| {"epoch": 1, "train_loss": 17.752288070310005, "train_acc": 0.39776951672862454, "test_loss": 15.794226993214, "test_acc": 0.42045454545454547, "best_acc": 0.42045454545454547, "spike_rates": [0.09534646132413079, 0.13603018574854908, 0.1531093146871118, 0.18355739817899816, 0.16614630906020894], "spikes_per_sample": 448319.5005656109, "wall_time_s": 2.6235926151275635, "timestamp": "2026-08-21T04:34:11.248394+00:00"} |
| {"epoch": 2, "train_loss": 9.147600415027718, "train_acc": 0.4368029739776952, "test_loss": 8.966518676642215, "test_acc": 0.36363636363636365, "best_acc": 0.42045454545454547, "spike_rates": [0.09531641269431394, 0.1501114903127446, 0.15427966503536, 0.17038468227666967, 0.14603128941620097], "spikes_per_sample": 461748.79906674207, "wall_time_s": 2.2022671699523926, "timestamp": "2026-08-21T04:34:13.481197+00:00"} |
| {"epoch": 3, "train_loss": 7.276373763953, "train_acc": 0.45353159851301117, "test_loss": 4.666659716403846, "test_acc": 0.5113636363636364, "best_acc": 0.5113636363636364, "spike_rates": [0.09307875177439522, 0.15501904136994304, 0.15870542035383337, 0.17592479200924144, 0.15119008895228891], "spikes_per_sample": 465291.20263009047, "wall_time_s": 2.209200143814087, "timestamp": "2026-08-21T04:34:15.716594+00:00"} |
| {"epoch": 4, "train_loss": 5.351328954377582, "train_acc": 0.4739776951672863, "test_loss": 4.523123856746789, "test_acc": 0.4772727272727273, "best_acc": 0.5113636363636364, "spike_rates": [0.10357610048616633, 0.15584848558201508, 0.16080783745821783, 0.17603331190698288, 0.1480705475105959], "spikes_per_sample": 489267.42802601814, "wall_time_s": 2.2127866744995117, "timestamp": "2026-08-21T04:34:17.960404+00:00"} |
| {"epoch": 5, "train_loss": 4.900951874743607, "train_acc": 0.4646840148698885, "test_loss": 4.657529729785341, "test_acc": 0.3409090909090909, "best_acc": 0.5113636363636364, "spike_rates": [0.10579774484914892, 0.1547544028829126, 0.16156033295042374, 0.16872763984343586, 0.14664480002487407], "spikes_per_sample": 492207.7244061086, "wall_time_s": 2.2117996215820312, "timestamp": "2026-08-21T04:34:20.198672+00:00"} |
| {"epoch": 6, "train_loss": 3.9174635933234345, "train_acc": 0.5408921933085502, "test_loss": 2.8527239452708852, "test_acc": 0.571969696969697, "best_acc": 0.571969696969697, "spike_rates": [0.10816216030541588, 0.14922507282565622, 0.16065841913223267, 0.1685906411970363, 0.14355525725028095], "spikes_per_sample": 490851.380938914, "wall_time_s": 2.2116706371307373, "timestamp": "2026-08-21T04:34:22.435370+00:00"} |
| {"epoch": 7, "train_loss": 3.8454024658770365, "train_acc": 0.49814126394052044, "test_loss": 1.954444747982603, "test_acc": 0.5340909090909091, "best_acc": 0.571969696969697, "spike_rates": [0.10891684232389226, 0.14419669964734247, 0.1571627907893237, 0.17195997693959406, 0.1421021687633851], "spikes_per_sample": 485759.67463235295, "wall_time_s": 2.2200043201446533, "timestamp": "2026-08-21T04:34:24.685816+00:00"} |
| {"epoch": 8, "train_loss": 3.7710793878066053, "train_acc": 0.5278810408921933, "test_loss": 2.3435142564051077, "test_acc": 0.5909090909090909, "best_acc": 0.5909090909090909, "spike_rates": [0.10885173652101965, 0.1466707087614957, 0.1587685697218951, 0.18061722727382884, 0.1484546924338621], "spikes_per_sample": 490244.96012443444, "wall_time_s": 2.219923973083496, "timestamp": "2026-08-21T04:34:26.932291+00:00"} |
| {"epoch": 9, "train_loss": 3.2270213192723496, "train_acc": 0.533457249070632, "test_loss": 2.413888743429473, "test_acc": 0.5303030303030303, "best_acc": 0.5909090909090909, "spike_rates": [0.11130094177582685, 0.1446026020190295, 0.14959173956338098, 0.1665679882554447, 0.13401451005655177], "spikes_per_sample": 486441.5014140272, "wall_time_s": 2.2269678115844727, "timestamp": "2026-08-21T04:34:29.193229+00:00"} |
| {"epoch": 10, "train_loss": 3.4316014091321527, "train_acc": 0.5315985130111525, "test_loss": 3.011733727021651, "test_acc": 0.5643939393939394, "best_acc": 0.5909090909090909, "spike_rates": [0.10919392065090291, 0.1426300949910108, 0.14820444583892822, 0.16500317699768963, 0.13704047921825857], "spikes_per_sample": 479046.7444852941, "wall_time_s": 2.234678030014038, "timestamp": "2026-08-21T04:34:31.453347+00:00"} |
| {"epoch": 11, "train_loss": 3.135486857155442, "train_acc": 0.5092936802973977, "test_loss": 1.738035292336435, "test_acc": 0.5568181818181818, "best_acc": 0.5909090909090909, "spike_rates": [0.11715881044373792, 0.1394112732480554, 0.14734229533111348, 0.15487375855445862, 0.13222659072455237], "spikes_per_sample": 490556.95263009047, "wall_time_s": 2.2375659942626953, "timestamp": "2026-08-21T04:34:33.716814+00:00"} |
| {"epoch": 12, "train_loss": 2.5417248325276995, "train_acc": 0.5780669144981413, "test_loss": 1.3824741623618386, "test_acc": 0.6098484848484849, "best_acc": 0.6098484848484849, "spike_rates": [0.11413238109911189, 0.14745897492941687, 0.14974835427368388, 0.1574779187931734, 0.12919828996938817], "spikes_per_sample": 494226.45390271494, "wall_time_s": 2.243931531906128, "timestamp": "2026-08-21T04:34:35.986125+00:00"} |
| {"epoch": 13, "train_loss": 2.5645334366085804, "train_acc": 0.5557620817843866, "test_loss": 1.139168872977748, "test_acc": 0.5946969696969697, "best_acc": 0.6098484848484849, "spike_rates": [0.11367155173245598, 0.14605049263028538, 0.1388276201837203, 0.1437514231485479, 0.11794306907583685], "spikes_per_sample": 484163.64451357466, "wall_time_s": 2.244946002960205, "timestamp": "2026-08-21T04:34:38.262901+00:00"} |
| {"epoch": 14, "train_loss": 2.1026210802638396, "train_acc": 0.5743494423791822, "test_loss": 1.1516968102166147, "test_acc": 0.6401515151515151, "best_acc": 0.6401515151515151, "spike_rates": [0.11477838982554044, 0.14243829162681804, 0.1365356436547111, 0.13786917311303756, 0.11533257365226746], "spikes_per_sample": 480703.67731900455, "wall_time_s": 2.2480790615081787, "timestamp": "2026-08-21T04:34:40.536942+00:00"} |
| {"epoch": 15, "train_loss": 2.217762577489406, "train_acc": 0.6022304832713755, "test_loss": 1.5076331514300723, "test_acc": 0.5643939393939394, "best_acc": 0.6401515151515151, "spike_rates": [0.10936840623617172, 0.1435127889408785, 0.13869712457937353, 0.13227159135481892, 0.1161492984084522], "spikes_per_sample": 470890.42929864256, "wall_time_s": 2.2549943923950195, "timestamp": "2026-08-21T04:34:42.824260+00:00"} |
| {"epoch": 16, "train_loss": 1.9029562482160263, "train_acc": 0.6096654275092936, "test_loss": 2.5364822040904653, "test_acc": 0.4621212121212121, "best_acc": 0.6401515151515151, "spike_rates": [0.11129163950681686, 0.14283661807284637, 0.14184040006469278, 0.1316932720296523, 0.11834891140460968], "spikes_per_sample": 475806.51428167423, "wall_time_s": 2.2616488933563232, "timestamp": "2026-08-21T04:34:45.112612+00:00"} |
| {"epoch": 17, "train_loss": 1.915418950155322, "train_acc": 0.6319702602230484, "test_loss": 1.0098654501365893, "test_acc": 0.6401515151515151, "best_acc": 0.6401515151515151, "spike_rates": [0.11166316621443804, 0.14770375455127044, 0.15544519617277033, 0.1543402067002128, 0.1317319054813946], "spikes_per_sample": 491901.33158936654, "wall_time_s": 2.263688564300537, "timestamp": "2026-08-21T04:34:47.403957+00:00"} |
| {"epoch": 18, "train_loss": 2.08024801729337, "train_acc": 0.6059479553903345, "test_loss": 1.0505978772134492, "test_acc": 0.6174242424242424, "best_acc": 0.6401515151515151, "spike_rates": [0.11084270170506309, 0.14664591147619135, 0.14866825061685898, 0.1468005715047612, 0.12393509552759283], "spikes_per_sample": 484464.4705882353, "wall_time_s": 2.272083044052124, "timestamp": "2026-08-21T04:34:49.701656+00:00"} |
| {"epoch": 19, "train_loss": 2.185905743708841, "train_acc": 0.6412639405204461, "test_loss": 1.001215836315444, "test_acc": 0.625, "best_acc": 0.6401515151515151, "spike_rates": [0.1098543116275002, 0.1442342856351067, 0.14688025765559254, 0.14900368276764364, 0.1249017158851904], "spikes_per_sample": 479222.5627828054, "wall_time_s": 2.2809770107269287, "timestamp": "2026-08-21T04:34:52.008989+00:00"} |
| {"epoch": 20, "train_loss": 1.8508983518111217, "train_acc": 0.6598513011152416, "test_loss": 0.9083457616242495, "test_acc": 0.6515151515151515, "best_acc": 0.6515151515151515, "spike_rates": [0.10822187627063078, 0.1415631560718312, 0.14681662619113922, 0.15351651083020604, 0.13142317358185263], "spikes_per_sample": 473611.01583710406, "wall_time_s": 2.2905120849609375, "timestamp": "2026-08-21T04:34:54.325423+00:00"} |
| {"epoch": 21, "train_loss": 1.8760773147349021, "train_acc": 0.6282527881040892, "test_loss": 1.1010697610450513, "test_acc": 0.6287878787878788, "best_acc": 0.6515151515151515, "spike_rates": [0.10853198433623594, 0.14319235962979934, 0.14856294411070206, 0.15287208381821127, 0.1272120756261489], "spikes_per_sample": 476766.0237556561, "wall_time_s": 2.2995054721832275, "timestamp": "2026-08-21T04:34:56.662335+00:00"} |
| {"epoch": 22, "train_loss": 2.3654212632586966, "train_acc": 0.6115241635687733, "test_loss": 1.1804632544517517, "test_acc": 0.6439393939393939, "best_acc": 0.6515151515151515, "spike_rates": [0.1056877085391213, 0.14368636730839224, 0.14756314894732306, 0.14476705912281485, 0.13036513854475582], "spikes_per_sample": 469760.6559671946, "wall_time_s": 2.2970762252807617, "timestamp": "2026-08-21T04:34:58.985343+00:00"} |
| {"epoch": 23, "train_loss": 2.26219523972295, "train_acc": 0.6319702602230484, "test_loss": 0.8332165669311177, "test_acc": 0.6477272727272727, "best_acc": 0.6515151515151515, "spike_rates": [0.1036381094771273, 0.14545326899079716, 0.1494819057338378, 0.14220192765488343, 0.12225020764505162], "spikes_per_sample": 467916.22794117645, "wall_time_s": 2.312485456466675, "timestamp": "2026-08-21T04:35:01.323032+00:00"} |
| {"epoch": 24, "train_loss": 2.0058418889027987, "train_acc": 0.6598513011152416, "test_loss": 1.159357240705779, "test_acc": 0.625, "best_acc": 0.6515151515151515, "spike_rates": [0.1066462954177576, 0.14073384421713211, 0.14586089376141043, 0.1439493377419079, 0.11960584582651362], "spikes_per_sample": 467585.17350113124, "wall_time_s": 2.3153700828552246, "timestamp": "2026-08-21T04:35:03.663738+00:00"} |
| {"epoch": 25, "train_loss": 2.2894777843943315, "train_acc": 0.5947955390334573, "test_loss": 1.4069847410375422, "test_acc": 0.6401515151515151, "best_acc": 0.6515151515151515, "spike_rates": [0.10913826174595777, 0.1335572319872239, 0.13930613416082718, 0.14266526260796716, 0.13282950222492218], "spikes_per_sample": 461790.7426470588, "wall_time_s": 2.330610990524292, "timestamp": "2026-08-21T04:35:06.018904+00:00"} |
| {"epoch": 26, "train_loss": 2.9201755887070555, "train_acc": 0.5910780669144982, "test_loss": 1.7974953561118154, "test_acc": 0.5946969696969697, "best_acc": 0.6515151515151515, "spike_rates": [0.09944475924267489, 0.13979106089648077, 0.14451607886482687, 0.1434851613114862, 0.1349366131950827], "spikes_per_sample": 450855.4621040724, "wall_time_s": 2.3452274799346924, "timestamp": "2026-08-21T04:35:08.389517+00:00"} |
| {"epoch": 27, "train_loss": 2.1985302769118524, "train_acc": 0.6078066914498141, "test_loss": 1.1347048463243428, "test_acc": 0.6325757575757576, "best_acc": 0.6515151515151515, "spike_rates": [0.10013097261681277, 0.14505001727272482, 0.15243652901228735, 0.14681131524198196, 0.13012351884561427], "spikes_per_sample": 462358.4725678733, "wall_time_s": 2.352174997329712, "timestamp": "2026-08-21T04:35:10.767788+00:00"} |
| {"epoch": 28, "train_loss": 2.2894036202625716, "train_acc": 0.6226765799256505, "test_loss": 0.8918676502776869, "test_acc": 0.696969696969697, "best_acc": 0.696969696969697, "spike_rates": [0.09793837938238592, 0.14458751941428466, 0.15106687826268814, 0.14382661090177648, 0.124308383640121], "spikes_per_sample": 456117.7143665158, "wall_time_s": 2.3504300117492676, "timestamp": "2026-08-21T04:35:13.143777+00:00"} |
| {"epoch": 29, "train_loss": 2.2038644024873757, "train_acc": 0.6449814126394052, "test_loss": 0.9630331938916986, "test_acc": 0.6553030303030303, "best_acc": 0.696969696969697, "spike_rates": [0.1006883772857049, 0.13756021418992212, 0.14032763242721558, 0.14394366302910974, 0.12371061523171033], "spikes_per_sample": 448896.097709276, "wall_time_s": 2.363593816757202, "timestamp": "2026-08-21T04:35:15.539347+00:00"} |
| {"epoch": 30, "train_loss": 1.8720622909113378, "train_acc": 0.6840148698884758, "test_loss": 0.8748317523436113, "test_acc": 0.6742424242424242, "best_acc": 0.696969696969697, "spike_rates": [0.09824884726720698, 0.13273559510707855, 0.13510006140260136, 0.1428140542086433, 0.12193919762092478], "spikes_per_sample": 435818.2878959276, "wall_time_s": 2.364630699157715, "timestamp": "2026-08-21T04:35:17.930242+00:00"} |
| {"epoch": 31, "train_loss": 2.0334307438378882, "train_acc": 0.6449814126394052, "test_loss": 0.9010243695793729, "test_acc": 0.696969696969697, "best_acc": 0.696969696969697, "spike_rates": [0.10003944793168236, 0.13441742080099442, 0.135498706908787, 0.1402865148642484, 0.12011485765962039], "spikes_per_sample": 441200.08173076925, "wall_time_s": 2.3650991916656494, "timestamp": "2026-08-21T04:35:20.321167+00:00"} |
| {"epoch": 32, "train_loss": 1.9837470267341926, "train_acc": 0.6988847583643123, "test_loss": 1.042671723799272, "test_acc": 0.6893939393939394, "best_acc": 0.696969696969697, "spike_rates": [0.10636712128625196, 0.12930909851018121, 0.12731904229697058, 0.13360353778390324, 0.12058606743812561], "spikes_per_sample": 443952.41699660633, "wall_time_s": 2.3637359142303467, "timestamp": "2026-08-21T04:35:22.711204+00:00"} |
| {"epoch": 33, "train_loss": 1.8551012937907392, "train_acc": 0.6877323420074349, "test_loss": 1.0285175821997903, "test_acc": 0.6553030303030303, "best_acc": 0.696969696969697, "spike_rates": [0.1071976743200246, 0.12844143194310806, 0.12136203401228961, 0.13086366565788493, 0.11670470807482214], "spikes_per_sample": 441270.82225678733, "wall_time_s": 2.3407154083251953, "timestamp": "2026-08-21T04:35:25.078148+00:00"} |
| {"epoch": 34, "train_loss": 1.6344150752383093, "train_acc": 0.7007434944237918, "test_loss": 0.7668349309401079, "test_acc": 0.7386363636363636, "best_acc": 0.7386363636363636, "spike_rates": [0.1065179153400309, 0.13010848182089188, 0.12530982099911747, 0.13597909404950984, 0.11849252353696262], "spikes_per_sample": 444348.9711538462, "wall_time_s": 2.3451762199401855, "timestamp": "2026-08-21T04:35:27.448920+00:00"} |
| {"epoch": 35, "train_loss": 1.6052893573023572, "train_acc": 0.7137546468401487, "test_loss": 0.8906169913031838, "test_acc": 0.7007575757575758, "best_acc": 0.7386363636363636, "spike_rates": [0.1063620347310515, 0.1271074387957068, 0.12233867189463447, 0.13299539860557108, 0.1213726545957958], "spikes_per_sample": 438949.23812217196, "wall_time_s": 2.3334453105926514, "timestamp": "2026-08-21T04:35:29.814462+00:00"} |
| {"epoch": 36, "train_loss": 1.808120107118968, "train_acc": 0.6765799256505576, "test_loss": 0.8342868071613889, "test_acc": 0.6931818181818182, "best_acc": 0.7386363636363636, "spike_rates": [0.10674264588776756, 0.13195150038775275, 0.12443326851900886, 0.1309570898027981, 0.11767186312114492], "spikes_per_sample": 445626.48727375566, "wall_time_s": 2.324334144592285, "timestamp": "2026-08-21T04:35:32.166633+00:00"} |
| {"epoch": 37, "train_loss": 1.5272709193282854, "train_acc": 0.7360594795539034, "test_loss": 0.7679007811979814, "test_acc": 0.7462121212121212, "best_acc": 0.7462121212121212, "spike_rates": [0.1064892152653021, 0.13363072013153748, 0.12615986080730662, 0.1280705227571375, 0.11676909204791575], "spikes_per_sample": 447376.8178733032, "wall_time_s": 2.3101861476898193, "timestamp": "2026-08-21T04:35:34.502720+00:00"} |
| {"epoch": 38, "train_loss": 1.6151811021854443, "train_acc": 0.7286245353159851, "test_loss": 0.6141214849370898, "test_acc": 0.7234848484848485, "best_acc": 0.7462121212121212, "spike_rates": [0.10772410254268085, 0.13226235877065098, 0.12581507160383112, 0.1313338016762453, 0.11696215675157659], "spikes_per_sample": 448781.07861990953, "wall_time_s": 2.300724744796753, "timestamp": "2026-08-21T04:35:36.834979+00:00"} |
| {"epoch": 39, "train_loss": 1.5115547064954906, "train_acc": 0.7620817843866171, "test_loss": 1.1332656542460124, "test_acc": 0.696969696969697, "best_acc": 0.7462121212121212, "spike_rates": [0.10640606240314596, 0.13186736054280224, 0.12485714826513739, 0.1280628740787506, 0.11842201211873223], "spikes_per_sample": 444683.9321266968, "wall_time_s": 2.2946743965148926, "timestamp": "2026-08-21T04:35:39.155012+00:00"} |
| {"epoch": 40, "train_loss": 1.6439256854216848, "train_acc": 0.7472118959107806, "test_loss": 0.9281882824319782, "test_acc": 0.7007575757575758, "best_acc": 0.7462121212121212, "spike_rates": [0.10643309705397662, 0.133691907805555, 0.12318215913632337, 0.1313418719698401, 0.12315085617934957], "spikes_per_sample": 446242.3677884615, "wall_time_s": 2.294856548309326, "timestamp": "2026-08-21T04:35:41.476305+00:00"} |
| {"epoch": 41, "train_loss": 1.4321561072395637, "train_acc": 0.7713754646840149, "test_loss": 1.0753810748909458, "test_acc": 0.6931818181818182, "best_acc": 0.7462121212121212, "spike_rates": [0.10700097022687688, 0.13404187297119813, 0.11805411384386175, 0.1263605452635709, 0.12007315456867218], "spikes_per_sample": 444435.0319570136, "wall_time_s": 2.2874817848205566, "timestamp": "2026-08-21T04:35:43.788691+00:00"} |
| {"epoch": 42, "train_loss": 1.5899496220301519, "train_acc": 0.7379182156133829, "test_loss": 0.8465717046549825, "test_acc": 0.7159090909090909, "best_acc": 0.7462121212121212, "spike_rates": [0.10682000921053045, 0.13536062398377588, 0.12092250410248251, 0.13081511767471538, 0.1214288048007909], "spikes_per_sample": 447536.2569287331, "wall_time_s": 2.289891481399536, "timestamp": "2026-08-21T04:35:46.103460+00:00"} |
| {"epoch": 43, "train_loss": 1.5180481574792402, "train_acc": 0.7862453531598513, "test_loss": 0.7545197136474379, "test_acc": 0.7840909090909091, "best_acc": 0.7840909090909091, "spike_rates": [0.10841693378546659, 0.13020073228022633, 0.11410502037581276, 0.12117756026632645, 0.11772159224047381], "spikes_per_sample": 440606.92519796384, "wall_time_s": 2.277512311935425, "timestamp": "2026-08-21T04:35:48.407293+00:00"} |
| {"epoch": 44, "train_loss": 1.6321163243963817, "train_acc": 0.7434944237918215, "test_loss": 0.9199537535508474, "test_acc": 0.7234848484848485, "best_acc": 0.7840909090909091, "spike_rates": [0.10910704074537053, 0.13433367013931274, 0.11822442140649347, 0.11814967586713679, 0.11373752969152787], "spikes_per_sample": 448118.83229638013, "wall_time_s": 2.2734792232513428, "timestamp": "2026-08-21T04:35:50.716383+00:00"} |
| {"epoch": 45, "train_loss": 1.6845594595799216, "train_acc": 0.7379182156133829, "test_loss": 0.6855697415091775, "test_acc": 0.7537878787878788, "best_acc": 0.7840909090909091, "spike_rates": [0.1090950229588677, 0.13486545664422653, 0.1202099621295929, 0.11956592956010033, 0.11574495759080439], "spikes_per_sample": 449893.17746040726, "wall_time_s": 2.2724645137786865, "timestamp": "2026-08-21T04:35:53.014396+00:00"} |
| {"epoch": 46, "train_loss": 1.5541375077790045, "train_acc": 0.7639405204460966, "test_loss": 0.7057911681406426, "test_acc": 0.7651515151515151, "best_acc": 0.7840909090909091, "spike_rates": [0.10701258392894969, 0.1362194515326444, 0.12470614559510175, 0.11853886877789217, 0.11014586248818566], "spikes_per_sample": 449122.89253393665, "wall_time_s": 2.2787208557128906, "timestamp": "2026-08-21T04:35:55.318422+00:00"} |
| {"epoch": 47, "train_loss": 1.4106003989960625, "train_acc": 0.8048327137546468, "test_loss": 0.5300586928020824, "test_acc": 0.7992424242424242, "best_acc": 0.7992424242424242, "spike_rates": [0.10676569623105667, 0.13973491507418015, 0.12631364342044382, 0.11829270860728096, 0.11239404844887116], "spikes_per_sample": 453121.22963800904, "wall_time_s": 2.270092725753784, "timestamp": "2026-08-21T04:35:57.614375+00:00"} |
| {"epoch": 48, "train_loss": 1.4091296674593674, "train_acc": 0.8104089219330854, "test_loss": 1.02910294677272, "test_acc": 0.7234848484848485, "best_acc": 0.7992424242424242, "spike_rates": [0.10734361804583493, 0.13902825204765096, 0.12253681614118464, 0.11427143917364233, 0.11215222057174234], "spikes_per_sample": 451082.0731052036, "wall_time_s": 2.2702105045318604, "timestamp": "2026-08-21T04:35:59.914562+00:00"} |
| {"epoch": 49, "train_loss": 1.3571689204212458, "train_acc": 0.7825278810408922, "test_loss": 0.5770958761374155, "test_acc": 0.7878787878787878, "best_acc": 0.7992424242424242, "spike_rates": [0.10802562710116892, 0.13704048272441416, 0.11932915142353843, 0.11550810012747259, 0.11363004498621997], "spikes_per_sample": 448921.4302884615, "wall_time_s": 2.2765731811523438, "timestamp": "2026-08-21T04:36:02.217307+00:00"} |
| {"epoch": 50, "train_loss": 1.2883275162331678, "train_acc": 0.8197026022304833, "test_loss": 0.5855195612618418, "test_acc": 0.821969696969697, "best_acc": 0.821969696969697, "spike_rates": [0.10972773546681684, 0.13776561091927922, 0.12279655433752958, 0.11912720913396162, 0.11422950467642616], "spikes_per_sample": 455547.48218325793, "wall_time_s": 2.275642156600952, "timestamp": "2026-08-21T04:36:04.518163+00:00"} |
| {"epoch": 51, "train_loss": 1.2316217174317314, "train_acc": 0.8364312267657993, "test_loss": 0.6503760904976816, "test_acc": 0.7992424242424242, "best_acc": 0.821969696969697, "spike_rates": [0.10937587127966039, 0.13498649527044856, 0.12114101867465411, 0.11720272460404564, 0.1153850472148727], "spikes_per_sample": 450785.9372171946, "wall_time_s": 2.2788760662078857, "timestamp": "2026-08-21T04:36:06.828102+00:00"} |
| {"epoch": 52, "train_loss": 1.3084757203949429, "train_acc": 0.8271375464684015, "test_loss": 0.6824935457923196, "test_acc": 0.7992424242424242, "best_acc": 0.821969696969697, "spike_rates": [0.10753147128750296, 0.1378813087940216, 0.1247876606443349, 0.11681251753779019, 0.11690740462611704], "spikes_per_sample": 451826.57253959274, "wall_time_s": 2.2763733863830566, "timestamp": "2026-08-21T04:36:09.130926+00:00"} |
| {"epoch": 53, "train_loss": 1.3488064211097348, "train_acc": 0.8345724907063197, "test_loss": 0.7732690554676633, "test_acc": 0.7651515151515151, "best_acc": 0.821969696969697, "spike_rates": [0.10548944420674268, 0.14041505052762873, 0.12671437070650213, 0.12121433414080564, 0.11330222250784144], "spikes_per_sample": 451757.9346719457, "wall_time_s": 2.284050941467285, "timestamp": "2026-08-21T04:36:11.440692+00:00"} |
| {"epoch": 54, "train_loss": 1.3717576074777482, "train_acc": 0.8104089219330854, "test_loss": 0.8316790840842507, "test_acc": 0.7803030303030303, "best_acc": 0.821969696969697, "spike_rates": [0.10547245819779004, 0.13646136224269867, 0.12334951363942202, 0.12401209158055923, 0.1109349696951754], "spikes_per_sample": 446159.4932126697, "wall_time_s": 2.286597728729248, "timestamp": "2026-08-21T04:36:13.754286+00:00"} |
| {"epoch": 55, "train_loss": 1.371611444480357, "train_acc": 0.8252788104089219, "test_loss": 0.7512255031051058, "test_acc": 0.75, "best_acc": 0.821969696969697, "spike_rates": [0.10808855601969887, 0.13712871074676514, 0.12229140628786649, 0.12522651868707993, 0.11037146475385218], "spikes_per_sample": 451945.32239819004, "wall_time_s": 2.294987916946411, "timestamp": "2026-08-21T04:36:16.074451+00:00"} |
| {"epoch": 56, "train_loss": 2.28032762942261, "train_acc": 0.7323420074349443, "test_loss": 2.048600667353832, "test_acc": 0.6363636363636364, "best_acc": 0.821969696969697, "spike_rates": [0.10796940151382894, 0.13429715352899887, 0.1215828744804158, 0.12797564005150514, 0.11331727399545558], "spikes_per_sample": 448737.7265271493, "wall_time_s": 2.300288677215576, "timestamp": "2026-08-21T04:36:18.400946+00:00"} |
| {"epoch": 57, "train_loss": 2.3554235922802778, "train_acc": 0.7788104089219331, "test_loss": 0.8278070218635328, "test_acc": 0.7386363636363636, "best_acc": 0.821969696969697, "spike_rates": [0.1032079221571193, 0.13421361586626837, 0.12322929150917951, 0.12784487315837076, 0.11242244261152604], "spikes_per_sample": 439507.17760180996, "wall_time_s": 2.3023183345794678, "timestamp": "2026-08-21T04:36:20.731479+00:00"} |
| {"epoch": 58, "train_loss": 1.8064740510678203, "train_acc": 0.7899628252788105, "test_loss": 0.6586765376004305, "test_acc": 0.7575757575757576, "best_acc": 0.821969696969697, "spike_rates": [0.10378328097217224, 0.13746907781152165, 0.12650089579470017, 0.13344672146965475, 0.11069871748194975], "spikes_per_sample": 446562.08116515836, "wall_time_s": 2.3103840351104736, "timestamp": "2026-08-21T04:36:23.068256+00:00"} |
| {"epoch": 59, "train_loss": 1.3317511055106124, "train_acc": 0.8308550185873605, "test_loss": 0.6871897686611522, "test_acc": 0.8181818181818182, "best_acc": 0.821969696969697, "spike_rates": [0.10602082575068754, 0.13938485699541428, 0.120850290007451, 0.12555433108526118, 0.10399499973830055], "spikes_per_sample": 449208.8796662896, "wall_time_s": 2.3220582008361816, "timestamp": "2026-08-21T04:36:25.416312+00:00"} |
| {"epoch": 60, "train_loss": 1.201113615780515, "train_acc": 0.8550185873605948, "test_loss": 0.7381269100940588, "test_acc": 0.7803030303030303, "best_acc": 0.821969696969697, "spike_rates": [0.10633205403299893, 0.13713645496789148, 0.11681048878852059, 0.12104879714110318, 0.10050201416015625], "spikes_per_sample": 444766.26781674207, "wall_time_s": 2.322908401489258, "timestamp": "2026-08-21T04:36:27.766447+00:00"} |
| {"epoch": 61, "train_loss": 1.1261476087747453, "train_acc": 0.8494423791821561, "test_loss": 0.6228835582733154, "test_acc": 0.8181818181818182, "best_acc": 0.821969696969697, "spike_rates": [0.10620356745579664, 0.13655881583690643, 0.11453207932850894, 0.1148721159381025, 0.0954798012971878], "spikes_per_sample": 441843.3774038462, "wall_time_s": 2.3271312713623047, "timestamp": "2026-08-21T04:36:30.119743+00:00"} |
| {"epoch": 62, "train_loss": 1.171789042125404, "train_acc": 0.8531598513011153, "test_loss": 0.605243874318672, "test_acc": 0.7916666666666666, "best_acc": 0.821969696969697, "spike_rates": [0.10601279095691793, 0.13638939138721018, 0.1137582111884566, 0.11545016660409815, 0.09351212531328201], "spikes_per_sample": 440917.3130656109, "wall_time_s": 2.334460496902466, "timestamp": "2026-08-21T04:36:32.481761+00:00"} |
| {"epoch": 63, "train_loss": 1.5177669002220977, "train_acc": 0.828996282527881, "test_loss": 0.7542553110556169, "test_acc": 0.8181818181818182, "best_acc": 0.821969696969697, "spike_rates": [0.10605751065646901, 0.13685336358406963, 0.11564948453622706, 0.11562894503859912, 0.0921901517054614], "spikes_per_sample": 442500.6821266968, "wall_time_s": 2.337515115737915, "timestamp": "2026-08-21T04:36:34.845552+00:00"} |
| {"epoch": 64, "train_loss": 1.5859737343061369, "train_acc": 0.8382899628252788, "test_loss": 0.5731485612464674, "test_acc": 0.821969696969697, "best_acc": 0.821969696969697, "spike_rates": [0.10405089750009425, 0.13418859418700724, 0.11521105512100108, 0.11728068309671738, 0.09208715487928952], "spikes_per_sample": 435484.4681843891, "wall_time_s": 2.341160297393799, "timestamp": "2026-08-21T04:36:37.212339+00:00"} |
| {"epoch": 65, "train_loss": 1.2291797333047292, "train_acc": 0.8754646840148699, "test_loss": 0.5801014557029261, "test_acc": 0.8522727272727273, "best_acc": 0.8522727272727273, "spike_rates": [0.10431641778525184, 0.13521182274117188, 0.11514388068633921, 0.11464044846156064, 0.09367462116129258], "spikes_per_sample": 436746.41628959274, "wall_time_s": 2.3422391414642334, "timestamp": "2026-08-21T04:36:39.582005+00:00"} |
| {"epoch": 66, "train_loss": 1.0262220295831617, "train_acc": 0.8866171003717472, "test_loss": 0.6092630209344806, "test_acc": 0.8257575757575758, "best_acc": 0.8522727272727273, "spike_rates": [0.10717270961579155, 0.13658170840319464, 0.11635957132367526, 0.11525079476482727, 0.09522583949215271], "spikes_per_sample": 444903.9066742081, "wall_time_s": 2.3323450088500977, "timestamp": "2026-08-21T04:36:41.949900+00:00"} |
| {"epoch": 67, "train_loss": 1.0191522544201421, "train_acc": 0.9089219330855018, "test_loss": 0.5588521162668864, "test_acc": 0.8446969696969697, "best_acc": 0.8522727272727273, "spike_rates": [0.10685005740207784, 0.13343226821983561, 0.11298204432515536, 0.11217502153971616, 0.09731651754940257], "spikes_per_sample": 438768.0243212669, "wall_time_s": 2.32706618309021, "timestamp": "2026-08-21T04:36:44.306517+00:00"} |
| {"epoch": 68, "train_loss": 0.9690152730197268, "train_acc": 0.9144981412639405, "test_loss": 0.8111937922058683, "test_acc": 0.7651515151515151, "best_acc": 0.8522727272727273, "spike_rates": [0.1078474166638711, 0.13406799470677094, 0.11197437784251045, 0.11410042424412335, 0.09692869598374647], "spikes_per_sample": 441246.6538461538, "wall_time_s": 2.326028823852539, "timestamp": "2026-08-21T04:36:46.658631+00:00"} |
| {"epoch": 69, "train_loss": 0.821470546899675, "train_acc": 0.9219330855018587, "test_loss": 0.4881458259893186, "test_acc": 0.8674242424242424, "best_acc": 0.8674242424242424, "spike_rates": [0.10850517407936208, 0.13516123943469105, 0.11303881161353167, 0.11573654281742432, 0.09972288415712469], "spikes_per_sample": 444568.7805429864, "wall_time_s": 2.321241617202759, "timestamp": "2026-08-21T04:36:49.005661+00:00"} |
| {"epoch": 70, "train_loss": 0.9881418092543308, "train_acc": 0.9089219330855018, "test_loss": 0.41001163829456677, "test_acc": 0.8901515151515151, "best_acc": 0.8901515151515151, "spike_rates": [0.10774959667640574, 0.1327823488151326, 0.11234837507500368, 0.1157107322531588, 0.09790891759535846], "spikes_per_sample": 440108.76230203616, "wall_time_s": 2.3114829063415527, "timestamp": "2026-08-21T04:36:51.356148+00:00"} |
| {"epoch": 71, "train_loss": 0.8034100341974137, "train_acc": 0.9479553903345725, "test_loss": 0.6477273124637026, "test_acc": 0.8143939393939394, "best_acc": 0.8901515151515151, "spike_rates": [0.10648744947770063, 0.13316026067032533, 0.11266667527310989, 0.11493021162117228, 0.09872714430093765], "spikes_per_sample": 437929.44768099545, "wall_time_s": 2.3066794872283936, "timestamp": "2026-08-21T04:36:53.695481+00:00"} |
| {"epoch": 72, "train_loss": 0.8706204851320685, "train_acc": 0.9219330855018587, "test_loss": 0.47828274604045984, "test_acc": 0.8787878787878788, "best_acc": 0.8901515151515151, "spike_rates": [0.10708734962870092, 0.13369324978660135, 0.11442912063177894, 0.11546037214643814, 0.09803266253541498], "spikes_per_sample": 440734.76923076925, "wall_time_s": 2.3098371028900146, "timestamp": "2026-08-21T04:36:56.032331+00:00"} |
| {"epoch": 73, "train_loss": 0.87630237456148, "train_acc": 0.9275092936802974, "test_loss": 0.4696669578552246, "test_acc": 0.8636363636363636, "best_acc": 0.8901515151515151, "spike_rates": [0.10783625262625077, 0.1344898290493909, 0.11353027732933269, 0.11333316739867716, 0.09738904895151362], "spikes_per_sample": 442385.36227375566, "wall_time_s": 2.2998247146606445, "timestamp": "2026-08-21T04:36:58.359644+00:00"} |
| {"epoch": 74, "train_loss": 0.8396287299000198, "train_acc": 0.9275092936802974, "test_loss": 0.4393314068967646, "test_acc": 0.8484848484848485, "best_acc": 0.8901515151515151, "spike_rates": [0.10759746107984991, 0.1354094007435967, 0.11669669957721934, 0.11925932195256739, 0.1028520925080075], "spikes_per_sample": 445331.4332579185, "wall_time_s": 2.2961854934692383, "timestamp": "2026-08-21T04:37:00.682567+00:00"} |
| {"epoch": 75, "train_loss": 0.8567410614410741, "train_acc": 0.9219330855018587, "test_loss": 0.5161489194089716, "test_acc": 0.821969696969697, "best_acc": 0.8901515151515151, "spike_rates": [0.10648413046317942, 0.13446376428884618, 0.11428256289047353, 0.11633846996461644, 0.10460126049378339], "spikes_per_sample": 440370.4643665158, "wall_time_s": 2.2938575744628906, "timestamp": "2026-08-21T04:37:03.003298+00:00"} |
| {"epoch": 76, "train_loss": 0.8353953795805297, "train_acc": 0.929368029739777, "test_loss": 0.45642576253775397, "test_acc": 0.8636363636363636, "best_acc": 0.8901515151515151, "spike_rates": [0.1063866444370326, 0.133934365475879, 0.11433161751312368, 0.11471066141829771, 0.10083651674144409], "spikes_per_sample": 439391.86043552036, "wall_time_s": 2.299103021621704, "timestamp": "2026-08-21T04:37:05.329393+00:00"} |
| {"epoch": 77, "train_loss": 0.8583138354648888, "train_acc": 0.9330855018587361, "test_loss": 0.40344328049457434, "test_acc": 0.8863636363636364, "best_acc": 0.8901515151515151, "spike_rates": [0.10632921667659984, 0.13486776457113378, 0.11367940508267459, 0.11281357311150607, 0.1000862643122673], "spikes_per_sample": 439654.54539027147, "wall_time_s": 2.2901368141174316, "timestamp": "2026-08-21T04:37:07.646286+00:00"} |
| {"epoch": 78, "train_loss": 0.8206414365413907, "train_acc": 0.9368029739776952, "test_loss": 0.47789466561693134, "test_acc": 0.8825757575757576, "best_acc": 0.8901515151515151, "spike_rates": [0.10753235527697731, 0.13496320826165817, 0.11232835974763422, 0.11193824910065707, 0.09854032800478094], "spikes_per_sample": 441441.2562217195, "wall_time_s": 2.287900447845459, "timestamp": "2026-08-21T04:37:09.971119+00:00"} |
| {"epoch": 79, "train_loss": 0.7651502430217417, "train_acc": 0.9591078066914498, "test_loss": 0.43895663637103455, "test_acc": 0.8977272727272727, "best_acc": 0.8977272727272727, "spike_rates": [0.10728211437954623, 0.13434745371341705, 0.11336250778506785, 0.11471178119673449, 0.10099994478856816], "spikes_per_sample": 441197.26315045246, "wall_time_s": 2.291757106781006, "timestamp": "2026-08-21T04:37:12.288326+00:00"} |
| {"epoch": 80, "train_loss": 0.7785951851912147, "train_acc": 0.9516728624535316, "test_loss": 0.4796317391323321, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10664591719122495, 0.13501257668523228, 0.11238873706144445, 0.11328063423142713, 0.09992653000004151], "spikes_per_sample": 439853.35180995474, "wall_time_s": 2.2938053607940674, "timestamp": "2026-08-21T04:37:14.614747+00:00"} |
| {"epoch": 81, "train_loss": 0.8347813256611168, "train_acc": 0.9368029739776952, "test_loss": 0.4466372872843887, "test_acc": 0.8598484848484849, "best_acc": 0.8977272727272727, "spike_rates": [0.10664728590670754, 0.13396824983989492, 0.11057726512936984, 0.11268083882682464, 0.10069000458016115], "spikes_per_sample": 437738.6911764706, "wall_time_s": 2.292109727859497, "timestamp": "2026-08-21T04:37:16.934732+00:00"} |
| {"epoch": 82, "train_loss": 0.7721121519471633, "train_acc": 0.9702602230483272, "test_loss": 0.4345457608049566, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.10734915470375735, 0.13390334651750677, 0.11061031415182002, 0.11093829878989388, 0.09750837438246783], "spikes_per_sample": 438905.3126414027, "wall_time_s": 2.2935726642608643, "timestamp": "2026-08-21T04:37:19.255099+00:00"} |
| {"epoch": 83, "train_loss": 0.819329402703778, "train_acc": 0.9609665427509294, "test_loss": 0.45634335460084857, "test_acc": 0.8674242424242424, "best_acc": 0.8977272727272727, "spike_rates": [0.10716616449987187, 0.1346674070638769, 0.11230605095624924, 0.11352953884531469, 0.09904398856794133], "spikes_per_sample": 440564.29694570135, "wall_time_s": 2.293199300765991, "timestamp": "2026-08-21T04:37:21.574823+00:00"} |
| {"epoch": 84, "train_loss": 0.7707146718599539, "train_acc": 0.9535315985130112, "test_loss": 0.4528635171326724, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.107452512225684, 0.13431995668831995, 0.11372336263165754, 0.11404560725478564, 0.10012624062159482], "spikes_per_sample": 441620.51767533936, "wall_time_s": 2.289977788925171, "timestamp": "2026-08-21T04:37:23.891214+00:00"} |
| {"epoch": 85, "train_loss": 0.7523849074725325, "train_acc": 0.9442379182156134, "test_loss": 0.44891157114144525, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.10747395499664195, 0.13446405354668112, 0.11337882105041952, 0.11463684325709063, 0.10306645754505606], "spikes_per_sample": 441737.3395079185, "wall_time_s": 2.2979068756103516, "timestamp": "2026-08-21T04:37:26.215457+00:00"} |
| {"epoch": 86, "train_loss": 0.7205864665233512, "train_acc": 0.9628252788104089, "test_loss": 0.4800893917228236, "test_acc": 0.8598484848484849, "best_acc": 0.8977272727272727, "spike_rates": [0.1070039359962239, 0.13324551021351533, 0.1112569609985632, 0.11332210723091574, 0.10279915262671079], "spikes_per_sample": 438186.7890271493, "wall_time_s": 2.2968180179595947, "timestamp": "2026-08-21T04:37:28.539359+00:00"} |
| {"epoch": 87, "train_loss": 0.6949389596854001, "train_acc": 0.9739776951672863, "test_loss": 0.45134830474853516, "test_acc": 0.875, "best_acc": 0.8977272727272727, "spike_rates": [0.10780853252200519, 0.13457589727990768, 0.11246085911989212, 0.11388374032343135, 0.10273521744153079], "spikes_per_sample": 441973.83059954754, "wall_time_s": 2.2999942302703857, "timestamp": "2026-08-21T04:37:30.865516+00:00"} |
| {"epoch": 88, "train_loss": 0.7932045078632114, "train_acc": 0.9646840148698885, "test_loss": 0.45159803105123114, "test_acc": 0.8712121212121212, "best_acc": 0.8977272727272727, "spike_rates": [0.10745345319018644, 0.1349038525539286, 0.11155000197536805, 0.11143684737822589, 0.10169658415457782], "spikes_per_sample": 440766.7774321267, "wall_time_s": 2.3007564544677734, "timestamp": "2026-08-21T04:37:33.192624+00:00"} |
| {"epoch": 89, "train_loss": 0.7577038815030378, "train_acc": 0.9572490706319703, "test_loss": 0.4729627650795561, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.10748900253983106, 0.13471393637797413, 0.1117794583825504, 0.11194112940746195, 0.10028310952817693], "spikes_per_sample": 440815.73699095024, "wall_time_s": 2.30958890914917, "timestamp": "2026-08-21T04:37:35.531500+00:00"} |
| {"epoch": 90, "train_loss": 0.7303341777794423, "train_acc": 0.9628252788104089, "test_loss": 0.4857676787809892, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.10718181816970601, 0.13543874726575963, 0.1126377350267242, 0.11330278875196681, 0.10258987940409604], "spikes_per_sample": 441579.7798359728, "wall_time_s": 2.3027029037475586, "timestamp": "2026-08-21T04:37:37.859118+00:00"} |
| {"epoch": 91, "train_loss": 0.7305534076513411, "train_acc": 0.9572490706319703, "test_loss": 0.4478979499051065, "test_acc": 0.8863636363636364, "best_acc": 0.8977272727272727, "spike_rates": [0.10745042913100299, 0.13420167565345764, 0.1114285285858547, 0.1129854374072131, 0.10203112092088251], "spikes_per_sample": 440165.0313914027, "wall_time_s": 2.305743455886841, "timestamp": "2026-08-21T04:37:40.190709+00:00"} |
| {"epoch": 92, "train_loss": 0.7226378722704919, "train_acc": 0.9591078066914498, "test_loss": 0.45955808686487604, "test_acc": 0.8901515151515151, "best_acc": 0.8977272727272727, "spike_rates": [0.10716305936084074, 0.1339472067706725, 0.11055739837534287, 0.1116740304757567, 0.10115161757258807], "spikes_per_sample": 438660.3471436652, "wall_time_s": 2.3061447143554688, "timestamp": "2026-08-21T04:37:42.522397+00:00"} |
| {"epoch": 93, "train_loss": 0.7497147809173981, "train_acc": 0.9628252788104089, "test_loss": 0.45861131675315625, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10742514361353482, 0.13483070450670578, 0.11198091550784953, 0.11233189351418439, 0.10183508694171906], "spikes_per_sample": 440974.36340497737, "wall_time_s": 2.310255527496338, "timestamp": "2026-08-21T04:37:44.858554+00:00"} |
| {"epoch": 94, "train_loss": 0.9304860675201984, "train_acc": 0.949814126394052, "test_loss": 0.4864145110953938, "test_acc": 0.8712121212121212, "best_acc": 0.8977272727272727, "spike_rates": [0.10708315670490265, 0.13441714206162622, 0.11277730850612416, 0.11279824770548764, 0.10165876544573728], "spikes_per_sample": 440300.9971719457, "wall_time_s": 2.301842451095581, "timestamp": "2026-08-21T04:37:47.187127+00:00"} |
| {"epoch": 95, "train_loss": 0.7069651732657478, "train_acc": 0.9646840148698885, "test_loss": 0.42592614166664355, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10693914399427526, 0.13467739697764902, 0.11091283796464696, 0.11148541157736498, 0.10079795560416054], "spikes_per_sample": 439114.4992929864, "wall_time_s": 2.3069543838500977, "timestamp": "2026-08-21T04:37:49.519802+00:00"} |
| {"epoch": 96, "train_loss": 0.7904747564996485, "train_acc": 0.966542750929368, "test_loss": 0.4671585198604699, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10736390510026146, 0.13443911513861487, 0.11150186289759244, 0.11190316826105118, 0.10095699920373805], "spikes_per_sample": 440120.966770362, "wall_time_s": 2.3140640258789062, "timestamp": "2026-08-21T04:37:51.860400+00:00"} |
| {"epoch": 97, "train_loss": 0.6939978471032748, "train_acc": 0.9702602230483272, "test_loss": 0.44379820426305133, "test_acc": 0.8863636363636364, "best_acc": 0.8977272727272727, "spike_rates": [0.10722463972428266, 0.1351260227315566, 0.11226111781947753, 0.11221428303157582, 0.10245058247271706], "spikes_per_sample": 441000.3672228507, "wall_time_s": 2.312694787979126, "timestamp": "2026-08-21T04:37:54.198811+00:00"} |
| {"epoch": 98, "train_loss": 0.7586032732711848, "train_acc": 0.9591078066914498, "test_loss": 0.4664097581848954, "test_acc": 0.875, "best_acc": 0.8977272727272727, "spike_rates": [0.10712557592812706, 0.13435442833339467, 0.11101634230683832, 0.1115361956112525, 0.10216349626288694], "spikes_per_sample": 439239.79835972853, "wall_time_s": 2.322235107421875, "timestamp": "2026-08-21T04:37:56.546359+00:00"} |
| {"epoch": 99, "train_loss": 0.6973794842741303, "train_acc": 0.9684014869888475, "test_loss": 0.44645188161821076, "test_acc": 0.8977272727272727, "best_acc": 0.8977272727272727, "spike_rates": [0.10713076109395307, 0.1349926117588492, 0.11174322138814365, 0.11194301878704745, 0.10166547973366345], "spikes_per_sample": 440350.07112556556, "wall_time_s": 2.312175750732422, "timestamp": "2026-08-21T04:37:58.885719+00:00"} |
| {"epoch": 100, "train_loss": 0.7148020052555325, "train_acc": 0.9591078066914498, "test_loss": 0.4417883844086618, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10697741850334055, 0.13463208254645853, 0.11224872881875318, 0.11159348706988727, 0.10017462381545235], "spikes_per_sample": 439857.3451640272, "wall_time_s": 2.3118836879730225, "timestamp": "2026-08-21T04:38:01.229815+00:00"} |
|
|
