p-j-r-1-2-3 commited on
Commit
db52010
·
verified ·
1 Parent(s): 63b651d

add run opt5_bitpack_reg1e-3

Browse files
opt5_spkconv_bitpack/opt5_bitpack_reg1e-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
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,1,2.606671198150039,0.4368029739776952,4.419177315451882,0.2916666666666667,0.2916666666666667,457043.9763857466,2.80485200881958,2.8,2026-08-21T12:18:32.747520+00:00,0.10015499591827393,0.13455420031267054,0.15526220377753763,0.17574049620067372,0.1763210901442696,0.148407,"[0.10015499591827393, 0.13455420031267054, 0.15526220377753763, 0.17574049620067372, 0.1763210901442696]",1,128.37,0.10002,84.0,5406.0
3
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,2,1.890894883627342,0.5130111524163569,2.1401519919886733,0.45454545454545453,0.45454545454545453,500273.51442307694,2.396585702896118,5.2,2026-08-21T12:18:35.174235+00:00,0.10904477974947761,0.14956384546616497,0.16970542248557596,0.18596792659338782,0.16814248351489797,0.156485,"[0.10904477974947761, 0.14956384546616497, 0.16970542248557596, 0.18596792659338782, 0.16814248351489797]",1,145.15,0.09663,96.0,5410.0
4
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,3,1.6640185489973613,0.5539033457249071,1.538616418838501,0.5037878787878788,0.5037878787878788,475458.86199095024,2.419994831085205,7.6,2026-08-21T12:18:37.627488+00:00,0.10240066139137044,0.14264604624579935,0.16537505388259888,0.17581010916653803,0.16513263477998621,0.150273,"[0.10240066139137044, 0.14264604624579935, 0.16537505388259888, 0.17581010916653803, 0.16513263477998621]",,,,,
5
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,4,1.4398106097288734,0.5929368029739777,0.9725271246650002,0.6136363636363636,0.6136363636363636,458643.9951923077,2.418360710144043,10.0,2026-08-21T12:18:40.077638+00:00,0.10466858131044052,0.13080981724402485,0.14892116627272436,0.1719195974223754,0.1623401904807371,0.143732,"[0.10466858131044052, 0.13080981724402485, 0.14892116627272436, 0.1719195974223754, 0.1623401904807371]",1,123.1,0.08269,96.5,5410.0
6
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,5,1.4445058337817849,0.5780669144981413,1.0194481791871968,0.6060606060606061,0.6136363636363636,457186.76597850677,2.432190179824829,12.5,2026-08-21T12:18:42.542517+00:00,0.10601623663130928,0.12963966324048884,0.14472098473240347,0.165284745833453,0.16397300187279196,0.141927,"[0.10601623663130928, 0.12963966324048884, 0.14472098473240347, 0.165284745833453, 0.16397300187279196]",,,,,
7
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,6,1.300632169698694,0.6356877323420075,0.9182026675253203,0.6477272727272727,0.6477272727272727,465955.1303733032,2.43619966506958,14.9,2026-08-21T12:18:45.004277+00:00,0.10922583455548567,0.12987529179629156,0.14823129159562728,0.16470632745939143,0.1671739466050092,0.143843,"[0.10922583455548567, 0.12987529179629156, 0.14823129159562728, 0.16470632745939143, 0.1671739466050092]",1,61.08,0.04133,98.0,2705.0
8
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,7,1.2613440171493473,0.6505576208178439,0.9052929336374457,0.625,0.6477272727272727,465505.3082579185,2.455167293548584,17.4,2026-08-21T12:18:47.490168+00:00,0.10749444584636127,0.13236146507894292,0.14853321541758144,0.16806952129392064,0.16415234436007106,0.144122,"[0.10749444584636127, 0.13236146507894292, 0.14853321541758144, 0.16806952129392064, 0.16415234436007106]",1,62.5,0.04262,98.0,2705.0
9
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,8,1.2400238092947184,0.6561338289962825,0.9473918170639963,0.6287878787878788,0.6477272727272727,464625.63730203616,2.457867383956909,19.8,2026-08-21T12:18:49.974282+00:00,0.1076638251543045,0.1311560711439918,0.14854670359807856,0.16830907937358408,0.16312686397748835,0.143761,"[0.1076638251543045, 0.1311560711439918, 0.14854670359807856, 0.16830907937358408, 0.16312686397748835]",,,,,
10
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,9,1.210189173212725,0.6691449814126395,0.7868860074968049,0.7007575757575758,0.7007575757575758,464916.8731617647,2.4686717987060547,22.3,2026-08-21T12:18:52.468730+00:00,0.10668614375240662,0.13244202820693746,0.1503179809626411,0.1683612667462405,0.17006201779141145,0.145574,"[0.10668614375240662, 0.13244202820693746, 0.1503179809626411, 0.1683612667462405, 0.17006201779141145]",1,140.13,0.09609,96.0,5410.0
11
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,10,1.271774545921269,0.6338289962825279,1.2162800629933674,0.5568181818181818,0.7007575757575758,464208.0657522625,2.4691872596740723,24.8,2026-08-21T12:18:54.970278+00:00,0.10974653547301012,0.12745345603017247,0.14728177470319412,0.16622345412478728,0.167079615242341,0.143557,"[0.10974653547301012, 0.12745345603017247, 0.14728177470319412, 0.16622345412478728, 0.167079615242341]",,,,,
12
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,11,1.1786460169629094,0.6895910780669146,0.9454630396582864,0.625,0.7007575757575758,454327.23996040726,2.47094988822937,27.2,2026-08-21T12:18:57.470784+00:00,0.10898845204535652,0.12386276529115789,0.14067724697730122,0.15810739994049072,0.16719015556223252,0.139765,"[0.10898845204535652, 0.12386276529115789, 0.14067724697730122, 0.15810739994049072, 0.16719015556223252]",1,137.65,0.09448,96.0,5410.0
13
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,12,1.1831952111871713,0.6635687732342007,0.8038443164391951,0.7007575757575758,0.7007575757575758,450819.61170814483,2.4641571044921875,29.7,2026-08-21T12:18:59.961275+00:00,0.11064815170624677,0.1194956981960465,0.13659757463371053,0.1563674229032853,0.16192254161133485,0.137006,"[0.11064815170624677, 0.1194956981960465, 0.13659757463371053, 0.1563674229032853, 0.16192254161133485]",,,,,
14
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,13,1.1541028665344069,0.6821561338289963,1.033510735540679,0.6287878787878788,0.7007575757575758,450170.9987273756,2.450294017791748,32.1,2026-08-21T12:19:02.438665+00:00,0.10900332296595854,0.12205670949290781,0.1377307150293799,0.15316325250793905,0.15479390761431525,0.13535,"[0.10900332296595854, 0.12205670949290781, 0.1377307150293799, 0.15316325250793905, 0.15479390761431525]",1,121.29,0.08255,97.5,5410.0
15
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,14,1.096121043520789,0.7304832713754646,0.8752578244064794,0.6856060606060606,0.7007575757575758,453155.54708710406,2.44290828704834,34.6,2026-08-21T12:19:04.908388+00:00,0.11404509491780225,0.118076750460793,0.1323800323640599,0.1485472137437147,0.15448797275038326,0.133507,"[0.11404509491780225, 0.118076750460793, 0.1323800323640599, 0.1485472137437147, 0.15448797275038326]",,,,,
16
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,15,1.1277221747047397,0.724907063197026,0.9694653568845807,0.7045454545454546,0.7045454545454546,453038.4775169683,2.4307076930999756,37.0,2026-08-21T12:19:07.366219+00:00,0.11385446523918825,0.11841038176242043,0.13358694139648886,0.14364722984678605,0.14758219701402328,0.131416,"[0.11385446523918825, 0.11841038176242043, 0.13358694139648886, 0.14364722984678605, 0.14758219701402328]",1,126.19,0.0852,96.0,5410.0
17
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,16,1.1594806608214254,0.6877323420074349,0.7652365366617838,0.7121212121212122,0.7121212121212122,452277.30175339367,2.4200844764709473,39.4,2026-08-21T12:19:09.816803+00:00,0.11163320348543279,0.11878850530175601,0.1404682827346465,0.14367029684431412,0.13418791399282567,0.12975,"[0.11163320348543279, 0.11878850530175601, 0.1404682827346465, 0.14367029684431412, 0.13418791399282567]",,,,,
18
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,17,1.117990424198732,0.7044609665427509,0.8127401994936394,0.6818181818181818,0.7121212121212122,443255.4014423077,2.4188971519470215,41.9,2026-08-21T12:19:12.268328+00:00,0.10716294541078455,0.11880516742958742,0.1409381365074831,0.14383466103497675,0.1423389385728275,0.130616,"[0.10716294541078455, 0.11880516742958742, 0.1409381365074831, 0.14383466103497675, 0.1423389385728275]",1,136.33,0.0916,96.0,5410.0
19
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,18,1.035546323623799,0.758364312267658,1.160924550258752,0.5984848484848485,0.7121212121212122,441677.5005656109,2.4114015102386475,44.3,2026-08-21T12:19:14.706380+00:00,0.10952817867783939,0.11229511657181908,0.140677190878812,0.14709986132733963,0.14184996661017923,0.13029,"[0.10952817867783939, 0.11229511657181908, 0.140677190878812, 0.14709986132733963, 0.14184996661017923]",,,,,
20
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,19,1.038894808425336,0.7602230483271375,0.707362068421913,0.7083333333333334,0.7121212121212122,440622.8059954751,2.406163215637207,46.7,2026-08-21T12:19:17.138640+00:00,0.10960920418010038,0.1148990042069379,0.1343861288007568,0.14208548472208135,0.14204130628529718,0.128604,"[0.10960920418010038, 0.1148990042069379, 0.1343861288007568, 0.14208548472208135, 0.14204130628529718]",1,113.74,0.07602,94.5,5410.0
21
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,20,1.0746681668058204,0.7565055762081785,0.8865561467228513,0.7045454545454546,0.7121212121212122,424748.1787330317,2.399446964263916,49.1,2026-08-21T12:19:19.563519+00:00,0.10314424511264353,0.11460686825654086,0.13063855907496283,0.1414256867240457,0.1468317026601118,0.127329,"[0.10314424511264353, 0.11460686825654086, 0.13063855907496283, 0.1414256867240457, 0.1468317026601118]",,,,,
22
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,21,1.0887130259581215,0.7360594795539034,0.8506456324548433,0.6590909090909091,0.7121212121212122,422580.22765837103,2.3930294513702393,51.5,2026-08-21T12:19:21.982484+00:00,0.1033184808843276,0.11350925529704374,0.12905923934543834,0.13732341107200174,0.14483970578979044,0.12561,"[0.1033184808843276, 0.11350925529704374, 0.12905923934543834, 0.13732341107200174, 0.14483970578979044]",1,132.72,0.08822,96.5,5410.0
23
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,22,1.0490644148734423,0.7490706319702602,0.7612654133276506,0.6893939393939394,0.7121212121212122,433437.63320135744,2.3930156230926514,53.9,2026-08-21T12:19:24.401125+00:00,0.10777872011942022,0.11376419225159813,0.1309896970496458,0.13935543421436758,0.13984126115546508,0.126346,"[0.10777872011942022, 0.11376419225159813, 0.1309896970496458, 0.13935543421436758, 0.13984126115546508]",,,,,
24
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,23,1.0497200524496766,0.7434944237918215,0.6587187792315627,0.7386363636363636,0.7386363636363636,428352.35605203616,2.389662504196167,56.2,2026-08-21T12:19:26.816335+00:00,0.10493561669307597,0.11435754728667877,0.13183273024418773,0.1375864533817067,0.14531393612132354,0.126805,"[0.10493561669307597, 0.11435754728667877, 0.13183273024418773, 0.1375864533817067, 0.14531393612132354]",1,142.93,0.09488,94.5,5410.0
25
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,24,0.9742756778422784,0.79182156133829,0.7149271387042422,0.7272727272727273,0.7386363636363636,421515.7129524887,2.389216184616089,58.6,2026-08-21T12:19:29.236311+00:00,0.10222236023229711,0.113109212149592,0.1322973800056121,0.13691456878886504,0.1458131267743952,0.126071,"[0.10222236023229711, 0.113109212149592, 0.1322973800056121, 0.13691456878886504, 0.1458131267743952]",,,,,
26
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,25,0.9749995729293965,0.7973977695167286,0.7080705201987064,0.7045454545454546,0.7386363636363636,419093.58554864256,2.3831112384796143,61.0,2026-08-21T12:19:31.645568+00:00,0.10230373635011561,0.11254668411086588,0.1288293687736287,0.13565751822555766,0.1433760874411639,0.124543,"[0.10230373635011561, 0.11254668411086588, 0.1288293687736287, 0.13565751822555766, 0.1433760874411639]",1,106.82,0.07071,98.5,5410.0
27
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,26,0.9805202998193223,0.7769516728624535,0.6678242791782726,0.6931818181818182,0.7386363636363636,409792.5106052036,2.3844990730285645,63.4,2026-08-21T12:19:34.055939+00:00,0.09984015059821746,0.11273850412929759,0.12088806225973017,0.1344437458935906,0.14170726958443136,0.121924,"[0.09984015059821746, 0.11273850412929759, 0.12088806225973017, 0.1344437458935906, 0.14170726958443136]",,,,,
28
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,27,0.9842847745214697,0.7806691449814126,0.7791403243035981,0.6818181818181818,0.7386363636363636,409953.472709276,2.387380361557007,65.8,2026-08-21T12:19:36.468050+00:00,0.10086749976172167,0.11243645627708997,0.11888920647256515,0.12976657204768238,0.13978811484925888,0.12035,"[0.10086749976172167, 0.11243645627708997, 0.11888920647256515, 0.12976657204768238, 0.13978811484925888]",1,128.39,0.08514,91.5,5410.0
29
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,28,0.9666851437667932,0.8011152416356877,0.5565216956716595,0.7765151515151515,0.7765151515151515,411107.94697398186,2.387162685394287,68.2,2026-08-21T12:19:38.880352+00:00,0.10213984592872508,0.10914258395924288,0.12189154809012133,0.13265599047436433,0.1382890589096967,0.120824,"[0.10213984592872508, 0.10914258395924288, 0.12189154809012133, 0.13265599047436433, 0.1382890589096967]",,,,,
30
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,29,0.9121982430879955,0.8085501858736059,0.6322459596576113,0.7575757575757576,0.7765151515151515,405153.3754242081,2.387812852859497,70.6,2026-08-21T12:19:41.299991+00:00,0.10004329725223429,0.11024776539381813,0.11806224768652636,0.12736709766528187,0.13625713744584253,0.118396,"[0.10004329725223429, 0.11024776539381813, 0.11806224768652636, 0.12736709766528187, 0.13625713744584253]",1,119.93,0.07955,96.5,5410.0
31
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,30,0.9024748986095301,0.8401486988847584,0.6547057411887429,0.7765151515151515,0.7765151515151515,396840.9076640272,2.3918113708496094,73.0,2026-08-21T12:19:43.719126+00:00,0.09609346705324509,0.11204053724513334,0.11582072166835561,0.12197668017709956,0.1329981605796253,0.115786,"[0.09609346705324509, 0.11204053724513334, 0.11582072166835561, 0.12197668017709956, 0.1329981605796253]",,,,,
32
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,31,0.9236807382239728,0.8197026022304833,0.5294812971895392,0.821969696969697,0.821969696969697,407344.8673642534,2.389824867248535,75.4,2026-08-21T12:19:46.134345+00:00,0.09757530908374225,0.11666635599206476,0.11976145120228038,0.12555970032425487,0.1341374604141011,0.11874,"[0.09757530908374225, 0.11666635599206476, 0.11976145120228038, 0.12555970032425487, 0.1341374604141011]",1,138.07,0.09166,96.5,5410.0
33
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,32,0.8511919452355253,0.8550185873605948,0.44811438430439343,0.875,0.875,408879.14394796384,2.3930623531341553,77.7,2026-08-21T12:19:48.559711+00:00,0.09594487617997562,0.12090459641288309,0.12042289358728073,0.126720749280032,0.13538317469989553,0.119875,"[0.09594487617997562, 0.12090459641288309, 0.12042289358728073, 0.126720749280032, 0.13538317469989553]",,,,,
34
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,33,0.867825762711493,0.8605947955390335,0.6504905747644829,0.7575757575757576,0.875,406018.3745757919,2.3931732177734375,80.1,2026-08-21T12:19:50.995032+00:00,0.09021824554485433,0.12775257010670268,0.12402550876140594,0.1273735564421205,0.13460646131459406,0.120795,"[0.09021824554485433, 0.12775257010670268, 0.12402550876140594, 0.1273735564421205, 0.13460646131459406]",,,,,
35
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,34,0.8273405450427399,0.8828996282527881,0.4969457026683923,0.8257575757575758,0.875,402786.4643665158,2.398432493209839,82.5,2026-08-21T12:19:53.419931+00:00,0.08971055377932156,0.12723159001154058,0.12148133928284925,0.1251210868358612,0.13587204323095434,0.119883,"[0.08971055377932156, 0.12723159001154058, 0.12148133928284925, 0.1251210868358612, 0.13587204323095434]",,,,,
36
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,35,0.8514752077790441,0.862453531598513,0.694711710467483,0.7803030303030303,0.875,400466.67180429865,2.3957831859588623,84.9,2026-08-21T12:19:55.842336+00:00,0.0895695191095857,0.12549448320094278,0.12104722375378889,0.12512951212770798,0.13873047688428095,0.119994,"[0.0895695191095857, 0.12549448320094278, 0.12104722375378889, 0.12512951212770798, 0.13873047688428095]",,,,,
37
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,36,0.8436424160535451,0.8661710037174721,0.4428237893364646,0.8409090909090909,0.875,402256.9397624434,2.404338836669922,87.3,2026-08-21T12:19:58.271956+00:00,0.092690110206604,0.12220809477217057,0.11854504662401535,0.12499546697911094,0.14133184096392462,0.119954,"[0.092690110206604, 0.12220809477217057, 0.11854504662401535, 0.12499546697911094, 0.14133184096392462]",1,135.51,0.0905,96.5,5410.0
38
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,37,0.7963488620453164,0.8940520446096655,0.4559718311736078,0.8560606060606061,0.875,405105.9014423077,2.4076550006866455,89.7,2026-08-21T12:20:00.705174+00:00,0.09523667526595733,0.12036661496933769,0.11719320845954559,0.12607792282805724,0.14199209476218505,0.120173,"[0.09523667526595733, 0.12036661496933769, 0.11719320845954559, 0.12607792282805724, 0.14199209476218505]",,,,,
39
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,38,0.8070865191491563,0.8977695167286245,0.45546170436974726,0.8409090909090909,0.875,403398.285209276,2.40488338470459,92.1,2026-08-21T12:20:03.135645+00:00,0.0951472463853219,0.12008492429466809,0.11601812699261833,0.1217171361341196,0.13753271365866943,0.1181,"[0.0951472463853219, 0.12008492429466809, 0.11601812699261833, 0.1217171361341196, 0.13753271365866943]",1,136.47,0.09117,96.0,5410.0
40
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,39,0.7616904400095177,0.9033457249070632,0.5782669710390496,0.8636363636363636,0.875,397211.23076923075,2.4058966636657715,94.6,2026-08-21T12:20:05.567322+00:00,0.09306741637342117,0.11928641401669558,0.11510487076114206,0.11787787211291931,0.13696485845481648,0.11646,"[0.09306741637342117, 0.11928641401669558, 0.11510487076114206, 0.11787787211291931, 0.13696485845481648]",,,,,
41
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,40,0.7708885180019535,0.9070631970260223,0.6159762162150759,0.8068181818181818,0.875,390880.47850678733,2.4097440242767334,97.0,2026-08-21T12:20:08.002413+00:00,0.0922253412358901,0.11561234426849029,0.11362892038681928,0.1183188342872788,0.13708772291155422,0.115375,"[0.0922253412358901, 0.11561234426849029, 0.11362892038681928, 0.1183188342872788, 0.13708772291155422]",1,131.31,0.0879,96.5,5410.0
42
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,41,0.7496619944678806,0.9237918215613383,0.3868718020843737,0.8560606060606061,0.875,393543.63574660633,2.4117767810821533,99.4,2026-08-21T12:20:10.439694+00:00,0.09220564233906128,0.11761486223515343,0.11435313741950427,0.11977625243804034,0.1413251091452206,0.117055,"[0.09220564233906128, 0.11761486223515343, 0.11435313741950427, 0.11977625243804034, 0.1413251091452206]",,,,,
43
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,42,0.7499405540055059,0.9405204460966543,0.5416355205304695,0.7840909090909091,0.875,398401.684530543,2.4157536029815674,101.8,2026-08-21T12:20:12.881131+00:00,0.09238545289810966,0.12129678533357732,0.11566782479777056,0.11909741426215452,0.14369536585667553,0.118429,"[0.09238545289810966, 0.12129678533357732, 0.11566782479777056, 0.11909741426215452, 0.14369536585667553]",1,142.4,0.09556,96.5,5410.0
44
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,43,0.7126722504215169,0.9442379182156134,0.42435708371075714,0.8446969696969697,0.875,396932.45489253395,2.416759967803955,104.2,2026-08-21T12:20:15.322569+00:00,0.09297051193083034,0.1197531512554954,0.11339615241569631,0.120156470905332,0.1404431032783845,0.117344,"[0.09297051193083034, 0.1197531512554954, 0.11339615241569631, 0.120156470905332, 0.1404431032783845]",,,,,
45
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,44,0.736281470738379,0.9312267657992565,0.31845106319947675,0.9204545454545454,0.9204545454545454,395875.14423076925,2.418978214263916,106.6,2026-08-21T12:20:17.768515+00:00,0.09297292241278816,0.11921733530128703,0.11262146427350886,0.11943818979403552,0.14053032328100765,0.116956,"[0.09297292241278816, 0.11921733530128703, 0.11262146427350886, 0.11943818979403552, 0.14053032328100765]",1,131.41,0.0883,97.0,5410.0
46
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,45,0.7246014723990486,0.9423791821561338,0.42582842436703766,0.8560606060606061,0.9204545454545454,394812.6286764706,2.415630340576172,109.0,2026-08-21T12:20:20.214035+00:00,0.093985477791113,0.11779035890803617,0.11049081034520093,0.1154157330884653,0.1350306000779657,0.114543,"[0.093985477791113, 0.11779035890803617, 0.11049081034520093, 0.1154157330884653, 0.1350306000779657]",,,,,
47
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,46,0.7199110421992589,0.9349442379182156,0.45933905243873596,0.8257575757575758,0.9204545454545454,392086.661199095,2.415107011795044,111.5,2026-08-21T12:20:22.655532+00:00,0.09464871138334274,0.11423033870318357,0.11011257154100082,0.11381792189443812,0.13784819403115442,0.114132,"[0.09464871138334274, 0.11423033870318357, 0.11011257154100082, 0.11381792189443812, 0.13784819403115442]",1,128.63,0.08629,96.5,5410.0
48
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,47,0.7017492516776443,0.9386617100371747,0.5283366044362386,0.8598484848484849,0.9204545454545454,389004.6179298642,2.4138360023498535,113.9,2026-08-21T12:20:25.095398+00:00,0.09238623740041957,0.1164946700720226,0.10931039601564407,0.11142655418199651,0.14061983893899357,0.114048,"[0.09238623740041957, 0.1164946700720226, 0.10931039601564407, 0.11142655418199651, 0.14061983893899357]",,,,,
49
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,48,0.6996591421308127,0.9405204460966543,0.43865983775167755,0.8598484848484849,0.9204545454545454,393364.0537330317,2.4162981510162354,116.3,2026-08-21T12:20:27.537608+00:00,0.09613158290877062,0.11499294682460673,0.10596667624571744,0.11019624331418205,0.13966854705530055,0.113391,"[0.09613158290877062, 0.11499294682460673, 0.10596667624571744, 0.11019624331418205, 0.13966854705530055]",1,110.67,0.07428,98.0,5410.0
50
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,49,0.6935491681542095,0.9442379182156134,0.32763553365613474,0.9053030303030303,0.9204545454545454,393576.6241515837,2.4134950637817383,118.7,2026-08-21T12:20:29.977378+00:00,0.09689505617408191,0.11341695575153127,0.10622740668409011,0.1109264826073366,0.1434859028633903,0.11419,"[0.09689505617408191, 0.11341695575153127, 0.10622740668409011, 0.1109264826073366, 0.1434859028633903]",,,,,
51
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,50,0.6853199333063289,0.9479553903345725,0.36208767240697687,0.9015151515151515,0.9204545454545454,387880.0861142534,2.411078691482544,121.1,2026-08-21T12:20:32.414506+00:00,0.09524214749827105,0.11281611332122017,0.10348699943107717,0.10963831885772593,0.1440332680940628,0.113043,"[0.09524214749827105, 0.11281611332122017, 0.10348699943107717, 0.10963831885772593, 0.1440332680940628]",1,124.56,0.08342,92.5,5410.0
52
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,51,0.6914406447605572,0.9442379182156134,0.3274981505943067,0.9318181818181818,0.9318181818181818,390026.42463235295,2.4109699726104736,123.5,2026-08-21T12:20:34.852241+00:00,0.09310466051101685,0.11703714991317075,0.10774615056374494,0.10969822678495855,0.13941365305115194,0.1134,"[0.09310466051101685, 0.11703714991317075, 0.10774615056374494, 0.10969822678495855, 0.13941365305115194]",,,,,
53
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,52,0.6663437062479749,0.9572490706319703,0.33802967541145557,0.8901515151515151,0.9318181818181818,387859.14366515836,2.41290020942688,125.9,2026-08-21T12:20:37.295651+00:00,0.09156224043930278,0.11900540660409366,0.1063372931059669,0.10783750914475497,0.13773038720383363,0.112495,"[0.09156224043930278, 0.11900540660409366, 0.1063372931059669, 0.10783750914475497, 0.13773038720383363]",1,140.53,0.09419,93.5,5410.0
54
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,53,0.6678359269209511,0.9572490706319703,0.30729002753893536,0.9242424242424242,0.9318181818181818,380539.6862273756,2.409324884414673,128.3,2026-08-21T12:20:39.730187+00:00,0.09056833474075093,0.11536756157875061,0.10304262226118761,0.10984701926217359,0.1431311184869093,0.112391,"[0.09056833474075093, 0.11536756157875061, 0.10304262226118761, 0.10984701926217359, 0.1431311184869093]",,,,,
55
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,54,0.6494374855743464,0.9702602230483272,0.5007246163758364,0.8409090909090909,0.9318181818181818,382319.5241798642,2.410282850265503,130.8,2026-08-21T12:20:42.169183+00:00,0.09208826326272067,0.11443064055022072,0.1031594727845753,0.10640379435875837,0.1387731117360732,0.110971,"[0.09208826326272067, 0.11443064055022072, 0.1031594727845753, 0.10640379435875837, 0.1387731117360732]",1,129.36,0.08661,96.0,5410.0
56
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,55,0.660540308429406,0.9609665427509294,0.3244666967428092,0.9318181818181818,0.9318181818181818,383401.7443438914,2.4064536094665527,133.2,2026-08-21T12:20:44.601221+00:00,0.09332694639177884,0.11334535567199483,0.10270117661532234,0.10532546832281,0.1393290565294378,0.110806,"[0.09332694639177884, 0.11334535567199483, 0.10270117661532234, 0.10532546832281, 0.1393290565294378]",,,,,
57
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,56,0.6362781606642287,0.9721189591078067,0.40600499149524805,0.8787878787878788,0.9318181818181818,383939.9759615385,2.414147138595581,135.6,2026-08-21T12:20:47.041226+00:00,0.09282537067637724,0.11429518505054362,0.10292166340000489,0.10907538366668365,0.1376680232146207,0.111357,"[0.09282537067637724, 0.11429518505054362, 0.10292166340000489, 0.10907538366668365, 0.1376680232146207]",1,135.27,0.09071,97.0,5410.0
58
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,57,0.6308143628574215,0.9776951672862454,0.3308884122154929,0.9128787878787878,0.9318181818181818,386341.67915723985,2.4103777408599854,138.0,2026-08-21T12:20:49.477537+00:00,0.09349407956880681,0.11592443769468981,0.10163747826043297,0.1086219351957826,0.14075635724207936,0.112087,"[0.09349407956880681, 0.11592443769468981, 0.10163747826043297, 0.1086219351957826, 0.14075635724207936]",,,,,
59
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,58,0.6363161611734269,0.9739776951672863,0.2955196635289626,0.9242424242424242,0.9318181818181818,384808.39111990953,2.410810708999634,140.4,2026-08-21T12:20:51.914161+00:00,0.09357352861586739,0.115191391285728,0.10090124694740071,0.10497255141244215,0.13246731328613617,0.109421,"[0.09357352861586739, 0.115191391285728, 0.10090124694740071, 0.10497255141244215, 0.13246731328613617]",,,,,
60
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,59,0.6591110958485799,0.9646840148698885,0.35326706008477643,0.9128787878787878,0.9318181818181818,381756.0633484163,2.4071602821350098,142.8,2026-08-21T12:20:54.347215+00:00,0.09307394352029352,0.11343090893591151,0.10005804326604395,0.10702726639368955,0.13414237955037286,0.109547,"[0.09307394352029352, 0.11343090893591151, 0.10005804326604395, 0.10702726639368955, 0.13414237955037286]",1,121.48,0.08123,96.0,5410.0
61
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,60,0.6379894053625794,0.9684014869888475,0.3318264800490755,0.9128787878787878,0.9318181818181818,381499.95475113124,2.413144588470459,145.2,2026-08-21T12:20:56.787198+00:00,0.09299939651699628,0.11417462107013254,0.09920835670302897,0.1037587904754807,0.13348219499868505,0.108725,"[0.09299939651699628, 0.11417462107013254, 0.09920835670302897, 0.1037587904754807, 0.13348219499868505]",,,,,
62
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,61,0.6219712976629406,0.9795539033457249,0.2947454506700689,0.928030303030303,0.9318181818181818,381175.27205882355,2.414523124694824,147.6,2026-08-21T12:20:59.227517+00:00,0.09225765221259173,0.11499519865302478,0.09982988106853821,0.10411231044460745,0.13314275618861704,0.108868,"[0.09225765221259173, 0.11499519865302478, 0.09982988106853821, 0.10411231044460745, 0.13314275618861704]",1,143.04,0.09594,96.0,5410.0
63
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,62,0.6190888801915052,0.9869888475836431,0.2974104420705275,0.9242424242424242,0.9318181818181818,380942.03987556556,2.4098663330078125,150.0,2026-08-21T12:21:01.663304+00:00,0.09208224582321503,0.11640412535737543,0.09778682712246389,0.10231802174273659,0.12871354730690227,0.107461,"[0.09208224582321503, 0.11640412535737543, 0.09778682712246389, 0.10231802174273659, 0.12871354730690227]",,,,,
64
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,63,0.6377669205009716,0.9702602230483272,0.3600792342966253,0.9318181818181818,0.9318181818181818,379177.45729638013,2.4115238189697266,152.5,2026-08-21T12:21:04.100579+00:00,0.09202214286607854,0.11527969337561551,0.0969106476096546,0.10207654886385974,0.1326241992852267,0.107783,"[0.09202214286607854, 0.11527969337561551, 0.0969106476096546, 0.10207654886385974, 0.1326241992852267]",1,124.71,0.08354,96.5,5410.0
65
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,64,0.6135029048281532,0.9851301115241635,0.28308402679183264,0.9242424242424242,0.9318181818181818,378801.7259615385,2.4168431758880615,154.9,2026-08-21T12:21:06.543431+00:00,0.09169498436591204,0.11523155122995377,0.09744031946448718,0.10285639149301193,0.1302958534044378,0.107504,"[0.09169498436591204, 0.11523155122995377, 0.09744031946448718, 0.10285639149301193, 0.1302958534044378]",,,,,
66
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,65,0.6075239790859719,0.983271375464684,0.2970351387153972,0.928030303030303,0.9318181818181818,377866.3081165158,2.4143004417419434,157.3,2026-08-21T12:21:08.983887+00:00,0.09144931418054245,0.11486765128724716,0.09761114593814402,0.10189157066976323,0.13026606072397792,0.107217,"[0.09144931418054245, 0.11486765128724716, 0.09761114593814402, 0.10189157066976323, 0.13026606072397792]",1,144.07,0.09662,96.5,5410.0
67
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,66,0.5967032727698854,0.9869888475836431,0.3290724442763762,0.9053030303030303,0.9318181818181818,380615.6307975113,2.407179355621338,159.7,2026-08-21T12:21:11.416694+00:00,0.09201377542579875,0.11635830165708766,0.09749690530931249,0.1024256466942675,0.12921644922565012,0.107502,"[0.09201377542579875, 0.11635830165708766, 0.09749690530931249, 0.1024256466942675, 0.12921644922565012]",,,,,
68
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,67,0.5924537110949094,0.9944237918215614,0.3007899179603114,0.9356060606060606,0.9356060606060606,382752.0060803168,2.4193639755249023,162.1,2026-08-21T12:21:13.862411+00:00,0.09179909351994009,0.11744093281381271,0.09999797800007988,0.10341757579761393,0.13044500613913818,0.10862,"[0.09179909351994009, 0.11744093281381271, 0.09999797800007988, 0.10341757579761393, 0.13044500613913818]",1,119.2,0.08011,96.0,5410.0
69
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,68,0.6019872152229224,0.9888475836431226,0.3155070028521798,0.9242424242424242,0.9356060606060606,380538.79015837103,2.410581350326538,164.5,2026-08-21T12:21:16.303295+00:00,0.0921126498895533,0.11503503515439875,0.09949006008751252,0.10278288932407603,0.1305998204385533,0.108004,"[0.0921126498895533, 0.11503503515439875, 0.09949006008751252, 0.10278288932407603, 0.1305998204385533]",,,,,
70
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,69,0.5934349960997202,0.9851301115241635,0.34759763154116546,0.9242424242424242,0.9356060606060606,378129.26173642534,2.414402961730957,166.9,2026-08-21T12:21:18.743617+00:00,0.09208379685878754,0.11395554726614672,0.09734197048579946,0.10196216842707466,0.13263913024874294,0.107597,"[0.09208379685878754, 0.11395554726614672, 0.09734197048579946, 0.10196216842707466, 0.13263913024874294]",1,146.94,0.09855,96.5,5410.0
71
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,70,0.5986229704215181,0.9907063197026023,0.3018669802131075,0.9318181818181818,0.9356060606060606,382404.04058257915,2.4046669006347656,169.3,2026-08-21T12:21:21.174346+00:00,0.09273531550870222,0.1163965774809613,0.09831398637855754,0.10076487590284909,0.1321384722695631,0.10807,"[0.09273531550870222, 0.1163965774809613, 0.09831398637855754, 0.10076487590284909, 0.1321384722695631]",,,,,
72
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,71,0.5943907315403112,0.9851301115241635,0.2834021056240255,0.928030303030303,0.9356060606060606,376425.85888009047,2.403916358947754,171.7,2026-08-21T12:21:23.604070+00:00,0.09168490329209496,0.11332476708818884,0.0975335972274051,0.09979824809467092,0.1299159710898119,0.106451,"[0.09168490329209496, 0.11332476708818884, 0.0975335972274051, 0.09979824809467092, 0.1299159710898119]",1,126.09,0.0842,96.5,5410.0
73
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,72,0.6041508662656337,0.9795539033457249,0.3068967813795263,0.928030303030303,0.9356060606060606,377970.60576923075,2.4005484580993652,174.1,2026-08-21T12:21:26.029318+00:00,0.09237266901661367,0.11339606520007639,0.09782160380307366,0.09901299985016093,0.12734117139788234,0.105989,"[0.09237266901661367, 0.11339606520007639, 0.09782160380307366, 0.09901299985016093, 0.12734117139788234]",,,,,
74
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,73,0.5884772093765798,0.9944237918215614,0.3037548001968499,0.9356060606060606,0.9356060606060606,379084.6841063348,2.4126527309417725,176.6,2026-08-21T12:21:28.467118+00:00,0.0926482922890607,0.11422771390746622,0.0971882882363656,0.09895523462225408,0.12783561471630545,0.106171,"[0.0926482922890607, 0.11422771390746622, 0.0971882882363656, 0.09895523462225408, 0.12783561471630545]",1,104.46,0.07001,96.0,5410.0
75
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,74,0.5957604795140404,0.983271375464684,0.3188754297567136,0.9318181818181818,0.9356060606060606,376526.9300056561,2.403984308242798,179.0,2026-08-21T12:21:30.896882+00:00,0.09200504071572248,0.11324532724478666,0.09679252172217649,0.09900871357497047,0.1305690959972494,0.106324,"[0.09200504071572248, 0.11324532724478666, 0.09679252172217649, 0.09900871357497047, 0.1305690959972494]",,,,,
76
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,75,0.6016657297052859,0.983271375464684,0.3046696088982351,0.9393939393939394,0.9393939393939394,376393.95164027147,2.4074137210845947,181.4,2026-08-21T12:21:33.331778+00:00,0.09171807196210413,0.11339398210539538,0.09708745339337517,0.10019713947001625,0.1308114064090392,0.106642,"[0.09171807196210413, 0.11339398210539538, 0.09708745339337517, 0.10019713947001625, 0.1308114064090392]",1,108.67,0.07267,99.0,5410.0
77
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,76,0.5926398956199561,0.983271375464684,0.3061852617697282,0.9318181818181818,0.9393939393939394,374028.9408936652,2.4046881198883057,183.8,2026-08-21T12:21:35.769795+00:00,0.09111016156042323,0.11286590774269666,0.0965667551054674,0.09842527000343099,0.12698170980986426,0.10519,"[0.09111016156042323, 0.11286590774269666, 0.0965667551054674, 0.09842527000343099, 0.12698170980986426]",,,,,
78
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,77,0.5887771836000747,0.9869888475836431,0.3240788849917325,0.928030303030303,0.9393939393939394,373934.33455882355,2.414498805999756,186.2,2026-08-21T12:21:38.209286+00:00,0.09080181358491674,0.11319431355770897,0.09657587023342357,0.09986044422668569,0.12888177440446966,0.105863,"[0.09080181358491674, 0.11319431355770897, 0.09657587023342357, 0.09986044422668569, 0.12888177440446966]",1,143.87,0.09649,92.0,5410.0
79
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,78,0.5963203477150446,0.9888475836431226,0.3157063532959331,0.9318181818181818,0.9393939393939394,374960.67774321267,2.41097092628479,188.6,2026-08-21T12:21:40.646093+00:00,0.09141163002042209,0.1133644519483342,0.0962524900541586,0.09804061099010355,0.12601224157740087,0.105016,"[0.09141163002042209, 0.1133644519483342, 0.0962524900541586, 0.09804061099010355, 0.12601224157740087]",,,,,
80
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,79,0.5929791945063935,0.9869888475836431,0.30045714703473175,0.9318181818181818,0.9393939393939394,375406.33003393665,2.413835048675537,191.0,2026-08-21T12:21:43.085292+00:00,0.09163646268493988,0.11326081130434484,0.09635696823106092,0.09818381991456537,0.12718007406767676,0.105324,"[0.09163646268493988, 0.11326081130434484, 0.09635696823106092, 0.09818381991456537, 0.12718007406767676]",1,122.31,0.08201,96.0,5410.0
81
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,80,0.5816561661688369,0.9925650557620818,0.2980643578551032,0.9356060606060606,0.9393939393939394,373249.89479638013,2.4080240726470947,193.4,2026-08-21T12:21:45.519564+00:00,0.09141826980254229,0.11244308247285731,0.0951637459151885,0.09662133981199826,0.12583212203839245,0.104296,"[0.09141826980254229, 0.11244308247285731, 0.0951637459151885, 0.09662133981199826, 0.12583212203839245]",,,,,
82
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,81,0.5886683182645465,0.9944237918215614,0.306861448468584,0.9242424242424242,0.9393939393939394,371905.7232748869,2.4180517196655273,195.8,2026-08-21T12:21:47.964619+00:00,0.09130269113708944,0.11138811882804422,0.09531417620532653,0.09609177358010236,0.12518288151306264,0.103856,"[0.09130269113708944, 0.11138811882804422, 0.09531417620532653, 0.09609177358010236, 0.12518288151306264]",,,,,
83
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,82,0.5835945304884786,0.9907063197026023,0.29202576117082074,0.9356060606060606,0.9393939393939394,374720.41883484164,2.4140472412109375,198.3,2026-08-21T12:21:50.403941+00:00,0.09129964122000862,0.11335047465913436,0.09642025653053732,0.09741008676150266,0.12656319754965165,0.105009,"[0.09129964122000862, 0.11335047465913436, 0.09642025653053732, 0.09741008676150266, 0.12656319754965165]",1,139.12,0.09329,97.0,5410.0
84
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,83,0.5812777167802406,1.0,0.3035619633667397,0.9318181818181818,0.9393939393939394,371255.2525452489,2.408740997314453,200.7,2026-08-21T12:21:52.837513+00:00,0.09129549825892729,0.11110023803570691,0.09469661642523373,0.09610261461314033,0.12380366991547977,0.1034,"[0.09129549825892729, 0.11110023803570691, 0.09469661642523373, 0.09610261461314033, 0.12380366991547977]",,,,,
85
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,84,0.5819369324077904,0.9925650557620818,0.3100997381138079,0.9393939393939394,0.9393939393939394,373468.6488970588,2.407796621322632,203.1,2026-08-21T12:21:55.271328+00:00,0.09188228407326866,0.11204357269932241,0.09450243369621389,0.09670367968433044,0.12590587884187698,0.104208,"[0.09188228407326866, 0.11204357269932241, 0.09450243369621389, 0.09670367968433044, 0.12590587884187698]",1,126.08,0.08433,96.5,5410.0
86
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,85,0.5813385549531107,0.9944237918215614,0.31416895804983197,0.9318181818181818,0.9393939393939394,373901.1930147059,2.4132680892944336,205.5,2026-08-21T12:21:57.711341+00:00,0.09202282262199066,0.11195504183278364,0.0949089237872292,0.09674842042081497,0.12729037246283362,0.104585,"[0.09202282262199066, 0.11195504183278364, 0.0949089237872292, 0.09674842042081497, 0.12729037246283362]",,,,,
87
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,86,0.5849553526112581,0.9944237918215614,0.3086503400947108,0.9242424242424242,0.9393939393939394,372278.1846719457,2.414747714996338,207.9,2026-08-21T12:22:00.151091+00:00,0.09149043875582077,0.11143397978123497,0.09518804050543729,0.09604053944349289,0.12564057637663448,0.103959,"[0.09149043875582077, 0.11143397978123497, 0.09518804050543729, 0.09604053944349289, 0.12564057637663448]",1,128.73,0.08635,97.0,5410.0
88
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,87,0.5715737599865655,0.9944237918215614,0.3047903460083586,0.9356060606060606,0.9393939393939394,372836.7194570136,2.4080920219421387,210.3,2026-08-21T12:22:02.585048+00:00,0.09189250276369207,0.11144365414100535,0.09466131338301827,0.0958044410628431,0.1271911035565769,0.104199,"[0.09189250276369207, 0.11144365414100535, 0.09466131338301827, 0.0958044410628431, 0.1271911035565769]",,,,,
89
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,88,0.5809379350740227,0.9962825278810409,0.2813848645398111,0.9356060606060606,0.9393939393939394,371920.8412047511,2.406921625137329,212.7,2026-08-21T12:22:05.016259+00:00,0.09173419501851587,0.11079351779292612,0.0948591328719083,0.09580701107487959,0.12640153046916514,0.103919,"[0.09173419501851587, 0.11079351779292612, 0.0948591328719083, 0.09580701107487959, 0.12640153046916514]",1,123.01,0.08224,96.5,5410.0
90
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,89,0.5733503030135286,0.9962825278810409,0.3046021046060504,0.9318181818181818,0.9393939393939394,372632.23557692306,2.408128261566162,215.1,2026-08-21T12:22:07.450350+00:00,0.09169953973854289,0.11154564075610217,0.09490314082187765,0.09572595620856565,0.12424529475324295,0.103624,"[0.09169953973854289, 0.11154564075610217, 0.09490314082187765, 0.09572595620856565, 0.12424529475324295]",,,,,
91
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,90,0.5767439100822108,0.9925650557620818,0.2792953469536521,0.9393939393939394,0.9393939393939394,371038.51102941175,2.4064910411834717,217.5,2026-08-21T12:22:09.882225+00:00,0.09147574226645862,0.11058617646203321,0.09464150667190552,0.09572949786396588,0.12660348503028646,0.103807,"[0.09147574226645862, 0.11058617646203321, 0.09464150667190552, 0.09572949786396588, 0.12660348503028646]",1,132.13,0.08832,97.0,5410.0
92
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,91,0.579597757208303,0.9962825278810409,0.2928782927267479,0.9431818181818182,0.9431818181818182,371606.10308257915,2.4055793285369873,219.9,2026-08-21T12:22:12.314621+00:00,0.09150917039198034,0.11103919893503189,0.09474207592361114,0.09555348359486636,0.12562578302972457,0.103694,"[0.09150917039198034, 0.11103919893503189, 0.09474207592361114, 0.09555348359486636, 0.12562578302972457]",,,,,
93
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,92,0.5749169882788534,0.9962825278810409,0.29472184497298615,0.9393939393939394,0.9431818181818182,371582.9671945701,2.4114625453948975,222.3,2026-08-21T12:22:14.757910+00:00,0.09134871249689776,0.111412953804521,0.09453231446883258,0.09583425215061973,0.12500276197405422,0.103626,"[0.09134871249689776, 0.111412953804521, 0.09453231446883258, 0.09583425215061973, 0.12500276197405422]",1,136.88,0.09169,95.5,5410.0
94
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,93,0.5767307766751286,0.9907063197026023,0.303096638935985,0.9318181818181818,0.9431818181818182,371992.3187217195,2.4141697883605957,224.8,2026-08-21T12:22:17.197361+00:00,0.09162210760747685,0.1110355976749869,0.09484905661905513,0.09621698935242261,0.1269371246590334,0.104132,"[0.09162210760747685, 0.1110355976749869, 0.09484905661905513, 0.09621698935242261, 0.1269371246590334]",,,,,
95
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,94,0.5795529595538143,0.9944237918215614,0.2924090741258679,0.9431818181818182,0.9431818181818182,372173.50975678733,2.4145259857177734,227.2,2026-08-21T12:22:19.638852+00:00,0.09142649874967687,0.11157791272682302,0.09491353744969648,0.09616916232249316,0.12628417242975795,0.104074,"[0.09142649874967687, 0.11157791272682302, 0.09491353744969648, 0.09616916232249316, 0.12628417242975795]",1,131.79,0.08839,97.0,5410.0
96
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,95,0.5769171451104175,0.9944237918215614,0.2955163265719558,0.928030303030303,0.9431818181818182,369940.48543552036,2.409550189971924,229.6,2026-08-21T12:22:22.073476+00:00,0.0913633388631484,0.10999189054264742,0.09435224883696612,0.095214282765108,0.12406993876485263,0.102998,"[0.0913633388631484, 0.10999189054264742, 0.09435224883696612, 0.095214282765108, 0.12406993876485263]",,,,,
97
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,96,0.5799757468212936,0.9944237918215614,0.29285517876798456,0.9318181818181818,0.9431818181818182,372252.908229638,2.4130499362945557,232.0,2026-08-21T12:22:24.513627+00:00,0.09161913000485476,0.11138525692855611,0.09472727468785118,0.09600352189120125,0.1259583699352601,0.103939,"[0.09161913000485476, 0.11138525692855611, 0.09472727468785118, 0.09600352189120125, 0.1259583699352601]",2,67.78,0.04543,95.5,2705.0
98
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,97,0.5771851444333016,0.9981412639405205,0.2871208136731928,0.9318181818181818,0.9431818181818182,371546.89267533936,2.4075264930725098,234.4,2026-08-21T12:22:26.948112+00:00,0.09147041510133182,0.11116917738143135,0.094506574465948,0.09559438684407402,0.12616382802233977,0.103781,"[0.09147041510133182, 0.11116917738143135, 0.094506574465948, 0.09559438684407402, 0.12616382802233977]",,,,,
99
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,98,0.5746554393307427,0.9962825278810409,0.29081800760644855,0.9318181818181818,0.9431818181818182,371865.04553167423,2.4086132049560547,236.8,2026-08-21T12:22:29.382672+00:00,0.09143623753505595,0.11129786906873479,0.09494801303919624,0.09577192015507642,0.12619900615776286,0.103931,"[0.09143623753505595, 0.11129786906873479, 0.09494801303919624, 0.09577192015507642, 0.12619900615776286]",1,130.97,0.08763,97.0,5410.0
100
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,99,0.5731532560405235,0.9944237918215614,0.2855060443733678,0.9356060606060606,0.9431818181818182,371580.0657522625,2.4050610065460205,239.2,2026-08-21T12:22:31.812595+00:00,0.09147631771424238,0.11107568574302337,0.0947014347595327,0.09576434598249547,0.1254523094086086,0.103694,"[0.09147631771424238, 0.11107568574302337, 0.0947014347595327, 0.09576434598249547, 0.1254523094086086]",,,,,
101
+ opt5_bitpack_reg1e-3,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 1e-3,,2,False,32,16,100,100,0.5813063473949646,0.9962825278810409,0.2965581358382196,0.928030303030303,0.9431818181818182,371341.76300904976,2.414661169052124,241.6,2026-08-21T12:22:34.254639+00:00,0.09123443943612716,0.11142527355867274,0.09460004024645861,0.09544002220911138,0.12524940511759589,0.10359,"[0.09123443943612716, 0.11142527355867274, 0.09460004024645861, 0.09544002220911138, 0.12524940511759589]",1,108.18,0.07256,95.5,5410.0
opt5_spkconv_bitpack/opt5_bitpack_reg1e-3.epochs.jsonl ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"epoch": 1, "train_loss": 2.606671198150039, "train_acc": 0.4368029739776952, "test_loss": 4.419177315451882, "test_acc": 0.2916666666666667, "best_acc": 0.2916666666666667, "spike_rates": [0.10015499591827393, 0.13455420031267054, 0.15526220377753763, 0.17574049620067372, 0.1763210901442696], "spikes_per_sample": 457043.9763857466, "wall_time_s": 2.80485200881958, "timestamp": "2026-08-21T12:18:32.747520+00:00"}
2
+ {"epoch": 2, "train_loss": 1.890894883627342, "train_acc": 0.5130111524163569, "test_loss": 2.1401519919886733, "test_acc": 0.45454545454545453, "best_acc": 0.45454545454545453, "spike_rates": [0.10904477974947761, 0.14956384546616497, 0.16970542248557596, 0.18596792659338782, 0.16814248351489797], "spikes_per_sample": 500273.51442307694, "wall_time_s": 2.396585702896118, "timestamp": "2026-08-21T12:18:35.174235+00:00"}
3
+ {"epoch": 3, "train_loss": 1.6640185489973613, "train_acc": 0.5539033457249071, "test_loss": 1.538616418838501, "test_acc": 0.5037878787878788, "best_acc": 0.5037878787878788, "spike_rates": [0.10240066139137044, 0.14264604624579935, 0.16537505388259888, 0.17581010916653803, 0.16513263477998621], "spikes_per_sample": 475458.86199095024, "wall_time_s": 2.419994831085205, "timestamp": "2026-08-21T12:18:37.627488+00:00"}
4
+ {"epoch": 4, "train_loss": 1.4398106097288734, "train_acc": 0.5929368029739777, "test_loss": 0.9725271246650002, "test_acc": 0.6136363636363636, "best_acc": 0.6136363636363636, "spike_rates": [0.10466858131044052, 0.13080981724402485, 0.14892116627272436, 0.1719195974223754, 0.1623401904807371], "spikes_per_sample": 458643.9951923077, "wall_time_s": 2.418360710144043, "timestamp": "2026-08-21T12:18:40.077638+00:00"}
5
+ {"epoch": 5, "train_loss": 1.4445058337817849, "train_acc": 0.5780669144981413, "test_loss": 1.0194481791871968, "test_acc": 0.6060606060606061, "best_acc": 0.6136363636363636, "spike_rates": [0.10601623663130928, 0.12963966324048884, 0.14472098473240347, 0.165284745833453, 0.16397300187279196], "spikes_per_sample": 457186.76597850677, "wall_time_s": 2.432190179824829, "timestamp": "2026-08-21T12:18:42.542517+00:00"}
6
+ {"epoch": 6, "train_loss": 1.300632169698694, "train_acc": 0.6356877323420075, "test_loss": 0.9182026675253203, "test_acc": 0.6477272727272727, "best_acc": 0.6477272727272727, "spike_rates": [0.10922583455548567, 0.12987529179629156, 0.14823129159562728, 0.16470632745939143, 0.1671739466050092], "spikes_per_sample": 465955.1303733032, "wall_time_s": 2.43619966506958, "timestamp": "2026-08-21T12:18:45.004277+00:00"}
7
+ {"epoch": 7, "train_loss": 1.2613440171493473, "train_acc": 0.6505576208178439, "test_loss": 0.9052929336374457, "test_acc": 0.625, "best_acc": 0.6477272727272727, "spike_rates": [0.10749444584636127, 0.13236146507894292, 0.14853321541758144, 0.16806952129392064, 0.16415234436007106], "spikes_per_sample": 465505.3082579185, "wall_time_s": 2.455167293548584, "timestamp": "2026-08-21T12:18:47.490168+00:00"}
8
+ {"epoch": 8, "train_loss": 1.2400238092947184, "train_acc": 0.6561338289962825, "test_loss": 0.9473918170639963, "test_acc": 0.6287878787878788, "best_acc": 0.6477272727272727, "spike_rates": [0.1076638251543045, 0.1311560711439918, 0.14854670359807856, 0.16830907937358408, 0.16312686397748835], "spikes_per_sample": 464625.63730203616, "wall_time_s": 2.457867383956909, "timestamp": "2026-08-21T12:18:49.974282+00:00"}
9
+ {"epoch": 9, "train_loss": 1.210189173212725, "train_acc": 0.6691449814126395, "test_loss": 0.7868860074968049, "test_acc": 0.7007575757575758, "best_acc": 0.7007575757575758, "spike_rates": [0.10668614375240662, 0.13244202820693746, 0.1503179809626411, 0.1683612667462405, 0.17006201779141145], "spikes_per_sample": 464916.8731617647, "wall_time_s": 2.4686717987060547, "timestamp": "2026-08-21T12:18:52.468730+00:00"}
10
+ {"epoch": 10, "train_loss": 1.271774545921269, "train_acc": 0.6338289962825279, "test_loss": 1.2162800629933674, "test_acc": 0.5568181818181818, "best_acc": 0.7007575757575758, "spike_rates": [0.10974653547301012, 0.12745345603017247, 0.14728177470319412, 0.16622345412478728, 0.167079615242341], "spikes_per_sample": 464208.0657522625, "wall_time_s": 2.4691872596740723, "timestamp": "2026-08-21T12:18:54.970278+00:00"}
11
+ {"epoch": 11, "train_loss": 1.1786460169629094, "train_acc": 0.6895910780669146, "test_loss": 0.9454630396582864, "test_acc": 0.625, "best_acc": 0.7007575757575758, "spike_rates": [0.10898845204535652, 0.12386276529115789, 0.14067724697730122, 0.15810739994049072, 0.16719015556223252], "spikes_per_sample": 454327.23996040726, "wall_time_s": 2.47094988822937, "timestamp": "2026-08-21T12:18:57.470784+00:00"}
12
+ {"epoch": 12, "train_loss": 1.1831952111871713, "train_acc": 0.6635687732342007, "test_loss": 0.8038443164391951, "test_acc": 0.7007575757575758, "best_acc": 0.7007575757575758, "spike_rates": [0.11064815170624677, 0.1194956981960465, 0.13659757463371053, 0.1563674229032853, 0.16192254161133485], "spikes_per_sample": 450819.61170814483, "wall_time_s": 2.4641571044921875, "timestamp": "2026-08-21T12:18:59.961275+00:00"}
13
+ {"epoch": 13, "train_loss": 1.1541028665344069, "train_acc": 0.6821561338289963, "test_loss": 1.033510735540679, "test_acc": 0.6287878787878788, "best_acc": 0.7007575757575758, "spike_rates": [0.10900332296595854, 0.12205670949290781, 0.1377307150293799, 0.15316325250793905, 0.15479390761431525], "spikes_per_sample": 450170.9987273756, "wall_time_s": 2.450294017791748, "timestamp": "2026-08-21T12:19:02.438665+00:00"}
14
+ {"epoch": 14, "train_loss": 1.096121043520789, "train_acc": 0.7304832713754646, "test_loss": 0.8752578244064794, "test_acc": 0.6856060606060606, "best_acc": 0.7007575757575758, "spike_rates": [0.11404509491780225, 0.118076750460793, 0.1323800323640599, 0.1485472137437147, 0.15448797275038326], "spikes_per_sample": 453155.54708710406, "wall_time_s": 2.44290828704834, "timestamp": "2026-08-21T12:19:04.908388+00:00"}
15
+ {"epoch": 15, "train_loss": 1.1277221747047397, "train_acc": 0.724907063197026, "test_loss": 0.9694653568845807, "test_acc": 0.7045454545454546, "best_acc": 0.7045454545454546, "spike_rates": [0.11385446523918825, 0.11841038176242043, 0.13358694139648886, 0.14364722984678605, 0.14758219701402328], "spikes_per_sample": 453038.4775169683, "wall_time_s": 2.4307076930999756, "timestamp": "2026-08-21T12:19:07.366219+00:00"}
16
+ {"epoch": 16, "train_loss": 1.1594806608214254, "train_acc": 0.6877323420074349, "test_loss": 0.7652365366617838, "test_acc": 0.7121212121212122, "best_acc": 0.7121212121212122, "spike_rates": [0.11163320348543279, 0.11878850530175601, 0.1404682827346465, 0.14367029684431412, 0.13418791399282567], "spikes_per_sample": 452277.30175339367, "wall_time_s": 2.4200844764709473, "timestamp": "2026-08-21T12:19:09.816803+00:00"}
17
+ {"epoch": 17, "train_loss": 1.117990424198732, "train_acc": 0.7044609665427509, "test_loss": 0.8127401994936394, "test_acc": 0.6818181818181818, "best_acc": 0.7121212121212122, "spike_rates": [0.10716294541078455, 0.11880516742958742, 0.1409381365074831, 0.14383466103497675, 0.1423389385728275], "spikes_per_sample": 443255.4014423077, "wall_time_s": 2.4188971519470215, "timestamp": "2026-08-21T12:19:12.268328+00:00"}
18
+ {"epoch": 18, "train_loss": 1.035546323623799, "train_acc": 0.758364312267658, "test_loss": 1.160924550258752, "test_acc": 0.5984848484848485, "best_acc": 0.7121212121212122, "spike_rates": [0.10952817867783939, 0.11229511657181908, 0.140677190878812, 0.14709986132733963, 0.14184996661017923], "spikes_per_sample": 441677.5005656109, "wall_time_s": 2.4114015102386475, "timestamp": "2026-08-21T12:19:14.706380+00:00"}
19
+ {"epoch": 19, "train_loss": 1.038894808425336, "train_acc": 0.7602230483271375, "test_loss": 0.707362068421913, "test_acc": 0.7083333333333334, "best_acc": 0.7121212121212122, "spike_rates": [0.10960920418010038, 0.1148990042069379, 0.1343861288007568, 0.14208548472208135, 0.14204130628529718], "spikes_per_sample": 440622.8059954751, "wall_time_s": 2.406163215637207, "timestamp": "2026-08-21T12:19:17.138640+00:00"}
20
+ {"epoch": 20, "train_loss": 1.0746681668058204, "train_acc": 0.7565055762081785, "test_loss": 0.8865561467228513, "test_acc": 0.7045454545454546, "best_acc": 0.7121212121212122, "spike_rates": [0.10314424511264353, 0.11460686825654086, 0.13063855907496283, 0.1414256867240457, 0.1468317026601118], "spikes_per_sample": 424748.1787330317, "wall_time_s": 2.399446964263916, "timestamp": "2026-08-21T12:19:19.563519+00:00"}
21
+ {"epoch": 21, "train_loss": 1.0887130259581215, "train_acc": 0.7360594795539034, "test_loss": 0.8506456324548433, "test_acc": 0.6590909090909091, "best_acc": 0.7121212121212122, "spike_rates": [0.1033184808843276, 0.11350925529704374, 0.12905923934543834, 0.13732341107200174, 0.14483970578979044], "spikes_per_sample": 422580.22765837103, "wall_time_s": 2.3930294513702393, "timestamp": "2026-08-21T12:19:21.982484+00:00"}
22
+ {"epoch": 22, "train_loss": 1.0490644148734423, "train_acc": 0.7490706319702602, "test_loss": 0.7612654133276506, "test_acc": 0.6893939393939394, "best_acc": 0.7121212121212122, "spike_rates": [0.10777872011942022, 0.11376419225159813, 0.1309896970496458, 0.13935543421436758, 0.13984126115546508], "spikes_per_sample": 433437.63320135744, "wall_time_s": 2.3930156230926514, "timestamp": "2026-08-21T12:19:24.401125+00:00"}
23
+ {"epoch": 23, "train_loss": 1.0497200524496766, "train_acc": 0.7434944237918215, "test_loss": 0.6587187792315627, "test_acc": 0.7386363636363636, "best_acc": 0.7386363636363636, "spike_rates": [0.10493561669307597, 0.11435754728667877, 0.13183273024418773, 0.1375864533817067, 0.14531393612132354], "spikes_per_sample": 428352.35605203616, "wall_time_s": 2.389662504196167, "timestamp": "2026-08-21T12:19:26.816335+00:00"}
24
+ {"epoch": 24, "train_loss": 0.9742756778422784, "train_acc": 0.79182156133829, "test_loss": 0.7149271387042422, "test_acc": 0.7272727272727273, "best_acc": 0.7386363636363636, "spike_rates": [0.10222236023229711, 0.113109212149592, 0.1322973800056121, 0.13691456878886504, 0.1458131267743952], "spikes_per_sample": 421515.7129524887, "wall_time_s": 2.389216184616089, "timestamp": "2026-08-21T12:19:29.236311+00:00"}
25
+ {"epoch": 25, "train_loss": 0.9749995729293965, "train_acc": 0.7973977695167286, "test_loss": 0.7080705201987064, "test_acc": 0.7045454545454546, "best_acc": 0.7386363636363636, "spike_rates": [0.10230373635011561, 0.11254668411086588, 0.1288293687736287, 0.13565751822555766, 0.1433760874411639], "spikes_per_sample": 419093.58554864256, "wall_time_s": 2.3831112384796143, "timestamp": "2026-08-21T12:19:31.645568+00:00"}
26
+ {"epoch": 26, "train_loss": 0.9805202998193223, "train_acc": 0.7769516728624535, "test_loss": 0.6678242791782726, "test_acc": 0.6931818181818182, "best_acc": 0.7386363636363636, "spike_rates": [0.09984015059821746, 0.11273850412929759, 0.12088806225973017, 0.1344437458935906, 0.14170726958443136], "spikes_per_sample": 409792.5106052036, "wall_time_s": 2.3844990730285645, "timestamp": "2026-08-21T12:19:34.055939+00:00"}
27
+ {"epoch": 27, "train_loss": 0.9842847745214697, "train_acc": 0.7806691449814126, "test_loss": 0.7791403243035981, "test_acc": 0.6818181818181818, "best_acc": 0.7386363636363636, "spike_rates": [0.10086749976172167, 0.11243645627708997, 0.11888920647256515, 0.12976657204768238, 0.13978811484925888], "spikes_per_sample": 409953.472709276, "wall_time_s": 2.387380361557007, "timestamp": "2026-08-21T12:19:36.468050+00:00"}
28
+ {"epoch": 28, "train_loss": 0.9666851437667932, "train_acc": 0.8011152416356877, "test_loss": 0.5565216956716595, "test_acc": 0.7765151515151515, "best_acc": 0.7765151515151515, "spike_rates": [0.10213984592872508, 0.10914258395924288, 0.12189154809012133, 0.13265599047436433, 0.1382890589096967], "spikes_per_sample": 411107.94697398186, "wall_time_s": 2.387162685394287, "timestamp": "2026-08-21T12:19:38.880352+00:00"}
29
+ {"epoch": 29, "train_loss": 0.9121982430879955, "train_acc": 0.8085501858736059, "test_loss": 0.6322459596576113, "test_acc": 0.7575757575757576, "best_acc": 0.7765151515151515, "spike_rates": [0.10004329725223429, 0.11024776539381813, 0.11806224768652636, 0.12736709766528187, 0.13625713744584253], "spikes_per_sample": 405153.3754242081, "wall_time_s": 2.387812852859497, "timestamp": "2026-08-21T12:19:41.299991+00:00"}
30
+ {"epoch": 30, "train_loss": 0.9024748986095301, "train_acc": 0.8401486988847584, "test_loss": 0.6547057411887429, "test_acc": 0.7765151515151515, "best_acc": 0.7765151515151515, "spike_rates": [0.09609346705324509, 0.11204053724513334, 0.11582072166835561, 0.12197668017709956, 0.1329981605796253], "spikes_per_sample": 396840.9076640272, "wall_time_s": 2.3918113708496094, "timestamp": "2026-08-21T12:19:43.719126+00:00"}
31
+ {"epoch": 31, "train_loss": 0.9236807382239728, "train_acc": 0.8197026022304833, "test_loss": 0.5294812971895392, "test_acc": 0.821969696969697, "best_acc": 0.821969696969697, "spike_rates": [0.09757530908374225, 0.11666635599206476, 0.11976145120228038, 0.12555970032425487, 0.1341374604141011], "spikes_per_sample": 407344.8673642534, "wall_time_s": 2.389824867248535, "timestamp": "2026-08-21T12:19:46.134345+00:00"}
32
+ {"epoch": 32, "train_loss": 0.8511919452355253, "train_acc": 0.8550185873605948, "test_loss": 0.44811438430439343, "test_acc": 0.875, "best_acc": 0.875, "spike_rates": [0.09594487617997562, 0.12090459641288309, 0.12042289358728073, 0.126720749280032, 0.13538317469989553], "spikes_per_sample": 408879.14394796384, "wall_time_s": 2.3930623531341553, "timestamp": "2026-08-21T12:19:48.559711+00:00"}
33
+ {"epoch": 33, "train_loss": 0.867825762711493, "train_acc": 0.8605947955390335, "test_loss": 0.6504905747644829, "test_acc": 0.7575757575757576, "best_acc": 0.875, "spike_rates": [0.09021824554485433, 0.12775257010670268, 0.12402550876140594, 0.1273735564421205, 0.13460646131459406], "spikes_per_sample": 406018.3745757919, "wall_time_s": 2.3931732177734375, "timestamp": "2026-08-21T12:19:50.995032+00:00"}
34
+ {"epoch": 34, "train_loss": 0.8273405450427399, "train_acc": 0.8828996282527881, "test_loss": 0.4969457026683923, "test_acc": 0.8257575757575758, "best_acc": 0.875, "spike_rates": [0.08971055377932156, 0.12723159001154058, 0.12148133928284925, 0.1251210868358612, 0.13587204323095434], "spikes_per_sample": 402786.4643665158, "wall_time_s": 2.398432493209839, "timestamp": "2026-08-21T12:19:53.419931+00:00"}
35
+ {"epoch": 35, "train_loss": 0.8514752077790441, "train_acc": 0.862453531598513, "test_loss": 0.694711710467483, "test_acc": 0.7803030303030303, "best_acc": 0.875, "spike_rates": [0.0895695191095857, 0.12549448320094278, 0.12104722375378889, 0.12512951212770798, 0.13873047688428095], "spikes_per_sample": 400466.67180429865, "wall_time_s": 2.3957831859588623, "timestamp": "2026-08-21T12:19:55.842336+00:00"}
36
+ {"epoch": 36, "train_loss": 0.8436424160535451, "train_acc": 0.8661710037174721, "test_loss": 0.4428237893364646, "test_acc": 0.8409090909090909, "best_acc": 0.875, "spike_rates": [0.092690110206604, 0.12220809477217057, 0.11854504662401535, 0.12499546697911094, 0.14133184096392462], "spikes_per_sample": 402256.9397624434, "wall_time_s": 2.404338836669922, "timestamp": "2026-08-21T12:19:58.271956+00:00"}
37
+ {"epoch": 37, "train_loss": 0.7963488620453164, "train_acc": 0.8940520446096655, "test_loss": 0.4559718311736078, "test_acc": 0.8560606060606061, "best_acc": 0.875, "spike_rates": [0.09523667526595733, 0.12036661496933769, 0.11719320845954559, 0.12607792282805724, 0.14199209476218505], "spikes_per_sample": 405105.9014423077, "wall_time_s": 2.4076550006866455, "timestamp": "2026-08-21T12:20:00.705174+00:00"}
38
+ {"epoch": 38, "train_loss": 0.8070865191491563, "train_acc": 0.8977695167286245, "test_loss": 0.45546170436974726, "test_acc": 0.8409090909090909, "best_acc": 0.875, "spike_rates": [0.0951472463853219, 0.12008492429466809, 0.11601812699261833, 0.1217171361341196, 0.13753271365866943], "spikes_per_sample": 403398.285209276, "wall_time_s": 2.40488338470459, "timestamp": "2026-08-21T12:20:03.135645+00:00"}
39
+ {"epoch": 39, "train_loss": 0.7616904400095177, "train_acc": 0.9033457249070632, "test_loss": 0.5782669710390496, "test_acc": 0.8636363636363636, "best_acc": 0.875, "spike_rates": [0.09306741637342117, 0.11928641401669558, 0.11510487076114206, 0.11787787211291931, 0.13696485845481648], "spikes_per_sample": 397211.23076923075, "wall_time_s": 2.4058966636657715, "timestamp": "2026-08-21T12:20:05.567322+00:00"}
40
+ {"epoch": 40, "train_loss": 0.7708885180019535, "train_acc": 0.9070631970260223, "test_loss": 0.6159762162150759, "test_acc": 0.8068181818181818, "best_acc": 0.875, "spike_rates": [0.0922253412358901, 0.11561234426849029, 0.11362892038681928, 0.1183188342872788, 0.13708772291155422], "spikes_per_sample": 390880.47850678733, "wall_time_s": 2.4097440242767334, "timestamp": "2026-08-21T12:20:08.002413+00:00"}
41
+ {"epoch": 41, "train_loss": 0.7496619944678806, "train_acc": 0.9237918215613383, "test_loss": 0.3868718020843737, "test_acc": 0.8560606060606061, "best_acc": 0.875, "spike_rates": [0.09220564233906128, 0.11761486223515343, 0.11435313741950427, 0.11977625243804034, 0.1413251091452206], "spikes_per_sample": 393543.63574660633, "wall_time_s": 2.4117767810821533, "timestamp": "2026-08-21T12:20:10.439694+00:00"}
42
+ {"epoch": 42, "train_loss": 0.7499405540055059, "train_acc": 0.9405204460966543, "test_loss": 0.5416355205304695, "test_acc": 0.7840909090909091, "best_acc": 0.875, "spike_rates": [0.09238545289810966, 0.12129678533357732, 0.11566782479777056, 0.11909741426215452, 0.14369536585667553], "spikes_per_sample": 398401.684530543, "wall_time_s": 2.4157536029815674, "timestamp": "2026-08-21T12:20:12.881131+00:00"}
43
+ {"epoch": 43, "train_loss": 0.7126722504215169, "train_acc": 0.9442379182156134, "test_loss": 0.42435708371075714, "test_acc": 0.8446969696969697, "best_acc": 0.875, "spike_rates": [0.09297051193083034, 0.1197531512554954, 0.11339615241569631, 0.120156470905332, 0.1404431032783845], "spikes_per_sample": 396932.45489253395, "wall_time_s": 2.416759967803955, "timestamp": "2026-08-21T12:20:15.322569+00:00"}
44
+ {"epoch": 44, "train_loss": 0.736281470738379, "train_acc": 0.9312267657992565, "test_loss": 0.31845106319947675, "test_acc": 0.9204545454545454, "best_acc": 0.9204545454545454, "spike_rates": [0.09297292241278816, 0.11921733530128703, 0.11262146427350886, 0.11943818979403552, 0.14053032328100765], "spikes_per_sample": 395875.14423076925, "wall_time_s": 2.418978214263916, "timestamp": "2026-08-21T12:20:17.768515+00:00"}
45
+ {"epoch": 45, "train_loss": 0.7246014723990486, "train_acc": 0.9423791821561338, "test_loss": 0.42582842436703766, "test_acc": 0.8560606060606061, "best_acc": 0.9204545454545454, "spike_rates": [0.093985477791113, 0.11779035890803617, 0.11049081034520093, 0.1154157330884653, 0.1350306000779657], "spikes_per_sample": 394812.6286764706, "wall_time_s": 2.415630340576172, "timestamp": "2026-08-21T12:20:20.214035+00:00"}
46
+ {"epoch": 46, "train_loss": 0.7199110421992589, "train_acc": 0.9349442379182156, "test_loss": 0.45933905243873596, "test_acc": 0.8257575757575758, "best_acc": 0.9204545454545454, "spike_rates": [0.09464871138334274, 0.11423033870318357, 0.11011257154100082, 0.11381792189443812, 0.13784819403115442], "spikes_per_sample": 392086.661199095, "wall_time_s": 2.415107011795044, "timestamp": "2026-08-21T12:20:22.655532+00:00"}
47
+ {"epoch": 47, "train_loss": 0.7017492516776443, "train_acc": 0.9386617100371747, "test_loss": 0.5283366044362386, "test_acc": 0.8598484848484849, "best_acc": 0.9204545454545454, "spike_rates": [0.09238623740041957, 0.1164946700720226, 0.10931039601564407, 0.11142655418199651, 0.14061983893899357], "spikes_per_sample": 389004.6179298642, "wall_time_s": 2.4138360023498535, "timestamp": "2026-08-21T12:20:25.095398+00:00"}
48
+ {"epoch": 48, "train_loss": 0.6996591421308127, "train_acc": 0.9405204460966543, "test_loss": 0.43865983775167755, "test_acc": 0.8598484848484849, "best_acc": 0.9204545454545454, "spike_rates": [0.09613158290877062, 0.11499294682460673, 0.10596667624571744, 0.11019624331418205, 0.13966854705530055], "spikes_per_sample": 393364.0537330317, "wall_time_s": 2.4162981510162354, "timestamp": "2026-08-21T12:20:27.537608+00:00"}
49
+ {"epoch": 49, "train_loss": 0.6935491681542095, "train_acc": 0.9442379182156134, "test_loss": 0.32763553365613474, "test_acc": 0.9053030303030303, "best_acc": 0.9204545454545454, "spike_rates": [0.09689505617408191, 0.11341695575153127, 0.10622740668409011, 0.1109264826073366, 0.1434859028633903], "spikes_per_sample": 393576.6241515837, "wall_time_s": 2.4134950637817383, "timestamp": "2026-08-21T12:20:29.977378+00:00"}
50
+ {"epoch": 50, "train_loss": 0.6853199333063289, "train_acc": 0.9479553903345725, "test_loss": 0.36208767240697687, "test_acc": 0.9015151515151515, "best_acc": 0.9204545454545454, "spike_rates": [0.09524214749827105, 0.11281611332122017, 0.10348699943107717, 0.10963831885772593, 0.1440332680940628], "spikes_per_sample": 387880.0861142534, "wall_time_s": 2.411078691482544, "timestamp": "2026-08-21T12:20:32.414506+00:00"}
51
+ {"epoch": 51, "train_loss": 0.6914406447605572, "train_acc": 0.9442379182156134, "test_loss": 0.3274981505943067, "test_acc": 0.9318181818181818, "best_acc": 0.9318181818181818, "spike_rates": [0.09310466051101685, 0.11703714991317075, 0.10774615056374494, 0.10969822678495855, 0.13941365305115194], "spikes_per_sample": 390026.42463235295, "wall_time_s": 2.4109699726104736, "timestamp": "2026-08-21T12:20:34.852241+00:00"}
52
+ {"epoch": 52, "train_loss": 0.6663437062479749, "train_acc": 0.9572490706319703, "test_loss": 0.33802967541145557, "test_acc": 0.8901515151515151, "best_acc": 0.9318181818181818, "spike_rates": [0.09156224043930278, 0.11900540660409366, 0.1063372931059669, 0.10783750914475497, 0.13773038720383363], "spikes_per_sample": 387859.14366515836, "wall_time_s": 2.41290020942688, "timestamp": "2026-08-21T12:20:37.295651+00:00"}
53
+ {"epoch": 53, "train_loss": 0.6678359269209511, "train_acc": 0.9572490706319703, "test_loss": 0.30729002753893536, "test_acc": 0.9242424242424242, "best_acc": 0.9318181818181818, "spike_rates": [0.09056833474075093, 0.11536756157875061, 0.10304262226118761, 0.10984701926217359, 0.1431311184869093], "spikes_per_sample": 380539.6862273756, "wall_time_s": 2.409324884414673, "timestamp": "2026-08-21T12:20:39.730187+00:00"}
54
+ {"epoch": 54, "train_loss": 0.6494374855743464, "train_acc": 0.9702602230483272, "test_loss": 0.5007246163758364, "test_acc": 0.8409090909090909, "best_acc": 0.9318181818181818, "spike_rates": [0.09208826326272067, 0.11443064055022072, 0.1031594727845753, 0.10640379435875837, 0.1387731117360732], "spikes_per_sample": 382319.5241798642, "wall_time_s": 2.410282850265503, "timestamp": "2026-08-21T12:20:42.169183+00:00"}
55
+ {"epoch": 55, "train_loss": 0.660540308429406, "train_acc": 0.9609665427509294, "test_loss": 0.3244666967428092, "test_acc": 0.9318181818181818, "best_acc": 0.9318181818181818, "spike_rates": [0.09332694639177884, 0.11334535567199483, 0.10270117661532234, 0.10532546832281, 0.1393290565294378], "spikes_per_sample": 383401.7443438914, "wall_time_s": 2.4064536094665527, "timestamp": "2026-08-21T12:20:44.601221+00:00"}
56
+ {"epoch": 56, "train_loss": 0.6362781606642287, "train_acc": 0.9721189591078067, "test_loss": 0.40600499149524805, "test_acc": 0.8787878787878788, "best_acc": 0.9318181818181818, "spike_rates": [0.09282537067637724, 0.11429518505054362, 0.10292166340000489, 0.10907538366668365, 0.1376680232146207], "spikes_per_sample": 383939.9759615385, "wall_time_s": 2.414147138595581, "timestamp": "2026-08-21T12:20:47.041226+00:00"}
57
+ {"epoch": 57, "train_loss": 0.6308143628574215, "train_acc": 0.9776951672862454, "test_loss": 0.3308884122154929, "test_acc": 0.9128787878787878, "best_acc": 0.9318181818181818, "spike_rates": [0.09349407956880681, 0.11592443769468981, 0.10163747826043297, 0.1086219351957826, 0.14075635724207936], "spikes_per_sample": 386341.67915723985, "wall_time_s": 2.4103777408599854, "timestamp": "2026-08-21T12:20:49.477537+00:00"}
58
+ {"epoch": 58, "train_loss": 0.6363161611734269, "train_acc": 0.9739776951672863, "test_loss": 0.2955196635289626, "test_acc": 0.9242424242424242, "best_acc": 0.9318181818181818, "spike_rates": [0.09357352861586739, 0.115191391285728, 0.10090124694740071, 0.10497255141244215, 0.13246731328613617], "spikes_per_sample": 384808.39111990953, "wall_time_s": 2.410810708999634, "timestamp": "2026-08-21T12:20:51.914161+00:00"}
59
+ {"epoch": 59, "train_loss": 0.6591110958485799, "train_acc": 0.9646840148698885, "test_loss": 0.35326706008477643, "test_acc": 0.9128787878787878, "best_acc": 0.9318181818181818, "spike_rates": [0.09307394352029352, 0.11343090893591151, 0.10005804326604395, 0.10702726639368955, 0.13414237955037286], "spikes_per_sample": 381756.0633484163, "wall_time_s": 2.4071602821350098, "timestamp": "2026-08-21T12:20:54.347215+00:00"}
60
+ {"epoch": 60, "train_loss": 0.6379894053625794, "train_acc": 0.9684014869888475, "test_loss": 0.3318264800490755, "test_acc": 0.9128787878787878, "best_acc": 0.9318181818181818, "spike_rates": [0.09299939651699628, 0.11417462107013254, 0.09920835670302897, 0.1037587904754807, 0.13348219499868505], "spikes_per_sample": 381499.95475113124, "wall_time_s": 2.413144588470459, "timestamp": "2026-08-21T12:20:56.787198+00:00"}
61
+ {"epoch": 61, "train_loss": 0.6219712976629406, "train_acc": 0.9795539033457249, "test_loss": 0.2947454506700689, "test_acc": 0.928030303030303, "best_acc": 0.9318181818181818, "spike_rates": [0.09225765221259173, 0.11499519865302478, 0.09982988106853821, 0.10411231044460745, 0.13314275618861704], "spikes_per_sample": 381175.27205882355, "wall_time_s": 2.414523124694824, "timestamp": "2026-08-21T12:20:59.227517+00:00"}
62
+ {"epoch": 62, "train_loss": 0.6190888801915052, "train_acc": 0.9869888475836431, "test_loss": 0.2974104420705275, "test_acc": 0.9242424242424242, "best_acc": 0.9318181818181818, "spike_rates": [0.09208224582321503, 0.11640412535737543, 0.09778682712246389, 0.10231802174273659, 0.12871354730690227], "spikes_per_sample": 380942.03987556556, "wall_time_s": 2.4098663330078125, "timestamp": "2026-08-21T12:21:01.663304+00:00"}
63
+ {"epoch": 63, "train_loss": 0.6377669205009716, "train_acc": 0.9702602230483272, "test_loss": 0.3600792342966253, "test_acc": 0.9318181818181818, "best_acc": 0.9318181818181818, "spike_rates": [0.09202214286607854, 0.11527969337561551, 0.0969106476096546, 0.10207654886385974, 0.1326241992852267], "spikes_per_sample": 379177.45729638013, "wall_time_s": 2.4115238189697266, "timestamp": "2026-08-21T12:21:04.100579+00:00"}
64
+ {"epoch": 64, "train_loss": 0.6135029048281532, "train_acc": 0.9851301115241635, "test_loss": 0.28308402679183264, "test_acc": 0.9242424242424242, "best_acc": 0.9318181818181818, "spike_rates": [0.09169498436591204, 0.11523155122995377, 0.09744031946448718, 0.10285639149301193, 0.1302958534044378], "spikes_per_sample": 378801.7259615385, "wall_time_s": 2.4168431758880615, "timestamp": "2026-08-21T12:21:06.543431+00:00"}
65
+ {"epoch": 65, "train_loss": 0.6075239790859719, "train_acc": 0.983271375464684, "test_loss": 0.2970351387153972, "test_acc": 0.928030303030303, "best_acc": 0.9318181818181818, "spike_rates": [0.09144931418054245, 0.11486765128724716, 0.09761114593814402, 0.10189157066976323, 0.13026606072397792], "spikes_per_sample": 377866.3081165158, "wall_time_s": 2.4143004417419434, "timestamp": "2026-08-21T12:21:08.983887+00:00"}
66
+ {"epoch": 66, "train_loss": 0.5967032727698854, "train_acc": 0.9869888475836431, "test_loss": 0.3290724442763762, "test_acc": 0.9053030303030303, "best_acc": 0.9318181818181818, "spike_rates": [0.09201377542579875, 0.11635830165708766, 0.09749690530931249, 0.1024256466942675, 0.12921644922565012], "spikes_per_sample": 380615.6307975113, "wall_time_s": 2.407179355621338, "timestamp": "2026-08-21T12:21:11.416694+00:00"}
67
+ {"epoch": 67, "train_loss": 0.5924537110949094, "train_acc": 0.9944237918215614, "test_loss": 0.3007899179603114, "test_acc": 0.9356060606060606, "best_acc": 0.9356060606060606, "spike_rates": [0.09179909351994009, 0.11744093281381271, 0.09999797800007988, 0.10341757579761393, 0.13044500613913818], "spikes_per_sample": 382752.0060803168, "wall_time_s": 2.4193639755249023, "timestamp": "2026-08-21T12:21:13.862411+00:00"}
68
+ {"epoch": 68, "train_loss": 0.6019872152229224, "train_acc": 0.9888475836431226, "test_loss": 0.3155070028521798, "test_acc": 0.9242424242424242, "best_acc": 0.9356060606060606, "spike_rates": [0.0921126498895533, 0.11503503515439875, 0.09949006008751252, 0.10278288932407603, 0.1305998204385533], "spikes_per_sample": 380538.79015837103, "wall_time_s": 2.410581350326538, "timestamp": "2026-08-21T12:21:16.303295+00:00"}
69
+ {"epoch": 69, "train_loss": 0.5934349960997202, "train_acc": 0.9851301115241635, "test_loss": 0.34759763154116546, "test_acc": 0.9242424242424242, "best_acc": 0.9356060606060606, "spike_rates": [0.09208379685878754, 0.11395554726614672, 0.09734197048579946, 0.10196216842707466, 0.13263913024874294], "spikes_per_sample": 378129.26173642534, "wall_time_s": 2.414402961730957, "timestamp": "2026-08-21T12:21:18.743617+00:00"}
70
+ {"epoch": 70, "train_loss": 0.5986229704215181, "train_acc": 0.9907063197026023, "test_loss": 0.3018669802131075, "test_acc": 0.9318181818181818, "best_acc": 0.9356060606060606, "spike_rates": [0.09273531550870222, 0.1163965774809613, 0.09831398637855754, 0.10076487590284909, 0.1321384722695631], "spikes_per_sample": 382404.04058257915, "wall_time_s": 2.4046669006347656, "timestamp": "2026-08-21T12:21:21.174346+00:00"}
71
+ {"epoch": 71, "train_loss": 0.5943907315403112, "train_acc": 0.9851301115241635, "test_loss": 0.2834021056240255, "test_acc": 0.928030303030303, "best_acc": 0.9356060606060606, "spike_rates": [0.09168490329209496, 0.11332476708818884, 0.0975335972274051, 0.09979824809467092, 0.1299159710898119], "spikes_per_sample": 376425.85888009047, "wall_time_s": 2.403916358947754, "timestamp": "2026-08-21T12:21:23.604070+00:00"}
72
+ {"epoch": 72, "train_loss": 0.6041508662656337, "train_acc": 0.9795539033457249, "test_loss": 0.3068967813795263, "test_acc": 0.928030303030303, "best_acc": 0.9356060606060606, "spike_rates": [0.09237266901661367, 0.11339606520007639, 0.09782160380307366, 0.09901299985016093, 0.12734117139788234], "spikes_per_sample": 377970.60576923075, "wall_time_s": 2.4005484580993652, "timestamp": "2026-08-21T12:21:26.029318+00:00"}
73
+ {"epoch": 73, "train_loss": 0.5884772093765798, "train_acc": 0.9944237918215614, "test_loss": 0.3037548001968499, "test_acc": 0.9356060606060606, "best_acc": 0.9356060606060606, "spike_rates": [0.0926482922890607, 0.11422771390746622, 0.0971882882363656, 0.09895523462225408, 0.12783561471630545], "spikes_per_sample": 379084.6841063348, "wall_time_s": 2.4126527309417725, "timestamp": "2026-08-21T12:21:28.467118+00:00"}
74
+ {"epoch": 74, "train_loss": 0.5957604795140404, "train_acc": 0.983271375464684, "test_loss": 0.3188754297567136, "test_acc": 0.9318181818181818, "best_acc": 0.9356060606060606, "spike_rates": [0.09200504071572248, 0.11324532724478666, 0.09679252172217649, 0.09900871357497047, 0.1305690959972494], "spikes_per_sample": 376526.9300056561, "wall_time_s": 2.403984308242798, "timestamp": "2026-08-21T12:21:30.896882+00:00"}
75
+ {"epoch": 75, "train_loss": 0.6016657297052859, "train_acc": 0.983271375464684, "test_loss": 0.3046696088982351, "test_acc": 0.9393939393939394, "best_acc": 0.9393939393939394, "spike_rates": [0.09171807196210413, 0.11339398210539538, 0.09708745339337517, 0.10019713947001625, 0.1308114064090392], "spikes_per_sample": 376393.95164027147, "wall_time_s": 2.4074137210845947, "timestamp": "2026-08-21T12:21:33.331778+00:00"}
76
+ {"epoch": 76, "train_loss": 0.5926398956199561, "train_acc": 0.983271375464684, "test_loss": 0.3061852617697282, "test_acc": 0.9318181818181818, "best_acc": 0.9393939393939394, "spike_rates": [0.09111016156042323, 0.11286590774269666, 0.0965667551054674, 0.09842527000343099, 0.12698170980986426], "spikes_per_sample": 374028.9408936652, "wall_time_s": 2.4046881198883057, "timestamp": "2026-08-21T12:21:35.769795+00:00"}
77
+ {"epoch": 77, "train_loss": 0.5887771836000747, "train_acc": 0.9869888475836431, "test_loss": 0.3240788849917325, "test_acc": 0.928030303030303, "best_acc": 0.9393939393939394, "spike_rates": [0.09080181358491674, 0.11319431355770897, 0.09657587023342357, 0.09986044422668569, 0.12888177440446966], "spikes_per_sample": 373934.33455882355, "wall_time_s": 2.414498805999756, "timestamp": "2026-08-21T12:21:38.209286+00:00"}
78
+ {"epoch": 78, "train_loss": 0.5963203477150446, "train_acc": 0.9888475836431226, "test_loss": 0.3157063532959331, "test_acc": 0.9318181818181818, "best_acc": 0.9393939393939394, "spike_rates": [0.09141163002042209, 0.1133644519483342, 0.0962524900541586, 0.09804061099010355, 0.12601224157740087], "spikes_per_sample": 374960.67774321267, "wall_time_s": 2.41097092628479, "timestamp": "2026-08-21T12:21:40.646093+00:00"}
79
+ {"epoch": 79, "train_loss": 0.5929791945063935, "train_acc": 0.9869888475836431, "test_loss": 0.30045714703473175, "test_acc": 0.9318181818181818, "best_acc": 0.9393939393939394, "spike_rates": [0.09163646268493988, 0.11326081130434484, 0.09635696823106092, 0.09818381991456537, 0.12718007406767676], "spikes_per_sample": 375406.33003393665, "wall_time_s": 2.413835048675537, "timestamp": "2026-08-21T12:21:43.085292+00:00"}
80
+ {"epoch": 80, "train_loss": 0.5816561661688369, "train_acc": 0.9925650557620818, "test_loss": 0.2980643578551032, "test_acc": 0.9356060606060606, "best_acc": 0.9393939393939394, "spike_rates": [0.09141826980254229, 0.11244308247285731, 0.0951637459151885, 0.09662133981199826, 0.12583212203839245], "spikes_per_sample": 373249.89479638013, "wall_time_s": 2.4080240726470947, "timestamp": "2026-08-21T12:21:45.519564+00:00"}
81
+ {"epoch": 81, "train_loss": 0.5886683182645465, "train_acc": 0.9944237918215614, "test_loss": 0.306861448468584, "test_acc": 0.9242424242424242, "best_acc": 0.9393939393939394, "spike_rates": [0.09130269113708944, 0.11138811882804422, 0.09531417620532653, 0.09609177358010236, 0.12518288151306264], "spikes_per_sample": 371905.7232748869, "wall_time_s": 2.4180517196655273, "timestamp": "2026-08-21T12:21:47.964619+00:00"}
82
+ {"epoch": 82, "train_loss": 0.5835945304884786, "train_acc": 0.9907063197026023, "test_loss": 0.29202576117082074, "test_acc": 0.9356060606060606, "best_acc": 0.9393939393939394, "spike_rates": [0.09129964122000862, 0.11335047465913436, 0.09642025653053732, 0.09741008676150266, 0.12656319754965165], "spikes_per_sample": 374720.41883484164, "wall_time_s": 2.4140472412109375, "timestamp": "2026-08-21T12:21:50.403941+00:00"}
83
+ {"epoch": 83, "train_loss": 0.5812777167802406, "train_acc": 1.0, "test_loss": 0.3035619633667397, "test_acc": 0.9318181818181818, "best_acc": 0.9393939393939394, "spike_rates": [0.09129549825892729, 0.11110023803570691, 0.09469661642523373, 0.09610261461314033, 0.12380366991547977], "spikes_per_sample": 371255.2525452489, "wall_time_s": 2.408740997314453, "timestamp": "2026-08-21T12:21:52.837513+00:00"}
84
+ {"epoch": 84, "train_loss": 0.5819369324077904, "train_acc": 0.9925650557620818, "test_loss": 0.3100997381138079, "test_acc": 0.9393939393939394, "best_acc": 0.9393939393939394, "spike_rates": [0.09188228407326866, 0.11204357269932241, 0.09450243369621389, 0.09670367968433044, 0.12590587884187698], "spikes_per_sample": 373468.6488970588, "wall_time_s": 2.407796621322632, "timestamp": "2026-08-21T12:21:55.271328+00:00"}
85
+ {"epoch": 85, "train_loss": 0.5813385549531107, "train_acc": 0.9944237918215614, "test_loss": 0.31416895804983197, "test_acc": 0.9318181818181818, "best_acc": 0.9393939393939394, "spike_rates": [0.09202282262199066, 0.11195504183278364, 0.0949089237872292, 0.09674842042081497, 0.12729037246283362], "spikes_per_sample": 373901.1930147059, "wall_time_s": 2.4132680892944336, "timestamp": "2026-08-21T12:21:57.711341+00:00"}
86
+ {"epoch": 86, "train_loss": 0.5849553526112581, "train_acc": 0.9944237918215614, "test_loss": 0.3086503400947108, "test_acc": 0.9242424242424242, "best_acc": 0.9393939393939394, "spike_rates": [0.09149043875582077, 0.11143397978123497, 0.09518804050543729, 0.09604053944349289, 0.12564057637663448], "spikes_per_sample": 372278.1846719457, "wall_time_s": 2.414747714996338, "timestamp": "2026-08-21T12:22:00.151091+00:00"}
87
+ {"epoch": 87, "train_loss": 0.5715737599865655, "train_acc": 0.9944237918215614, "test_loss": 0.3047903460083586, "test_acc": 0.9356060606060606, "best_acc": 0.9393939393939394, "spike_rates": [0.09189250276369207, 0.11144365414100535, 0.09466131338301827, 0.0958044410628431, 0.1271911035565769], "spikes_per_sample": 372836.7194570136, "wall_time_s": 2.4080920219421387, "timestamp": "2026-08-21T12:22:02.585048+00:00"}
88
+ {"epoch": 88, "train_loss": 0.5809379350740227, "train_acc": 0.9962825278810409, "test_loss": 0.2813848645398111, "test_acc": 0.9356060606060606, "best_acc": 0.9393939393939394, "spike_rates": [0.09173419501851587, 0.11079351779292612, 0.0948591328719083, 0.09580701107487959, 0.12640153046916514], "spikes_per_sample": 371920.8412047511, "wall_time_s": 2.406921625137329, "timestamp": "2026-08-21T12:22:05.016259+00:00"}
89
+ {"epoch": 89, "train_loss": 0.5733503030135286, "train_acc": 0.9962825278810409, "test_loss": 0.3046021046060504, "test_acc": 0.9318181818181818, "best_acc": 0.9393939393939394, "spike_rates": [0.09169953973854289, 0.11154564075610217, 0.09490314082187765, 0.09572595620856565, 0.12424529475324295], "spikes_per_sample": 372632.23557692306, "wall_time_s": 2.408128261566162, "timestamp": "2026-08-21T12:22:07.450350+00:00"}
90
+ {"epoch": 90, "train_loss": 0.5767439100822108, "train_acc": 0.9925650557620818, "test_loss": 0.2792953469536521, "test_acc": 0.9393939393939394, "best_acc": 0.9393939393939394, "spike_rates": [0.09147574226645862, 0.11058617646203321, 0.09464150667190552, 0.09572949786396588, 0.12660348503028646], "spikes_per_sample": 371038.51102941175, "wall_time_s": 2.4064910411834717, "timestamp": "2026-08-21T12:22:09.882225+00:00"}
91
+ {"epoch": 91, "train_loss": 0.579597757208303, "train_acc": 0.9962825278810409, "test_loss": 0.2928782927267479, "test_acc": 0.9431818181818182, "best_acc": 0.9431818181818182, "spike_rates": [0.09150917039198034, 0.11103919893503189, 0.09474207592361114, 0.09555348359486636, 0.12562578302972457], "spikes_per_sample": 371606.10308257915, "wall_time_s": 2.4055793285369873, "timestamp": "2026-08-21T12:22:12.314621+00:00"}
92
+ {"epoch": 92, "train_loss": 0.5749169882788534, "train_acc": 0.9962825278810409, "test_loss": 0.29472184497298615, "test_acc": 0.9393939393939394, "best_acc": 0.9431818181818182, "spike_rates": [0.09134871249689776, 0.111412953804521, 0.09453231446883258, 0.09583425215061973, 0.12500276197405422], "spikes_per_sample": 371582.9671945701, "wall_time_s": 2.4114625453948975, "timestamp": "2026-08-21T12:22:14.757910+00:00"}
93
+ {"epoch": 93, "train_loss": 0.5767307766751286, "train_acc": 0.9907063197026023, "test_loss": 0.303096638935985, "test_acc": 0.9318181818181818, "best_acc": 0.9431818181818182, "spike_rates": [0.09162210760747685, 0.1110355976749869, 0.09484905661905513, 0.09621698935242261, 0.1269371246590334], "spikes_per_sample": 371992.3187217195, "wall_time_s": 2.4141697883605957, "timestamp": "2026-08-21T12:22:17.197361+00:00"}
94
+ {"epoch": 94, "train_loss": 0.5795529595538143, "train_acc": 0.9944237918215614, "test_loss": 0.2924090741258679, "test_acc": 0.9431818181818182, "best_acc": 0.9431818181818182, "spike_rates": [0.09142649874967687, 0.11157791272682302, 0.09491353744969648, 0.09616916232249316, 0.12628417242975795], "spikes_per_sample": 372173.50975678733, "wall_time_s": 2.4145259857177734, "timestamp": "2026-08-21T12:22:19.638852+00:00"}
95
+ {"epoch": 95, "train_loss": 0.5769171451104175, "train_acc": 0.9944237918215614, "test_loss": 0.2955163265719558, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.0913633388631484, 0.10999189054264742, 0.09435224883696612, 0.095214282765108, 0.12406993876485263], "spikes_per_sample": 369940.48543552036, "wall_time_s": 2.409550189971924, "timestamp": "2026-08-21T12:22:22.073476+00:00"}
96
+ {"epoch": 96, "train_loss": 0.5799757468212936, "train_acc": 0.9944237918215614, "test_loss": 0.29285517876798456, "test_acc": 0.9318181818181818, "best_acc": 0.9431818181818182, "spike_rates": [0.09161913000485476, 0.11138525692855611, 0.09472727468785118, 0.09600352189120125, 0.1259583699352601], "spikes_per_sample": 372252.908229638, "wall_time_s": 2.4130499362945557, "timestamp": "2026-08-21T12:22:24.513627+00:00"}
97
+ {"epoch": 97, "train_loss": 0.5771851444333016, "train_acc": 0.9981412639405205, "test_loss": 0.2871208136731928, "test_acc": 0.9318181818181818, "best_acc": 0.9431818181818182, "spike_rates": [0.09147041510133182, 0.11116917738143135, 0.094506574465948, 0.09559438684407402, 0.12616382802233977], "spikes_per_sample": 371546.89267533936, "wall_time_s": 2.4075264930725098, "timestamp": "2026-08-21T12:22:26.948112+00:00"}
98
+ {"epoch": 98, "train_loss": 0.5746554393307427, "train_acc": 0.9962825278810409, "test_loss": 0.29081800760644855, "test_acc": 0.9318181818181818, "best_acc": 0.9431818181818182, "spike_rates": [0.09143623753505595, 0.11129786906873479, 0.09494801303919624, 0.09577192015507642, 0.12619900615776286], "spikes_per_sample": 371865.04553167423, "wall_time_s": 2.4086132049560547, "timestamp": "2026-08-21T12:22:29.382672+00:00"}
99
+ {"epoch": 99, "train_loss": 0.5731532560405235, "train_acc": 0.9944237918215614, "test_loss": 0.2855060443733678, "test_acc": 0.9356060606060606, "best_acc": 0.9431818181818182, "spike_rates": [0.09147631771424238, 0.11107568574302337, 0.0947014347595327, 0.09576434598249547, 0.1254523094086086], "spikes_per_sample": 371580.0657522625, "wall_time_s": 2.4050610065460205, "timestamp": "2026-08-21T12:22:31.812595+00:00"}
100
+ {"epoch": 100, "train_loss": 0.5813063473949646, "train_acc": 0.9962825278810409, "test_loss": 0.2965581358382196, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.09123443943612716, 0.11142527355867274, 0.09460004024645861, 0.09544002220911138, 0.12524940511759589], "spikes_per_sample": 371341.76300904976, "wall_time_s": 2.414661169052124, "timestamp": "2026-08-21T12:22:34.254639+00:00"}
opt5_spkconv_bitpack/opt5_bitpack_reg1e-3.gpu_telemetry.csv ADDED
@@ -0,0 +1,155 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
2
+ 2026/08/21 12:16:29.366, 0, 0, 0, 0, 15360, 60, 30.07, 585
3
+ 2026/08/21 12:16:29.376, 1, 0, 0, 0, 15360, 49, 10.82, 300
4
+ 2026/08/21 12:16:34.444, 0, 1, 0, 143, 15360, 61, 29.95, 585
5
+ 2026/08/21 12:16:34.457, 1, 3, 0, 157, 15360, 50, 26.72, 585
6
+ 2026/08/21 12:16:39.507, 0, 0, 0, 205, 15360, 61, 30.05, 585
7
+ 2026/08/21 12:16:39.517, 1, 100, 0, 205, 15360, 53, 39.20, 1590
8
+ 2026/08/21 12:16:44.560, 0, 0, 0, 205, 15360, 62, 30.15, 585
9
+ 2026/08/21 12:16:44.571, 1, 100, 0, 205, 15360, 54, 39.40, 1590
10
+ 2026/08/21 12:16:49.617, 0, 0, 0, 205, 15360, 62, 30.25, 585
11
+ 2026/08/21 12:16:49.627, 1, 100, 0, 205, 15360, 55, 39.98, 1590
12
+ 2026/08/21 12:16:54.670, 0, 0, 0, 205, 15360, 63, 30.34, 585
13
+ 2026/08/21 12:16:54.681, 1, 100, 0, 205, 15360, 56, 40.18, 1590
14
+ 2026/08/21 12:16:59.725, 0, 0, 0, 205, 15360, 63, 30.54, 585
15
+ 2026/08/21 12:16:59.735, 1, 0, 0, 205, 15360, 57, 35.12, 1590
16
+ 2026/08/21 12:17:04.779, 0, 0, 0, 205, 15360, 64, 30.64, 585
17
+ 2026/08/21 12:17:04.789, 1, 0, 0, 205, 15360, 56, 27.22, 585
18
+ 2026/08/21 12:17:09.837, 0, 0, 0, 205, 15360, 64, 30.74, 585
19
+ 2026/08/21 12:17:09.847, 1, 0, 0, 205, 15360, 56, 27.22, 585
20
+ 2026/08/21 12:17:14.896, 0, 0, 0, 205, 15360, 65, 30.74, 585
21
+ 2026/08/21 12:17:14.907, 1, 0, 0, 205, 15360, 57, 27.22, 585
22
+ 2026/08/21 12:17:19.955, 0, 0, 0, 205, 15360, 65, 31.03, 585
23
+ 2026/08/21 12:17:19.966, 1, 0, 0, 205, 15360, 57, 27.22, 585
24
+ 2026/08/21 12:17:25.014, 0, 0, 0, 205, 15360, 65, 30.93, 585
25
+ 2026/08/21 12:17:25.024, 1, 0, 0, 205, 15360, 57, 27.31, 585
26
+ 2026/08/21 12:17:30.072, 0, 0, 0, 205, 15360, 66, 31.03, 585
27
+ 2026/08/21 12:17:30.085, 1, 0, 0, 205, 15360, 57, 27.31, 585
28
+ 2026/08/21 12:17:35.133, 0, 0, 0, 205, 15360, 66, 31.13, 585
29
+ 2026/08/21 12:17:35.143, 1, 0, 0, 205, 15360, 57, 27.31, 585
30
+ 2026/08/21 12:17:40.190, 0, 0, 0, 205, 15360, 66, 31.23, 585
31
+ 2026/08/21 12:17:40.201, 1, 0, 0, 205, 15360, 58, 27.41, 585
32
+ 2026/08/21 12:17:45.249, 0, 0, 0, 205, 15360, 67, 31.43, 585
33
+ 2026/08/21 12:17:45.259, 1, 0, 0, 205, 15360, 58, 27.41, 585
34
+ 2026/08/21 12:17:50.307, 0, 0, 0, 341, 15360, 67, 31.43, 585
35
+ 2026/08/21 12:17:50.317, 1, 0, 0, 205, 15360, 58, 27.41, 585
36
+ 2026/08/21 12:17:55.366, 0, 0, 0, 341, 15360, 68, 31.62, 585
37
+ 2026/08/21 12:17:55.377, 1, 0, 0, 205, 15360, 58, 27.51, 585
38
+ 2026/08/21 12:18:00.425, 0, 0, 0, 341, 15360, 68, 31.52, 585
39
+ 2026/08/21 12:18:00.435, 1, 0, 0, 205, 15360, 58, 27.51, 585
40
+ 2026/08/21 12:18:05.482, 0, 74, 0, 395, 15360, 68, 35.12, 1080
41
+ 2026/08/21 12:18:05.492, 1, 0, 0, 205, 15360, 59, 27.61, 585
42
+ 2026/08/21 12:18:10.541, 0, 100, 0, 395, 15360, 71, 47.74, 1590
43
+ 2026/08/21 12:18:10.549, 1, 0, 0, 205, 15360, 59, 27.59, 585
44
+ 2026/08/21 12:18:15.596, 0, 100, 0, 395, 15360, 72, 48.30, 1590
45
+ 2026/08/21 12:18:15.612, 1, 0, 0, 341, 15360, 59, 27.61, 585
46
+ 2026/08/21 12:18:20.660, 0, 100, 0, 395, 15360, 74, 49.18, 1590
47
+ 2026/08/21 12:18:20.667, 1, 0, 0, 341, 15360, 59, 27.61, 585
48
+ 2026/08/21 12:18:25.715, 0, 100, 0, 395, 15360, 75, 49.77, 1590
49
+ 2026/08/21 12:18:25.723, 1, 0, 0, 341, 15360, 60, 27.81, 585
50
+ 2026/08/21 12:18:30.773, 0, 73, 61, 2703, 15360, 76, 66.45, 1110
51
+ 2026/08/21 12:18:30.790, 1, 95, 81, 2703, 15360, 62, 61.92, 1395
52
+ 2026/08/21 12:18:35.840, 0, 96, 81, 2705, 15360, 78, 64.22, 1035
53
+ 2026/08/21 12:18:35.864, 1, 96, 79, 2705, 15360, 65, 80.93, 1365
54
+ 2026/08/21 12:18:40.915, 0, 96, 77, 2705, 15360, 80, 60.89, 1140
55
+ 2026/08/21 12:18:40.935, 1, 97, 83, 2705, 15360, 67, 62.21, 1350
56
+ 2026/08/21 12:18:45.990, 0, 98, 81, 2705, 15360, 81, 61.08, 1050
57
+ 2026/08/21 12:18:46.008, 1, 98, 83, 2705, 15360, 69, 62.50, 1365
58
+ 2026/08/21 12:18:51.060, 0, 95, 78, 2705, 15360, 82, 65.54, 960
59
+ 2026/08/21 12:18:51.072, 1, 97, 79, 2705, 15360, 70, 74.59, 1425
60
+ 2026/08/21 12:18:56.128, 0, 97, 83, 2705, 15360, 82, 71.43, 930
61
+ 2026/08/21 12:18:56.147, 1, 95, 76, 2705, 15360, 70, 66.22, 1215
62
+ 2026/08/21 12:19:01.201, 0, 98, 81, 2705, 15360, 81, 56.63, 1035
63
+ 2026/08/21 12:19:01.218, 1, 97, 82, 2705, 15360, 70, 64.66, 1335
64
+ 2026/08/21 12:19:06.270, 0, 95, 80, 2705, 15360, 79, 65.83, 1095
65
+ 2026/08/21 12:19:06.288, 1, 97, 82, 2705, 15360, 69, 60.36, 1155
66
+ 2026/08/21 12:19:11.340, 0, 97, 83, 2705, 15360, 78, 69.92, 990
67
+ 2026/08/21 12:19:11.358, 1, 95, 81, 2705, 15360, 68, 66.41, 1245
68
+ 2026/08/21 12:19:16.417, 0, 92, 79, 2705, 15360, 77, 51.14, 1170
69
+ 2026/08/21 12:19:16.435, 1, 97, 83, 2705, 15360, 68, 62.60, 1365
70
+ 2026/08/21 12:19:21.487, 0, 96, 84, 2705, 15360, 76, 63.09, 1035
71
+ 2026/08/21 12:19:21.498, 1, 97, 79, 2705, 15360, 67, 69.63, 1335
72
+ 2026/08/21 12:19:26.549, 0, 95, 82, 2705, 15360, 75, 66.26, 1080
73
+ 2026/08/21 12:19:26.568, 1, 94, 80, 2705, 15360, 67, 76.67, 1530
74
+ 2026/08/21 12:19:31.614, 0, 97, 88, 2705, 15360, 75, 62.99, 1110
75
+ 2026/08/21 12:19:31.631, 1, 100, 0, 2705, 15360, 66, 43.83, 1590
76
+ 2026/08/21 12:19:36.676, 0, 86, 85, 2705, 15360, 75, 67.19, 1140
77
+ 2026/08/21 12:19:36.701, 1, 97, 66, 2705, 15360, 68, 61.20, 1380
78
+ 2026/08/21 12:19:41.752, 0, 96, 81, 2705, 15360, 75, 55.79, 1125
79
+ 2026/08/21 12:19:41.769, 1, 97, 83, 2705, 15360, 68, 64.14, 1350
80
+ 2026/08/21 12:19:46.826, 0, 97, 86, 2705, 15360, 76, 64.74, 1080
81
+ 2026/08/21 12:19:46.838, 1, 96, 80, 2705, 15360, 68, 73.33, 1320
82
+ 2026/08/21 12:19:51.889, 0, 95, 83, 2705, 15360, 76, 66.02, 1005
83
+ 2026/08/21 12:19:51.905, 1, 96, 82, 2705, 15360, 69, 65.38, 1275
84
+ 2026/08/21 12:19:56.963, 0, 96, 82, 2705, 15360, 77, 71.82, 975
85
+ 2026/08/21 12:19:56.983, 1, 97, 85, 2705, 15360, 69, 63.69, 1215
86
+ 2026/08/21 12:20:02.034, 0, 96, 82, 2705, 15360, 77, 63.48, 1185
87
+ 2026/08/21 12:20:02.051, 1, 96, 80, 2705, 15360, 70, 72.99, 1335
88
+ 2026/08/21 12:20:07.104, 0, 97, 82, 2705, 15360, 77, 65.29, 975
89
+ 2026/08/21 12:20:07.122, 1, 96, 81, 2705, 15360, 70, 66.02, 1275
90
+ 2026/08/21 12:20:12.173, 0, 95, 82, 2705, 15360, 78, 65.83, 1080
91
+ 2026/08/21 12:20:12.186, 1, 98, 82, 2705, 15360, 71, 76.57, 1185
92
+ 2026/08/21 12:20:17.245, 0, 98, 82, 2705, 15360, 78, 66.90, 1020
93
+ 2026/08/21 12:20:17.263, 1, 96, 80, 2705, 15360, 71, 64.51, 1290
94
+ 2026/08/21 12:20:22.312, 0, 96, 82, 2705, 15360, 78, 64.80, 930
95
+ 2026/08/21 12:20:22.330, 1, 97, 80, 2705, 15360, 71, 63.83, 1245
96
+ 2026/08/21 12:20:27.387, 0, 98, 94, 2705, 15360, 77, 66.45, 1095
97
+ 2026/08/21 12:20:27.409, 1, 98, 47, 2705, 15360, 70, 44.22, 1590
98
+ 2026/08/21 12:20:32.462, 0, 85, 83, 2705, 15360, 77, 40.35, 1395
99
+ 2026/08/21 12:20:32.479, 1, 100, 0, 2705, 15360, 71, 84.21, 1395
100
+ 2026/08/21 12:20:37.527, 0, 90, 79, 2705, 15360, 77, 62.11, 975
101
+ 2026/08/21 12:20:37.543, 1, 97, 51, 2705, 15360, 71, 78.42, 1215
102
+ 2026/08/21 12:20:42.599, 0, 97, 84, 2705, 15360, 77, 65.48, 1050
103
+ 2026/08/21 12:20:42.612, 1, 95, 81, 2705, 15360, 71, 63.88, 1335
104
+ 2026/08/21 12:20:47.663, 0, 96, 81, 2705, 15360, 77, 65.93, 975
105
+ 2026/08/21 12:20:47.680, 1, 98, 82, 2705, 15360, 71, 69.34, 1185
106
+ 2026/08/21 12:20:52.732, 0, 97, 83, 2705, 15360, 77, 60.30, 1035
107
+ 2026/08/21 12:20:52.745, 1, 95, 81, 2705, 15360, 71, 61.18, 1440
108
+ 2026/08/21 12:20:57.799, 0, 95, 82, 2705, 15360, 77, 72.83, 945
109
+ 2026/08/21 12:20:57.818, 1, 97, 82, 2705, 15360, 71, 70.21, 1290
110
+ 2026/08/21 12:21:02.870, 0, 97, 84, 2705, 15360, 77, 65.29, 1125
111
+ 2026/08/21 12:21:02.885, 1, 96, 81, 2705, 15360, 71, 59.42, 1320
112
+ 2026/08/21 12:21:07.946, 0, 96, 81, 2705, 15360, 77, 72.50, 990
113
+ 2026/08/21 12:21:07.962, 1, 97, 82, 2705, 15360, 71, 71.57, 1290
114
+ 2026/08/21 12:21:13.015, 0, 97, 82, 2705, 15360, 77, 63.96, 1170
115
+ 2026/08/21 12:21:13.029, 1, 95, 79, 2705, 15360, 71, 55.24, 1335
116
+ 2026/08/21 12:21:18.084, 0, 95, 82, 2705, 15360, 77, 73.13, 990
117
+ 2026/08/21 12:21:18.101, 1, 98, 80, 2705, 15360, 71, 73.81, 1275
118
+ 2026/08/21 12:21:23.157, 0, 97, 83, 2705, 15360, 77, 57.48, 1035
119
+ 2026/08/21 12:21:23.170, 1, 96, 81, 2705, 15360, 71, 68.61, 1185
120
+ 2026/08/21 12:21:28.226, 0, 97, 83, 2705, 15360, 77, 65.09, 1035
121
+ 2026/08/21 12:21:28.241, 1, 95, 81, 2705, 15360, 70, 39.37, 1560
122
+ 2026/08/21 12:21:33.289, 0, 98, 95, 2705, 15360, 77, 63.67, 1080
123
+ 2026/08/21 12:21:33.310, 1, 100, 27, 2705, 15360, 70, 45.00, 1590
124
+ 2026/08/21 12:21:38.358, 0, 84, 79, 2705, 15360, 77, 76.72, 990
125
+ 2026/08/21 12:21:38.380, 1, 100, 0, 2705, 15360, 71, 67.15, 1245
126
+ 2026/08/21 12:21:43.432, 0, 97, 84, 2705, 15360, 77, 65.93, 1095
127
+ 2026/08/21 12:21:43.448, 1, 95, 76, 2705, 15360, 71, 56.38, 1125
128
+ 2026/08/21 12:21:48.498, 0, 96, 81, 2705, 15360, 77, 71.48, 1035
129
+ 2026/08/21 12:21:48.518, 1, 98, 81, 2705, 15360, 71, 67.64, 1260
130
+ 2026/08/21 12:21:53.571, 0, 97, 85, 2705, 15360, 77, 63.13, 885
131
+ 2026/08/21 12:21:53.587, 1, 96, 81, 2705, 15360, 71, 62.95, 1185
132
+ 2026/08/21 12:21:58.643, 0, 96, 80, 2705, 15360, 77, 66.32, 1065
133
+ 2026/08/21 12:21:58.656, 1, 98, 82, 2705, 15360, 71, 62.41, 1290
134
+ 2026/08/21 12:22:03.708, 0, 97, 82, 2705, 15360, 77, 58.35, 1005
135
+ 2026/08/21 12:22:03.727, 1, 96, 81, 2705, 15360, 71, 64.66, 1185
136
+ 2026/08/21 12:22:08.790, 0, 96, 79, 2705, 15360, 77, 66.26, 1110
137
+ 2026/08/21 12:22:08.807, 1, 98, 83, 2705, 15360, 72, 65.87, 1335
138
+ 2026/08/21 12:22:13.855, 0, 95, 83, 2705, 15360, 77, 66.61, 1050
139
+ 2026/08/21 12:22:13.872, 1, 96, 81, 2705, 15360, 71, 70.27, 1290
140
+ 2026/08/21 12:22:18.925, 0, 96, 78, 2705, 15360, 77, 66.70, 1110
141
+ 2026/08/21 12:22:18.942, 1, 98, 83, 2705, 15360, 72, 65.09, 1335
142
+ 2026/08/21 12:22:23.991, 0, 95, 82, 2705, 15360, 77, 66.12, 1035
143
+ 2026/08/21 12:22:24.009, 1, 96, 81, 2705, 15360, 71, 69.44, 1245
144
+ 2026/08/21 12:22:29.059, 0, 97, 83, 2705, 15360, 77, 63.92, 960
145
+ 2026/08/21 12:22:29.080, 1, 97, 84, 2705, 15360, 71, 67.05, 1260
146
+ 2026/08/21 12:22:34.129, 0, 96, 89, 2705, 15360, 77, 64.55, 1095
147
+ 2026/08/21 12:22:34.142, 1, 95, 73, 2705, 15360, 71, 43.63, 1590
148
+ 2026/08/21 12:22:39.183, 0, 83, 60, 2705, 15360, 77, 69.42, 1065
149
+ 2026/08/21 12:22:39.194, 1, 0, 0, 3, 15360, 68, 28.89, 345
150
+ 2026/08/21 12:22:44.240, 0, 85, 62, 2705, 15360, 77, 68.79, 1140
151
+ 2026/08/21 12:22:44.251, 1, 0, 0, 3, 15360, 64, 10.62, 300
152
+ 2026/08/21 12:22:49.305, 0, 99, 26, 2705, 15360, 77, 56.61, 1065
153
+ 2026/08/21 12:22:49.315, 1, 0, 0, 3, 15360, 62, 10.92, 300
154
+ 2026/08/21 12:22:54.390, 0, 0, 0, 1, 15360, 75, 37.85, 1305
155
+ 2026/08/21 12:22:54.406, 1, 0, 0, 1, 15360, 60, 14.37, 300
opt5_spkconv_bitpack/opt5_bitpack_reg1e-3.summary.json ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "opt5_bitpack_reg1e-3",
3
+ "script": "opt5_spkconv_bitpack.py",
4
+ "script_sha256_16": "b51deb6b2fb1ccc1",
5
+ "hf_folder": "opt5_spkconv_bitpack",
6
+ "priority": 1,
7
+ "note": "",
8
+ "phase": 5,
9
+ "n_phases": 10,
10
+ "command": [
11
+ "/usr/bin/python3",
12
+ "-m",
13
+ "torch.distributed.run",
14
+ "--standalone",
15
+ "--nproc_per_node=2",
16
+ "/kaggle/temp/snn_runs/scripts/opt5_spkconv_bitpack.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
+ "--spkconv-eval",
32
+ "--spike-reg",
33
+ "1e-3"
34
+ ],
35
+ "flags": [
36
+ "--spkconv-eval",
37
+ "--spike-reg",
38
+ "1e-3"
39
+ ],
40
+ "epochs_requested": 100,
41
+ "epochs_completed": 100,
42
+ "batch_size_per_gpu": 32,
43
+ "num_bins_T": 16,
44
+ "gpus": 2,
45
+ "amp": false,
46
+ "exit_code": 0,
47
+ "status": "ok",
48
+ "duration_s": 385.1,
49
+ "sec_per_epoch": 3.85,
50
+ "started_utc": "2026-08-21T12:16:29.328779+00:00",
51
+ "finished_utc": "2026-08-21T12:22:54.476515+00:00",
52
+ "final_epoch_metrics": {
53
+ "epoch": 100,
54
+ "train_loss": 0.5813063473949646,
55
+ "train_acc": 0.9962825278810409,
56
+ "test_loss": 0.2965581358382196,
57
+ "test_acc": 0.928030303030303,
58
+ "best_acc": 0.9431818181818182,
59
+ "spike_rates": [
60
+ 0.09123443943612716,
61
+ 0.11142527355867274,
62
+ 0.09460004024645861,
63
+ 0.09544002220911138,
64
+ 0.12524940511759589
65
+ ],
66
+ "spikes_per_sample": 371341.76300904976,
67
+ "wall_time_s": 2.414661169052124,
68
+ "timestamp": "2026-08-21T12:22:34.254639+00:00"
69
+ },
70
+ "best": {
71
+ "epoch": 91,
72
+ "test_acc": 0.9431818181818182
73
+ },
74
+ "event_driven": {
75
+ "event_driven_test_acc": 0.928030303030303,
76
+ "synaptic_ops_per_inference": 236081215.80555555
77
+ },
78
+ "driver_version": 1,
79
+ "zip": {
80
+ "name": "opt5_bitpack_reg1e-3.zip",
81
+ "files": 312,
82
+ "bytes": 1443720922,
83
+ "MB": 1443.7,
84
+ "sha256": "1f1faa9c6f671fdfdab13e172af2d44116db330674af892078c1055938931b9e"
85
+ }
86
+ }
opt5_spkconv_bitpack/opt5_bitpack_reg1e-3.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1f1faa9c6f671fdfdab13e172af2d44116db330674af892078c1055938931b9e
3
+ size 1443720922