add run opt10_D1_storm1e-3

opt10_sfa_integer_train/opt10_D1_storm1e-3.epochs.csv

@@ -0,0 +1,101 @@
+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
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,1,2.714522773005262,0.44981412639405205,4.157597541809082,0.3181818181818182,0.3181818181818182,447273.1940045249,3.069744348526001,3.1,2026-08-21T17:59:01.735356+00:00,0.09783437453648623,0.13237360908704646,0.14997107228812048,0.17639105635530808,0.18489245632115534,0.148293,"[0.09783437453648623, 0.13237360908704646, 0.14997107228812048, 0.17639105635530808, 0.18489245632115534]",1,142.38,0.12141,95.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,2,1.8444533658293543,0.5278810408921933,1.4788927164944736,0.5378787878787878,0.5378787878787878,477888.4670531674,2.624626636505127,5.7,2026-08-21T17:59:04.388891+00:00,0.10423828749095693,0.1435275375843048,0.15967938829870784,0.17950268528040716,0.18345006949761333,0.15408,"[0.10423828749095693, 0.1435275375843048, 0.15967938829870784, 0.17950268528040716, 0.18345006949761333]",1,148.37,0.10817,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,3,1.6572926283769005,0.550185873605948,1.800934051022385,0.4734848484848485,0.5378787878787878,483496.07451923075,2.62335205078125,8.3,2026-08-21T17:59:07.044331+00:00,0.1076769570217413,0.1434794462778989,0.1614787955494488,0.16234411386882558,0.1537665803642834,0.145749,"[0.1076769570217413, 0.1434794462778989, 0.1614787955494488, 0.16234411386882558, 0.1537665803642834]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,4,1.4419204289142085,0.604089219330855,1.174517487034653,0.5681818181818182,0.5681818181818182,498932.8735859728,2.6296465396881104,10.9,2026-08-21T17:59:09.699677+00:00,0.11532903331167557,0.14161682654829585,0.1624478338395848,0.16881290428778706,0.15225882565273957,0.148093,"[0.11532903331167557, 0.14161682654829585, 0.1624478338395848, 0.16881290428778706, 0.15225882565273957]",1,139.59,0.10196,91.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,5,1.4128732193801483,0.5892193308550185,1.2556235718004631,0.5984848484848485,0.5984848484848485,512251.3805147059,2.640232801437378,13.6,2026-08-21T17:59:12.374923+00:00,0.12096910003353567,0.14331280483919032,0.16055002545609193,0.17414117998936596,0.15347279695903554,0.150489,"[0.12096910003353567, 0.14331280483919032, 0.16055002545609193, 0.17414117998936596, 0.15347279695903554]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,6,1.2894721310378008,0.6672862453531598,0.9080320090958567,0.6628787878787878,0.6628787878787878,509455.6719457014,2.636065721511841,16.2,2026-08-21T17:59:15.042360+00:00,0.1187989996636615,0.1471935659646988,0.15755978051353903,0.16897177170304692,0.14537743961109834,0.14758,"[0.1187989996636615, 0.1471935659646988, 0.15755978051353903, 0.16897177170304692, 0.14537743961109834]",1,112.56,0.08242,98.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,7,1.3244355230083253,0.6319702602230484,0.9397608348817537,0.6515151515151515,0.6628787878787878,496105.6740667421,2.63960862159729,18.9,2026-08-21T17:59:17.712218+00:00,0.11517611452761818,0.14909682028433857,0.1464293932213503,0.15431682414868297,0.1461707239641863,0.142238,"[0.11517611452761818, 0.14909682028433857, 0.1464293932213503, 0.15431682414868297, 0.1461707239641863]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,8,1.3063706265949406,0.6226765799256505,0.9237128080743732,0.6363636363636364,0.6628787878787878,500862.75636312214,2.6436116695404053,21.5,2026-08-21T17:59:20.381401+00:00,0.11685516992036034,0.1484104631578221,0.14814888116191416,0.1618795657859129,0.15376375002019546,0.145812,"[0.11685516992036034, 0.1484104631578221, 0.14814888116191416, 0.1618795657859129, 0.15376375002019546]",2,67.76,0.04976,96.0,3033.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,9,1.312002072103848,0.6468401486988847,0.8752790147607977,0.6704545454545454,0.6704545454545454,509370.0237556561,2.6542892456054688,24.2,2026-08-21T17:59:23.064013+00:00,0.1206900722840253,0.1457519951988669,0.15278146109160254,0.16734749867635615,0.1665275193312589,0.15062,"[0.1206900722840253, 0.1457519951988669, 0.15278146109160254, 0.16734749867635615, 0.1665275193312589]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,10,1.2230378309590222,0.6821561338289963,0.9853670633200443,0.6022727272727273,0.6704545454545454,519861.87386877823,2.6428780555725098,26.8,2026-08-21T17:59:25.735410+00:00,0.12398284673690796,0.14697756223818836,0.1564298517563764,0.17050565428593578,0.16356519127593322,0.152292,"[0.12398284673690796, 0.14697756223818836, 0.1564298517563764, 0.17050565428593578, 0.16356519127593322]",1,134.75,0.09892,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,11,1.2150404741329774,0.6914498141263941,0.75571824203838,0.6931818181818182,0.6931818181818182,512813.8874434389,2.643770933151245,29.4,2026-08-21T17:59:28.408055+00:00,0.1182317795122371,0.15353232359184937,0.15415021426537456,0.16566281020641327,0.15994918609366698,0.150305,"[0.1182317795122371, 0.15353232359184937, 0.15415021426537456, 0.16566281020641327, 0.15994918609366698]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,12,1.2164702747834217,0.6765799256505576,0.769854794849049,0.6590909090909091,0.6931818181818182,494061.0398755656,2.6432435512542725,32.1,2026-08-21T17:59:31.083078+00:00,0.11197309721918668,0.14926968953188727,0.15296357168870814,0.16178647121962378,0.1563208743053324,0.146463,"[0.11197309721918668, 0.14926968953188727, 0.15296357168870814, 0.16178647121962378, 0.1563208743053324]",1,138.33,0.10157,95.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,13,1.1890283313382515,0.6840148698884758,0.7914465178142894,0.7007575757575758,0.7007575757575758,492236.0537330317,2.6395692825317383,34.7,2026-08-21T17:59:33.751731+00:00,0.11047280229189817,0.15332356270621805,0.14935180106583765,0.15438010149142323,0.14841169469496784,0.143188,"[0.11047280229189817, 0.15332356270621805, 0.14935180106583765, 0.15438010149142323, 0.14841169469496784]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,14,1.1513838293827157,0.6877323420074349,0.7091804020332567,0.7083333333333334,0.7083333333333334,493399.36510180996,2.644545555114746,37.4,2026-08-21T17:59:36.425958+00:00,0.11154881032074199,0.1526000341948341,0.14839977639562943,0.1556139579590629,0.14885668544208303,0.143404,"[0.11154881032074199, 0.1526000341948341, 0.14839977639562943, 0.1556139579590629, 0.14885668544208303]",1,134.77,0.099,93.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,15,1.124383743810831,0.7118959107806692,0.8291885925061775,0.6666666666666666,0.7083333333333334,496821.47525452496,2.6239683628082275,40.0,2026-08-21T17:59:39.085647+00:00,0.1136249312583138,0.15152421768973856,0.14906620365731857,0.15464633089654586,0.14578777025727666,0.14293,"[0.1136249312583138, 0.15152421768973856, 0.14906620365731857, 0.15464633089654586, 0.14578777025727666]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,16,1.0992664045560758,0.741635687732342,0.7899418400995659,0.7007575757575758,0.7083333333333334,482696.4130373303,2.6391258239746094,42.6,2026-08-21T17:59:41.750576+00:00,0.1091241345686071,0.14985745005747853,0.14423064536908092,0.1515474293161841,0.1460405237534467,0.14016,"[0.1091241345686071, 0.14985745005747853, 0.14423064536908092, 0.1515474293161841, 0.1460405237534467]",1,132.84,0.09738,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,17,1.0794830348855058,0.7063197026022305,0.812785697705818,0.696969696969697,0.7083333333333334,476770.5,2.623446226119995,45.3,2026-08-21T17:59:44.402128+00:00,0.10858790488804088,0.14661735734518835,0.14232959817437565,0.14875993570860693,0.1410623096367892,0.137471,"[0.10858790488804088, 0.14661735734518835, 0.14232959817437565, 0.14875993570860693, 0.1410623096367892]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,18,1.084192806017,0.758364312267658,0.921206427342964,0.678030303030303,0.7083333333333334,490489.42152149323,2.626384973526001,47.9,2026-08-21T17:59:47.052032+00:00,0.11428966022589628,0.1451099462368909,0.14621427304604473,0.15812853767591364,0.1502419385839911,0.142797,"[0.11428966022589628, 0.1451099462368909, 0.14621427304604473, 0.15812853767591364, 0.1502419385839911]",1,129.43,0.09443,96.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,19,1.0787846687557971,0.7304832713754646,0.7189793369986794,0.7386363636363636,0.7386363636363636,483282.32154977374,2.6156458854675293,50.5,2026-08-21T17:59:49.696034+00:00,0.10986882754985024,0.14954917658777797,0.14316155892961166,0.15066874290213866,0.14868338406085968,0.140386,"[0.10986882754985024, 0.14954917658777797, 0.14316155892961166, 0.15066874290213866, 0.14868338406085968]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,20,1.067902867678816,0.7267657992565055,0.7942200303077698,0.7045454545454546,0.7386363636363636,474556.01216063346,2.6298837661743164,53.1,2026-08-21T17:59:52.355387+00:00,0.10687349298421074,0.1473805448588203,0.14265134141725652,0.15109245216145234,0.15370198996628032,0.14034,"[0.10687349298421074, 0.1473805448588203, 0.14265134141725652, 0.15109245216145234, 0.15370198996628032]",1,144.66,0.10568,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,21,1.0278253205203656,0.7676579925650557,0.811012939973311,0.6666666666666666,0.7386363636363636,483241.2491515837,2.6157138347625732,55.7,2026-08-21T17:59:54.999989+00:00,0.11135631536736208,0.14640642089002273,0.14341906151350806,0.15043606740586898,0.15248075127601624,0.14082,"[0.11135631536736208, 0.14640642089002273, 0.14341906151350806, 0.15043606740586898, 0.15248075127601624]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,22,1.0243664585524774,0.7565055762081785,0.7255209801775037,0.7007575757575758,0.7386363636363636,474718.7806843891,2.616706132888794,58.4,2026-08-21T17:59:57.642803+00:00,0.11060108770342435,0.1413698012337965,0.14004361804793863,0.15143248351181254,0.15039878995979533,0.138769,"[0.11060108770342435, 0.1413698012337965, 0.14004361804793863, 0.15143248351181254, 0.15039878995979533]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,23,1.004410577529425,0.7843866171003717,0.6606841918193933,0.7537878787878788,0.7537878787878788,464254.4104920815,2.6157023906707764,61.0,2026-08-21T18:00:00.288064+00:00,0.10881619067753062,0.13632363869863398,0.13708900616449468,0.1525941517423181,0.1463731273132212,0.136239,"[0.10881619067753062, 0.13632363869863398, 0.13708900616449468, 0.1525941517423181, 0.1463731273132212]",1,124.58,0.09052,89.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,24,1.0068558817902462,0.7825278810408922,0.7818415742931943,0.7121212121212122,0.7537878787878788,457723.20234728506,2.6365966796875,63.6,2026-08-21T18:00:02.955055+00:00,0.10506018295007594,0.13644357025623322,0.1378874971586115,0.15868466654244592,0.14653833385776072,0.136923,"[0.10506018295007594, 0.13644357025623322, 0.1378874971586115, 0.15868466654244592, 0.14653833385776072]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,25,1.005347545262163,0.7899628252788105,0.6045602469733267,0.7310606060606061,0.7537878787878788,460701.6634615385,2.624093532562256,66.2,2026-08-21T18:00:05.605227+00:00,0.10722500392619301,0.13397103197434368,0.13926958073587978,0.1608146963750615,0.14993220567703247,0.138243,"[0.10722500392619301, 0.13397103197434368, 0.13926958073587978, 0.1608146963750615, 0.14993220567703247]",1,136.79,0.09971,98.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,26,1.0131260551041388,0.7490706319702602,0.6964012294104605,0.7045454545454546,0.7537878787878788,463248.4447115385,2.6204941272735596,68.9,2026-08-21T18:00:08.251818+00:00,0.10525629055850647,0.13727744887856877,0.14462842222522287,0.16378193918396444,0.1511151589014951,0.140412,"[0.10525629055850647, 0.13727744887856877, 0.14462842222522287, 0.16378193918396444, 0.1511151589014951]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,27,0.9611050138686226,0.8234200743494424,0.728187924081629,0.7045454545454546,0.7537878787878788,457271.80033936654,2.621971607208252,71.5,2026-08-21T18:00:10.900717+00:00,0.10428786233944051,0.1367757548304165,0.13952119473148794,0.1580451174693949,0.15224886641782873,0.138176,"[0.10428786233944051, 0.1367757548304165, 0.13952119473148794, 0.1580451174693949, 0.15224886641782873]",1,110.6,0.08055,96.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,28,0.9386140252134614,0.8104089219330854,0.7923772913036924,0.7159090909090909,0.7537878787878788,459449.97850678733,2.630582571029663,74.1,2026-08-21T18:00:13.556533+00:00,0.10555516490164925,0.13846752836423762,0.13606295427855322,0.1548137331710142,0.15006756694877849,0.136993,"[0.10555516490164925, 0.13846752836423762, 0.13606295427855322, 0.1548137331710142, 0.15006756694877849]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,29,0.9374578550845717,0.8141263940520446,0.5675077501571539,0.7727272727272727,0.7727272727272727,465467.67519796384,2.6182618141174316,76.7,2026-08-21T18:00:16.205862+00:00,0.10732399628442876,0.1390218559433432,0.1383649023140178,0.15892264860517838,0.1479977746220196,0.138326,"[0.10732399628442876, 0.1390218559433432, 0.1383649023140178, 0.15892264860517838, 0.1479977746220196]",1,143.15,0.10411,94.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,30,0.9035403331859404,0.8271375464684015,0.5364805712844386,0.7954545454545454,0.7954545454545454,453522.64126131224,2.6252903938293457,79.4,2026-08-21T18:00:18.866544+00:00,0.10304181847502203,0.139622903045486,0.13233410610872157,0.15521743104738348,0.15423181828330546,0.13689,"[0.10304181847502203, 0.139622903045486, 0.13233410610872157, 0.15521743104738348, 0.15423181828330546]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,31,0.9552508488463647,0.79182156133829,0.6255716446674231,0.7765151515151515,0.7954545454545454,444849.20941742085,2.623359203338623,82.0,2026-08-21T18:00:21.524723+00:00,0.10286172084948596,0.13687318212845745,0.12361735631437863,0.14871480184442856,0.15527594089508057,0.133469,"[0.10286172084948596, 0.13687318212845745, 0.12361735631437863, 0.14871480184442856, 0.15527594089508057]",1,145.0,0.10566,94.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,32,0.863356596475197,0.8420074349442379,0.4372107151782874,0.8295454545454546,0.8295454545454546,452526.17703619914,2.6262991428375244,84.6,2026-08-21T18:00:24.177449+00:00,0.10525917963070028,0.13732556823421926,0.12718749221633463,0.1511502940865124,0.15326247057493994,0.134837,"[0.10525917963070028, 0.13732556823421926, 0.12718749221633463, 0.1511502940865124, 0.15326247057493994]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,33,0.847810637995213,0.8568773234200744,0.5707392475821755,0.7878787878787878,0.8295454545454546,447350.3190045249,2.6242949962615967,87.2,2026-08-21T18:00:26.836027+00:00,0.10186728791278951,0.13759982147637537,0.13045956983285792,0.15060318568173578,0.15389011800289154,0.134884,"[0.10186728791278951, 0.13759982147637537, 0.13045956983285792, 0.15060318568173578, 0.15389011800289154]",1,135.47,0.09875,94.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,34,0.8264062413495713,0.8866171003717472,0.4769116929083159,0.8257575757575758,0.8295454545454546,448568.96875,2.627427339553833,89.9,2026-08-21T18:00:29.490687+00:00,0.10324655517059214,0.13691111697870142,0.12908844211522272,0.14861522702609792,0.15734159069902756,0.135041,"[0.10324655517059214, 0.13691111697870142, 0.12908844211522272, 0.14861522702609792, 0.15734159069902756]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,35,0.8071288333506389,0.8847583643122676,0.5218778342911692,0.8446969696969697,0.8446969696969697,443866.85972850677,2.6312172412872314,92.5,2026-08-21T18:00:32.155945+00:00,0.10093817596926409,0.13666077834718368,0.12815652524723725,0.15513065282036276,0.16179068386554718,0.136535,"[0.10093817596926409, 0.13666077834718368, 0.12815652524723725, 0.15513065282036276, 0.16179068386554718]",2,64.09,0.04685,97.0,3033.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,36,0.8179657745095433,0.8828996282527881,0.5187123733939547,0.8106060606060606,0.8446969696969697,443875.85675904976,2.6270599365234375,95.1,2026-08-21T18:00:34.815990+00:00,0.10093040106927648,0.13726973358322592,0.1269629106802099,0.1553636859445011,0.15971579972435446,0.136049,"[0.10093040106927648, 0.13726973358322592, 0.1269629106802099, 0.1553636859445011, 0.15971579972435446]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,37,0.7509487752134472,0.9182156133828996,0.5165916807723768,0.8068181818181818,0.8446969696969697,441888.5077771493,2.6324288845062256,97.8,2026-08-21T18:00:37.477719+00:00,0.10295918627696879,0.13257607291726506,0.1251945311532301,0.1525666783837711,0.15641140850151286,0.133942,"[0.10295918627696879, 0.13257607291726506, 0.1251945311532301, 0.1525666783837711, 0.15641140850151286]",1,126.52,0.09252,96.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,38,0.8360682132075711,0.879182156133829,0.41935698913805414,0.8712121212121212,0.8712121212121212,434962.39069570135,2.6229989528656006,100.4,2026-08-21T18:00:40.125787+00:00,0.1011145342798794,0.12990173478336894,0.12508079058983745,0.1512370337458218,0.15419948802274816,0.132307,"[0.1011145342798794, 0.12990173478336894, 0.12508079058983745, 0.1512370337458218, 0.15419948802274816]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,39,0.7645154630827637,0.912639405204461,0.45640140862175915,0.8598484848484849,0.8712121212121212,427277.73925339367,2.647195339202881,103.0,2026-08-21T18:00:42.809269+00:00,0.10103532496620626,0.1278991138233858,0.11618678885347702,0.14550801673356226,0.15356158771935632,0.128838,"[0.10103532496620626, 0.1278991138233858, 0.11618678885347702, 0.14550801673356226, 0.15356158771935632]",1,127.87,0.09403,96.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,40,0.7497300222017508,0.929368029739777,0.4097852309544881,0.8977272727272727,0.8977272727272727,415895.4302884615,2.6260793209075928,105.6,2026-08-21T18:00:45.461608+00:00,0.09777328941751928,0.12513460131252513,0.11288539583192152,0.14590179832542644,0.1579217700397267,0.127923,"[0.09777328941751928, 0.12513460131252513, 0.11288539583192152, 0.14590179832542644, 0.1579217700397267]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,41,0.7087855536255252,0.9405204460966543,0.48400514776056464,0.8295454545454546,0.8977272727272727,414319.0066459276,2.644365072250366,108.3,2026-08-21T18:00:48.141016+00:00,0.09726597237236359,0.12519995868206024,0.11291927011574016,0.14173822104930878,0.15149740524151745,0.125724,"[0.09726597237236359, 0.12519995868206024, 0.11291927011574016, 0.14173822104930878, 0.15149740524151745]",1,128.53,0.09441,96.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,42,0.7589577915056931,0.912639405204461,0.34396650213183777,0.9015151515151515,0.9015151515151515,413679.86170814483,2.628567695617676,110.9,2026-08-21T18:00:50.794108+00:00,0.09767953043474871,0.12221856634406482,0.11546829824938494,0.14378488502081702,0.15330246529158423,0.126491,"[0.09767953043474871, 0.12221856634406482, 0.11546829824938494, 0.14378488502081702, 0.15330246529158423]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,43,0.7153650444679543,0.9330855018587361,0.33821208188028046,0.8939393939393939,0.9015151515151515,411938.9645079185,2.635605573654175,113.6,2026-08-21T18:00:53.465140+00:00,0.09964754739228417,0.11900764747577555,0.11175178604967453,0.13972174420076258,0.15078222751617432,0.124182,"[0.09964754739228417, 0.11900764747577555, 0.11175178604967453, 0.13972174420076258, 0.15078222751617432]",1,120.03,0.08788,96.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,44,0.7141901850700378,0.9386617100371747,0.6036578380700314,0.803030303030303,0.9015151515151515,418042.9343891403,2.6269960403442383,116.2,2026-08-21T18:00:56.115824+00:00,0.10216404541450388,0.11984131178435158,0.11189126442460452,0.1389228920726215,0.14885086872998407,0.124334,"[0.10216404541450388, 0.11984131178435158, 0.11189126442460452, 0.1389228920726215, 0.14885086872998407]",1,137.28,0.10018,89.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,45,0.7166150030593447,0.9349442379182156,0.47943510250611737,0.8333333333333334,0.9015151515151515,411963.4742647059,2.6364939212799072,118.8,2026-08-21T18:00:58.785820+00:00,0.10041282150675268,0.11914345008485458,0.10976981415468104,0.13486810554476344,0.14504143595695496,0.121847,"[0.10041282150675268, 0.11914345008485458, 0.10976981415468104, 0.13486810554476344, 0.14504143595695496]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,46,0.7071247395529623,0.9423791821561338,1.0202854962059946,0.7083333333333334,0.9015151515151515,408648.2557975113,2.6315455436706543,121.5,2026-08-21T18:01:01.443642+00:00,0.09761528407826144,0.12093698277192957,0.11123685801730436,0.13420610831064336,0.14365972140256097,0.121531,"[0.09761528407826144, 0.12093698277192957, 0.11123685801730436, 0.13420610831064336, 0.14365972140256097]",1,115.43,0.08438,97.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,47,0.70007001910511,0.9368029739776952,0.3596804557424603,0.8939393939393939,0.9015151515151515,411298.026300905,2.62919282913208,124.1,2026-08-21T18:01:04.099627+00:00,0.09897161187494502,0.1201693082557005,0.11185620418366264,0.13628566966337316,0.1452869054149179,0.122514,"[0.09897161187494502, 0.1201693082557005, 0.11185620418366264, 0.13628566966337316, 0.1452869054149179]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,48,0.6741941766224829,0.9591078066914498,0.39686673111987836,0.8787878787878788,0.9015151515151515,410217.1631787331,2.628727674484253,126.7,2026-08-21T18:01:06.753489+00:00,0.09913135100813474,0.11960173266775467,0.11109219929751228,0.1333999546135173,0.14007198985885172,0.120659,"[0.09913135100813474, 0.11960173266775467, 0.11109219929751228, 0.1333999546135173, 0.14007198985885172]",1,106.44,0.07772,94.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,49,0.6816180707353642,0.9572490706319703,0.3465503047813069,0.9053030303030303,0.9053030303030303,409213.13871606335,2.6352663040161133,129.3,2026-08-21T18:01:09.413708+00:00,0.09844525246059194,0.1201495870071299,0.11101287953993853,0.1324270464041654,0.1436497621676501,0.121137,"[0.09844525246059194, 0.1201495870071299, 0.11101287953993853, 0.1324270464041654, 0.1436497621676501]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,50,0.6667844726250517,0.9535315985130112,0.3940565459655993,0.9090909090909091,0.9090909090909091,408531.8052884615,2.638352632522583,132.0,2026-08-21T18:01:12.082546+00:00,0.09884457903749802,0.11994666825322543,0.10857405688832789,0.13212642774862401,0.14509938131360448,0.120918,"[0.09884457903749802, 0.11994666825322543, 0.10857405688832789, 0.13212642774862401, 0.14509938131360448]",1,131.65,0.09648,94.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,51,0.6616969011086957,0.9609665427509294,0.30859364704652265,0.9015151515151515,0.9090909090909091,412341.3503959276,2.626523733139038,134.6,2026-08-21T18:01:14.744419+00:00,0.09964517547803767,0.1218565071330351,0.10850687544135486,0.13339178264141083,0.14478859568343444,0.121638,"[0.09964517547803767, 0.1218565071330351, 0.10850687544135486, 0.13339178264141083, 0.14478859568343444]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,52,0.6535844107099625,0.9702602230483272,0.5852619084444913,0.8068181818181818,0.9090909090909091,407105.2205882353,2.6380996704101562,137.2,2026-08-21T18:01:17.407537+00:00,0.09814637154340744,0.12202443094814525,0.10543851422912934,0.12838467604973736,0.14428220776950612,0.119655,"[0.09814637154340744, 0.12202443094814525, 0.10543851422912934, 0.12838467604973736, 0.14428220776950612]",1,130.92,0.09594,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,53,0.6579019874888282,0.9609665427509294,0.367919306863438,0.8977272727272727,0.9090909090909091,402600.1583710407,2.6279401779174805,139.9,2026-08-21T18:01:20.061613+00:00,0.09704846056068644,0.120246641776141,0.10390736644758898,0.1317372409736409,0.14729433375246384,0.120047,"[0.09704846056068644, 0.120246641776141, 0.10390736644758898, 0.1317372409736409, 0.14729433375246384]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,54,0.6377478651840891,0.9702602230483272,0.30041762644594366,0.9204545454545454,0.9204545454545454,403252.75975678733,2.634385347366333,142.5,2026-08-21T18:01:22.721622+00:00,0.09809804138015299,0.1189993085230098,0.10416866225354812,0.1290493484805612,0.14418589104624355,0.1189,"[0.09809804138015299, 0.1189993085230098, 0.10416866225354812, 0.1290493484805612, 0.14418589104624355]",1,151.52,0.11088,96.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,55,0.6347599224530188,0.966542750929368,0.34350752559575165,0.9090909090909091,0.9204545454545454,400248.22779977374,2.626993417739868,145.1,2026-08-21T18:01:25.379126+00:00,0.09746806674143847,0.1190267893321374,0.10175745627459358,0.12562024900141885,0.14435703438871048,0.117646,"[0.09746806674143847, 0.1190267893321374, 0.10175745627459358, 0.12562024900141885, 0.14435703438871048]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,56,0.6265287487923434,0.9721189591078067,0.276711901028951,0.9356060606060606,0.9356060606060606,400405.10944570135,2.63889217376709,147.8,2026-08-21T18:01:28.043930+00:00,0.09710780092898537,0.11887904519543928,0.10317494632566676,0.12811237047700322,0.14404509260373957,0.118264,"[0.09710780092898537, 0.11887904519543928, 0.10317494632566676, 0.12811237047700322, 0.14404509260373957]",1,150.92,0.11063,96.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,57,0.6291576047812253,0.9702602230483272,0.34472864956566784,0.9204545454545454,0.9356060606060606,400670.55359162897,2.628305673599243,150.4,2026-08-21T18:01:30.702778+00:00,0.09785495566971161,0.11853675719569712,0.10191930436036166,0.12603300853687174,0.1427210122346878,0.117413,"[0.09785495566971161, 0.11853675719569712, 0.10191930436036166, 0.12603300853687174, 0.1427210122346878]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,58,0.6304505536104223,0.9795539033457249,0.31036022237756034,0.9053030303030303,0.9356060606060606,400971.38291855203,2.634084463119507,153.0,2026-08-21T18:01:33.363949+00:00,0.0975651245783357,0.11853645478977877,0.10336444000987445,0.1273209233494366,0.14053204918608947,0.117464,"[0.0975651245783357, 0.11853645478977877, 0.10336444000987445, 0.1273209233494366, 0.14053204918608947]",1,138.8,0.10156,95.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,59,0.650160975837353,0.9684014869888475,0.3273708422978719,0.9204545454545454,0.9356060606060606,395582.23529411765,2.634371757507324,155.7,2026-08-21T18:01:36.022643+00:00,0.09647228393484564,0.11571717788191403,0.10356699806802414,0.12536768176976373,0.14158462952165043,0.116542,"[0.09647228393484564, 0.11571717788191403, 0.10356699806802414, 0.12536768176976373, 0.14158462952165043]",1,133.15,0.09744,95.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,60,0.6426822862217417,0.9684014869888475,0.36823499992941366,0.9053030303030303,0.9356060606060606,398748.224688914,2.633002758026123,158.3,2026-08-21T18:01:38.680744+00:00,0.0961389620514477,0.11758160284336876,0.10637885858030881,0.1285797094597536,0.14345094912192402,0.118426,"[0.0961389620514477, 0.11758160284336876, 0.10637885858030881, 0.1285797094597536, 0.14345094912192402]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,61,0.6451664713235593,0.9646840148698885,0.33774269891507697,0.9318181818181818,0.9356060606060606,396917.26767533936,2.638199806213379,160.9,2026-08-21T18:01:41.344217+00:00,0.09612160263692632,0.11741517966284472,0.10384724727448295,0.12634851213763743,0.14328458642258363,0.117403,"[0.09612160263692632, 0.11741517966284472, 0.10384724727448295, 0.12634851213763743, 0.14328458642258363]",1,138.4,0.10142,95.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,62,0.6297166741913579,0.9721189591078067,0.34338744007276767,0.9128787878787878,0.9356060606060606,400662.0288461538,2.6363682746887207,163.6,2026-08-21T18:01:44.006108+00:00,0.09737027524148717,0.11931167542934418,0.10277598219759324,0.12405286992297453,0.14328310244223652,0.117359,"[0.09737027524148717, 0.11931167542934418, 0.10277598219759324, 0.12405286992297453, 0.14328310244223652]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,63,0.6245060452298161,0.9814126394052045,0.28828589843981195,0.9318181818181818,0.9356060606060606,400591.41925904976,2.634061098098755,166.2,2026-08-21T18:01:46.667470+00:00,0.09718803447835586,0.11896613021107282,0.10297127068042755,0.1282427280264742,0.14599350533064673,0.118672,"[0.09718803447835586, 0.11896613021107282, 0.10297127068042755, 0.1282427280264742, 0.14599350533064673]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,64,0.6401776853104063,0.9776951672862454,0.302141141259309,0.9166666666666666,0.9356060606060606,400385.70644796384,2.6454873085021973,168.9,2026-08-21T18:01:49.338514+00:00,0.09719073071199305,0.11805017161018708,0.10400531616281061,0.1298916532712824,0.14493132777073803,0.118814,"[0.09719073071199305, 0.11805017161018708, 0.10400531616281061, 0.1298916532712824, 0.14493132777073803]",1,123.39,0.09067,93.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,65,0.602264058634251,0.9907063197026023,0.32025595235102106,0.9166666666666666,0.9356060606060606,397282.0588235294,2.639584541320801,171.5,2026-08-21T18:01:52.004812+00:00,0.09678075944676119,0.1171865248504807,0.10276137686827604,0.12470680036965538,0.14414037325802972,0.117115,"[0.09678075944676119, 0.1171865248504807, 0.10276137686827604, 0.12470680036965538, 0.14414037325802972]",1,127.9,0.09378,96.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,66,0.6066065171394206,0.9851301115241635,0.2893057104313012,0.9318181818181818,0.9356060606060606,403080.532239819,2.6440112590789795,174.1,2026-08-21T18:01:54.675160+00:00,0.09813889510491315,0.11912947674007977,0.10385433759759455,0.12732173239483552,0.14381855813895955,0.118453,"[0.09813889510491315, 0.11912947674007977, 0.10385433759759455, 0.12732173239483552, 0.14381855813895955]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,67,0.5943924124356096,0.9944237918215614,0.3048376319083301,0.9242424242424242,0.9356060606060606,399983.2153563348,2.643043041229248,176.8,2026-08-21T18:01:57.344633+00:00,0.09820826001027051,0.11712564922430936,0.10245620897587608,0.12427149537731619,0.14274892386268168,0.116962,"[0.09820826001027051, 0.11712564922430936, 0.10245620897587608, 0.12427149537731619, 0.14274892386268168]",1,113.82,0.08356,97.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,68,0.6067516927825474,0.9851301115241635,0.35291721333156933,0.9128787878787878,0.9356060606060606,398706.090780543,2.6377649307250977,179.4,2026-08-21T18:02:00.008912+00:00,0.0980465548003421,0.11639754474163055,0.10265175121672013,0.12232237966621623,0.14008115582606373,0.1159,"[0.0980465548003421, 0.11639754474163055, 0.10265175121672013, 0.12232237966621623, 0.14008115582606373]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,69,0.6096552335639869,0.9795539033457249,0.4120588745131637,0.8901515151515151,0.9356060606060606,398480.5941742081,2.6421780586242676,182.1,2026-08-21T18:02:02.676988+00:00,0.09708673331667395,0.11723810916437823,0.10382650529637057,0.12433978213983424,0.1432306459721397,0.117144,"[0.09708673331667395, 0.11723810916437823, 0.10382650529637057, 0.12433978213983424, 0.1432306459721397]",1,124.36,0.09127,94.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,70,0.5970118198696123,0.9925650557620818,0.2819360765543851,0.9318181818181818,0.9356060606060606,398895.01385746605,2.6384496688842773,184.7,2026-08-21T18:02:05.341626+00:00,0.09696677765425514,0.11788822140763788,0.10391053382088156,0.12395674077903523,0.14208190406070037,0.116961,"[0.09696677765425514, 0.11788822140763788, 0.10391053382088156, 0.12395674077903523, 0.14208190406070037]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,71,0.6008149316762903,0.9888475836431226,0.32000864522926736,0.9204545454545454,0.9356060606060606,393155.2791289593,2.6442949771881104,187.3,2026-08-21T18:02:08.012684+00:00,0.09546450832310845,0.11599967847852145,0.10277209080317441,0.12390017947729896,0.1414355285027448,0.115914,"[0.09546450832310845, 0.11599967847852145, 0.10277209080317441, 0.12390017947729896, 0.1414355285027448]",1,129.93,0.09544,94.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,72,0.5974723889482065,0.9944237918215614,0.285100760559241,0.9242424242424242,0.9356060606060606,396557.39536199096,2.641401767730713,190.0,2026-08-21T18:02:10.681599+00:00,0.09658152478582718,0.11583831687183942,0.10415446451481651,0.12773335067664876,0.14161588952821844,0.117185,"[0.09658152478582718, 0.11583831687183942, 0.10415446451481651, 0.12773335067664876, 0.14161588952821844]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,73,0.5972864005202254,0.9851301115241635,0.28861690335201495,0.9128787878787878,0.9356060606060606,397536.61043552036,2.650386333465576,192.6,2026-08-21T18:02:13.356992+00:00,0.09712673767524607,0.11657539623625138,0.10272369051680845,0.12634638916043675,0.14101477230296416,0.116757,"[0.09712673767524607, 0.11657539623625138, 0.10272369051680845, 0.12634638916043675, 0.14101477230296416]",1,136.64,0.1006,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,74,0.5894779992812628,0.9944237918215614,0.38505897242011444,0.9053030303030303,0.9356060606060606,392907.4349547511,2.6281943321228027,195.3,2026-08-21T18:02:16.019708+00:00,0.09599114077932694,0.11566081643104553,0.10070923014598734,0.12445791942231796,0.1428685600266737,0.115938,"[0.09599114077932694, 0.11566081643104553, 0.10070923014598734, 0.12445791942231796, 0.1428685600266737]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,75,0.5964380651158471,0.9907063197026023,0.2853878163027041,0.9204545454545454,0.9356060606060606,393156.11114253395,2.6338586807250977,197.9,2026-08-21T18:02:18.679703+00:00,0.09581664204597473,0.11587019659140531,0.10106811979237725,0.12597048107315512,0.14391188849421108,0.116527,"[0.09581664204597473, 0.11587019659140531, 0.10106811979237725, 0.12597048107315512, 0.14391188849421108]",1,129.28,0.09458,96.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,76,0.5865892597290663,0.9907063197026023,0.2883942115939025,0.9166666666666666,0.9356060606060606,391108.497030543,2.644192695617676,200.5,2026-08-21T18:02:21.348780+00:00,0.09545973469229306,0.1155968098079457,0.09974855096901164,0.12368878108613632,0.14125625526203828,0.11515,"[0.09545973469229306, 0.1155968098079457, 0.09974855096901164, 0.12368878108613632, 0.14125625526203828]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,77,0.5885035858721538,0.9944237918215614,0.2736238263773196,0.9356060606060606,0.9356060606060606,389622.26597850677,2.6398348808288574,203.2,2026-08-21T18:02:24.013701+00:00,0.09510158396819059,0.11492923866300021,0.09966190509936389,0.12380655679632635,0.1406623011126238,0.114832,"[0.09510158396819059, 0.11492923866300021, 0.09966190509936389, 0.12380655679632635, 0.1406623011126238]",1,130.41,0.09563,96.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,78,0.5869817004771037,0.9981412639405205,0.2800572436641563,0.928030303030303,0.9356060606060606,390682.9974547511,2.645526885986328,205.8,2026-08-21T18:02:26.685956+00:00,0.09560201097937192,0.11501619000645245,0.0997103882186553,0.12307199134546168,0.13953391068121967,0.114587,"[0.09560201097937192, 0.11501619000645245, 0.0997103882186553, 0.12307199134546168, 0.13953391068121967]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,79,0.586202741555565,0.9944237918215614,0.2850504838155978,0.9166666666666666,0.9356060606060606,392753.97666855203,2.639995574951172,208.5,2026-08-21T18:02:29.353448+00:00,0.09609804127146215,0.11524376010193545,0.10078975120011498,0.12465636782786425,0.14183403463924632,0.115724,"[0.09609804127146215, 0.11524376010193545, 0.10078975120011498, 0.12465636782786425, 0.14183403463924632]",1,139.45,0.10226,96.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,80,0.5845716187945086,0.9925650557620818,0.27278715688170807,0.9431818181818182,0.9431818181818182,391531.07847850677,2.64631724357605,211.1,2026-08-21T18:02:32.028041+00:00,0.09598978302058052,0.11552578780580969,0.09900956995346967,0.12200340672450907,0.14048009321970098,0.114602,"[0.09598978302058052, 0.11552578780580969, 0.09900956995346967, 0.12200340672450907, 0.14048009321970098]",1,132.33,0.09727,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,81,0.5840909764669199,0.9944237918215614,0.28398749762863823,0.9204545454545454,0.9431818181818182,391544.681561086,2.6481640338897705,213.8,2026-08-21T18:02:34.706691+00:00,0.0959888665991671,0.11521686087636386,0.09961871846633799,0.1221010141512927,0.1413149430471308,0.114848,"[0.0959888665991671, 0.11521686087636386, 0.09961871846633799, 0.1221010141512927, 0.1413149430471308]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,82,0.582567271246786,0.9962825278810409,0.2900014474536433,0.9242424242424242,0.9431818181818182,391022.065469457,2.6431689262390137,216.4,2026-08-21T18:02:37.373145+00:00,0.09606169427142423,0.11480193146887947,0.09935777678209193,0.12139238198013867,0.14005331344464245,0.114333,"[0.09606169427142423, 0.11480193146887947, 0.09935777678209193, 0.12139238198013867, 0.14005331344464245]",1,130.69,0.09595,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,83,0.5887198844806856,0.9944237918215614,0.26542403797308606,0.928030303030303,0.9431818181818182,389642.11213235295,2.6413731575012207,219.1,2026-08-21T18:02:40.037967+00:00,0.09562005409423043,0.11449545972487506,0.09895804261460024,0.12203385286471423,0.1391799204489764,0.114057,"[0.09562005409423043, 0.11449545972487506, 0.09895804261460024, 0.12203385286471423, 0.1391799204489764]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,84,0.587000543300104,0.9869888475836431,0.27366949821060355,0.9431818181818182,0.9431818181818182,392132.5234728507,2.639540195465088,221.7,2026-08-21T18:02:42.703179+00:00,0.09623928674880196,0.1154505176579251,0.09922357385649401,0.12243194089216344,0.13908127300879536,0.114485,"[0.09623928674880196, 0.1154505176579251, 0.09922357385649401, 0.12243194089216344, 0.13908127300879536]",1,135.71,0.0995,95.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,85,0.5916956849257742,0.9888475836431226,0.28241352319265856,0.928030303030303,0.9431818181818182,390704.3440328054,2.6420557498931885,224.3,2026-08-21T18:02:45.371003+00:00,0.09604550766594269,0.11476055445039973,0.09884442038395826,0.12164519858710907,0.13948768552611857,0.114157,"[0.09604550766594269, 0.11476055445039973, 0.09884442038395826, 0.12164519858710907, 0.13948768552611857]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,86,0.5805363078985959,0.9944237918215614,0.2942283307061051,0.9242424242424242,0.9431818181818182,388240.26951357466,2.642583131790161,227.0,2026-08-21T18:02:48.038257+00:00,0.09576314731555827,0.11354855798623141,0.09817996664958842,0.11977318981114556,0.13861499989733977,0.113176,"[0.09576314731555827, 0.11354855798623141, 0.09817996664958842, 0.11977318981114556, 0.13861499989733977]",1,113.51,0.08332,98.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,87,0.5741107922504383,0.9962825278810409,0.28911451318047265,0.9204545454545454,0.9431818181818182,390971.9150169683,2.6399834156036377,229.6,2026-08-21T18:02:50.702805+00:00,0.09659314243232503,0.11458602109376122,0.09798104272169225,0.11976503186366137,0.13966390402878032,0.113718,"[0.09659314243232503, 0.11458602109376122, 0.09798104272169225, 0.11976503186366137, 0.13966390402878032]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,88,0.577480372443075,1.0,0.29404305576375034,0.9204545454545454,0.9431818181818182,390785.4926470588,2.6463143825531006,232.3,2026-08-21T18:02:53.374956+00:00,0.09637170810909833,0.11514405906200409,0.09754698592073777,0.11926232760443407,0.13798119040096507,0.113261,"[0.09637170810909833, 0.11514405906200409, 0.09754698592073777, 0.11926232760443407, 0.13798119040096507]",1,144.64,0.10632,96.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,89,0.5757881467227156,1.0,0.2812644718497088,0.9242424242424242,0.9431818181818182,390174.5043834842,2.6457748413085938,234.9,2026-08-21T18:02:56.047863+00:00,0.09617290864972507,0.11471648382789948,0.09798866378910401,0.11945139923516442,0.13770706776310415,0.113207,"[0.09617290864972507, 0.11471648382789948, 0.09798866378910401, 0.11945139923516442, 0.13770706776310415]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,90,0.5764360749145423,0.9944237918215614,0.28550060906193475,0.9242424242424242,0.9431818181818182,390225.3380938914,2.648395299911499,237.6,2026-08-21T18:02:58.720516+00:00,0.0958993277129005,0.11507173715268865,0.09826669272254496,0.1202017283614944,0.13872124167049632,0.113632,"[0.0958993277129005, 0.11507173715268865, 0.09826669272254496, 0.1202017283614944, 0.13872124167049632]",1,126.03,0.09272,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,91,0.5764788061269597,0.9981412639405205,0.27772487474210333,0.9242424242424242,0.9431818181818182,389860.39352375566,2.646315813064575,240.2,2026-08-21T18:03:01.393607+00:00,0.09580676213783376,0.11468802830752205,0.0986975396380705,0.1202886766370605,0.13796225540778217,0.113489,"[0.09580676213783376, 0.11468802830752205, 0.0986975396380705, 0.1202886766370605, 0.13796225540778217]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,92,0.579604044501223,0.9962825278810409,0.2799990585807598,0.9242424242424242,0.9431818181818182,388130.01399886876,2.646857976913452,242.8,2026-08-21T18:03:04.067436+00:00,0.09563923802445917,0.11381821641150643,0.09788924280334921,0.1200661606648389,0.13627108405618107,0.112737,"[0.09563923802445917, 0.11381821641150643, 0.09788924280334921, 0.1200661606648389, 0.13627108405618107]",1,129.02,0.09486,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,93,0.5785163337413263,0.9962825278810409,0.2755478356372226,0.9356060606060606,0.9431818181818182,389912.5281391403,2.64188551902771,245.5,2026-08-21T18:03:06.736006+00:00,0.09591930184294195,0.11470497531049392,0.09827997535467148,0.12039964164004606,0.13830480154822855,0.113522,"[0.09591930184294195, 0.11470497531049392, 0.09827997535467148, 0.12039964164004606, 0.13830480154822855]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,94,0.5806733429653493,0.9962825278810409,0.29085536707531323,0.928030303030303,0.9431818181818182,390300.2512726244,2.6361546516418457,248.1,2026-08-21T18:03:09.397226+00:00,0.09576283789732877,0.11505237353198669,0.09877433803151636,0.12114001416108187,0.13774036396952236,0.113694,"[0.09576283789732877, 0.11505237353198669, 0.09877433803151636, 0.12114001416108187, 0.13774036396952236]",1,124.85,0.09142,95.5,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,95,0.5834442760421441,0.9944237918215614,0.2900906437725732,0.9356060606060606,0.9431818181818182,388328.86128393665,2.642056703567505,250.8,2026-08-21T18:03:12.063861+00:00,0.09560470414512298,0.11411612962975222,0.09789626037373263,0.1196917532121434,0.1367720523301293,0.112816,"[0.09560470414512298, 0.11411612962975222, 0.09789626037373263, 0.1196917532121434, 0.1367720523301293]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,96,0.5787760916695719,0.9962825278810409,0.28604263044667966,0.928030303030303,0.9431818181818182,390162.7542420815,2.6390461921691895,253.4,2026-08-21T18:03:14.728885+00:00,0.0960783007390359,0.11471235138528488,0.09813050399808322,0.1203118615290698,0.13821790937115164,0.11349,"[0.0960783007390359, 0.11471235138528488, 0.09813050399808322, 0.1203118615290698, 0.13821790937115164]",1,127.52,0.09348,96.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,97,0.5812157341538752,0.9962825278810409,0.28199866730155365,0.9242424242424242,0.9431818181818182,390025.5056561086,2.6434218883514404,256.1,2026-08-21T18:03:17.399006+00:00,0.09592263356727712,0.11509846983587041,0.09789099588113673,0.11967350279583651,0.1374029964208603,0.113198,"[0.09592263356727712, 0.11509846983587041, 0.09789099588113673, 0.11967350279583651, 0.1374029964208603]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,98,0.5798457094284681,0.9981412639405205,0.27968567846850917,0.9356060606060606,0.9431818181818182,390069.73600113124,2.6460697650909424,258.7,2026-08-21T18:03:20.069759+00:00,0.09583140646710116,0.11484958231449127,0.09861086747225593,0.12049694096340853,0.138790562748909,0.113716,"[0.09583140646710116, 0.11484958231449127, 0.09861086747225593, 0.12049694096340853, 0.138790562748909]",1,126.84,0.09323,97.0,5470.0
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,99,0.5796855985010424,0.9962825278810409,0.27758113227107306,0.9318181818181818,0.9431818181818182,389919.42731900455,2.6462693214416504,261.3,2026-08-21T18:03:22.745755+00:00,0.09591145594330396,0.11495405128773521,0.0980016374412705,0.11976188465076334,0.1373212135889951,0.11319,"[0.09591145594330396, 0.11495405128773521, 0.0980016374412705, 0.11976188465076334, 0.1373212135889951]",,,,,
+opt10_D1_storm1e-3,opt10_sfa_integer_train.py,f2437693c3bf8491,7,1,--sfa-levels 1 --storm-reg 1e-3,D=1 collapses to binary; isolates the storm regularizer alone,2,False,32,16,100,100,0.5787953129488296,0.9962825278810409,0.27950740041154803,0.928030303030303,0.9431818181818182,390456.61552601814,2.6519362926483154,264.0,2026-08-21T18:03:25.424582+00:00,0.09593885523431442,0.11516065369634067,0.09837948267950732,0.120247140965041,0.13752411744173834,0.11345,"[0.09593885523431442, 0.11516065369634067, 0.09837948267950732, 0.120247140965041, 0.13752411744173834]",1,131.28,0.09671,94.0,5470.0

opt10_sfa_integer_train/opt10_D1_storm1e-3.epochs.jsonl

@@ -0,0 +1,100 @@
+{"epoch": 1, "train_loss": 2.714522773005262, "train_acc": 0.44981412639405205, "test_loss": 4.157597541809082, "test_acc": 0.3181818181818182, "best_acc": 0.3181818181818182, "spike_rates": [0.09783437453648623, 0.13237360908704646, 0.14997107228812048, 0.17639105635530808, 0.18489245632115534], "spikes_per_sample": 447273.1940045249, "wall_time_s": 3.069744348526001, "timestamp": "2026-08-21T17:59:01.735356+00:00"}
+{"epoch": 2, "train_loss": 1.8444533658293543, "train_acc": 0.5278810408921933, "test_loss": 1.4788927164944736, "test_acc": 0.5378787878787878, "best_acc": 0.5378787878787878, "spike_rates": [0.10423828749095693, 0.1435275375843048, 0.15967938829870784, 0.17950268528040716, 0.18345006949761333], "spikes_per_sample": 477888.4670531674, "wall_time_s": 2.624626636505127, "timestamp": "2026-08-21T17:59:04.388891+00:00"}
+{"epoch": 3, "train_loss": 1.6572926283769005, "train_acc": 0.550185873605948, "test_loss": 1.800934051022385, "test_acc": 0.4734848484848485, "best_acc": 0.5378787878787878, "spike_rates": [0.1076769570217413, 0.1434794462778989, 0.1614787955494488, 0.16234411386882558, 0.1537665803642834], "spikes_per_sample": 483496.07451923075, "wall_time_s": 2.62335205078125, "timestamp": "2026-08-21T17:59:07.044331+00:00"}
+{"epoch": 4, "train_loss": 1.4419204289142085, "train_acc": 0.604089219330855, "test_loss": 1.174517487034653, "test_acc": 0.5681818181818182, "best_acc": 0.5681818181818182, "spike_rates": [0.11532903331167557, 0.14161682654829585, 0.1624478338395848, 0.16881290428778706, 0.15225882565273957], "spikes_per_sample": 498932.8735859728, "wall_time_s": 2.6296465396881104, "timestamp": "2026-08-21T17:59:09.699677+00:00"}
+{"epoch": 5, "train_loss": 1.4128732193801483, "train_acc": 0.5892193308550185, "test_loss": 1.2556235718004631, "test_acc": 0.5984848484848485, "best_acc": 0.5984848484848485, "spike_rates": [0.12096910003353567, 0.14331280483919032, 0.16055002545609193, 0.17414117998936596, 0.15347279695903554], "spikes_per_sample": 512251.3805147059, "wall_time_s": 2.640232801437378, "timestamp": "2026-08-21T17:59:12.374923+00:00"}
+{"epoch": 6, "train_loss": 1.2894721310378008, "train_acc": 0.6672862453531598, "test_loss": 0.9080320090958567, "test_acc": 0.6628787878787878, "best_acc": 0.6628787878787878, "spike_rates": [0.1187989996636615, 0.1471935659646988, 0.15755978051353903, 0.16897177170304692, 0.14537743961109834], "spikes_per_sample": 509455.6719457014, "wall_time_s": 2.636065721511841, "timestamp": "2026-08-21T17:59:15.042360+00:00"}
+{"epoch": 7, "train_loss": 1.3244355230083253, "train_acc": 0.6319702602230484, "test_loss": 0.9397608348817537, "test_acc": 0.6515151515151515, "best_acc": 0.6628787878787878, "spike_rates": [0.11517611452761818, 0.14909682028433857, 0.1464293932213503, 0.15431682414868297, 0.1461707239641863], "spikes_per_sample": 496105.6740667421, "wall_time_s": 2.63960862159729, "timestamp": "2026-08-21T17:59:17.712218+00:00"}
+{"epoch": 8, "train_loss": 1.3063706265949406, "train_acc": 0.6226765799256505, "test_loss": 0.9237128080743732, "test_acc": 0.6363636363636364, "best_acc": 0.6628787878787878, "spike_rates": [0.11685516992036034, 0.1484104631578221, 0.14814888116191416, 0.1618795657859129, 0.15376375002019546], "spikes_per_sample": 500862.75636312214, "wall_time_s": 2.6436116695404053, "timestamp": "2026-08-21T17:59:20.381401+00:00"}
+{"epoch": 9, "train_loss": 1.312002072103848, "train_acc": 0.6468401486988847, "test_loss": 0.8752790147607977, "test_acc": 0.6704545454545454, "best_acc": 0.6704545454545454, "spike_rates": [0.1206900722840253, 0.1457519951988669, 0.15278146109160254, 0.16734749867635615, 0.1665275193312589], "spikes_per_sample": 509370.0237556561, "wall_time_s": 2.6542892456054688, "timestamp": "2026-08-21T17:59:23.064013+00:00"}
+{"epoch": 10, "train_loss": 1.2230378309590222, "train_acc": 0.6821561338289963, "test_loss": 0.9853670633200443, "test_acc": 0.6022727272727273, "best_acc": 0.6704545454545454, "spike_rates": [0.12398284673690796, 0.14697756223818836, 0.1564298517563764, 0.17050565428593578, 0.16356519127593322], "spikes_per_sample": 519861.87386877823, "wall_time_s": 2.6428780555725098, "timestamp": "2026-08-21T17:59:25.735410+00:00"}
+{"epoch": 11, "train_loss": 1.2150404741329774, "train_acc": 0.6914498141263941, "test_loss": 0.75571824203838, "test_acc": 0.6931818181818182, "best_acc": 0.6931818181818182, "spike_rates": [0.1182317795122371, 0.15353232359184937, 0.15415021426537456, 0.16566281020641327, 0.15994918609366698], "spikes_per_sample": 512813.8874434389, "wall_time_s": 2.643770933151245, "timestamp": "2026-08-21T17:59:28.408055+00:00"}
+{"epoch": 12, "train_loss": 1.2164702747834217, "train_acc": 0.6765799256505576, "test_loss": 0.769854794849049, "test_acc": 0.6590909090909091, "best_acc": 0.6931818181818182, "spike_rates": [0.11197309721918668, 0.14926968953188727, 0.15296357168870814, 0.16178647121962378, 0.1563208743053324], "spikes_per_sample": 494061.0398755656, "wall_time_s": 2.6432435512542725, "timestamp": "2026-08-21T17:59:31.083078+00:00"}
+{"epoch": 13, "train_loss": 1.1890283313382515, "train_acc": 0.6840148698884758, "test_loss": 0.7914465178142894, "test_acc": 0.7007575757575758, "best_acc": 0.7007575757575758, "spike_rates": [0.11047280229189817, 0.15332356270621805, 0.14935180106583765, 0.15438010149142323, 0.14841169469496784], "spikes_per_sample": 492236.0537330317, "wall_time_s": 2.6395692825317383, "timestamp": "2026-08-21T17:59:33.751731+00:00"}
+{"epoch": 14, "train_loss": 1.1513838293827157, "train_acc": 0.6877323420074349, "test_loss": 0.7091804020332567, "test_acc": 0.7083333333333334, "best_acc": 0.7083333333333334, "spike_rates": [0.11154881032074199, 0.1526000341948341, 0.14839977639562943, 0.1556139579590629, 0.14885668544208303], "spikes_per_sample": 493399.36510180996, "wall_time_s": 2.644545555114746, "timestamp": "2026-08-21T17:59:36.425958+00:00"}
+{"epoch": 15, "train_loss": 1.124383743810831, "train_acc": 0.7118959107806692, "test_loss": 0.8291885925061775, "test_acc": 0.6666666666666666, "best_acc": 0.7083333333333334, "spike_rates": [0.1136249312583138, 0.15152421768973856, 0.14906620365731857, 0.15464633089654586, 0.14578777025727666], "spikes_per_sample": 496821.47525452496, "wall_time_s": 2.6239683628082275, "timestamp": "2026-08-21T17:59:39.085647+00:00"}
+{"epoch": 16, "train_loss": 1.0992664045560758, "train_acc": 0.741635687732342, "test_loss": 0.7899418400995659, "test_acc": 0.7007575757575758, "best_acc": 0.7083333333333334, "spike_rates": [0.1091241345686071, 0.14985745005747853, 0.14423064536908092, 0.1515474293161841, 0.1460405237534467], "spikes_per_sample": 482696.4130373303, "wall_time_s": 2.6391258239746094, "timestamp": "2026-08-21T17:59:41.750576+00:00"}
+{"epoch": 17, "train_loss": 1.0794830348855058, "train_acc": 0.7063197026022305, "test_loss": 0.812785697705818, "test_acc": 0.696969696969697, "best_acc": 0.7083333333333334, "spike_rates": [0.10858790488804088, 0.14661735734518835, 0.14232959817437565, 0.14875993570860693, 0.1410623096367892], "spikes_per_sample": 476770.5, "wall_time_s": 2.623446226119995, "timestamp": "2026-08-21T17:59:44.402128+00:00"}
+{"epoch": 18, "train_loss": 1.084192806017, "train_acc": 0.758364312267658, "test_loss": 0.921206427342964, "test_acc": 0.678030303030303, "best_acc": 0.7083333333333334, "spike_rates": [0.11428966022589628, 0.1451099462368909, 0.14621427304604473, 0.15812853767591364, 0.1502419385839911], "spikes_per_sample": 490489.42152149323, "wall_time_s": 2.626384973526001, "timestamp": "2026-08-21T17:59:47.052032+00:00"}
+{"epoch": 19, "train_loss": 1.0787846687557971, "train_acc": 0.7304832713754646, "test_loss": 0.7189793369986794, "test_acc": 0.7386363636363636, "best_acc": 0.7386363636363636, "spike_rates": [0.10986882754985024, 0.14954917658777797, 0.14316155892961166, 0.15066874290213866, 0.14868338406085968], "spikes_per_sample": 483282.32154977374, "wall_time_s": 2.6156458854675293, "timestamp": "2026-08-21T17:59:49.696034+00:00"}
+{"epoch": 20, "train_loss": 1.067902867678816, "train_acc": 0.7267657992565055, "test_loss": 0.7942200303077698, "test_acc": 0.7045454545454546, "best_acc": 0.7386363636363636, "spike_rates": [0.10687349298421074, 0.1473805448588203, 0.14265134141725652, 0.15109245216145234, 0.15370198996628032], "spikes_per_sample": 474556.01216063346, "wall_time_s": 2.6298837661743164, "timestamp": "2026-08-21T17:59:52.355387+00:00"}
+{"epoch": 21, "train_loss": 1.0278253205203656, "train_acc": 0.7676579925650557, "test_loss": 0.811012939973311, "test_acc": 0.6666666666666666, "best_acc": 0.7386363636363636, "spike_rates": [0.11135631536736208, 0.14640642089002273, 0.14341906151350806, 0.15043606740586898, 0.15248075127601624], "spikes_per_sample": 483241.2491515837, "wall_time_s": 2.6157138347625732, "timestamp": "2026-08-21T17:59:54.999989+00:00"}
+{"epoch": 22, "train_loss": 1.0243664585524774, "train_acc": 0.7565055762081785, "test_loss": 0.7255209801775037, "test_acc": 0.7007575757575758, "best_acc": 0.7386363636363636, "spike_rates": [0.11060108770342435, 0.1413698012337965, 0.14004361804793863, 0.15143248351181254, 0.15039878995979533], "spikes_per_sample": 474718.7806843891, "wall_time_s": 2.616706132888794, "timestamp": "2026-08-21T17:59:57.642803+00:00"}
+{"epoch": 23, "train_loss": 1.004410577529425, "train_acc": 0.7843866171003717, "test_loss": 0.6606841918193933, "test_acc": 0.7537878787878788, "best_acc": 0.7537878787878788, "spike_rates": [0.10881619067753062, 0.13632363869863398, 0.13708900616449468, 0.1525941517423181, 0.1463731273132212], "spikes_per_sample": 464254.4104920815, "wall_time_s": 2.6157023906707764, "timestamp": "2026-08-21T18:00:00.288064+00:00"}
+{"epoch": 24, "train_loss": 1.0068558817902462, "train_acc": 0.7825278810408922, "test_loss": 0.7818415742931943, "test_acc": 0.7121212121212122, "best_acc": 0.7537878787878788, "spike_rates": [0.10506018295007594, 0.13644357025623322, 0.1378874971586115, 0.15868466654244592, 0.14653833385776072], "spikes_per_sample": 457723.20234728506, "wall_time_s": 2.6365966796875, "timestamp": "2026-08-21T18:00:02.955055+00:00"}
+{"epoch": 25, "train_loss": 1.005347545262163, "train_acc": 0.7899628252788105, "test_loss": 0.6045602469733267, "test_acc": 0.7310606060606061, "best_acc": 0.7537878787878788, "spike_rates": [0.10722500392619301, 0.13397103197434368, 0.13926958073587978, 0.1608146963750615, 0.14993220567703247], "spikes_per_sample": 460701.6634615385, "wall_time_s": 2.624093532562256, "timestamp": "2026-08-21T18:00:05.605227+00:00"}
+{"epoch": 26, "train_loss": 1.0131260551041388, "train_acc": 0.7490706319702602, "test_loss": 0.6964012294104605, "test_acc": 0.7045454545454546, "best_acc": 0.7537878787878788, "spike_rates": [0.10525629055850647, 0.13727744887856877, 0.14462842222522287, 0.16378193918396444, 0.1511151589014951], "spikes_per_sample": 463248.4447115385, "wall_time_s": 2.6204941272735596, "timestamp": "2026-08-21T18:00:08.251818+00:00"}
+{"epoch": 27, "train_loss": 0.9611050138686226, "train_acc": 0.8234200743494424, "test_loss": 0.728187924081629, "test_acc": 0.7045454545454546, "best_acc": 0.7537878787878788, "spike_rates": [0.10428786233944051, 0.1367757548304165, 0.13952119473148794, 0.1580451174693949, 0.15224886641782873], "spikes_per_sample": 457271.80033936654, "wall_time_s": 2.621971607208252, "timestamp": "2026-08-21T18:00:10.900717+00:00"}
+{"epoch": 28, "train_loss": 0.9386140252134614, "train_acc": 0.8104089219330854, "test_loss": 0.7923772913036924, "test_acc": 0.7159090909090909, "best_acc": 0.7537878787878788, "spike_rates": [0.10555516490164925, 0.13846752836423762, 0.13606295427855322, 0.1548137331710142, 0.15006756694877849], "spikes_per_sample": 459449.97850678733, "wall_time_s": 2.630582571029663, "timestamp": "2026-08-21T18:00:13.556533+00:00"}
+{"epoch": 29, "train_loss": 0.9374578550845717, "train_acc": 0.8141263940520446, "test_loss": 0.5675077501571539, "test_acc": 0.7727272727272727, "best_acc": 0.7727272727272727, "spike_rates": [0.10732399628442876, 0.1390218559433432, 0.1383649023140178, 0.15892264860517838, 0.1479977746220196], "spikes_per_sample": 465467.67519796384, "wall_time_s": 2.6182618141174316, "timestamp": "2026-08-21T18:00:16.205862+00:00"}
+{"epoch": 30, "train_loss": 0.9035403331859404, "train_acc": 0.8271375464684015, "test_loss": 0.5364805712844386, "test_acc": 0.7954545454545454, "best_acc": 0.7954545454545454, "spike_rates": [0.10304181847502203, 0.139622903045486, 0.13233410610872157, 0.15521743104738348, 0.15423181828330546], "spikes_per_sample": 453522.64126131224, "wall_time_s": 2.6252903938293457, "timestamp": "2026-08-21T18:00:18.866544+00:00"}
+{"epoch": 31, "train_loss": 0.9552508488463647, "train_acc": 0.79182156133829, "test_loss": 0.6255716446674231, "test_acc": 0.7765151515151515, "best_acc": 0.7954545454545454, "spike_rates": [0.10286172084948596, 0.13687318212845745, 0.12361735631437863, 0.14871480184442856, 0.15527594089508057], "spikes_per_sample": 444849.20941742085, "wall_time_s": 2.623359203338623, "timestamp": "2026-08-21T18:00:21.524723+00:00"}
+{"epoch": 32, "train_loss": 0.863356596475197, "train_acc": 0.8420074349442379, "test_loss": 0.4372107151782874, "test_acc": 0.8295454545454546, "best_acc": 0.8295454545454546, "spike_rates": [0.10525917963070028, 0.13732556823421926, 0.12718749221633463, 0.1511502940865124, 0.15326247057493994], "spikes_per_sample": 452526.17703619914, "wall_time_s": 2.6262991428375244, "timestamp": "2026-08-21T18:00:24.177449+00:00"}
+{"epoch": 33, "train_loss": 0.847810637995213, "train_acc": 0.8568773234200744, "test_loss": 0.5707392475821755, "test_acc": 0.7878787878787878, "best_acc": 0.8295454545454546, "spike_rates": [0.10186728791278951, 0.13759982147637537, 0.13045956983285792, 0.15060318568173578, 0.15389011800289154], "spikes_per_sample": 447350.3190045249, "wall_time_s": 2.6242949962615967, "timestamp": "2026-08-21T18:00:26.836027+00:00"}
+{"epoch": 34, "train_loss": 0.8264062413495713, "train_acc": 0.8866171003717472, "test_loss": 0.4769116929083159, "test_acc": 0.8257575757575758, "best_acc": 0.8295454545454546, "spike_rates": [0.10324655517059214, 0.13691111697870142, 0.12908844211522272, 0.14861522702609792, 0.15734159069902756], "spikes_per_sample": 448568.96875, "wall_time_s": 2.627427339553833, "timestamp": "2026-08-21T18:00:29.490687+00:00"}
+{"epoch": 35, "train_loss": 0.8071288333506389, "train_acc": 0.8847583643122676, "test_loss": 0.5218778342911692, "test_acc": 0.8446969696969697, "best_acc": 0.8446969696969697, "spike_rates": [0.10093817596926409, 0.13666077834718368, 0.12815652524723725, 0.15513065282036276, 0.16179068386554718], "spikes_per_sample": 443866.85972850677, "wall_time_s": 2.6312172412872314, "timestamp": "2026-08-21T18:00:32.155945+00:00"}
+{"epoch": 36, "train_loss": 0.8179657745095433, "train_acc": 0.8828996282527881, "test_loss": 0.5187123733939547, "test_acc": 0.8106060606060606, "best_acc": 0.8446969696969697, "spike_rates": [0.10093040106927648, 0.13726973358322592, 0.1269629106802099, 0.1553636859445011, 0.15971579972435446], "spikes_per_sample": 443875.85675904976, "wall_time_s": 2.6270599365234375, "timestamp": "2026-08-21T18:00:34.815990+00:00"}
+{"epoch": 37, "train_loss": 0.7509487752134472, "train_acc": 0.9182156133828996, "test_loss": 0.5165916807723768, "test_acc": 0.8068181818181818, "best_acc": 0.8446969696969697, "spike_rates": [0.10295918627696879, 0.13257607291726506, 0.1251945311532301, 0.1525666783837711, 0.15641140850151286], "spikes_per_sample": 441888.5077771493, "wall_time_s": 2.6324288845062256, "timestamp": "2026-08-21T18:00:37.477719+00:00"}
+{"epoch": 38, "train_loss": 0.8360682132075711, "train_acc": 0.879182156133829, "test_loss": 0.41935698913805414, "test_acc": 0.8712121212121212, "best_acc": 0.8712121212121212, "spike_rates": [0.1011145342798794, 0.12990173478336894, 0.12508079058983745, 0.1512370337458218, 0.15419948802274816], "spikes_per_sample": 434962.39069570135, "wall_time_s": 2.6229989528656006, "timestamp": "2026-08-21T18:00:40.125787+00:00"}
+{"epoch": 39, "train_loss": 0.7645154630827637, "train_acc": 0.912639405204461, "test_loss": 0.45640140862175915, "test_acc": 0.8598484848484849, "best_acc": 0.8712121212121212, "spike_rates": [0.10103532496620626, 0.1278991138233858, 0.11618678885347702, 0.14550801673356226, 0.15356158771935632], "spikes_per_sample": 427277.73925339367, "wall_time_s": 2.647195339202881, "timestamp": "2026-08-21T18:00:42.809269+00:00"}
+{"epoch": 40, "train_loss": 0.7497300222017508, "train_acc": 0.929368029739777, "test_loss": 0.4097852309544881, "test_acc": 0.8977272727272727, "best_acc": 0.8977272727272727, "spike_rates": [0.09777328941751928, 0.12513460131252513, 0.11288539583192152, 0.14590179832542644, 0.1579217700397267], "spikes_per_sample": 415895.4302884615, "wall_time_s": 2.6260793209075928, "timestamp": "2026-08-21T18:00:45.461608+00:00"}
+{"epoch": 41, "train_loss": 0.7087855536255252, "train_acc": 0.9405204460966543, "test_loss": 0.48400514776056464, "test_acc": 0.8295454545454546, "best_acc": 0.8977272727272727, "spike_rates": [0.09726597237236359, 0.12519995868206024, 0.11291927011574016, 0.14173822104930878, 0.15149740524151745], "spikes_per_sample": 414319.0066459276, "wall_time_s": 2.644365072250366, "timestamp": "2026-08-21T18:00:48.141016+00:00"}
+{"epoch": 42, "train_loss": 0.7589577915056931, "train_acc": 0.912639405204461, "test_loss": 0.34396650213183777, "test_acc": 0.9015151515151515, "best_acc": 0.9015151515151515, "spike_rates": [0.09767953043474871, 0.12221856634406482, 0.11546829824938494, 0.14378488502081702, 0.15330246529158423], "spikes_per_sample": 413679.86170814483, "wall_time_s": 2.628567695617676, "timestamp": "2026-08-21T18:00:50.794108+00:00"}
+{"epoch": 43, "train_loss": 0.7153650444679543, "train_acc": 0.9330855018587361, "test_loss": 0.33821208188028046, "test_acc": 0.8939393939393939, "best_acc": 0.9015151515151515, "spike_rates": [0.09964754739228417, 0.11900764747577555, 0.11175178604967453, 0.13972174420076258, 0.15078222751617432], "spikes_per_sample": 411938.9645079185, "wall_time_s": 2.635605573654175, "timestamp": "2026-08-21T18:00:53.465140+00:00"}
+{"epoch": 44, "train_loss": 0.7141901850700378, "train_acc": 0.9386617100371747, "test_loss": 0.6036578380700314, "test_acc": 0.803030303030303, "best_acc": 0.9015151515151515, "spike_rates": [0.10216404541450388, 0.11984131178435158, 0.11189126442460452, 0.1389228920726215, 0.14885086872998407], "spikes_per_sample": 418042.9343891403, "wall_time_s": 2.6269960403442383, "timestamp": "2026-08-21T18:00:56.115824+00:00"}
+{"epoch": 45, "train_loss": 0.7166150030593447, "train_acc": 0.9349442379182156, "test_loss": 0.47943510250611737, "test_acc": 0.8333333333333334, "best_acc": 0.9015151515151515, "spike_rates": [0.10041282150675268, 0.11914345008485458, 0.10976981415468104, 0.13486810554476344, 0.14504143595695496], "spikes_per_sample": 411963.4742647059, "wall_time_s": 2.6364939212799072, "timestamp": "2026-08-21T18:00:58.785820+00:00"}
+{"epoch": 46, "train_loss": 0.7071247395529623, "train_acc": 0.9423791821561338, "test_loss": 1.0202854962059946, "test_acc": 0.7083333333333334, "best_acc": 0.9015151515151515, "spike_rates": [0.09761528407826144, 0.12093698277192957, 0.11123685801730436, 0.13420610831064336, 0.14365972140256097], "spikes_per_sample": 408648.2557975113, "wall_time_s": 2.6315455436706543, "timestamp": "2026-08-21T18:01:01.443642+00:00"}
+{"epoch": 47, "train_loss": 0.70007001910511, "train_acc": 0.9368029739776952, "test_loss": 0.3596804557424603, "test_acc": 0.8939393939393939, "best_acc": 0.9015151515151515, "spike_rates": [0.09897161187494502, 0.1201693082557005, 0.11185620418366264, 0.13628566966337316, 0.1452869054149179], "spikes_per_sample": 411298.026300905, "wall_time_s": 2.62919282913208, "timestamp": "2026-08-21T18:01:04.099627+00:00"}
+{"epoch": 48, "train_loss": 0.6741941766224829, "train_acc": 0.9591078066914498, "test_loss": 0.39686673111987836, "test_acc": 0.8787878787878788, "best_acc": 0.9015151515151515, "spike_rates": [0.09913135100813474, 0.11960173266775467, 0.11109219929751228, 0.1333999546135173, 0.14007198985885172], "spikes_per_sample": 410217.1631787331, "wall_time_s": 2.628727674484253, "timestamp": "2026-08-21T18:01:06.753489+00:00"}
+{"epoch": 49, "train_loss": 0.6816180707353642, "train_acc": 0.9572490706319703, "test_loss": 0.3465503047813069, "test_acc": 0.9053030303030303, "best_acc": 0.9053030303030303, "spike_rates": [0.09844525246059194, 0.1201495870071299, 0.11101287953993853, 0.1324270464041654, 0.1436497621676501], "spikes_per_sample": 409213.13871606335, "wall_time_s": 2.6352663040161133, "timestamp": "2026-08-21T18:01:09.413708+00:00"}
+{"epoch": 50, "train_loss": 0.6667844726250517, "train_acc": 0.9535315985130112, "test_loss": 0.3940565459655993, "test_acc": 0.9090909090909091, "best_acc": 0.9090909090909091, "spike_rates": [0.09884457903749802, 0.11994666825322543, 0.10857405688832789, 0.13212642774862401, 0.14509938131360448], "spikes_per_sample": 408531.8052884615, "wall_time_s": 2.638352632522583, "timestamp": "2026-08-21T18:01:12.082546+00:00"}
+{"epoch": 51, "train_loss": 0.6616969011086957, "train_acc": 0.9609665427509294, "test_loss": 0.30859364704652265, "test_acc": 0.9015151515151515, "best_acc": 0.9090909090909091, "spike_rates": [0.09964517547803767, 0.1218565071330351, 0.10850687544135486, 0.13339178264141083, 0.14478859568343444], "spikes_per_sample": 412341.3503959276, "wall_time_s": 2.626523733139038, "timestamp": "2026-08-21T18:01:14.744419+00:00"}
+{"epoch": 52, "train_loss": 0.6535844107099625, "train_acc": 0.9702602230483272, "test_loss": 0.5852619084444913, "test_acc": 0.8068181818181818, "best_acc": 0.9090909090909091, "spike_rates": [0.09814637154340744, 0.12202443094814525, 0.10543851422912934, 0.12838467604973736, 0.14428220776950612], "spikes_per_sample": 407105.2205882353, "wall_time_s": 2.6380996704101562, "timestamp": "2026-08-21T18:01:17.407537+00:00"}
+{"epoch": 53, "train_loss": 0.6579019874888282, "train_acc": 0.9609665427509294, "test_loss": 0.367919306863438, "test_acc": 0.8977272727272727, "best_acc": 0.9090909090909091, "spike_rates": [0.09704846056068644, 0.120246641776141, 0.10390736644758898, 0.1317372409736409, 0.14729433375246384], "spikes_per_sample": 402600.1583710407, "wall_time_s": 2.6279401779174805, "timestamp": "2026-08-21T18:01:20.061613+00:00"}
+{"epoch": 54, "train_loss": 0.6377478651840891, "train_acc": 0.9702602230483272, "test_loss": 0.30041762644594366, "test_acc": 0.9204545454545454, "best_acc": 0.9204545454545454, "spike_rates": [0.09809804138015299, 0.1189993085230098, 0.10416866225354812, 0.1290493484805612, 0.14418589104624355], "spikes_per_sample": 403252.75975678733, "wall_time_s": 2.634385347366333, "timestamp": "2026-08-21T18:01:22.721622+00:00"}
+{"epoch": 55, "train_loss": 0.6347599224530188, "train_acc": 0.966542750929368, "test_loss": 0.34350752559575165, "test_acc": 0.9090909090909091, "best_acc": 0.9204545454545454, "spike_rates": [0.09746806674143847, 0.1190267893321374, 0.10175745627459358, 0.12562024900141885, 0.14435703438871048], "spikes_per_sample": 400248.22779977374, "wall_time_s": 2.626993417739868, "timestamp": "2026-08-21T18:01:25.379126+00:00"}
+{"epoch": 56, "train_loss": 0.6265287487923434, "train_acc": 0.9721189591078067, "test_loss": 0.276711901028951, "test_acc": 0.9356060606060606, "best_acc": 0.9356060606060606, "spike_rates": [0.09710780092898537, 0.11887904519543928, 0.10317494632566676, 0.12811237047700322, 0.14404509260373957], "spikes_per_sample": 400405.10944570135, "wall_time_s": 2.63889217376709, "timestamp": "2026-08-21T18:01:28.043930+00:00"}
+{"epoch": 57, "train_loss": 0.6291576047812253, "train_acc": 0.9702602230483272, "test_loss": 0.34472864956566784, "test_acc": 0.9204545454545454, "best_acc": 0.9356060606060606, "spike_rates": [0.09785495566971161, 0.11853675719569712, 0.10191930436036166, 0.12603300853687174, 0.1427210122346878], "spikes_per_sample": 400670.55359162897, "wall_time_s": 2.628305673599243, "timestamp": "2026-08-21T18:01:30.702778+00:00"}
+{"epoch": 58, "train_loss": 0.6304505536104223, "train_acc": 0.9795539033457249, "test_loss": 0.31036022237756034, "test_acc": 0.9053030303030303, "best_acc": 0.9356060606060606, "spike_rates": [0.0975651245783357, 0.11853645478977877, 0.10336444000987445, 0.1273209233494366, 0.14053204918608947], "spikes_per_sample": 400971.38291855203, "wall_time_s": 2.634084463119507, "timestamp": "2026-08-21T18:01:33.363949+00:00"}
+{"epoch": 59, "train_loss": 0.650160975837353, "train_acc": 0.9684014869888475, "test_loss": 0.3273708422978719, "test_acc": 0.9204545454545454, "best_acc": 0.9356060606060606, "spike_rates": [0.09647228393484564, 0.11571717788191403, 0.10356699806802414, 0.12536768176976373, 0.14158462952165043], "spikes_per_sample": 395582.23529411765, "wall_time_s": 2.634371757507324, "timestamp": "2026-08-21T18:01:36.022643+00:00"}
+{"epoch": 60, "train_loss": 0.6426822862217417, "train_acc": 0.9684014869888475, "test_loss": 0.36823499992941366, "test_acc": 0.9053030303030303, "best_acc": 0.9356060606060606, "spike_rates": [0.0961389620514477, 0.11758160284336876, 0.10637885858030881, 0.1285797094597536, 0.14345094912192402], "spikes_per_sample": 398748.224688914, "wall_time_s": 2.633002758026123, "timestamp": "2026-08-21T18:01:38.680744+00:00"}
+{"epoch": 61, "train_loss": 0.6451664713235593, "train_acc": 0.9646840148698885, "test_loss": 0.33774269891507697, "test_acc": 0.9318181818181818, "best_acc": 0.9356060606060606, "spike_rates": [0.09612160263692632, 0.11741517966284472, 0.10384724727448295, 0.12634851213763743, 0.14328458642258363], "spikes_per_sample": 396917.26767533936, "wall_time_s": 2.638199806213379, "timestamp": "2026-08-21T18:01:41.344217+00:00"}
+{"epoch": 62, "train_loss": 0.6297166741913579, "train_acc": 0.9721189591078067, "test_loss": 0.34338744007276767, "test_acc": 0.9128787878787878, "best_acc": 0.9356060606060606, "spike_rates": [0.09737027524148717, 0.11931167542934418, 0.10277598219759324, 0.12405286992297453, 0.14328310244223652], "spikes_per_sample": 400662.0288461538, "wall_time_s": 2.6363682746887207, "timestamp": "2026-08-21T18:01:44.006108+00:00"}
+{"epoch": 63, "train_loss": 0.6245060452298161, "train_acc": 0.9814126394052045, "test_loss": 0.28828589843981195, "test_acc": 0.9318181818181818, "best_acc": 0.9356060606060606, "spike_rates": [0.09718803447835586, 0.11896613021107282, 0.10297127068042755, 0.1282427280264742, 0.14599350533064673], "spikes_per_sample": 400591.41925904976, "wall_time_s": 2.634061098098755, "timestamp": "2026-08-21T18:01:46.667470+00:00"}
+{"epoch": 64, "train_loss": 0.6401776853104063, "train_acc": 0.9776951672862454, "test_loss": 0.302141141259309, "test_acc": 0.9166666666666666, "best_acc": 0.9356060606060606, "spike_rates": [0.09719073071199305, 0.11805017161018708, 0.10400531616281061, 0.1298916532712824, 0.14493132777073803], "spikes_per_sample": 400385.70644796384, "wall_time_s": 2.6454873085021973, "timestamp": "2026-08-21T18:01:49.338514+00:00"}
+{"epoch": 65, "train_loss": 0.602264058634251, "train_acc": 0.9907063197026023, "test_loss": 0.32025595235102106, "test_acc": 0.9166666666666666, "best_acc": 0.9356060606060606, "spike_rates": [0.09678075944676119, 0.1171865248504807, 0.10276137686827604, 0.12470680036965538, 0.14414037325802972], "spikes_per_sample": 397282.0588235294, "wall_time_s": 2.639584541320801, "timestamp": "2026-08-21T18:01:52.004812+00:00"}
+{"epoch": 66, "train_loss": 0.6066065171394206, "train_acc": 0.9851301115241635, "test_loss": 0.2893057104313012, "test_acc": 0.9318181818181818, "best_acc": 0.9356060606060606, "spike_rates": [0.09813889510491315, 0.11912947674007977, 0.10385433759759455, 0.12732173239483552, 0.14381855813895955], "spikes_per_sample": 403080.532239819, "wall_time_s": 2.6440112590789795, "timestamp": "2026-08-21T18:01:54.675160+00:00"}
+{"epoch": 67, "train_loss": 0.5943924124356096, "train_acc": 0.9944237918215614, "test_loss": 0.3048376319083301, "test_acc": 0.9242424242424242, "best_acc": 0.9356060606060606, "spike_rates": [0.09820826001027051, 0.11712564922430936, 0.10245620897587608, 0.12427149537731619, 0.14274892386268168], "spikes_per_sample": 399983.2153563348, "wall_time_s": 2.643043041229248, "timestamp": "2026-08-21T18:01:57.344633+00:00"}
+{"epoch": 68, "train_loss": 0.6067516927825474, "train_acc": 0.9851301115241635, "test_loss": 0.35291721333156933, "test_acc": 0.9128787878787878, "best_acc": 0.9356060606060606, "spike_rates": [0.0980465548003421, 0.11639754474163055, 0.10265175121672013, 0.12232237966621623, 0.14008115582606373], "spikes_per_sample": 398706.090780543, "wall_time_s": 2.6377649307250977, "timestamp": "2026-08-21T18:02:00.008912+00:00"}
+{"epoch": 69, "train_loss": 0.6096552335639869, "train_acc": 0.9795539033457249, "test_loss": 0.4120588745131637, "test_acc": 0.8901515151515151, "best_acc": 0.9356060606060606, "spike_rates": [0.09708673331667395, 0.11723810916437823, 0.10382650529637057, 0.12433978213983424, 0.1432306459721397], "spikes_per_sample": 398480.5941742081, "wall_time_s": 2.6421780586242676, "timestamp": "2026-08-21T18:02:02.676988+00:00"}
+{"epoch": 70, "train_loss": 0.5970118198696123, "train_acc": 0.9925650557620818, "test_loss": 0.2819360765543851, "test_acc": 0.9318181818181818, "best_acc": 0.9356060606060606, "spike_rates": [0.09696677765425514, 0.11788822140763788, 0.10391053382088156, 0.12395674077903523, 0.14208190406070037], "spikes_per_sample": 398895.01385746605, "wall_time_s": 2.6384496688842773, "timestamp": "2026-08-21T18:02:05.341626+00:00"}
+{"epoch": 71, "train_loss": 0.6008149316762903, "train_acc": 0.9888475836431226, "test_loss": 0.32000864522926736, "test_acc": 0.9204545454545454, "best_acc": 0.9356060606060606, "spike_rates": [0.09546450832310845, 0.11599967847852145, 0.10277209080317441, 0.12390017947729896, 0.1414355285027448], "spikes_per_sample": 393155.2791289593, "wall_time_s": 2.6442949771881104, "timestamp": "2026-08-21T18:02:08.012684+00:00"}
+{"epoch": 72, "train_loss": 0.5974723889482065, "train_acc": 0.9944237918215614, "test_loss": 0.285100760559241, "test_acc": 0.9242424242424242, "best_acc": 0.9356060606060606, "spike_rates": [0.09658152478582718, 0.11583831687183942, 0.10415446451481651, 0.12773335067664876, 0.14161588952821844], "spikes_per_sample": 396557.39536199096, "wall_time_s": 2.641401767730713, "timestamp": "2026-08-21T18:02:10.681599+00:00"}
+{"epoch": 73, "train_loss": 0.5972864005202254, "train_acc": 0.9851301115241635, "test_loss": 0.28861690335201495, "test_acc": 0.9128787878787878, "best_acc": 0.9356060606060606, "spike_rates": [0.09712673767524607, 0.11657539623625138, 0.10272369051680845, 0.12634638916043675, 0.14101477230296416], "spikes_per_sample": 397536.61043552036, "wall_time_s": 2.650386333465576, "timestamp": "2026-08-21T18:02:13.356992+00:00"}
+{"epoch": 74, "train_loss": 0.5894779992812628, "train_acc": 0.9944237918215614, "test_loss": 0.38505897242011444, "test_acc": 0.9053030303030303, "best_acc": 0.9356060606060606, "spike_rates": [0.09599114077932694, 0.11566081643104553, 0.10070923014598734, 0.12445791942231796, 0.1428685600266737], "spikes_per_sample": 392907.4349547511, "wall_time_s": 2.6281943321228027, "timestamp": "2026-08-21T18:02:16.019708+00:00"}
+{"epoch": 75, "train_loss": 0.5964380651158471, "train_acc": 0.9907063197026023, "test_loss": 0.2853878163027041, "test_acc": 0.9204545454545454, "best_acc": 0.9356060606060606, "spike_rates": [0.09581664204597473, 0.11587019659140531, 0.10106811979237725, 0.12597048107315512, 0.14391188849421108], "spikes_per_sample": 393156.11114253395, "wall_time_s": 2.6338586807250977, "timestamp": "2026-08-21T18:02:18.679703+00:00"}
+{"epoch": 76, "train_loss": 0.5865892597290663, "train_acc": 0.9907063197026023, "test_loss": 0.2883942115939025, "test_acc": 0.9166666666666666, "best_acc": 0.9356060606060606, "spike_rates": [0.09545973469229306, 0.1155968098079457, 0.09974855096901164, 0.12368878108613632, 0.14125625526203828], "spikes_per_sample": 391108.497030543, "wall_time_s": 2.644192695617676, "timestamp": "2026-08-21T18:02:21.348780+00:00"}
+{"epoch": 77, "train_loss": 0.5885035858721538, "train_acc": 0.9944237918215614, "test_loss": 0.2736238263773196, "test_acc": 0.9356060606060606, "best_acc": 0.9356060606060606, "spike_rates": [0.09510158396819059, 0.11492923866300021, 0.09966190509936389, 0.12380655679632635, 0.1406623011126238], "spikes_per_sample": 389622.26597850677, "wall_time_s": 2.6398348808288574, "timestamp": "2026-08-21T18:02:24.013701+00:00"}
+{"epoch": 78, "train_loss": 0.5869817004771037, "train_acc": 0.9981412639405205, "test_loss": 0.2800572436641563, "test_acc": 0.928030303030303, "best_acc": 0.9356060606060606, "spike_rates": [0.09560201097937192, 0.11501619000645245, 0.0997103882186553, 0.12307199134546168, 0.13953391068121967], "spikes_per_sample": 390682.9974547511, "wall_time_s": 2.645526885986328, "timestamp": "2026-08-21T18:02:26.685956+00:00"}
+{"epoch": 79, "train_loss": 0.586202741555565, "train_acc": 0.9944237918215614, "test_loss": 0.2850504838155978, "test_acc": 0.9166666666666666, "best_acc": 0.9356060606060606, "spike_rates": [0.09609804127146215, 0.11524376010193545, 0.10078975120011498, 0.12465636782786425, 0.14183403463924632], "spikes_per_sample": 392753.97666855203, "wall_time_s": 2.639995574951172, "timestamp": "2026-08-21T18:02:29.353448+00:00"}
+{"epoch": 80, "train_loss": 0.5845716187945086, "train_acc": 0.9925650557620818, "test_loss": 0.27278715688170807, "test_acc": 0.9431818181818182, "best_acc": 0.9431818181818182, "spike_rates": [0.09598978302058052, 0.11552578780580969, 0.09900956995346967, 0.12200340672450907, 0.14048009321970098], "spikes_per_sample": 391531.07847850677, "wall_time_s": 2.64631724357605, "timestamp": "2026-08-21T18:02:32.028041+00:00"}
+{"epoch": 81, "train_loss": 0.5840909764669199, "train_acc": 0.9944237918215614, "test_loss": 0.28398749762863823, "test_acc": 0.9204545454545454, "best_acc": 0.9431818181818182, "spike_rates": [0.0959888665991671, 0.11521686087636386, 0.09961871846633799, 0.1221010141512927, 0.1413149430471308], "spikes_per_sample": 391544.681561086, "wall_time_s": 2.6481640338897705, "timestamp": "2026-08-21T18:02:34.706691+00:00"}
+{"epoch": 82, "train_loss": 0.582567271246786, "train_acc": 0.9962825278810409, "test_loss": 0.2900014474536433, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.09606169427142423, 0.11480193146887947, 0.09935777678209193, 0.12139238198013867, 0.14005331344464245], "spikes_per_sample": 391022.065469457, "wall_time_s": 2.6431689262390137, "timestamp": "2026-08-21T18:02:37.373145+00:00"}
+{"epoch": 83, "train_loss": 0.5887198844806856, "train_acc": 0.9944237918215614, "test_loss": 0.26542403797308606, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.09562005409423043, 0.11449545972487506, 0.09895804261460024, 0.12203385286471423, 0.1391799204489764], "spikes_per_sample": 389642.11213235295, "wall_time_s": 2.6413731575012207, "timestamp": "2026-08-21T18:02:40.037967+00:00"}
+{"epoch": 84, "train_loss": 0.587000543300104, "train_acc": 0.9869888475836431, "test_loss": 0.27366949821060355, "test_acc": 0.9431818181818182, "best_acc": 0.9431818181818182, "spike_rates": [0.09623928674880196, 0.1154505176579251, 0.09922357385649401, 0.12243194089216344, 0.13908127300879536], "spikes_per_sample": 392132.5234728507, "wall_time_s": 2.639540195465088, "timestamp": "2026-08-21T18:02:42.703179+00:00"}
+{"epoch": 85, "train_loss": 0.5916956849257742, "train_acc": 0.9888475836431226, "test_loss": 0.28241352319265856, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.09604550766594269, 0.11476055445039973, 0.09884442038395826, 0.12164519858710907, 0.13948768552611857], "spikes_per_sample": 390704.3440328054, "wall_time_s": 2.6420557498931885, "timestamp": "2026-08-21T18:02:45.371003+00:00"}
+{"epoch": 86, "train_loss": 0.5805363078985959, "train_acc": 0.9944237918215614, "test_loss": 0.2942283307061051, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.09576314731555827, 0.11354855798623141, 0.09817996664958842, 0.11977318981114556, 0.13861499989733977], "spikes_per_sample": 388240.26951357466, "wall_time_s": 2.642583131790161, "timestamp": "2026-08-21T18:02:48.038257+00:00"}
+{"epoch": 87, "train_loss": 0.5741107922504383, "train_acc": 0.9962825278810409, "test_loss": 0.28911451318047265, "test_acc": 0.9204545454545454, "best_acc": 0.9431818181818182, "spike_rates": [0.09659314243232503, 0.11458602109376122, 0.09798104272169225, 0.11976503186366137, 0.13966390402878032], "spikes_per_sample": 390971.9150169683, "wall_time_s": 2.6399834156036377, "timestamp": "2026-08-21T18:02:50.702805+00:00"}
+{"epoch": 88, "train_loss": 0.577480372443075, "train_acc": 1.0, "test_loss": 0.29404305576375034, "test_acc": 0.9204545454545454, "best_acc": 0.9431818181818182, "spike_rates": [0.09637170810909833, 0.11514405906200409, 0.09754698592073777, 0.11926232760443407, 0.13798119040096507], "spikes_per_sample": 390785.4926470588, "wall_time_s": 2.6463143825531006, "timestamp": "2026-08-21T18:02:53.374956+00:00"}
+{"epoch": 89, "train_loss": 0.5757881467227156, "train_acc": 1.0, "test_loss": 0.2812644718497088, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.09617290864972507, 0.11471648382789948, 0.09798866378910401, 0.11945139923516442, 0.13770706776310415], "spikes_per_sample": 390174.5043834842, "wall_time_s": 2.6457748413085938, "timestamp": "2026-08-21T18:02:56.047863+00:00"}
+{"epoch": 90, "train_loss": 0.5764360749145423, "train_acc": 0.9944237918215614, "test_loss": 0.28550060906193475, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.0958993277129005, 0.11507173715268865, 0.09826669272254496, 0.1202017283614944, 0.13872124167049632], "spikes_per_sample": 390225.3380938914, "wall_time_s": 2.648395299911499, "timestamp": "2026-08-21T18:02:58.720516+00:00"}
+{"epoch": 91, "train_loss": 0.5764788061269597, "train_acc": 0.9981412639405205, "test_loss": 0.27772487474210333, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.09580676213783376, 0.11468802830752205, 0.0986975396380705, 0.1202886766370605, 0.13796225540778217], "spikes_per_sample": 389860.39352375566, "wall_time_s": 2.646315813064575, "timestamp": "2026-08-21T18:03:01.393607+00:00"}
+{"epoch": 92, "train_loss": 0.579604044501223, "train_acc": 0.9962825278810409, "test_loss": 0.2799990585807598, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.09563923802445917, 0.11381821641150643, 0.09788924280334921, 0.1200661606648389, 0.13627108405618107], "spikes_per_sample": 388130.01399886876, "wall_time_s": 2.646857976913452, "timestamp": "2026-08-21T18:03:04.067436+00:00"}
+{"epoch": 93, "train_loss": 0.5785163337413263, "train_acc": 0.9962825278810409, "test_loss": 0.2755478356372226, "test_acc": 0.9356060606060606, "best_acc": 0.9431818181818182, "spike_rates": [0.09591930184294195, 0.11470497531049392, 0.09827997535467148, 0.12039964164004606, 0.13830480154822855], "spikes_per_sample": 389912.5281391403, "wall_time_s": 2.64188551902771, "timestamp": "2026-08-21T18:03:06.736006+00:00"}
+{"epoch": 94, "train_loss": 0.5806733429653493, "train_acc": 0.9962825278810409, "test_loss": 0.29085536707531323, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.09576283789732877, 0.11505237353198669, 0.09877433803151636, 0.12114001416108187, 0.13774036396952236], "spikes_per_sample": 390300.2512726244, "wall_time_s": 2.6361546516418457, "timestamp": "2026-08-21T18:03:09.397226+00:00"}
+{"epoch": 95, "train_loss": 0.5834442760421441, "train_acc": 0.9944237918215614, "test_loss": 0.2900906437725732, "test_acc": 0.9356060606060606, "best_acc": 0.9431818181818182, "spike_rates": [0.09560470414512298, 0.11411612962975222, 0.09789626037373263, 0.1196917532121434, 0.1367720523301293], "spikes_per_sample": 388328.86128393665, "wall_time_s": 2.642056703567505, "timestamp": "2026-08-21T18:03:12.063861+00:00"}
+{"epoch": 96, "train_loss": 0.5787760916695719, "train_acc": 0.9962825278810409, "test_loss": 0.28604263044667966, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.0960783007390359, 0.11471235138528488, 0.09813050399808322, 0.1203118615290698, 0.13821790937115164], "spikes_per_sample": 390162.7542420815, "wall_time_s": 2.6390461921691895, "timestamp": "2026-08-21T18:03:14.728885+00:00"}
+{"epoch": 97, "train_loss": 0.5812157341538752, "train_acc": 0.9962825278810409, "test_loss": 0.28199866730155365, "test_acc": 0.9242424242424242, "best_acc": 0.9431818181818182, "spike_rates": [0.09592263356727712, 0.11509846983587041, 0.09789099588113673, 0.11967350279583651, 0.1374029964208603], "spikes_per_sample": 390025.5056561086, "wall_time_s": 2.6434218883514404, "timestamp": "2026-08-21T18:03:17.399006+00:00"}
+{"epoch": 98, "train_loss": 0.5798457094284681, "train_acc": 0.9981412639405205, "test_loss": 0.27968567846850917, "test_acc": 0.9356060606060606, "best_acc": 0.9431818181818182, "spike_rates": [0.09583140646710116, 0.11484958231449127, 0.09861086747225593, 0.12049694096340853, 0.138790562748909], "spikes_per_sample": 390069.73600113124, "wall_time_s": 2.6460697650909424, "timestamp": "2026-08-21T18:03:20.069759+00:00"}
+{"epoch": 99, "train_loss": 0.5796855985010424, "train_acc": 0.9962825278810409, "test_loss": 0.27758113227107306, "test_acc": 0.9318181818181818, "best_acc": 0.9431818181818182, "spike_rates": [0.09591145594330396, 0.11495405128773521, 0.0980016374412705, 0.11976188465076334, 0.1373212135889951], "spikes_per_sample": 389919.42731900455, "wall_time_s": 2.6462693214416504, "timestamp": "2026-08-21T18:03:22.745755+00:00"}
+{"epoch": 100, "train_loss": 0.5787953129488296, "train_acc": 0.9962825278810409, "test_loss": 0.27950740041154803, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.09593885523431442, 0.11516065369634067, 0.09837948267950732, 0.120247140965041, 0.13752411744173834], "spikes_per_sample": 390456.61552601814, "wall_time_s": 2.6519362926483154, "timestamp": "2026-08-21T18:03:25.424582+00:00"}

opt10_sfa_integer_train/opt10_D1_storm1e-3.gpu_telemetry.csv

@@ -0,0 +1,187 @@
+timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
+2026/08/21 17:56:58.313, 0, 0, 0, 0, 15360, 62, 10.75, 300
+2026/08/21 17:56:58.330, 1, 0, 0, 0, 15360, 38, 9.96, 300
+2026/08/21 17:57:03.383, 0, 0, 0, 105, 15360, 63, 28.13, 585
+2026/08/21 17:57:03.394, 1, 0, 0, 123, 15360, 40, 26.07, 585
+2026/08/21 17:57:08.440, 0, 0, 0, 205, 15360, 64, 28.11, 585
+2026/08/21 17:57:08.451, 1, 100, 0, 205, 15360, 43, 37.63, 1590
+2026/08/21 17:57:13.496, 0, 0, 0, 205, 15360, 64, 28.21, 585
+2026/08/21 17:57:13.507, 1, 100, 0, 205, 15360, 45, 37.83, 1590
+2026/08/21 17:57:18.551, 0, 0, 0, 205, 15360, 64, 28.21, 585
+2026/08/21 17:57:18.562, 1, 100, 0, 205, 15360, 46, 38.32, 1590
+2026/08/21 17:57:23.607, 0, 0, 0, 205, 15360, 65, 28.31, 585
+2026/08/21 17:57:23.617, 1, 100, 0, 205, 15360, 48, 38.91, 1590
+2026/08/21 17:57:28.662, 0, 0, 0, 205, 15360, 65, 28.51, 585
+2026/08/21 17:57:28.672, 1, 100, 0, 205, 15360, 49, 39.11, 1590
+2026/08/21 17:57:33.718, 0, 0, 0, 205, 15360, 66, 28.41, 585
+2026/08/21 17:57:33.728, 1, 0, 0, 205, 15360, 48, 26.74, 585
+2026/08/21 17:57:38.775, 0, 0, 0, 205, 15360, 66, 28.51, 585
+2026/08/21 17:57:38.788, 1, 0, 0, 205, 15360, 48, 26.84, 585
+2026/08/21 17:57:43.835, 0, 0, 0, 205, 15360, 66, 28.52, 585
+2026/08/21 17:57:43.845, 1, 0, 0, 205, 15360, 49, 27.04, 585
+2026/08/21 17:57:48.895, 0, 0, 0, 205, 15360, 66, 28.52, 585
+2026/08/21 17:57:48.905, 1, 0, 0, 205, 15360, 49, 26.94, 585
+2026/08/21 17:57:53.953, 0, 0, 0, 205, 15360, 67, 28.62, 585
+2026/08/21 17:57:53.963, 1, 0, 0, 205, 15360, 49, 27.04, 585
+2026/08/21 17:57:59.011, 0, 0, 0, 205, 15360, 67, 28.60, 585
+2026/08/21 17:57:59.022, 1, 0, 0, 205, 15360, 50, 27.04, 585
+2026/08/21 17:58:04.070, 0, 0, 0, 205, 15360, 67, 28.70, 585
+2026/08/21 17:58:04.081, 1, 0, 0, 205, 15360, 50, 27.04, 585
+2026/08/21 17:58:09.128, 0, 0, 0, 205, 15360, 68, 28.72, 585
+2026/08/21 17:58:09.138, 1, 0, 0, 205, 15360, 51, 27.24, 585
+2026/08/21 17:58:14.185, 0, 0, 0, 205, 15360, 68, 28.80, 585
+2026/08/21 17:58:14.195, 1, 0, 0, 205, 15360, 51, 27.24, 585
+2026/08/21 17:58:19.245, 0, 0, 0, 341, 15360, 68, 28.80, 585
+2026/08/21 17:58:19.255, 1, 0, 0, 205, 15360, 52, 27.34, 585
+2026/08/21 17:58:24.306, 0, 0, 0, 341, 15360, 68, 28.90, 585
+2026/08/21 17:58:24.317, 1, 0, 0, 205, 15360, 52, 27.34, 585
+2026/08/21 17:58:29.365, 0, 0, 0, 341, 15360, 68, 29.00, 585
+2026/08/21 17:58:29.376, 1, 0, 0, 205, 15360, 53, 27.34, 585
+2026/08/21 17:58:34.423, 0, 100, 0, 395, 15360, 70, 44.46, 1590
+2026/08/21 17:58:34.432, 1, 0, 0, 205, 15360, 53, 27.42, 585
+2026/08/21 17:58:39.479, 0, 100, 0, 395, 15360, 71, 44.85, 1590
+2026/08/21 17:58:39.486, 1, 0, 0, 205, 15360, 53, 27.52, 585
+2026/08/21 17:58:44.535, 0, 100, 0, 395, 15360, 72, 45.24, 1590
+2026/08/21 17:58:44.543, 1, 0, 0, 341, 15360, 54, 27.52, 585
+2026/08/21 17:58:49.590, 0, 100, 0, 395, 15360, 73, 45.54, 1590
+2026/08/21 17:58:49.606, 1, 0, 0, 341, 15360, 54, 27.52, 585
+2026/08/21 17:58:54.653, 0, 100, 0, 395, 15360, 74, 45.81, 1590
+2026/08/21 17:58:54.660, 1, 0, 0, 341, 15360, 55, 27.62, 585
+2026/08/21 17:58:59.708, 0, 94, 85, 3033, 15360, 76, 82.95, 1050
+2026/08/21 17:58:59.726, 1, 96, 89, 2437, 15360, 59, 59.43, 1305
+2026/08/21 17:59:04.782, 0, 95, 86, 3033, 15360, 78, 80.27, 1095
+2026/08/21 17:59:04.804, 1, 96, 89, 2437, 15360, 62, 68.10, 1245
+2026/08/21 17:59:09.855, 0, 84, 85, 3033, 15360, 80, 67.27, 1080
+2026/08/21 17:59:09.870, 1, 99, 18, 2437, 15360, 63, 72.32, 1260
+2026/08/21 17:59:14.927, 0, 97, 96, 3033, 15360, 81, 69.48, 1245
+2026/08/21 17:59:14.940, 1, 100, 1, 2437, 15360, 64, 43.08, 1590
+2026/08/21 17:59:19.985, 0, 96, 84, 3033, 15360, 82, 63.79, 1050
+2026/08/21 17:59:20.003, 1, 96, 87, 2437, 15360, 67, 71.73, 1425
+2026/08/21 17:59:25.049, 0, 94, 84, 3033, 15360, 82, 68.36, 1065
+2026/08/21 17:59:25.065, 1, 97, 86, 2437, 15360, 68, 66.39, 1125
+2026/08/21 17:59:30.119, 0, 93, 84, 3033, 15360, 80, 76.32, 1290
+2026/08/21 17:59:30.136, 1, 97, 87, 2437, 15360, 67, 62.01, 1395
+2026/08/21 17:59:35.185, 0, 93, 85, 3033, 15360, 79, 71.63, 1260
+2026/08/21 17:59:35.203, 1, 93, 82, 2437, 15360, 67, 63.14, 1350
+2026/08/21 17:59:40.258, 0, 95, 84, 3033, 15360, 78, 68.15, 1110
+2026/08/21 17:59:40.277, 1, 96, 87, 2437, 15360, 67, 64.69, 1230
+2026/08/21 17:59:45.333, 0, 95, 83, 3033, 15360, 77, 61.77, 1110
+2026/08/21 17:59:45.357, 1, 97, 89, 2437, 15360, 66, 67.66, 1275
+2026/08/21 17:59:50.413, 0, 97, 90, 3033, 15360, 76, 68.44, 1290
+2026/08/21 17:59:50.435, 1, 94, 86, 2437, 15360, 66, 76.22, 1410
+2026/08/21 17:59:55.488, 0, 94, 87, 3033, 15360, 75, 71.04, 1395
+2026/08/21 17:59:55.502, 1, 94, 85, 2437, 15360, 67, 69.12, 1365
+2026/08/21 18:00:00.560, 0, 81, 75, 3033, 15360, 75, 59.36, 1125
+2026/08/21 18:00:00.579, 1, 97, 56, 2437, 15360, 67, 65.22, 1200
+2026/08/21 18:00:05.631, 0, 97, 99, 3033, 15360, 75, 68.15, 1500
+2026/08/21 18:00:05.646, 1, 100, 0, 2437, 15360, 67, 68.64, 1560
+2026/08/21 18:00:10.709, 0, 95, 92, 3033, 15360, 75, 66.24, 1350
+2026/08/21 18:00:10.725, 1, 97, 55, 2437, 15360, 67, 44.36, 1590
+2026/08/21 18:00:15.773, 0, 94, 85, 3033, 15360, 76, 68.15, 1275
+2026/08/21 18:00:15.787, 1, 94, 85, 2437, 15360, 69, 75.00, 1245
+2026/08/21 18:00:20.848, 0, 94, 85, 3033, 15360, 76, 68.53, 1200
+2026/08/21 18:00:20.859, 1, 94, 86, 2437, 15360, 69, 76.47, 1170
+2026/08/21 18:00:25.914, 0, 94, 82, 3033, 15360, 77, 67.12, 1125
+2026/08/21 18:00:25.931, 1, 95, 82, 2437, 15360, 70, 68.35, 1185
+2026/08/21 18:00:30.985, 0, 97, 87, 3033, 15360, 77, 64.91, 1200
+2026/08/21 18:00:31.002, 1, 97, 86, 2437, 15360, 70, 63.28, 1275
+2026/08/21 18:00:36.060, 0, 96, 88, 3033, 15360, 77, 66.18, 1230
+2026/08/21 18:00:36.079, 1, 97, 88, 2437, 15360, 71, 60.34, 1320
+2026/08/21 18:00:41.139, 0, 97, 87, 3033, 15360, 78, 66.59, 1230
+2026/08/21 18:00:41.151, 1, 95, 85, 2437, 15360, 71, 61.28, 1440
+2026/08/21 18:00:46.207, 0, 96, 88, 3033, 15360, 78, 65.00, 1260
+2026/08/21 18:00:46.220, 1, 96, 87, 2437, 15360, 72, 63.53, 1290
+2026/08/21 18:00:51.275, 0, 96, 89, 3033, 15360, 78, 58.02, 1260
+2026/08/21 18:00:51.293, 1, 96, 87, 2437, 15360, 72, 62.01, 1425
+2026/08/21 18:00:56.350, 0, 79, 76, 3033, 15360, 78, 71.73, 1290
+2026/08/21 18:00:56.373, 1, 100, 13, 2437, 15360, 72, 65.55, 1320
+2026/08/21 18:01:01.422, 0, 95, 97, 3033, 15360, 78, 69.13, 1320
+2026/08/21 18:01:01.435, 1, 100, 1, 2437, 15360, 71, 46.30, 1590
+2026/08/21 18:01:06.478, 0, 94, 85, 3033, 15360, 77, 61.52, 1290
+2026/08/21 18:01:06.493, 1, 95, 84, 2437, 15360, 72, 44.92, 1575
+2026/08/21 18:01:11.539, 0, 96, 87, 3033, 15360, 77, 64.38, 1230
+2026/08/21 18:01:11.555, 1, 92, 83, 2437, 15360, 73, 67.27, 1170
+2026/08/21 18:01:16.610, 0, 97, 87, 3033, 15360, 77, 57.14, 1125
+2026/08/21 18:01:16.631, 1, 94, 86, 2437, 15360, 73, 73.78, 1110
+2026/08/21 18:01:21.688, 0, 96, 88, 3033, 15360, 76, 73.05, 1185
+2026/08/21 18:01:21.705, 1, 97, 88, 2437, 15360, 72, 78.47, 1245
+2026/08/21 18:01:26.762, 0, 96, 91, 3033, 15360, 76, 80.32, 1215
+2026/08/21 18:01:26.779, 1, 96, 88, 2437, 15360, 73, 70.60, 1290
+2026/08/21 18:01:31.836, 0, 94, 87, 3033, 15360, 76, 70.94, 1245
+2026/08/21 18:01:31.849, 1, 96, 88, 2437, 15360, 73, 67.86, 1440
+2026/08/21 18:01:36.904, 0, 94, 86, 3033, 15360, 76, 65.94, 1320
+2026/08/21 18:01:36.920, 1, 96, 91, 2437, 15360, 73, 67.21, 1320
+2026/08/21 18:01:41.973, 0, 94, 85, 3033, 15360, 77, 69.27, 1335
+2026/08/21 18:01:41.987, 1, 96, 91, 2437, 15360, 73, 69.13, 1140
+2026/08/21 18:01:47.050, 0, 94, 85, 3033, 15360, 77, 63.05, 1275
+2026/08/21 18:01:47.062, 1, 93, 86, 2437, 15360, 74, 60.34, 1140
+2026/08/21 18:01:52.124, 0, 96, 99, 3033, 15360, 77, 59.65, 1275
+2026/08/21 18:01:52.137, 1, 96, 26, 2437, 15360, 74, 68.25, 1230
+2026/08/21 18:01:57.193, 0, 95, 90, 3033, 15360, 77, 67.72, 1320
+2026/08/21 18:01:57.210, 1, 100, 0, 2437, 15360, 73, 46.10, 1590
+2026/08/21 18:02:02.258, 0, 94, 85, 3033, 15360, 77, 62.16, 1140
+2026/08/21 18:02:02.282, 1, 94, 84, 2437, 15360, 74, 62.20, 1110
+2026/08/21 18:02:07.333, 0, 94, 82, 3033, 15360, 77, 63.30, 1095
+2026/08/21 18:02:07.344, 1, 94, 85, 2437, 15360, 75, 66.63, 1110
+2026/08/21 18:02:12.406, 0, 95, 82, 3033, 15360, 77, 66.43, 1050
+2026/08/21 18:02:12.421, 1, 96, 91, 2437, 15360, 75, 70.21, 1140
+2026/08/21 18:02:17.478, 0, 97, 86, 3033, 15360, 77, 60.05, 1095
+2026/08/21 18:02:17.499, 1, 96, 91, 2437, 15360, 75, 69.23, 1125
+2026/08/21 18:02:22.552, 0, 97, 87, 3033, 15360, 77, 59.95, 1110
+2026/08/21 18:02:22.572, 1, 96, 91, 2437, 15360, 75, 70.46, 1110
+2026/08/21 18:02:27.628, 0, 97, 86, 3033, 15360, 77, 60.93, 1065
+2026/08/21 18:02:27.646, 1, 96, 88, 2437, 15360, 75, 78.52, 1110
+2026/08/21 18:02:32.702, 0, 94, 81, 3033, 15360, 77, 63.89, 1125
+2026/08/21 18:02:32.721, 1, 97, 87, 2437, 15360, 76, 68.44, 1110
+2026/08/21 18:02:37.778, 0, 95, 80, 3033, 15360, 77, 62.69, 1140
+2026/08/21 18:02:37.803, 1, 96, 88, 2437, 15360, 75, 68.00, 1185
+2026/08/21 18:02:42.866, 0, 90, 92, 3033, 15360, 77, 62.91, 1140
+2026/08/21 18:02:42.884, 1, 100, 6, 2437, 15360, 76, 72.80, 1185
+2026/08/21 18:02:47.942, 0, 97, 96, 3033, 15360, 77, 66.33, 1350
+2026/08/21 18:02:47.957, 1, 100, 14, 2437, 15360, 75, 47.18, 1590
+2026/08/21 18:02:53.003, 0, 96, 83, 3033, 15360, 77, 65.20, 1245
+2026/08/21 18:02:53.020, 1, 97, 87, 2437, 15360, 75, 79.44, 1485
+2026/08/21 18:02:58.068, 0, 94, 80, 3033, 15360, 77, 63.14, 1110
+2026/08/21 18:02:58.088, 1, 97, 86, 2437, 15360, 76, 62.89, 1155
+2026/08/21 18:03:03.148, 0, 94, 83, 3033, 15360, 77, 67.70, 1185
+2026/08/21 18:03:03.164, 1, 97, 85, 2437, 15360, 76, 61.32, 1125
+2026/08/21 18:03:08.224, 0, 94, 83, 3033, 15360, 77, 63.14, 1110
+2026/08/21 18:03:08.243, 1, 97, 85, 2437, 15360, 76, 61.71, 1170
+2026/08/21 18:03:13.307, 0, 95, 82, 3033, 15360, 77, 61.48, 1215
+2026/08/21 18:03:13.325, 1, 97, 86, 2437, 15360, 76, 66.04, 1200
+2026/08/21 18:03:18.381, 0, 97, 85, 3033, 15360, 77, 62.46, 1215
+2026/08/21 18:03:18.399, 1, 97, 84, 2437, 15360, 76, 64.38, 1245
+2026/08/21 18:03:23.456, 0, 93, 80, 3033, 15360, 77, 64.42, 1230
+2026/08/21 18:03:23.476, 1, 95, 83, 2437, 15360, 76, 66.86, 1185
+2026/08/21 18:03:28.528, 0, 78, 57, 3035, 15360, 77, 69.24, 1305
+2026/08/21 18:03:28.538, 1, 0, 0, 3, 15360, 72, 30.76, 585
+2026/08/21 18:03:33.585, 0, 80, 59, 3035, 15360, 77, 60.24, 1305
+2026/08/21 18:03:33.602, 1, 0, 0, 3, 15360, 67, 11.35, 300
+2026/08/21 18:03:38.656, 0, 82, 60, 3035, 15360, 77, 77.64, 1230
+2026/08/21 18:03:38.670, 1, 0, 0, 3, 15360, 65, 10.85, 300
+2026/08/21 18:03:43.723, 0, 76, 55, 3035, 15360, 77, 68.96, 1290
+2026/08/21 18:03:43.732, 1, 0, 0, 3, 15360, 63, 10.45, 300
+2026/08/21 18:03:48.786, 0, 80, 60, 3035, 15360, 77, 67.79, 1185
+2026/08/21 18:03:48.797, 1, 0, 0, 3, 15360, 61, 10.35, 300
+2026/08/21 18:03:53.854, 0, 83, 61, 3035, 15360, 77, 70.93, 1215
+2026/08/21 18:03:53.864, 1, 0, 0, 3, 15360, 59, 10.35, 300
+2026/08/21 18:03:58.918, 0, 78, 61, 3035, 15360, 77, 70.15, 1260
+2026/08/21 18:03:58.930, 1, 0, 0, 3, 15360, 58, 10.45, 300
+2026/08/21 18:04:03.983, 0, 49, 26, 3035, 15360, 77, 81.59, 1155
+2026/08/21 18:04:03.993, 1, 0, 0, 3, 15360, 57, 10.25, 300
+2026/08/21 18:04:09.047, 0, 80, 61, 3035, 15360, 77, 51.35, 1290
+2026/08/21 18:04:09.060, 1, 0, 0, 3, 15360, 55, 11.04, 300
+2026/08/21 18:04:14.114, 0, 53, 31, 3035, 15360, 77, 76.96, 1230
+2026/08/21 18:04:14.126, 1, 0, 0, 3, 15360, 54, 10.05, 300
+2026/08/21 18:04:19.180, 0, 80, 59, 3035, 15360, 77, 70.19, 1335
+2026/08/21 18:04:19.200, 1, 0, 0, 3, 15360, 53, 10.06, 300
+2026/08/21 18:04:24.254, 0, 75, 56, 3035, 15360, 77, 79.64, 1230
+2026/08/21 18:04:24.264, 1, 0, 0, 3, 15360, 52, 10.95, 300
+2026/08/21 18:04:29.318, 0, 80, 58, 3035, 15360, 77, 69.67, 1200
+2026/08/21 18:04:29.328, 1, 0, 0, 3, 15360, 51, 9.76, 300
+2026/08/21 18:04:34.383, 0, 79, 60, 3035, 15360, 77, 53.22, 1365
+2026/08/21 18:04:34.395, 1, 0, 0, 3, 15360, 50, 10.35, 300
+2026/08/21 18:04:39.448, 0, 85, 66, 3035, 15360, 77, 55.54, 1275
+2026/08/21 18:04:39.469, 1, 0, 0, 3, 15360, 50, 9.66, 300
+2026/08/21 18:04:44.525, 0, 96, 98, 3035, 15360, 77, 69.52, 1305
+2026/08/21 18:04:44.543, 1, 0, 0, 3, 15360, 49, 10.06, 300

opt10_sfa_integer_train/opt10_D1_storm1e-3.summary.json

@@ -0,0 +1,88 @@
+{
+  "tag": "opt10_D1_storm1e-3",
+  "script": "opt10_sfa_integer_train.py",
+  "script_sha256_16": "f2437693c3bf8491",
+  "hf_folder": "opt10_sfa_integer_train",
+  "priority": 1,
+  "note": "D=1 collapses to binary; isolates the storm regularizer alone",
+  "phase": 7,
+  "n_phases": 10,
+  "command": [
+    "/usr/bin/python3",
+    "-m",
+    "torch.distributed.run",
+    "--standalone",
+    "--nproc_per_node=2",
+    "/kaggle/temp/snn_runs/scripts/opt10_sfa_integer_train.py",
+    "--epochs",
+    "100",
+    "--batch-size",
+    "32",
+    "--num-bins",
+    "16",
+    "--event-eval",
+    "--no-hf",
+    "--no-resume",
+    "--data-dir",
+    "/kaggle/temp/dvs128_data",
+    "--num-classes",
+    "11",
+    "--bench",
+    "--sfa-levels",
+    "1",
+    "--storm-reg",
+    "1e-3"
+  ],
+  "flags": [
+    "--sfa-levels",
+    "1",
+    "--storm-reg",
+    "1e-3"
+  ],
+  "epochs_requested": 100,
+  "epochs_completed": 100,
+  "batch_size_per_gpu": 32,
+  "num_bins_T": 16,
+  "gpus": 2,
+  "amp": false,
+  "exit_code": 0,
+  "status": "ok",
+  "duration_s": 470.2,
+  "sec_per_epoch": 4.7,
+  "started_utc": "2026-08-21T17:56:58.280487+00:00",
+  "finished_utc": "2026-08-21T18:04:48.522292+00:00",
+  "final_epoch_metrics": {
+    "epoch": 100,
+    "train_loss": 0.5787953129488296,
+    "train_acc": 0.9962825278810409,
+    "test_loss": 0.27950740041154803,
+    "test_acc": 0.928030303030303,
+    "best_acc": 0.9431818181818182,
+    "spike_rates": [
+      0.09593885523431442,
+      0.11516065369634067,
+      0.09837948267950732,
+      0.120247140965041,
+      0.13752411744173834
+    ],
+    "spikes_per_sample": 390456.61552601814,
+    "wall_time_s": 2.6519362926483154,
+    "timestamp": "2026-08-21T18:03:25.424582+00:00"
+  },
+  "best": {
+    "epoch": 80,
+    "test_acc": 0.9431818181818182
+  },
+  "event_driven": {
+    "event_driven_test_acc": 0.928030303030303,
+    "synaptic_ops_per_inference": 570818371.0798612
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "opt10_D1_storm1e-3.zip",
+    "files": 312,
+    "bytes": 1443586344,
+    "MB": 1443.6,
+    "sha256": "ba25f7484d93f7cc34552b5f969994128613852367838cb31a4e50829e72b14c"
+  }
+}

opt10_sfa_integer_train/opt10_D1_storm1e-3.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba25f7484d93f7cc34552b5f969994128613852367838cb31a4e50829e72b14c
+size 1443586344