0.9242424242424242, "spike_rates": [0.09705514767590691, 0.1620058496208752, 0.14782763579312494, 0.1150087083087248, 0.1286460915032555], "spikes_per_sample": 467079.7112556561, "wall_time_s": 2.6162664890289307, "timestamp": "2026-08-21T18:10:55.336215+00:00"}
|
| 60 |
+
{"epoch": 60, "train_loss": 0.5847441352432988, "train_acc": 0.9888475836431226, "test_loss": 0.3676647697434281, "test_acc": 0.8863636363636364, "best_acc": 0.9242424242424242, "spike_rates": [0.10002069131416433, 0.16191651540644028, 0.1481170224792817, 0.11395361975711935, 0.12734251776162317], "spikes_per_sample": 473207.9742647059, "wall_time_s": 2.6080782413482666, "timestamp": "2026-08-21T18:10:57.969581+00:00"}
|
| 61 |
+
{"epoch": 61, "train_loss": 0.5744081542837576, "train_acc": 0.9981412639405205, "test_loss": 0.4179881142847466, "test_acc": 0.875, "best_acc": 0.9242424242424242, "spike_rates": [0.09739173203706741, 0.16069783883936264, 0.14354714400628033, 0.11329139856731191, 0.12647276678506067], "spikes_per_sample": 463926.54652149323, "wall_time_s": 2.600051164627075, "timestamp": "2026-08-21T18:11:00.594908+00:00"}
|
| 62 |
+
{"epoch": 62, "train_loss": 0.5883626924571494, "train_acc": 0.9851301115241635, "test_loss": 0.5647368729114532, "test_acc": 0.8787878787878788, "best_acc": 0.9242424242424242, "spike_rates": [0.09737865276196424, 0.15919354908606587, 0.14167183024041793, 0.11283573639743469, 0.12247826115173452], "spikes_per_sample": 461245.5298359728, "wall_time_s": 2.608887195587158, "timestamp": "2026-08-21T18:11:03.229260+00:00"}
|
| 63 |
+
{"epoch": 63, "train_loss": 0.5847558997377587, "train_acc": 0.9925650557620818, "test_loss": 0.4301129173148762, "test_acc": 0.8484848484848485, "best_acc": 0.9242424242424242, "spike_rates": [0.09865816025172963, 0.16075473234933965, 0.14256662042701945, 0.11284008183900048, 0.12397377762724371], "spikes_per_sample": 466047.1797228507, "wall_time_s": 2.60658597946167, "timestamp": "2026-08-21T18:11:05.862172+00:00"}
|
| 64 |
+
{"epoch": 64, "train_loss": 0.5772391932161324, "train_acc": 0.9944237918215614, "test_loss": 0.4948797442696311, "test_acc": 0.875, "best_acc": 0.9242424242424242, "spike_rates": [0.09690029919147491, 0.1595378982670167, 0.14213930333361907, 0.11033295094966888, 0.12343996149652145], "spikes_per_sample": 460527.4946266968, "wall_time_s": 2.6187710762023926, "timestamp": "2026-08-21T18:11:08.507848+00:00"}
|
| 65 |
+
{"epoch": 65, "train_loss": 0.5677628822929354, "train_acc": 0.9962825278810409, "test_loss": 0.38089696114713495, "test_acc": 0.8901515151515151, "best_acc": 0.9242424242424242, "spike_rates": [0.0976610911243102, 0.15996081075247595, 0.14504573099753437, 0.10977356267326019, 0.12355221019071691], "spikes_per_sample": 464018.4326923077, "wall_time_s": 2.611011028289795, "timestamp": "2026-08-21T18:11:11.143933+00:00"}
|
| 66 |
+
{"epoch": 66, "train_loss": 0.579543585670925, "train_acc": 0.9888475836431226, "test_loss": 0.4600891037420793, "test_acc": 0.8863636363636364, "best_acc": 0.9242424242424242, "spike_rates": [0.09821433705442092, 0.15987111803363352, 0.1441671857062508, 0.10673543810844421, 0.11872418443946277], "spikes_per_sample": 464186.369061086, "wall_time_s": 2.6147236824035645, "timestamp": "2026-08-21T18:11:13.783705+00:00"}
|
| 67 |
+
{"epoch": 67, "train_loss": 0.5656782789744409, "train_acc": 1.0, "test_loss": 0.4108062368450743, "test_acc": 0.9090909090909091, "best_acc": 0.9242424242424242, "spike_rates": [0.09789685773498871, 0.16034395554486444, 0.14218155952060924, 0.1075784353648915, 0.12041300798163694], "spikes_per_sample": 463099.1283936652, "wall_time_s": 2.6047937870025635, "timestamp": "2026-08-21T18:11:16.412802+00:00"}
|
| 68 |
+
{"epoch": 68, "train_loss": 0.5658982970014381, "train_acc": 1.0, "test_loss": 0.37960225343704224, "test_acc": 0.9015151515151515, "best_acc": 0.9242424242424242, "spike_rates": [0.09665426655727274, 0.15869861578240113, 0.14054395083118887, 0.10721635424038943, 0.1184726217213799], "spikes_per_sample": 457846.2550904978, "wall_time_s": 2.615147829055786, "timestamp": "2026-08-21T18:11:19.052631+00:00"}
|
| 69 |
+
{"epoch": 69, "train_loss": 0.5582026542340955, "train_acc": 0.9962825278810409, "test_loss": 0.47715157541361725, "test_acc": 0.875, "best_acc": 0.9242424242424242, "spike_rates": [0.09661685061805389, 0.15848551077001236, 0.13879938598941355, 0.10600680507281247, 0.11713639033191345], "spikes_per_sample": 456459.9625282805, "wall_time_s": 2.6171507835388184, "timestamp": "2026-08-21T18:11:21.694598+00:00"}
|
| 70 |
+
{"epoch": 70, "train_loss": 0.5719250668823498, "train_acc": 0.9925650557620818, "test_loss": 0.437401659560926, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09765452847761266, 0.15842018846203298, 0.14058632973362417, 0.10860206975656397, 0.1218890889602549], "spikes_per_sample": 459883.5617929864, "wall_time_s": 2.6114377975463867, "timestamp": "2026-08-21T18:11:24.332049+00:00"}
|
| 71 |
+
{"epoch": 71, "train_loss": 0.5703940065819978, "train_acc": 0.9944237918215614, "test_loss": 0.4204025250492674, "test_acc": 0.8863636363636364, "best_acc": 0.9242424242424242, "spike_rates": [0.09525502692250644, 0.1577198163551443, 0.138642801081433, 0.10854281046811272, 0.11698564887046814], "spikes_per_sample": 453049.8823529412, "wall_time_s": 2.6191892623901367, "timestamp": "2026-08-21T18:11:26.979221+00:00"}
|
| 72 |
+
{"epoch": 72, "train_loss": 0.5655591565437034, "train_acc": 1.0, "test_loss": 0.41871393900929077, "test_acc": 0.9090909090909091, "best_acc": 0.9242424242424242, "spike_rates": [0.09679619091398575, 0.1570293088169659, 0.13781834612874425, 0.1081683420959641, 0.11694386031697779], "spikes_per_sample": 455076.6650169683, "wall_time_s": 2.6077423095703125, "timestamp": "2026-08-21T18:11:29.612473+00:00"}
|
| 73 |
+
{"epoch": 73, "train_loss": 0.5553905613803509, "train_acc": 1.0, "test_loss": 0.4012576106822852, "test_acc": 0.9015151515151515, "best_acc": 0.9242424242424242, "spike_rates": [0.09642780703656814, 0.15581383687608383, 0.13646361231803894, 0.10535125522052541, 0.11598450690507889], "spikes_per_sample": 451941.88730203616, "wall_time_s": 2.6149213314056396, "timestamp": "2026-08-21T18:11:32.254179+00:00"}
|
| 74 |
+
{"epoch": 74, "train_loss": 0.5573596597604149, "train_acc": 0.9944237918215614, "test_loss": 0.42982208186929877, "test_acc": 0.9015151515151515, "best_acc": 0.9242424242424242, "spike_rates": [0.09504598247654297, 0.15718960499062257, 0.13763049332534566, 0.1063117735526141, 0.11780632681706373], "spikes_per_sample": 451238.94909502263, "wall_time_s": 2.6091182231903076, "timestamp": "2026-08-21T18:11:34.888015+00:00"}
|
| 75 |
+
{"epoch": 75, "train_loss": 0.5586068100645639, "train_acc": 0.9981412639405205, "test_loss": 0.36525129278500873, "test_acc": 0.9053030303030303, "best_acc": 0.9242424242424242, "spike_rates": [0.09476984116960974, 0.15821891497163212, 0.13943315428846023, 0.10576697175993639, 0.1198945369790582], "spikes_per_sample": 452630.13461538457, "wall_time_s": 2.606842041015625, "timestamp": "2026-08-21T18:11:37.519907+00:00"}
|
| 76 |
+
{"epoch": 76, "train_loss": 0.5592255209015204, "train_acc": 0.9981412639405205, "test_loss": 0.46271169366258563, "test_acc": 0.8939393939393939, "best_acc": 0.9242424242424242, "spike_rates": [0.09412534754065906, 0.15553127316867604, 0.13594940304756165, 0.10352262547787498, 0.11429331889923881], "spikes_per_sample": 446293.5909219457, "wall_time_s": 2.612194299697876, "timestamp": "2026-08-21T18:11:40.159982+00:00"}
|
| 77 |
+
{"epoch": 77, "train_loss": 0.557371616585104, "train_acc": 1.0, "test_loss": 0.3642380923935861, "test_acc": 0.9090909090909091, "best_acc": 0.9242424242424242, "spike_rates": [0.09626619736937915, 0.1577239413471783, 0.13704281607094934, 0.10752242759746664, 0.11773438269601148], "spikes_per_sample": 454208.8682126697, "wall_time_s": 2.6232340335845947, "timestamp": "2026-08-21T18:11:42.808908+00:00"}
|
| 78 |
+
{"epoch": 78, "train_loss": 0.5583460798493991, "train_acc": 1.0, "test_loss": 0.452035283500498, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09478003356386633, 0.1569728658479803, 0.13404392056605396, 0.10486868505968767, 0.11641503256909988], "spikes_per_sample": 448373.30132918555, "wall_time_s": 2.617633104324341, "timestamp": "2026-08-21T18:11:45.452339+00:00"}
|
| 79 |
+
{"epoch": 79, "train_loss": 0.5591928504656681, "train_acc": 0.9962825278810409, "test_loss": 0.40660622445019806, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09532735847374972, 0.15579545322586508, 0.13358003339346716, 0.10382868481032989, 0.11490020068252788], "spikes_per_sample": 447894.23741515836, "wall_time_s": 2.615893602371216, "timestamp": "2026-08-21T18:11:48.095164+00:00"}
|
| 80 |
+
{"epoch": 80, "train_loss": 0.5527482085954745, "train_acc": 1.0, "test_loss": 0.3948017999981389, "test_acc": 0.8939393939393939, "best_acc": 0.9242424242424242, "spike_rates": [0.09539692892747767, 0.15580073349616108, 0.13434422454413245, 0.104114950141486, 0.1150241700165412], "spikes_per_sample": 448485.30260180996, "wall_time_s": 2.6143558025360107, "timestamp": "2026-08-21T18:11:50.736601+00:00"}
|
| 81 |
+
{"epoch": 81, "train_loss": 0.5572060639087152, "train_acc": 1.0, "test_loss": 0.39056027658057935, "test_acc": 0.9090909090909091, "best_acc": 0.9242424242424242, "spike_rates": [0.0939332671901759, 0.15751286552232854, 0.1352327220580157, 0.104502273394781, 0.1162441999596708], "spikes_per_sample": 447737.4029977375, "wall_time_s": 2.6176345348358154, "timestamp": "2026-08-21T18:11:53.378681+00:00"}
|
| 82 |
+
{"epoch": 82, "train_loss": 0.5521467401192534, "train_acc": 1.0, "test_loss": 0.38659970597787335, "test_acc": 0.9128787878787878, "best_acc": 0.9242424242424242, "spike_rates": [0.09545175862662933, 0.1565523980294957, 0.13482671976089478, 0.10411687677397448, 0.11578296650858487], "spikes_per_sample": 449647.3776866516, "wall_time_s": 2.6139488220214844, "timestamp": "2026-08-21T18:11:56.019015+00:00"}
|
| 83 |
+
{"epoch": 83, "train_loss": 0.5515768262090293, "train_acc": 1.0, "test_loss": 0.3905410622105454, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09428679154199712, 0.15592887909973369, 0.13394385751555948, 0.10308401637217578, 0.11206612253890318], "spikes_per_sample": 445922.058540724, "wall_time_s": 2.6136577129364014, "timestamp": "2026-08-21T18:11:58.658755+00:00"}
|
| 84 |
+
{"epoch": 84, "train_loss": 0.5553881051815133, "train_acc": 1.0, "test_loss": 0.43724780732935126, "test_acc": 0.8901515151515151, "best_acc": 0.9242424242424242, "spike_rates": [0.09527003852760091, 0.15578791849753437, 0.13515256257618175, 0.10507015095037572, 0.11515663125935723], "spikes_per_sample": 448755.2502828054, "wall_time_s": 2.6102752685546875, "timestamp": "2026-08-21T18:12:01.294945+00:00"}
|
| 85 |
+
{"epoch": 85, "train_loss": 0.553140262688846, "train_acc": 0.9981412639405205, "test_loss": 0.37965006810246094, "test_acc": 0.9015151515151515, "best_acc": 0.9242424242424242, "spike_rates": [0.09457273430684034, 0.15603881022509405, 0.13479004800319672, 0.10440386700279572, 0.11441209211068995], "spikes_per_sample": 447272.6812782805, "wall_time_s": 2.612874746322632, "timestamp": "2026-08-21T18:12:03.934420+00:00"}
|
| 86 |
+
{"epoch": 86, "train_loss": 0.5573255012026507, "train_acc": 1.0, "test_loss": 0.36079989915544336, "test_acc": 0.9090909090909091, "best_acc": 0.9242424242424242, "spike_rates": [0.09374710610684227, 0.15545136087081013, 0.1330203238655539, 0.10367089071694542, 0.11337827452841927], "spikes_per_sample": 443892.58257918555, "wall_time_s": 2.608039617538452, "timestamp": "2026-08-21T18:12:06.567314+00:00"}
|
| 87 |
+
{"epoch": 87, "train_loss": 0.5520477173053642, "train_acc": 1.0, "test_loss": 0.3949543833732605, "test_acc": 0.9053030303030303, "best_acc": 0.9242424242424242, "spike_rates": [0.09600202783065684, 0.156183140242801, 0.1347737505155451, 0.10446242856628754, 0.11401391379973468], "spikes_per_sample": 450416.91600678733, "wall_time_s": 2.6310229301452637, "timestamp": "2026-08-21T18:12:09.224203+00:00"}
|
| 88 |
+
{"epoch": 88, "train_loss": 0.5473807673472011, "train_acc": 1.0, "test_loss": 0.4120505957892447, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09553156617809744, 0.15592212449101842, 0.13482356509741614, 0.10443986601689283, 0.11232260483152726], "spikes_per_sample": 449166.20022624434, "wall_time_s": 2.6252498626708984, "timestamp": "2026-08-21T18:12:11.876142+00:00"}
|
| 89 |
+
{"epoch": 89, "train_loss": 0.5501991581296389, "train_acc": 1.0, "test_loss": 0.3570510320591204, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09435168653726578, 0.1555709882694132, 0.13402060726109674, 0.10365695243372637, 0.11160509638926562], "spikes_per_sample": 445793.72666855203, "wall_time_s": 2.620964527130127, "timestamp": "2026-08-21T18:12:14.522132+00:00"}
|
| 90 |
+
{"epoch": 90, "train_loss": 0.5468971339300219, "train_acc": 1.0, "test_loss": 0.3932706280188127, "test_acc": 0.9015151515151515, "best_acc": 0.9242424242424242, "spike_rates": [0.09386105353341383, 0.1554845895837335, 0.13403534012682297, 0.10367024470778073, 0.11227430841502022], "spikes_per_sample": 444689.4353789593, "wall_time_s": 2.6144957542419434, "timestamp": "2026-08-21T18:12:17.164929+00:00"}
|
| 91 |
+
{"epoch": 91, "train_loss": 0.552530405468214, "train_acc": 1.0, "test_loss": 0.3915103655872923, "test_acc": 0.9053030303030303, "best_acc": 0.9242424242424242, "spike_rates": [0.09347946328275344, 0.15636903398177204, 0.13382953931303584, 0.10374849640271243, 0.11286770946839277], "spikes_per_sample": 444723.60831447964, "wall_time_s": 2.6304891109466553, "timestamp": "2026-08-21T18:12:19.822931+00:00"}
|
| 92 |
+
{"epoch": 92, "train_loss": 0.5517953725109314, "train_acc": 0.9962825278810409, "test_loss": 0.38862462025700195, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09395033647032346, 0.1551412747186773, 0.13327336924917557, 0.10343663219143362, 0.11101922086056541], "spikes_per_sample": 444076.2439196832, "wall_time_s": 2.6215310096740723, "timestamp": "2026-08-21T18:12:22.470367+00:00"}
|
| 93 |
+
{"epoch": 93, "train_loss": 0.550690971564183, "train_acc": 1.0, "test_loss": 0.39138226346536115, "test_acc": 0.9015151515151515, "best_acc": 0.9242424242424242, "spike_rates": [0.09414982620407553, 0.15585526385728052, 0.13361306313206167, 0.10382563401671017, 0.11167633270516115], "spikes_per_sample": 445477.61538461543, "wall_time_s": 2.6222481727600098, "timestamp": "2026-08-21T18:12:25.117391+00:00"}
|
| 94 |
+
{"epoch": 94, "train_loss": 0.5522873895762135, "train_acc": 0.9981412639405205, "test_loss": 0.4022179724592151, "test_acc": 0.9015151515151515, "best_acc": 0.9242424242424242, "spike_rates": [0.09403111829477198, 0.1551643522346721, 0.133067184511353, 0.10340876176076777, 0.11211918294429779], "spikes_per_sample": 444167.0687217195, "wall_time_s": 2.6164824962615967, "timestamp": "2026-08-21T18:12:27.759307+00:00"}
|
| 95 |
+
{"epoch": 95, "train_loss": 0.5498358831086566, "train_acc": 0.9981412639405205, "test_loss": 0.39408999500852643, "test_acc": 0.9053030303030303, "best_acc": 0.9242424242424242, "spike_rates": [0.09367950216812246, 0.15556605949121363, 0.13299592014621286, 0.10336736239054624, 0.11200809084317263], "spikes_per_sample": 443807.04991515836, "wall_time_s": 2.625098705291748, "timestamp": "2026-08-21T18:12:30.410364+00:00"}
|
| 96 |
+
{"epoch": 96, "train_loss": 0.5526463088049764, "train_acc": 1.0, "test_loss": 0.3903895038546938, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09475475242909263, 0.15491526705377243, 0.13337123832281897, 0.10337078439838746, 0.11234476811745588], "spikes_per_sample": 445579.63291855203, "wall_time_s": 2.6246416568756104, "timestamp": "2026-08-21T18:12:33.061625+00:00"}
|
| 97 |
+
{"epoch": 97, "train_loss": 0.547798244926566, "train_acc": 1.0, "test_loss": 0.40429121165564563, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09409146931241541, 0.15508690125801983, 0.13364509011016174, 0.10333409467164208, 0.11198042113991345], "spikes_per_sample": 444504.30090497737, "wall_time_s": 2.6303555965423584, "timestamp": "2026-08-21T18:12:35.729390+00:00"}
|
| 98 |
+
{"epoch": 98, "train_loss": 0.5525863684686143, "train_acc": 0.9981412639405205, "test_loss": 0.3996407732819066, "test_acc": 0.9015151515151515, "best_acc": 0.9242424242424242, "spike_rates": [0.0941439994117793, 0.15537917351021485, 0.13336806174586802, 0.10348690914757111, 0.11250194731880636], "spikes_per_sample": 444799.8512443439, "wall_time_s": 2.61281418800354, "timestamp": "2026-08-21T18:12:38.367736+00:00"}
|
| 99 |
+
{"epoch": 99, "train_loss": 0.5513480423108352, "train_acc": 0.9981412639405205, "test_loss": 0.38671568036079407, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09409111387589399, 0.15513267411905177, 0.13370627077186809, 0.10378096033545102, 0.11203876356868182], "spikes_per_sample": 444642.7135180995, "wall_time_s": 2.61553955078125, "timestamp": "2026-08-21T18:12:41.010688+00:00"}
|
| 100 |
+
{"epoch": 100, "train_loss": 0.5512070385496856, "train_acc": 1.0, "test_loss": 0.4087527213674603, "test_acc": 0.8977272727272727, "best_acc": 0.9242424242424242, "spike_rates": [0.09429091960191727, 0.15418242181048675, 0.1328944511273328, 0.10315587196279974, 0.1117944160805029], "spikes_per_sample": 443555.82282239816, "wall_time_s": 2.6165688037872314, "timestamp": "2026-08-21T18:12:43.650504+00:00"}
|
opt10_sfa_integer_train/opt10_D2_storm1e-3.gpu_telemetry.csv
ADDED
|
@@ -0,0 +1,203 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
|
| 2 |
+
2026/08/21 18:06:19.182, 0, 0, 0, 0, 15360, 62, 10.85, 300
|
| 3 |
+
2026/08/21 18:06:19.200, 1, 0, 0, 0, 15360, 47, 9.86, 300
|
| 4 |
+
2026/08/21 18:06:24.254, 0, 1, 0, 105, 15360, 63, 28.03, 645
|
| 5 |
+
2026/08/21 18:06:24.263, 1, 0, 0, 123, 15360, 48, 26.94, 585
|
| 6 |
+
2026/08/21 18:06:29.310, 0, 0, 0, 205, 15360, 64, 28.21, 585
|
| 7 |
+
2026/08/21 18:06:29.320, 1, 100, 0, 205, 15360, 52, 39.41, 1590
|
| 8 |
+
2026/08/21 18:06:34.366, 0, 0, 0, 205, 15360, 64, 28.21, 585
|
| 9 |
+
2026/08/21 18:06:34.376, 1, 100, 0, 205, 15360, 53, 40.07, 1590
|
| 10 |
+
2026/08/21 18:06:39.421, 0, 0, 0, 205, 15360, 65, 28.31, 585
|
| 11 |
+
2026/08/21 18:06:39.431, 1, 100, 0, 205, 15360, 54, 40.37, 1590
|
| 12 |
+
2026/08/21 18:06:44.476, 0, 0, 0, 205, 15360, 65, 28.31, 585
|
| 13 |
+
2026/08/21 18:06:44.486, 1, 100, 0, 205, 15360, 56, 40.57, 1590
|
| 14 |
+
2026/08/21 18:06:49.530, 0, 0, 0, 205, 15360, 65, 28.41, 585
|
| 15 |
+
2026/08/21 18:06:49.540, 1, 100, 0, 205, 15360, 57, 40.47, 1590
|
| 16 |
+
2026/08/21 18:06:54.585, 0, 0, 0, 205, 15360, 66, 28.51, 585
|
| 17 |
+
2026/08/21 18:06:54.595, 1, 0, 0, 205, 15360, 56, 27.83, 585
|
| 18 |
+
2026/08/21 18:06:59.642, 0, 0, 0, 205, 15360, 66, 28.52, 585
|
| 19 |
+
2026/08/21 18:06:59.652, 1, 0, 0, 205, 15360, 56, 28.03, 585
|
| 20 |
+
2026/08/21 18:07:04.700, 0, 0, 0, 205, 15360, 66, 28.51, 585
|
| 21 |
+
2026/08/21 18:07:04.712, 1, 0, 0, 205, 15360, 56, 27.93, 585
|
| 22 |
+
2026/08/21 18:07:09.760, 0, 0, 0, 205, 15360, 67, 28.60, 585
|
| 23 |
+
2026/08/21 18:07:09.770, 1, 0, 0, 205, 15360, 57, 27.93, 585
|
| 24 |
+
2026/08/21 18:07:14.820, 0, 0, 0, 205, 15360, 67, 28.90, 585
|
| 25 |
+
2026/08/21 18:07:14.830, 1, 0, 0, 205, 15360, 57, 28.03, 585
|
| 26 |
+
2026/08/21 18:07:19.880, 0, 0, 0, 205, 15360, 67, 28.70, 585
|
| 27 |
+
2026/08/21 18:07:19.892, 1, 0, 0, 205, 15360, 57, 28.13, 585
|
| 28 |
+
2026/08/21 18:07:24.942, 0, 0, 0, 205, 15360, 67, 28.80, 585
|
| 29 |
+
2026/08/21 18:07:24.953, 1, 0, 0, 205, 15360, 58, 28.13, 585
|
| 30 |
+
2026/08/21 18:07:30.001, 0, 0, 0, 205, 15360, 68, 28.80, 585
|
| 31 |
+
2026/08/21 18:07:30.011, 1, 0, 0, 205, 15360, 58, 28.23, 585
|
| 32 |
+
2026/08/21 18:07:35.059, 0, 0, 0, 205, 15360, 68, 28.90, 585
|
| 33 |
+
2026/08/21 18:07:35.069, 1, 0, 0, 205, 15360, 58, 28.32, 585
|
| 34 |
+
2026/08/21 18:07:40.117, 0, 0, 0, 341, 15360, 68, 28.90, 585
|
| 35 |
+
2026/08/21 18:07:40.127, 1, 0, 0, 205, 15360, 59, 28.32, 585
|
| 36 |
+
2026/08/21 18:07:45.175, 0, 0, 0, 341, 15360, 68, 29.00, 585
|
| 37 |
+
2026/08/21 18:07:45.185, 1, 0, 0, 205, 15360, 59, 28.42, 585
|
| 38 |
+
2026/08/21 18:07:50.233, 0, 0, 0, 341, 15360, 69, 29.10, 585
|
| 39 |
+
2026/08/21 18:07:50.244, 1, 0, 0, 205, 15360, 59, 28.42, 585
|
| 40 |
+
2026/08/21 18:07:55.293, 0, 100, 0, 395, 15360, 70, 44.65, 1590
|
| 41 |
+
2026/08/21 18:07:55.300, 1, 0, 0, 205, 15360, 60, 28.60, 585
|
| 42 |
+
2026/08/21 18:08:00.349, 0, 100, 0, 395, 15360, 72, 45.05, 1590
|
| 43 |
+
2026/08/21 18:08:00.356, 1, 0, 0, 205, 15360, 60, 28.51, 585
|
| 44 |
+
2026/08/21 18:08:05.404, 0, 100, 0, 395, 15360, 73, 45.34, 1590
|
| 45 |
+
2026/08/21 18:08:05.411, 1, 0, 0, 341, 15360, 61, 28.60, 585
|
| 46 |
+
2026/08/21 18:08:10.462, 0, 100, 0, 395, 15360, 74, 45.61, 1590
|
| 47 |
+
2026/08/21 18:08:10.469, 1, 0, 0, 341, 15360, 61, 28.70, 585
|
| 48 |
+
2026/08/21 18:08:15.517, 0, 100, 0, 395, 15360, 75, 46.00, 1590
|
| 49 |
+
2026/08/21 18:08:15.525, 1, 0, 0, 341, 15360, 61, 28.80, 585
|
| 50 |
+
2026/08/21 18:08:20.573, 0, 96, 85, 3033, 15360, 77, 67.76, 1290
|
| 51 |
+
2026/08/21 18:08:20.594, 1, 95, 89, 3033, 15360, 64, 61.91, 1320
|
| 52 |
+
2026/08/21 18:08:25.640, 0, 94, 85, 3033, 15360, 79, 64.18, 1275
|
| 53 |
+
2026/08/21 18:08:25.655, 1, 94, 83, 3033, 15360, 67, 74.27, 1170
|
| 54 |
+
2026/08/21 18:08:30.714, 0, 79, 73, 3033, 15360, 80, 72.22, 1170
|
| 55 |
+
2026/08/21 18:08:30.738, 1, 96, 73, 3033, 15360, 69, 59.40, 1290
|
| 56 |
+
2026/08/21 18:08:35.791, 0, 96, 99, 3033, 15360, 82, 38.87, 1380
|
| 57 |
+
2026/08/21 18:08:35.805, 1, 100, 0, 3033, 15360, 71, 80.52, 1380
|
| 58 |
+
2026/08/21 18:08:40.855, 0, 96, 91, 3033, 15360, 82, 65.32, 1290
|
| 59 |
+
2026/08/21 18:08:40.867, 1, 97, 34, 3033, 15360, 71, 45.81, 1590
|
| 60 |
+
2026/08/21 18:08:45.916, 0, 94, 84, 3033, 15360, 82, 77.35, 1140
|
| 61 |
+
2026/08/21 18:08:45.936, 1, 96, 85, 3033, 15360, 72, 47.65, 1365
|
| 62 |
+
2026/08/21 18:08:50.987, 0, 96, 87, 3033, 15360, 80, 58.67, 1215
|
| 63 |
+
2026/08/21 18:08:51.004, 1, 96, 90, 3033, 15360, 71, 64.32, 1380
|
| 64 |
+
2026/08/21 18:08:56.061, 0, 94, 85, 3033, 15360, 79, 65.81, 1260
|
| 65 |
+
2026/08/21 18:08:56.073, 1, 94, 85, 3033, 15360, 71, 70.75, 1155
|
| 66 |
+
2026/08/21 18:09:01.130, 0, 95, 86, 3033, 15360, 77, 68.78, 1200
|
| 67 |
+
2026/08/21 18:09:01.146, 1, 97, 86, 3033, 15360, 70, 63.20, 1305
|
| 68 |
+
2026/08/21 18:09:06.198, 0, 94, 85, 3033, 15360, 77, 70.61, 1110
|
| 69 |
+
2026/08/21 18:09:06.214, 1, 94, 85, 3033, 15360, 70, 71.92, 1200
|
| 70 |
+
2026/08/21 18:09:11.274, 0, 95, 87, 3033, 15360, 76, 65.90, 1275
|
| 71 |
+
2026/08/21 18:09:11.287, 1, 95, 87, 3033, 15360, 70, 60.05, 1365
|
| 72 |
+
2026/08/21 18:09:16.357, 0, 95, 82, 3033, 15360, 75, 68.44, 1215
|
| 73 |
+
2026/08/21 18:09:16.373, 1, 94, 81, 3033, 15360, 69, 71.92, 1335
|
| 74 |
+
2026/08/21 18:09:21.423, 0, 92, 84, 3033, 15360, 75, 57.34, 1170
|
| 75 |
+
2026/08/21 18:09:21.438, 1, 94, 81, 3033, 15360, 70, 64.96, 1155
|
| 76 |
+
2026/08/21 18:09:26.490, 0, 97, 87, 3033, 15360, 75, 64.69, 1260
|
| 77 |
+
2026/08/21 18:09:26.505, 1, 94, 88, 3033, 15360, 70, 71.82, 1305
|
| 78 |
+
2026/08/21 18:09:31.556, 0, 93, 82, 3033, 15360, 75, 82.46, 1200
|
| 79 |
+
2026/08/21 18:09:31.577, 1, 96, 87, 3033, 15360, 70, 63.05, 1260
|
| 80 |
+
2026/08/21 18:09:36.633, 0, 93, 85, 3033, 15360, 76, 58.71, 1110
|
| 81 |
+
2026/08/21 18:09:36.651, 1, 94, 82, 3033, 15360, 71, 63.36, 1215
|
| 82 |
+
2026/08/21 18:09:41.706, 0, 81, 81, 3033, 15360, 76, 67.91, 1395
|
| 83 |
+
2026/08/21 18:09:41.721, 1, 95, 83, 3033, 15360, 71, 67.86, 1320
|
| 84 |
+
2026/08/21 18:09:46.773, 0, 96, 99, 3033, 15360, 76, 71.14, 1530
|
| 85 |
+
2026/08/21 18:09:46.789, 1, 100, 0, 3033, 15360, 72, 71.43, 1590
|
| 86 |
+
2026/08/21 18:09:51.844, 0, 95, 87, 3033, 15360, 77, 67.72, 1290
|
| 87 |
+
2026/08/21 18:09:51.859, 1, 100, 0, 3033, 15360, 72, 46.10, 1590
|
| 88 |
+
2026/08/21 18:09:56.907, 0, 94, 85, 3033, 15360, 77, 73.54, 1185
|
| 89 |
+
2026/08/21 18:09:56.923, 1, 95, 75, 3033, 15360, 73, 39.95, 1485
|
| 90 |
+
2026/08/21 18:10:01.972, 0, 97, 87, 3033, 15360, 78, 64.32, 1365
|
| 91 |
+
2026/08/21 18:10:01.989, 1, 95, 90, 3033, 15360, 74, 72.51, 1320
|
| 92 |
+
2026/08/21 18:10:07.044, 0, 94, 84, 3033, 15360, 78, 77.93, 1125
|
| 93 |
+
2026/08/21 18:10:07.065, 1, 94, 84, 3033, 15360, 74, 64.71, 1200
|
| 94 |
+
2026/08/21 18:10:12.124, 0, 96, 87, 3033, 15360, 78, 62.91, 1350
|
| 95 |
+
2026/08/21 18:10:12.139, 1, 97, 86, 3033, 15360, 75, 63.20, 1275
|
| 96 |
+
2026/08/21 18:10:17.194, 0, 94, 85, 3033, 15360, 78, 65.94, 1080
|
| 97 |
+
2026/08/21 18:10:17.212, 1, 94, 86, 3033, 15360, 75, 76.18, 1095
|
| 98 |
+
2026/08/21 18:10:22.267, 0, 95, 83, 3033, 15360, 78, 67.90, 1260
|
| 99 |
+
2026/08/21 18:10:22.280, 1, 94, 81, 3033, 15360, 75, 64.42, 1425
|
| 100 |
+
2026/08/21 18:10:27.338, 0, 96, 89, 3033, 15360, 77, 65.26, 1200
|
| 101 |
+
2026/08/21 18:10:27.348, 1, 96, 87, 3033, 15360, 75, 55.94, 1125
|
| 102 |
+
2026/08/21 18:10:32.403, 0, 94, 84, 3033, 15360, 77, 72.07, 1125
|
| 103 |
+
2026/08/21 18:10:32.419, 1, 94, 85, 3033, 15360, 75, 76.96, 1260
|
| 104 |
+
2026/08/21 18:10:37.479, 0, 97, 87, 3033, 15360, 77, 64.42, 1425
|
| 105 |
+
2026/08/21 18:10:37.495, 1, 95, 82, 3033, 15360, 75, 63.24, 1290
|
| 106 |
+
2026/08/21 18:10:42.550, 0, 89, 81, 3033, 15360, 77, 58.09, 1125
|
| 107 |
+
2026/08/21 18:10:42.564, 1, 96, 88, 3033, 15360, 74, 57.57, 1140
|
| 108 |
+
2026/08/21 18:10:47.619, 0, 94, 84, 3033, 15360, 77, 69.47, 1320
|
| 109 |
+
2026/08/21 18:10:47.639, 1, 97, 44, 3033, 15360, 75, 68.58, 1290
|
| 110 |
+
2026/08/21 18:10:52.693, 0, 89, 90, 3033, 15360, 76, 66.88, 1455
|
| 111 |
+
2026/08/21 18:10:52.708, 1, 100, 0, 3033, 15360, 74, 47.58, 1590
|
| 112 |
+
2026/08/21 18:10:57.753, 0, 94, 81, 3033, 15360, 77, 70.40, 1335
|
| 113 |
+
2026/08/21 18:10:57.767, 1, 97, 51, 3033, 15360, 74, 46.10, 1590
|
| 114 |
+
2026/08/21 18:11:02.813, 0, 96, 88, 3033, 15360, 76, 56.88, 1125
|
| 115 |
+
2026/08/21 18:11:02.831, 1, 97, 86, 3033, 15360, 75, 65.40, 1170
|
| 116 |
+
2026/08/21 18:11:07.882, 0, 93, 82, 3033, 15360, 76, 70.26, 1185
|
| 117 |
+
2026/08/21 18:11:07.898, 1, 96, 90, 3033, 15360, 75, 67.90, 1260
|
| 118 |
+
2026/08/21 18:11:12.953, 0, 96, 89, 3033, 15360, 77, 63.59, 1410
|
| 119 |
+
2026/08/21 18:11:12.968, 1, 95, 85, 3033, 15360, 75, 65.81, 1290
|
| 120 |
+
2026/08/21 18:11:18.020, 0, 94, 84, 3033, 15360, 77, 75.79, 1200
|
| 121 |
+
2026/08/21 18:11:18.038, 1, 97, 87, 3033, 15360, 75, 58.71, 1170
|
| 122 |
+
2026/08/21 18:11:23.098, 0, 97, 86, 3033, 15360, 77, 60.93, 1335
|
| 123 |
+
2026/08/21 18:11:23.114, 1, 94, 86, 3033, 15360, 75, 60.89, 1275
|
| 124 |
+
2026/08/21 18:11:28.170, 0, 93, 85, 3033, 15360, 77, 65.85, 1110
|
| 125 |
+
2026/08/21 18:11:28.186, 1, 95, 83, 3033, 15360, 75, 68.54, 1095
|
| 126 |
+
2026/08/21 18:11:33.245, 0, 94, 80, 3033, 15360, 77, 68.89, 1245
|
| 127 |
+
2026/08/21 18:11:33.258, 1, 97, 86, 3033, 15360, 75, 60.44, 1290
|
| 128 |
+
2026/08/21 18:11:38.306, 0, 96, 87, 3033, 15360, 77, 64.81, 1065
|
| 129 |
+
2026/08/21 18:11:38.323, 1, 92, 84, 3033, 15360, 76, 68.84, 1080
|
| 130 |
+
2026/08/21 18:11:43.378, 0, 92, 82, 3033, 15360, 77, 79.10, 1200
|
| 131 |
+
2026/08/21 18:11:43.395, 1, 94, 80, 3033, 15360, 76, 65.49, 1275
|
| 132 |
+
2026/08/21 18:11:48.453, 0, 93, 83, 3033, 15360, 77, 67.96, 1305
|
| 133 |
+
2026/08/21 18:11:48.476, 1, 93, 83, 3033, 15360, 76, 64.71, 1290
|
| 134 |
+
2026/08/21 18:11:53.529, 0, 82, 76, 3033, 15360, 77, 64.67, 1080
|
| 135 |
+
2026/08/21 18:11:53.547, 1, 96, 59, 3033, 15360, 76, 70.60, 1215
|
| 136 |
+
2026/08/21 18:11:58.607, 0, 97, 99, 3033, 15360, 77, 67.61, 1320
|
| 137 |
+
2026/08/21 18:11:58.625, 1, 100, 0, 3033, 15360, 75, 47.38, 1590
|
| 138 |
+
2026/08/21 18:12:03.670, 0, 96, 91, 3033, 15360, 77, 62.65, 1275
|
| 139 |
+
2026/08/21 18:12:03.688, 1, 99, 27, 3033, 15360, 75, 44.85, 1575
|
| 140 |
+
2026/08/21 18:12:08.733, 0, 96, 86, 3033, 15360, 77, 78.52, 1200
|
| 141 |
+
2026/08/21 18:12:08.748, 1, 96, 86, 3033, 15360, 76, 72.75, 1230
|
| 142 |
+
2026/08/21 18:12:13.801, 0, 94, 81, 3033, 15360, 77, 63.01, 1230
|
| 143 |
+
2026/08/21 18:12:13.809, 1, 92, 86, 3033, 15360, 77, 65.40, 1260
|
| 144 |
+
2026/08/21 18:12:18.866, 0, 96, 87, 3033, 15360, 78, 65.36, 1305
|
| 145 |
+
2026/08/21 18:12:18.883, 1, 94, 84, 3033, 15360, 77, 64.22, 1080
|
| 146 |
+
2026/08/21 18:12:23.936, 0, 93, 84, 3033, 15360, 77, 74.17, 1110
|
| 147 |
+
2026/08/21 18:12:23.951, 1, 94, 80, 3033, 15360, 77, 54.85, 1185
|
| 148 |
+
2026/08/21 18:12:29.013, 0, 95, 81, 3033, 15360, 77, 66.14, 1260
|
| 149 |
+
2026/08/21 18:12:29.025, 1, 96, 87, 3033, 15360, 77, 77.05, 1245
|
| 150 |
+
2026/08/21 18:12:34.077, 0, 94, 81, 3033, 15360, 77, 65.20, 1230
|
| 151 |
+
2026/08/21 18:12:34.091, 1, 96, 87, 3033, 15360, 77, 64.22, 1395
|
| 152 |
+
2026/08/21 18:12:39.144, 0, 96, 87, 3033, 15360, 77, 65.06, 1245
|
| 153 |
+
2026/08/21 18:12:39.160, 1, 95, 90, 3033, 15360, 77, 75.15, 1170
|
| 154 |
+
2026/08/21 18:12:44.214, 0, 76, 58, 3033, 15360, 77, 53.12, 1305
|
| 155 |
+
2026/08/21 18:12:44.230, 1, 0, 0, 3017, 15360, 75, 41.82, 1590
|
| 156 |
+
2026/08/21 18:12:49.276, 0, 79, 59, 3035, 15360, 77, 68.46, 1395
|
| 157 |
+
2026/08/21 18:12:49.294, 1, 0, 0, 3, 15360, 69, 11.15, 360
|
| 158 |
+
2026/08/21 18:12:54.349, 0, 88, 71, 3035, 15360, 77, 76.27, 1155
|
| 159 |
+
2026/08/21 18:12:54.359, 1, 0, 0, 3, 15360, 66, 11.25, 300
|
| 160 |
+
2026/08/21 18:12:59.420, 0, 89, 71, 3035, 15360, 77, 67.37, 1170
|
| 161 |
+
2026/08/21 18:12:59.441, 1, 0, 0, 3, 15360, 64, 12.73, 300
|
| 162 |
+
2026/08/21 18:13:04.496, 0, 81, 62, 3035, 15360, 77, 51.78, 1395
|
| 163 |
+
2026/08/21 18:13:04.508, 1, 0, 0, 3, 15360, 62, 10.55, 300
|
| 164 |
+
2026/08/21 18:13:09.561, 0, 84, 67, 3035, 15360, 77, 69.03, 1365
|
| 165 |
+
2026/08/21 18:13:09.574, 1, 0, 0, 3, 15360, 60, 10.85, 300
|
| 166 |
+
2026/08/21 18:13:14.630, 0, 76, 57, 3035, 15360, 77, 73.59, 1230
|
| 167 |
+
2026/08/21 18:13:14.644, 1, 0, 0, 3, 15360, 59, 10.15, 300
|
| 168 |
+
2026/08/21 18:13:19.709, 0, 89, 72, 3035, 15360, 77, 71.73, 1290
|
| 169 |
+
2026/08/21 18:13:19.723, 1, 0, 0, 3, 15360, 57, 10.55, 300
|
| 170 |
+
2026/08/21 18:13:24.778, 0, 77, 56, 3035, 15360, 77, 57.83, 1320
|
| 171 |
+
2026/08/21 18:13:24.791, 1, 0, 0, 3, 15360, 56, 10.45, 300
|
| 172 |
+
2026/08/21 18:13:29.845, 0, 92, 76, 3035, 15360, 76, 70.69, 1245
|
| 173 |
+
2026/08/21 18:13:29.863, 1, 0, 0, 3, 15360, 55, 10.06, 300
|
| 174 |
+
2026/08/21 18:13:34.919, 0, 87, 69, 3035, 15360, 76, 60.71, 1185
|
| 175 |
+
2026/08/21 18:13:34.931, 1, 0, 0, 3, 15360, 54, 10.25, 300
|
| 176 |
+
2026/08/21 18:13:39.985, 0, 92, 77, 3035, 15360, 76, 73.05, 1275
|
| 177 |
+
2026/08/21 18:13:39.997, 1, 0, 0, 3, 15360, 53, 12.23, 300
|
| 178 |
+
2026/08/21 18:13:45.051, 0, 92, 77, 3035, 15360, 76, 73.15, 1290
|
| 179 |
+
2026/08/21 18:13:45.064, 1, 0, 0, 3, 15360, 52, 9.76, 300
|
| 180 |
+
2026/08/21 18:13:50.117, 0, 54, 31, 3035, 15360, 77, 74.36, 1530
|
| 181 |
+
2026/08/21 18:13:50.127, 1, 0, 0, 3, 15360, 51, 10.45, 300
|
| 182 |
+
2026/08/21 18:13:55.182, 0, 67, 49, 3035, 15360, 77, 68.63, 1395
|
| 183 |
+
2026/08/21 18:13:55.195, 1, 0, 0, 3, 15360, 50, 9.86, 300
|
| 184 |
+
2026/08/21 18:14:00.250, 0, 86, 68, 3035, 15360, 77, 57.47, 1155
|
| 185 |
+
2026/08/21 18:14:00.262, 1, 0, 0, 3, 15360, 50, 9.66, 300
|
| 186 |
+
2026/08/21 18:14:05.316, 0, 79, 58, 3035, 15360, 77, 72.71, 1365
|
| 187 |
+
2026/08/21 18:14:05.330, 1, 0, 0, 3, 15360, 49, 9.86, 300
|
| 188 |
+
2026/08/21 18:14:10.384, 0, 85, 68, 3035, 15360, 77, 51.15, 1215
|
| 189 |
+
2026/08/21 18:14:10.399, 1, 0, 0, 3, 15360, 48, 9.86, 300
|
| 190 |
+
2026/08/21 18:14:15.454, 0, 81, 60, 3035, 15360, 77, 50.47, 1230
|
| 191 |
+
2026/08/21 18:14:15.464, 1, 0, 0, 3, 15360, 47, 9.96, 300
|
| 192 |
+
2026/08/21 18:14:20.520, 0, 45, 24, 3035, 15360, 77, 65.74, 1545
|
| 193 |
+
2026/08/21 18:14:20.530, 1, 0, 0, 3, 15360, 47, 9.76, 300
|
| 194 |
+
2026/08/21 18:14:25.584, 0, 80, 64, 3035, 15360, 77, 55.90, 1245
|
| 195 |
+
2026/08/21 18:14:25.603, 1, 0, 0, 3, 15360, 46, 9.76, 300
|
| 196 |
+
2026/08/21 18:14:30.657, 0, 79, 59, 3035, 15360, 77, 63.18, 1320
|
| 197 |
+
2026/08/21 18:14:30.673, 1, 0, 0, 3, 15360, 46, 9.76, 300
|
| 198 |
+
2026/08/21 18:14:35.728, 0, 86, 68, 3035, 15360, 77, 63.91, 1140
|
| 199 |
+
2026/08/21 18:14:35.740, 1, 0, 0, 3, 15360, 45, 9.56, 300
|
| 200 |
+
2026/08/21 18:14:40.795, 0, 83, 66, 3035, 15360, 77, 58.71, 1185
|
| 201 |
+
2026/08/21 18:14:40.804, 1, 0, 0, 3, 15360, 45, 10.25, 300
|
| 202 |
+
2026/08/21 18:14:45.858, 0, 97, 87, 3035, 15360, 77, 64.03, 1170
|
| 203 |
+
2026/08/21 18:14:45.873, 1, 0, 0, 3, 15360, 44, 9.86, 300
|
opt10_sfa_integer_train/opt10_D2_storm1e-3.summary.json
ADDED
|
@@ -0,0 +1,88 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"tag": "opt10_D2_storm1e-3",
|
| 3 |
+
"script": "opt10_sfa_integer_train.py",
|
| 4 |
+
"script_sha256_16": "f2437693c3bf8491",
|
| 5 |
+
"hf_folder": "opt10_sfa_integer_train",
|
| 6 |
+
"priority": 1,
|
| 7 |
+
"note": "",
|
| 8 |
+
"phase": 7,
|
| 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/opt10_sfa_integer_train.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 |
+
"--sfa-levels",
|
| 32 |
+
"2",
|
| 33 |
+
"--storm-reg",
|
| 34 |
+
"1e-3"
|
| 35 |
+
],
|
| 36 |
+
"flags": [
|
| 37 |
+
"--sfa-levels",
|
| 38 |
+
"2",
|
| 39 |
+
"--storm-reg",
|
| 40 |
+
"1e-3"
|
| 41 |
+
],
|
| 42 |
+
"epochs_requested": 100,
|
| 43 |
+
"epochs_completed": 100,
|
| 44 |
+
"batch_size_per_gpu": 32,
|
| 45 |
+
"num_bins_T": 16,
|
| 46 |
+
"gpus": 2,
|
| 47 |
+
"amp": false,
|
| 48 |
+
"exit_code": 0,
|
| 49 |
+
"status": "ok",
|
| 50 |
+
"duration_s": 508.8,
|
| 51 |
+
"sec_per_epoch": 5.09,
|
| 52 |
+
"started_utc": "2026-08-21T18:06:19.142668+00:00",
|
| 53 |
+
"finished_utc": "2026-08-21T18:14:47.900934+00:00",
|
| 54 |
+
"final_epoch_metrics": {
|
| 55 |
+
"epoch": 100,
|
| 56 |
+
"train_loss": 0.5512070385496856,
|
| 57 |
+
"train_acc": 1.0,
|
| 58 |
+
"test_loss": 0.4087527213674603,
|
| 59 |
+
"test_acc": 0.8977272727272727,
|
| 60 |
+
"best_acc": 0.9242424242424242,
|
| 61 |
+
"spike_rates": [
|
| 62 |
+
0.09429091960191727,
|
| 63 |
+
0.15418242181048675,
|
| 64 |
+
0.1328944511273328,
|
| 65 |
+
0.10315587196279974,
|
| 66 |
+
0.1117944160805029
|
| 67 |
+
],
|
| 68 |
+
"spikes_per_sample": 443555.82282239816,
|
| 69 |
+
"wall_time_s": 2.6165688037872314,
|
| 70 |
+
"timestamp": "2026-08-21T18:12:43.650504+00:00"
|
| 71 |
+
},
|
| 72 |
+
"best": {
|
| 73 |
+
"epoch": 47,
|
| 74 |
+
"test_acc": 0.9242424242424242
|
| 75 |
+
},
|
| 76 |
+
"event_driven": {
|
| 77 |
+
"event_driven_test_acc": 0.8977272727272727,
|
| 78 |
+
"synaptic_ops_per_inference": 621984380.4201388
|
| 79 |
+
},
|
| 80 |
+
"driver_version": 1,
|
| 81 |
+
"zip": {
|
| 82 |
+
"name": "opt10_D2_storm1e-3.zip",
|
| 83 |
+
"files": 312,
|
| 84 |
+
"bytes": 1450528878,
|
| 85 |
+
"MB": 1450.5,
|
| 86 |
+
"sha256": "18e93b8fea7bc2b67f46b88239d5673f297d99f67ef859e1d53fc988cc1646ff"
|
| 87 |
+
}
|
| 88 |
+
}
|
opt10_sfa_integer_train/opt10_D2_storm1e-3.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:18e93b8fea7bc2b67f46b88239d5673f297d99f67ef859e1d53fc988cc1646ff
|
| 3 |
+
size 1450528878
|