{"epoch": 1, "train_loss": 4.149771889789397, "train_acc": 0.38661710037174724, "test_loss": 14.191954323739717, "test_acc": 0.07575757575757576, "best_acc": 0.07575757575757576, "spike_rates": [0.1676889693035799, 0.22533704866381252, 0.2643844029482673, 0.27784007963012247, 0.30118847419233885], "spikes_per_sample": 765503.5179581448, "wall_time_s": 2.887075185775757, "timestamp": "2026-08-21T18:29:50.643933+00:00"} {"epoch": 2, "train_loss": 1.8608948852049816, "train_acc": 0.5650557620817844, "test_loss": 1.1142780383427937, "test_acc": 0.5416666666666666, "best_acc": 0.5416666666666666, "spike_rates": [0.17077499978682575, 0.2375403204384972, 0.2697996900362127, 0.277729612939498, 0.26902422308921814], "spikes_per_sample": 787329.7367081448, "wall_time_s": 2.453875780105591, "timestamp": "2026-08-21T18:29:53.128695+00:00"} {"epoch": 3, "train_loss": 1.4890417879842028, "train_acc": 0.6096654275092936, "test_loss": 2.9291377139813974, "test_acc": 0.3712121212121212, "best_acc": 0.5416666666666666, "spike_rates": [0.15915816408746383, 0.22850490668240717, 0.25862007456667285, 0.2462918767157723, 0.24804894713794484], "spikes_per_sample": 743334.2367081448, "wall_time_s": 2.4440202713012695, "timestamp": "2026-08-21T18:29:55.606594+00:00"} {"epoch": 4, "train_loss": 1.2337925265712808, "train_acc": 0.6858736059479554, "test_loss": 0.7131191835258947, "test_acc": 0.6628787878787878, "best_acc": 0.6628787878787878, "spike_rates": [0.15708963485325084, 0.2303898869191899, 0.2571934987516964, 0.23558970409281113, 0.22141122642685385], "spikes_per_sample": 738598.4061085973, "wall_time_s": 2.4485957622528076, "timestamp": "2026-08-21T18:29:58.080525+00:00"} {"epoch": 5, "train_loss": 1.2203672011988758, "train_acc": 0.7026022304832714, "test_loss": 0.8638300064838293, "test_acc": 0.6590909090909091, "best_acc": 0.6628787878787878, "spike_rates": [0.15336951175156763, 0.22917838219334097, 0.25163095663575563, 0.22491378030356238, 0.2038925141096115], "spikes_per_sample": 725062.6534219456, "wall_time_s": 2.4628243446350098, "timestamp": "2026-08-21T18:30:00.575048+00:00"} {"epoch": 6, "train_loss": 1.0727566343257862, "train_acc": 0.7620817843866171, "test_loss": 0.8714301152662798, "test_acc": 0.696969696969697, "best_acc": 0.696969696969697, "spike_rates": [0.15387859063989975, 0.2324041855685851, 0.2546704551752876, 0.2173542222555946, 0.19984772626091452], "spikes_per_sample": 730081.0804581448, "wall_time_s": 2.4582459926605225, "timestamp": "2026-08-21T18:30:03.059061+00:00"} {"epoch": 7, "train_loss": 1.0165124870144302, "train_acc": 0.7676579925650557, "test_loss": 0.6680350773262255, "test_acc": 0.7689393939393939, "best_acc": 0.7689393939393939, "spike_rates": [0.15569286311373992, 0.2280282141531215, 0.25002022701151233, 0.21791146257344415, 0.19744403572643504], "spikes_per_sample": 726911.277290724, "wall_time_s": 2.4654898643493652, "timestamp": "2026-08-21T18:30:05.554728+00:00"} {"epoch": 8, "train_loss": 1.0083094019872105, "train_acc": 0.7825278810408922, "test_loss": 0.653766396370801, "test_acc": 0.7651515151515151, "best_acc": 0.7689393939393939, "spike_rates": [0.150284081697464, 0.22578794377691605, 0.2403105295756284, 0.21739312129862168, 0.20193626512499416], "spikes_per_sample": 708097.3392251132, "wall_time_s": 2.464036226272583, "timestamp": "2026-08-21T18:30:08.050487+00:00"} {"epoch": 9, "train_loss": 0.9854688733040622, "train_acc": 0.7843866171003717, "test_loss": 0.9543460300474456, "test_acc": 0.6893939393939394, "best_acc": 0.7689393939393939, "spike_rates": [0.14644513323026545, 0.2219418953446781, 0.23279933806727915, 0.2139651389682994, 0.19764252094661489], "spikes_per_sample": 691589.570984163, "wall_time_s": 2.4551193714141846, "timestamp": "2026-08-21T18:30:10.531218+00:00"} {"epoch": 10, "train_loss": 0.986257123238092, "train_acc": 0.8011152416356877, "test_loss": 0.5852720195596869, "test_acc": 0.7727272727272727, "best_acc": 0.7727272727272727, "spike_rates": [0.14383640359429753, 0.22217276166467106, 0.23307905477636, 0.20509050085264094, 0.198019002290333], "spikes_per_sample": 685346.3727375566, "wall_time_s": 2.4671778678894043, "timestamp": "2026-08-21T18:30:13.026124+00:00"} {"epoch": 11, "train_loss": 0.9237904748065764, "train_acc": 0.8513011152416357, "test_loss": 1.041771737011996, "test_acc": 0.6477272727272727, "best_acc": 0.7727272727272727, "spike_rates": [0.1396424708997502, 0.21952236487584956, 0.2310904886792688, 0.20973524538909688, 0.1900614403626498], "spikes_per_sample": 673273.1033653846, "wall_time_s": 2.465968370437622, "timestamp": "2026-08-21T18:30:15.523242+00:00"} {"epoch": 12, "train_loss": 0.9351875250224287, "train_acc": 0.8178438661710037, "test_loss": 1.1532159826972268, "test_acc": 0.6477272727272727, "best_acc": 0.7727272727272727, "spike_rates": [0.14415110735332265, 0.21981883487280676, 0.22605768109069152, 0.2104882571627112, 0.19429247431895313], "spikes_per_sample": 680534.3701923076, "wall_time_s": 2.4474892616271973, "timestamp": "2026-08-21T18:30:17.996469+00:00"} {"epoch": 13, "train_loss": 0.9082717113335337, "train_acc": 0.8513011152416357, "test_loss": 0.690476655960083, "test_acc": 0.7575757575757576, "best_acc": 0.7727272727272727, "spike_rates": [0.1461984155809178, 0.21714583652860978, 0.2200078753864064, 0.19954009529422312, 0.18541815964614644], "spikes_per_sample": 677344.5940328054, "wall_time_s": 2.468963384628296, "timestamp": "2026-08-21T18:30:20.495142+00:00"} {"epoch": 14, "train_loss": 0.8317099760899314, "train_acc": 0.8698884758364313, "test_loss": 0.678629629539721, "test_acc": 0.7803030303030303, "best_acc": 0.7803030303030303, "spike_rates": [0.14448250128942378, 0.21412768609383526, 0.21677099518916187, 0.1966598796493867, 0.17954240388729992], "spikes_per_sample": 668459.3106617647, "wall_time_s": 2.447631597518921, "timestamp": "2026-08-21T18:30:22.968779+00:00"} {"epoch": 15, "train_loss": 0.8578498897499311, "train_acc": 0.8475836431226765, "test_loss": 1.1426623662312825, "test_acc": 0.678030303030303, "best_acc": 0.7803030303030303, "spike_rates": [0.14196058757164898, 0.20863645129344044, 0.219748112208703, 0.19729687799425685, 0.18558024132952972], "spikes_per_sample": 659105.9058257919, "wall_time_s": 2.4412693977355957, "timestamp": "2026-08-21T18:30:25.439987+00:00"} {"epoch": 16, "train_loss": 0.8144241035206167, "train_acc": 0.879182156133829, "test_loss": 0.5980202736276569, "test_acc": 0.7992424242424242, "best_acc": 0.7992424242424242, "spike_rates": [0.1413437320905573, 0.20499955994241378, 0.2225793100455228, 0.19264651396695306, 0.18125292395844178], "spikes_per_sample": 654837.7966628959, "wall_time_s": 2.451580047607422, "timestamp": "2026-08-21T18:30:27.916219+00:00"} {"epoch": 17, "train_loss": 0.7892700101363171, "train_acc": 0.8940520446096655, "test_loss": 0.7957696390874458, "test_acc": 0.7348484848484849, "best_acc": 0.7992424242424242, "spike_rates": [0.13669092164320104, 0.19956953122335322, 0.20908386216444128, 0.1848166593733956, 0.17643178561154535], "spikes_per_sample": 631245.9560237556, "wall_time_s": 2.4457168579101562, "timestamp": "2026-08-21T18:30:30.393327+00:00"} {"epoch": 18, "train_loss": 0.7614770287917892, "train_acc": 0.9052044609665427, "test_loss": 0.8812868441596176, "test_acc": 0.7272727272727273, "best_acc": 0.7992424242424242, "spike_rates": [0.1358263711718952, 0.19866477741914637, 0.21021870918133678, 0.187595537480186, 0.18007632301134222], "spikes_per_sample": 629472.8898472851, "wall_time_s": 2.4396445751190186, "timestamp": "2026-08-21T18:30:32.858980+00:00"} {"epoch": 19, "train_loss": 0.8113647610724637, "train_acc": 0.8773234200743495, "test_loss": 0.5668497500997601, "test_acc": 0.7765151515151515, "best_acc": 0.7992424242424242, "spike_rates": [0.1361941537436317, 0.19862901550882003, 0.20715704472625956, 0.1823788434267044, 0.17708130268489614], "spikes_per_sample": 627893.5831447963, "wall_time_s": 2.4450581073760986, "timestamp": "2026-08-21T18:30:35.331241+00:00"} {"epoch": 20, "train_loss": 0.783849791080092, "train_acc": 0.8921933085501859, "test_loss": 0.6713663050622651, "test_acc": 0.8143939393939394, "best_acc": 0.8143939393939394, "spike_rates": [0.133344127851374, 0.19588100121301763, 0.20186521112918854, 0.18523224399370306, 0.18481060424271753], "spikes_per_sample": 616698.8796662897, "wall_time_s": 2.4452524185180664, "timestamp": "2026-08-21T18:30:37.804905+00:00"} {"epoch": 21, "train_loss": 0.7902698516845703, "train_acc": 0.8996282527881041, "test_loss": 0.6212915055679552, "test_acc": 0.8295454545454546, "best_acc": 0.8295454545454546, "spike_rates": [0.14052020714563482, 0.19236323763342464, 0.20565937371814952, 0.18309295265113606, 0.1788385659456253], "spikes_per_sample": 629719.3619909502, "wall_time_s": 2.439323663711548, "timestamp": "2026-08-21T18:30:40.277312+00:00"} {"epoch": 22, "train_loss": 0.7626101864314877, "train_acc": 0.9070631970260223, "test_loss": 0.5786960296558611, "test_acc": 0.7651515151515151, "best_acc": 0.8295454545454546, "spike_rates": [0.13717725347070134, 0.18855655368636637, 0.19937156842035406, 0.17651674151420593, 0.17915280426249786], "spikes_per_sample": 614561.7915723983, "wall_time_s": 2.45454740524292, "timestamp": "2026-08-21T18:30:42.764823+00:00"} {"epoch": 23, "train_loss": 0.7234127279994212, "train_acc": 0.9256505576208178, "test_loss": 0.9358318448066711, "test_acc": 0.7121212121212122, "best_acc": 0.8295454545454546, "spike_rates": [0.1335680274402394, 0.1870187494684668, 0.19497082513921402, 0.1813796828774845, 0.17838579065659466], "spikes_per_sample": 603705.0021210407, "wall_time_s": 2.4496796131134033, "timestamp": "2026-08-21T18:30:45.239215+00:00"} {"epoch": 24, "train_loss": 0.7061206685122947, "train_acc": 0.9330855018587361, "test_loss": 0.5901170074939728, "test_acc": 0.7954545454545454, "best_acc": 0.8295454545454546, "spike_rates": [0.13430397168678396, 0.18868926693411434, 0.19820571471663082, 0.17856333623914158, 0.1789408729356878], "spikes_per_sample": 608331.4949095022, "wall_time_s": 2.4475581645965576, "timestamp": "2026-08-21T18:30:47.711072+00:00"} {"epoch": 25, "train_loss": 0.7244291256794699, "train_acc": 0.9275092936802974, "test_loss": 0.7804076346484098, "test_acc": 0.7537878787878788, "best_acc": 0.8295454545454546, "spike_rates": [0.13123194172101862, 0.18408621759975657, 0.19449466905173132, 0.17155534379622517, 0.1755063674029182], "spikes_per_sample": 594170.1074660633, "wall_time_s": 2.444913148880005, "timestamp": "2026-08-21T18:30:50.180015+00:00"} {"epoch": 26, "train_loss": 0.6972845491423483, "train_acc": 0.9460966542750929, "test_loss": 0.5737101381475275, "test_acc": 0.7992424242424242, "best_acc": 0.8295454545454546, "spike_rates": [0.13202574104070663, 0.18356058615095475, 0.19238683493698344, 0.17583190693574793, 0.18056605493321137], "spikes_per_sample": 594781.5115950226, "wall_time_s": 2.4522743225097656, "timestamp": "2026-08-21T18:30:52.656366+00:00"} {"epoch": 27, "train_loss": 0.6975438532776106, "train_acc": 0.9368029739776952, "test_loss": 0.7284494069489565, "test_acc": 0.7575757575757576, "best_acc": 0.8295454545454546, "spike_rates": [0.13427796784569235, 0.18424368255278645, 0.19306651897290172, 0.16670147811665254, 0.17935912574038787], "spikes_per_sample": 599370.2656957014, "wall_time_s": 2.444369316101074, "timestamp": "2026-08-21T18:30:55.127862+00:00"} {"epoch": 28, "train_loss": 0.741069972071949, "train_acc": 0.9256505576208178, "test_loss": 0.7326120102044308, "test_acc": 0.7840909090909091, "best_acc": 0.8295454545454546, "spike_rates": [0.1307343560106614, 0.18297858974512884, 0.1911753074211233, 0.16708549681831808, 0.1744025393443949], "spikes_per_sample": 589629.7492929865, "wall_time_s": 2.4387595653533936, "timestamp": "2026-08-21T18:30:57.593087+00:00"} {"epoch": 29, "train_loss": 0.6753580712031254, "train_acc": 0.9479553903345725, "test_loss": 0.5877897287860061, "test_acc": 0.7954545454545454, "best_acc": 0.8295454545454546, "spike_rates": [0.12812852508881512, 0.182550690629903, 0.1905733609900755, 0.1627558469772339, 0.1647834094131694], "spikes_per_sample": 582753.394372172, "wall_time_s": 2.4475057125091553, "timestamp": "2026-08-21T18:31:00.065662+00:00"} {"epoch": 30, "train_loss": 0.6707279165881274, "train_acc": 0.949814126394052, "test_loss": 0.4269193817268718, "test_acc": 0.8787878787878788, "best_acc": 0.8787878787878788, "spike_rates": [0.12698940932750702, 0.17862503055263967, 0.18462074679486892, 0.1657353788614273, 0.16628474260077758], "spikes_per_sample": 573531.4865667421, "wall_time_s": 2.4522764682769775, "timestamp": "2026-08-21T18:31:02.546695+00:00"} {"epoch": 31, "train_loss": 0.6794399151571622, "train_acc": 0.9479553903345725, "test_loss": 0.48614457520571625, "test_acc": 0.8371212121212122, "best_acc": 0.8787878787878788, "spike_rates": [0.12896640598773956, 0.17964691274306355, 0.1843880353605046, 0.15848784061039195, 0.16300082382033854], "spikes_per_sample": 577651.1524321267, "wall_time_s": 2.451514959335327, "timestamp": "2026-08-21T18:31:05.031120+00:00"} {"epoch": 32, "train_loss": 0.702811243587267, "train_acc": 0.9423791821561338, "test_loss": 1.1736719355438694, "test_acc": 0.6515151515151515, "best_acc": 0.8787878787878788, "spike_rates": [0.13044986742384293, 0.1782186399487888, 0.18316871716695673, 0.15480870622045853, 0.16500797604813294], "spikes_per_sample": 578158.7382635747, "wall_time_s": 2.4468228816986084, "timestamp": "2026-08-21T18:31:07.503230+00:00"} {"epoch": 33, "train_loss": 0.6917618047792229, "train_acc": 0.9330855018587361, "test_loss": 0.6284575435248289, "test_acc": 0.7992424242424242, "best_acc": 0.8787878787878788, "spike_rates": [0.12667431550867417, 0.17629804506021388, 0.18110795056118684, 0.15194002232130835, 0.16689861522001379], "spikes_per_sample": 566786.6958427603, "wall_time_s": 2.4429361820220947, "timestamp": "2026-08-21T18:31:09.978429+00:00"} {"epoch": 34, "train_loss": 0.6705266735810773, "train_acc": 0.966542750929368, "test_loss": 0.6759794688586033, "test_acc": 0.7916666666666666, "best_acc": 0.8787878787878788, "spike_rates": [0.1302331309108173, 0.17988975609050079, 0.18241002892746644, 0.15615649258389191, 0.16116529790794148], "spikes_per_sample": 579203.9028563348, "wall_time_s": 2.454176664352417, "timestamp": "2026-08-21T18:31:12.458636+00:00"} {"epoch": 35, "train_loss": 0.6419787103358697, "train_acc": 0.9628252788104089, "test_loss": 0.5259362585616835, "test_acc": 0.8409090909090909, "best_acc": 0.8787878787878788, "spike_rates": [0.12593512762995326, 0.1744640679920421, 0.17553081407266505, 0.15187334926689372, 0.16983953994863174], "spikes_per_sample": 560405.7324660633, "wall_time_s": 2.452322483062744, "timestamp": "2026-08-21T18:31:14.937091+00:00"} {"epoch": 36, "train_loss": 0.6486186413959942, "train_acc": 0.9646840148698885, "test_loss": 0.408328065366456, "test_acc": 0.8712121212121212, "best_acc": 0.8787878787878788, "spike_rates": [0.12625344185268178, 0.17635312764083638, 0.1753633127493017, 0.1548261896652334, 0.16816292001920588], "spikes_per_sample": 563338.4734162897, "wall_time_s": 2.4460272789001465, "timestamp": "2026-08-21T18:31:17.410233+00:00"} {"epoch": 37, "train_loss": 0.6195374733896504, "train_acc": 0.9814126394052045, "test_loss": 0.4269446848016797, "test_acc": 0.8787878787878788, "best_acc": 0.8787878787878788, "spike_rates": [0.12402346467270571, 0.17272824925534866, 0.16964938360102036, 0.15011427682988784, 0.16172231295529535], "spikes_per_sample": 551195.1838235294, "wall_time_s": 2.4520089626312256, "timestamp": "2026-08-21T18:31:19.888659+00:00"} {"epoch": 38, "train_loss": 0.6208000763641414, "train_acc": 0.983271375464684, "test_loss": 0.5552088383472327, "test_acc": 0.8068181818181818, "best_acc": 0.8787878787878788, "spike_rates": [0.12282553884912939, 0.1737911490833058, 0.17175223897485173, 0.1485750692732194, 0.1599867466618033], "spikes_per_sample": 550684.1241515838, "wall_time_s": 2.450246572494507, "timestamp": "2026-08-21T18:31:22.365167+00:00"} {"epoch": 39, "train_loss": 0.6395450737396581, "train_acc": 0.966542750929368, "test_loss": 0.564675893295895, "test_acc": 0.821969696969697, "best_acc": 0.8787878787878788, "spike_rates": [0.1258633496130214, 0.17433695407474742, 0.16846155769684734, 0.1488368125522838, 0.16201673535739675], "spikes_per_sample": 555953.0055147059, "wall_time_s": 2.447965145111084, "timestamp": "2026-08-21T18:31:24.843183+00:00"} {"epoch": 40, "train_loss": 0.6270197326365899, "train_acc": 0.9609665427509294, "test_loss": 0.6689447399341699, "test_acc": 0.7992424242424242, "best_acc": 0.8787878787878788, "spike_rates": [0.12302410251954023, 0.172117597916547, 0.16789882235667286, 0.14289239224265604, 0.15682108262005975], "spikes_per_sample": 546555.4657805429, "wall_time_s": 2.4471607208251953, "timestamp": "2026-08-21T18:31:27.316960+00:00"} {"epoch": 41, "train_loss": 0.6192499880010753, "train_acc": 0.9814126394052045, "test_loss": 0.3925224289749608, "test_acc": 0.8901515151515151, "best_acc": 0.8901515151515151, "spike_rates": [0.12090653531691607, 0.16954696792013504, 0.16555246973738952, 0.14381897011223962, 0.1597281755769954], "spikes_per_sample": 538334.8573246606, "wall_time_s": 2.44750714302063, "timestamp": "2026-08-21T18:31:29.790448+00:00"} {"epoch": 42, "train_loss": 0.6251480659144518, "train_acc": 0.9721189591078067, "test_loss": 0.3853434613256743, "test_acc": 0.8787878787878788, "best_acc": 0.8901515151515151, "spike_rates": [0.12081578154774274, 0.168260098380201, 0.16418656443848328, 0.14186933286049785, 0.16153349420603583], "spikes_per_sample": 535838.6590780544, "wall_time_s": 2.4645707607269287, "timestamp": "2026-08-21T18:31:32.285775+00:00"} {"epoch": 43, "train_loss": 0.6059306824517516, "train_acc": 0.9814126394052045, "test_loss": 0.4683464151440245, "test_acc": 0.8712121212121212, "best_acc": 0.8901515151515151, "spike_rates": [0.12093123267678653, 0.16809411083950715, 0.16483529525644638, 0.1408777175580754, 0.15793157412725337], "spikes_per_sample": 536087.7157805429, "wall_time_s": 2.468135118484497, "timestamp": "2026-08-21T18:31:34.780774+00:00"} {"epoch": 44, "train_loss": 0.6177516047839339, "train_acc": 0.983271375464684, "test_loss": 0.37559449311458704, "test_acc": 0.8977272727272727, "best_acc": 0.8977272727272727, "spike_rates": [0.12122980373747208, 0.17036840144325704, 0.1673399990095812, 0.14055776420761557, 0.1553268783232745], "spikes_per_sample": 540346.9835972851, "wall_time_s": 2.450173854827881, "timestamp": "2026-08-21T18:31:37.257800+00:00"} {"epoch": 45, "train_loss": 0.5979050814440703, "train_acc": 0.9888475836431226, "test_loss": 0.5429991808804598, "test_acc": 0.8181818181818182, "best_acc": 0.8977272727272727, "spike_rates": [0.1218222993261674, 0.16983414835789623, 0.16624549907796524, 0.13626666104092316, 0.15121100930606618], "spikes_per_sample": 539858.4787895927, "wall_time_s": 2.4610345363616943, "timestamp": "2026-08-21T18:31:39.750617+00:00"} {"epoch": 46, "train_loss": 0.6057716020864182, "train_acc": 0.9814126394052045, "test_loss": 0.3778625379006068, "test_acc": 0.8939393939393939, "best_acc": 0.8977272727272727, "spike_rates": [0.1184078928302316, 0.16739637886776643, 0.15992089930702658, 0.1386091551359962, 0.15442326051347396], "spikes_per_sample": 527160.6719457014, "wall_time_s": 2.4603934288024902, "timestamp": "2026-08-21T18:31:42.236038+00:00"} {"epoch": 47, "train_loss": 0.6062525342388224, "train_acc": 0.9814126394052045, "test_loss": 0.42366298671924707, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.11882664701517891, 0.1669796100434135, 0.1611774817985647, 0.13378476921249838, 0.15439272628110998], "spikes_per_sample": 527628.0445418552, "wall_time_s": 2.447749137878418, "timestamp": "2026-08-21T18:31:44.707680+00:00"} {"epoch": 48, "train_loss": 0.5888143379005801, "train_acc": 0.9925650557620818, "test_loss": 0.45863634618845855, "test_acc": 0.8446969696969697, "best_acc": 0.8977272727272727, "spike_rates": [0.11958559383364285, 0.1662866902701995, 0.15796028077602386, 0.1304824957076241, 0.15214214079520283], "spikes_per_sample": 526355.5176753394, "wall_time_s": 2.44819974899292, "timestamp": "2026-08-21T18:31:47.180197+00:00"} {"epoch": 49, "train_loss": 0.5900563635347501, "train_acc": 0.9925650557620818, "test_loss": 0.5047092058441855, "test_acc": 0.821969696969697, "best_acc": 0.8977272727272727, "spike_rates": [0.11924516102846931, 0.16542031309183905, 0.15545469171860637, 0.13104490059263565, 0.15177280587308548], "spikes_per_sample": 523490.78945135744, "wall_time_s": 2.451807737350464, "timestamp": "2026-08-21T18:31:49.656329+00:00"} {"epoch": 50, "train_loss": 0.5914872100362104, "train_acc": 0.9851301115241635, "test_loss": 0.4284251679976781, "test_acc": 0.8939393939393939, "best_acc": 0.8977272727272727, "spike_rates": [0.11792974524638232, 0.16526760073269114, 0.15581714493386886, 0.13390868376283085, 0.15224123702329748], "spikes_per_sample": 521141.08300339367, "wall_time_s": 2.4727370738983154, "timestamp": "2026-08-21T18:31:52.153863+00:00"} {"epoch": 51, "train_loss": 0.5842472359150316, "train_acc": 0.9888475836431226, "test_loss": 0.43182036100011884, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.11654747584286858, 0.16326641598168543, 0.1541084077428369, 0.1317402755512911, 0.15239158097435446], "spikes_per_sample": 514965.87033371034, "wall_time_s": 2.4461002349853516, "timestamp": "2026-08-21T18:31:54.626151+00:00"} {"epoch": 52, "train_loss": 0.5921187832896151, "train_acc": 0.9814126394052045, "test_loss": 0.6483418702176122, "test_acc": 0.821969696969697, "best_acc": 0.8977272727272727, "spike_rates": [0.11837885528802872, 0.16238150351187763, 0.15251870628665476, 0.13169791155001698, 0.1481810352381538], "spikes_per_sample": 517005.1365950226, "wall_time_s": 2.4606244564056396, "timestamp": "2026-08-21T18:31:57.114994+00:00"} {"epoch": 53, "train_loss": 0.5931491809706706, "train_acc": 0.9888475836431226, "test_loss": 0.7106047457817829, "test_acc": 0.8143939393939394, "best_acc": 0.8977272727272727, "spike_rates": [0.11679840964429519, 0.1639292695943047, 0.15391704001847437, 0.13110539404784932, 0.1519448467913796], "spikes_per_sample": 515999.70022624434, "wall_time_s": 2.4466922283172607, "timestamp": "2026-08-21T18:31:59.587509+00:00"} {"epoch": 54, "train_loss": 0.5904081053893362, "train_acc": 0.9869888475836431, "test_loss": 0.46946575515197986, "test_acc": 0.8371212121212122, "best_acc": 0.8977272727272727, "spike_rates": [0.11651720544871162, 0.16532471425393047, 0.15131866405991948, 0.13061298517619863, 0.14913256904658148], "spikes_per_sample": 515422.95602375566, "wall_time_s": 2.4492104053497314, "timestamp": "2026-08-21T18:32:02.062834+00:00"} {"epoch": 55, "train_loss": 0.5909304592246016, "train_acc": 0.9888475836431226, "test_loss": 0.5843077541300745, "test_acc": 0.8333333333333334, "best_acc": 0.8977272727272727, "spike_rates": [0.1167416818001691, 0.16411973623668447, 0.14962651098475738, 0.12741648186655605, 0.14924706168034496], "spikes_per_sample": 513324.3376696833, "wall_time_s": 2.445925235748291, "timestamp": "2026-08-21T18:32:04.533521+00:00"} {"epoch": 56, "train_loss": 0.582466114409351, "train_acc": 0.9851301115241635, "test_loss": 0.5044125088236548, "test_acc": 0.821969696969697, "best_acc": 0.8977272727272727, "spike_rates": [0.11612141307662516, 0.16341162341482499, 0.14923461658113144, 0.12643594601575067, 0.1509732384892071], "spikes_per_sample": 510961.91713800904, "wall_time_s": 2.453460931777954, "timestamp": "2026-08-21T18:32:07.012478+00:00"} {"epoch": 57, "train_loss": 0.577882446764127, "train_acc": 0.9981412639405205, "test_loss": 0.6027655186075153, "test_acc": 0.8371212121212122, "best_acc": 0.8977272727272727, "spike_rates": [0.11526887118816376, 0.16309895497911117, 0.1472095549106598, 0.12568764257080414, 0.1479401220293606], "spikes_per_sample": 507661.7171945701, "wall_time_s": 2.4411230087280273, "timestamp": "2026-08-21T18:32:09.481366+00:00"} {"epoch": 58, "train_loss": 0.5759739942267038, "train_acc": 0.9925650557620818, "test_loss": 0.4550109316002239, "test_acc": 0.8484848484848485, "best_acc": 0.8977272727272727, "spike_rates": [0.11695756982354556, 0.16400283224442425, 0.14795229715459488, 0.12446106532040764, 0.14724589971935048], "spikes_per_sample": 512374.25890837103, "wall_time_s": 2.449850559234619, "timestamp": "2026-08-21T18:32:11.957831+00:00"} {"epoch": 59, "train_loss": 0.5753859904175798, "train_acc": 0.9925650557620818, "test_loss": 0.4687812113852212, "test_acc": 0.8371212121212122, "best_acc": 0.8977272727272727, "spike_rates": [0.11300092979389079, 0.15858695261618672, 0.14531829865539775, 0.12309544226702522, 0.14681418240070343], "spikes_per_sample": 496834.1650169683, "wall_time_s": 2.446268081665039, "timestamp": "2026-08-21T18:32:14.429576+00:00"} {"epoch": 60, "train_loss": 0.5812122963618168, "train_acc": 0.9907063197026023, "test_loss": 0.395472503972776, "test_acc": 0.875, "best_acc": 0.8977272727272727, "spike_rates": [0.11675517611643847, 0.16290925355518565, 0.14881022888071396, 0.12578008893658132, 0.14530515057199142], "spikes_per_sample": 511408.84671945707, "wall_time_s": 2.4455485343933105, "timestamp": "2026-08-21T18:32:16.900809+00:00"} {"epoch": 61, "train_loss": 0.5651679796800294, "train_acc": 0.9962825278810409, "test_loss": 0.411141829960274, "test_acc": 0.8901515151515151, "best_acc": 0.8977272727272727, "spike_rates": [0.11425907033331253, 0.16170006113893845, 0.14747194770504446, 0.12282668886815801, 0.14387667617377112], "spikes_per_sample": 503806.4619626696, "wall_time_s": 2.4509003162384033, "timestamp": "2026-08-21T18:32:19.377942+00:00"} {"epoch": 62, "train_loss": 0.5733835129932843, "train_acc": 0.9907063197026023, "test_loss": 0.5012952920162317, "test_acc": 0.8371212121212122, "best_acc": 0.8977272727272727, "spike_rates": [0.11422813464613522, 0.15970129651181839, 0.14483949016122258, 0.12219931886476629, 0.14419524634585662], "spikes_per_sample": 500186.4240667421, "wall_time_s": 2.4637906551361084, "timestamp": "2026-08-21T18:32:21.866927+00:00"} {"epoch": 63, "train_loss": 0.5641136510664646, "train_acc": 0.9962825278810409, "test_loss": 0.43088648129593243, "test_acc": 0.875, "best_acc": 0.8977272727272727, "spike_rates": [0.1148991015027551, 0.15995519301470587, 0.14551903044476228, 0.12139696277239743, 0.1453104150645873], "spikes_per_sample": 502119.79638009047, "wall_time_s": 2.4505252838134766, "timestamp": "2026-08-21T18:32:24.342833+00:00"} {"epoch": 64, "train_loss": 0.5622719672532773, "train_acc": 1.0, "test_loss": 0.40453356414130237, "test_acc": 0.9015151515151515, "best_acc": 0.9015151515151515, "spike_rates": [0.114337237442241, 0.16106648743152618, 0.14478583107976353, 0.1226526389227194, 0.145992348299307], "spikes_per_sample": 501892.1234445701, "wall_time_s": 2.45339035987854, "timestamp": "2026-08-21T18:32:26.825680+00:00"} {"epoch": 65, "train_loss": 0.5654175241640509, "train_acc": 0.9962825278810409, "test_loss": 0.37598148665644904, "test_acc": 0.9090909090909091, "best_acc": 0.9090909090909091, "spike_rates": [0.11326707373647128, 0.1593539337901508, 0.14342906194574692, 0.12056317706318463, 0.1445306460647022], "spikes_per_sample": 496854.9810520362, "wall_time_s": 2.4524405002593994, "timestamp": "2026-08-21T18:32:29.311119+00:00"} {"epoch": 66, "train_loss": 0.565839782966557, "train_acc": 0.9981412639405205, "test_loss": 0.5136119262738661, "test_acc": 0.8371212121212122, "best_acc": 0.9090909090909091, "spike_rates": [0.11508945594815646, 0.16025430577642777, 0.1434105354196885, 0.11902297156698563, 0.14054792944122763], "spikes_per_sample": 501376.4095022625, "wall_time_s": 2.462646722793579, "timestamp": "2026-08-21T18:32:31.807961+00:00"} {"epoch": 67, "train_loss": 0.5557642257789697, "train_acc": 0.9981412639405205, "test_loss": 0.4835298652901794, "test_acc": 0.8484848484848485, "best_acc": 0.9090909090909091, "spike_rates": [0.11408220494494718, 0.15876374700490167, 0.1428270936012268, 0.11832235315266777, 0.14099128018407261], "spikes_per_sample": 497306.9416006787, "wall_time_s": 2.457913637161255, "timestamp": "2026-08-21T18:32:34.290881+00:00"} {"epoch": 68, "train_loss": 0.5577554538790621, "train_acc": 0.9981412639405205, "test_loss": 0.43173768845471466, "test_acc": 0.8901515151515151, "best_acc": 0.9090909090909091, "spike_rates": [0.11351557733381495, 0.15870600149911993, 0.1425896488568362, 0.1203329168698367, 0.1401491989107693], "spikes_per_sample": 496189.47171945707, "wall_time_s": 2.4445881843566895, "timestamp": "2026-08-21T18:32:36.760842+00:00"} {"epoch": 69, "train_loss": 0.5527183493273852, "train_acc": 1.0, "test_loss": 0.4858921775312135, "test_acc": 0.8522727272727273, "best_acc": 0.9090909090909091, "spike_rates": [0.11299589889891007, 0.15800951158299165, 0.14131377023809097, 0.1196126994841239, 0.14111752808094025], "spikes_per_sample": 493613.8559106335, "wall_time_s": 2.4480206966400146, "timestamp": "2026-08-21T18:32:39.234837+00:00"} {"epoch": 70, "train_loss": 0.5532185131732416, "train_acc": 0.9981412639405205, "test_loss": 0.45432013273239136, "test_acc": 0.8787878787878788, "best_acc": 0.9090909090909091, "spike_rates": [0.11617212874047897, 0.1593515487278209, 0.14113627900095546, 0.11931440015049542, 0.14048701524734497], "spikes_per_sample": 501544.74010181, "wall_time_s": 2.476414203643799, "timestamp": "2026-08-21T18:32:41.737144+00:00"} {"epoch": 71, "train_loss": 0.557406772911327, "train_acc": 1.0, "test_loss": 0.4182424283388889, "test_acc": 0.8901515151515151, "best_acc": 0.9090909090909091, "spike_rates": [0.11304998397827148, 0.1571000998511034, 0.13865581417784972, 0.1190263041678597, 0.1381219546584522], "spikes_per_sample": 491279.189479638, "wall_time_s": 2.455498456954956, "timestamp": "2026-08-21T18:32:44.219296+00:00"} {"epoch": 72, "train_loss": 0.5540750303676137, "train_acc": 0.9962825278810409, "test_loss": 0.4746092476628043, "test_acc": 0.8598484848484849, "best_acc": 0.9090909090909091, "spike_rates": [0.11508367122972712, 0.1585806783507852, 0.1397693165961434, 0.12036581644240547, 0.13637791311039643], "spikes_per_sample": 497841.0309671946, "wall_time_s": 2.459562063217163, "timestamp": "2026-08-21T18:32:46.703893+00:00"} {"epoch": 73, "train_loss": 0.5517860489263854, "train_acc": 0.9981412639405205, "test_loss": 0.396853073979869, "test_acc": 0.8939393939393939, "best_acc": 0.9090909090909091, "spike_rates": [0.11560665509280037, 0.15851914269082687, 0.14027256211813757, 0.11813177825773463, 0.1376011187539381], "spikes_per_sample": 498854.9020079186, "wall_time_s": 2.4441261291503906, "timestamp": "2026-08-21T18:32:49.174016+00:00"} {"epoch": 74, "train_loss": 0.552333917316451, "train_acc": 1.0, "test_loss": 0.42180680867397424, "test_acc": 0.8863636363636364, "best_acc": 0.9090909090909091, "spike_rates": [0.11354232930085238, 0.15818458970855265, 0.14186366691308863, 0.11822334896115695, 0.14126838918994455], "spikes_per_sample": 495050.9068156108, "wall_time_s": 2.4813058376312256, "timestamp": "2026-08-21T18:32:51.679718+00:00"} {"epoch": 75, "train_loss": 0.5491562115658615, "train_acc": 1.0, "test_loss": 0.42696109323790576, "test_acc": 0.8977272727272727, "best_acc": 0.9090909090909091, "spike_rates": [0.11231880415888394, 0.15757457035429337, 0.14114523547537186, 0.11781072441269369, 0.14222738059128032], "spikes_per_sample": 491422.5622171946, "wall_time_s": 2.4682095050811768, "timestamp": "2026-08-21T18:32:54.173561+00:00"} {"epoch": 76, "train_loss": 0.5517487113803736, "train_acc": 1.0, "test_loss": 0.4148099892067187, "test_acc": 0.8712121212121212, "best_acc": 0.9090909090909091, "spike_rates": [0.11355274302117965, 0.15769376824883855, 0.1400944651926265, 0.11813813360298381, 0.1409272586598116], "spikes_per_sample": 493616.7149321267, "wall_time_s": 2.4725754261016846, "timestamp": "2026-08-21T18:32:56.672993+00:00"} {"epoch": 77, "train_loss": 0.546038151673668, "train_acc": 1.0, "test_loss": 0.4298547759200587, "test_acc": 0.8712121212121212, "best_acc": 0.9090909090909091, "spike_rates": [0.1138367994743235, 0.15728329385028167, 0.13948949820855083, 0.11806125588276807, 0.13938222036642187], "spikes_per_sample": 493442.05048076925, "wall_time_s": 2.4653120040893555, "timestamp": "2026-08-21T18:32:59.164222+00:00"} {"epoch": 78, "train_loss": 0.5482534187877045, "train_acc": 1.0, "test_loss": 0.40960581239425775, "test_acc": 0.8939393939393939, "best_acc": 0.9090909090909091, "spike_rates": [0.11400187672937617, 0.1581998809295542, 0.14027182670200572, 0.1179824081413886, 0.1399686310221167], "spikes_per_sample": 495153.4080882353, "wall_time_s": 2.4736905097961426, "timestamp": "2026-08-21T18:33:01.665386+00:00"} {"epoch": 79, "train_loss": 0.5480785782009252, "train_acc": 1.0, "test_loss": 0.4136368424603433, "test_acc": 0.8939393939393939, "best_acc": 0.9090909090909091, "spike_rates": [0.1143826829159961, 0.1570269211250193, 0.13910719489350037, 0.11712994733277489, 0.1393942166777218], "spikes_per_sample": 493995.4546097285, "wall_time_s": 2.464522361755371, "timestamp": "2026-08-21T18:33:04.157128+00:00"} {"epoch": 80, "train_loss": 0.5481847285338051, "train_acc": 1.0, "test_loss": 0.4450998613328645, "test_acc": 0.8674242424242424, "best_acc": 0.9090909090909091, "spike_rates": [0.11466434291180443, 0.1580062201794456, 0.1385881953379687, 0.11742221739362269, 0.13769139437114492], "spikes_per_sample": 495364.7430712669, "wall_time_s": 2.450676441192627, "timestamp": "2026-08-21T18:33:06.633843+00:00"} {"epoch": 81, "train_loss": 0.5481485580423064, "train_acc": 1.0, "test_loss": 0.43104092460690124, "test_acc": 0.8901515151515151, "best_acc": 0.9090909090909091, "spike_rates": [0.11199451544705559, 0.15737694940146277, 0.13945313849869898, 0.11748456779648275, 0.13948701234424815], "spikes_per_sample": 489582.2229920815, "wall_time_s": 2.450685739517212, "timestamp": "2026-08-21T18:33:09.108929+00:00"} {"epoch": 82, "train_loss": 0.5435307511166569, "train_acc": 1.0, "test_loss": 0.4487229152159257, "test_acc": 0.8560606060606061, "best_acc": 0.9090909090909091, "spike_rates": [0.1145495973965701, 0.15809605402104995, 0.1390116959810257, 0.11721789924537435, 0.1393004200037788], "spikes_per_sample": 495426.7712104073, "wall_time_s": 2.4559547901153564, "timestamp": "2026-08-21T18:33:11.591050+00:00"} {"epoch": 83, "train_loss": 0.5434005774529893, "train_acc": 1.0, "test_loss": 0.43714022546103504, "test_acc": 0.8636363636363636, "best_acc": 0.9090909090909091, "spike_rates": [0.11355540287845275, 0.1573044570053325, 0.1381043809301713, 0.11739363214548897, 0.13743639693540685], "spikes_per_sample": 492043.13970588235, "wall_time_s": 2.4602766036987305, "timestamp": "2026-08-21T18:33:14.076841+00:00"} {"epoch": 84, "train_loss": 0.548161566700634, "train_acc": 0.9981412639405205, "test_loss": 0.4549533426761627, "test_acc": 0.875, "best_acc": 0.9090909090909091, "spike_rates": [0.1145767381086069, 0.15735165424206676, 0.1384922651683583, 0.11812897727769964, 0.13796487888869116], "spikes_per_sample": 494538.875, "wall_time_s": 2.469045639038086, "timestamp": "2026-08-21T18:33:16.573395+00:00"} {"epoch": 85, "train_loss": 0.5471394392194358, "train_acc": 1.0, "test_loss": 0.4249570947704893, "test_acc": 0.8863636363636364, "best_acc": 0.9090909090909091, "spike_rates": [0.11376059844213374, 0.15719365547685063, 0.13848866171696605, 0.11787097506663378, 0.13919400555246017], "spikes_per_sample": 492636.4724264706, "wall_time_s": 2.460132122039795, "timestamp": "2026-08-21T18:33:19.062009+00:00"} {"epoch": 86, "train_loss": 0.5472492451561428, "train_acc": 1.0, "test_loss": 0.41619351144992944, "test_acc": 0.8901515151515151, "best_acc": 0.9090909090909091, "spike_rates": [0.11299206097336377, 0.15635558524552515, 0.13792685375494115, 0.11731756785336662, 0.13846196321880117], "spikes_per_sample": 489772.2774321267, "wall_time_s": 2.46950626373291, "timestamp": "2026-08-21T18:33:21.556727+00:00"} {"epoch": 87, "train_loss": 0.5434214794059669, "train_acc": 1.0, "test_loss": 0.42752217704599554, "test_acc": 0.8863636363636364, "best_acc": 0.9090909090909091, "spike_rates": [0.11583619389463873, 0.15800495621036081, 0.13853121592718012, 0.11724101620561936, 0.139045750393587], "spikes_per_sample": 497777.84488122177, "wall_time_s": 2.463146209716797, "timestamp": "2026-08-21T18:33:24.046965+00:00"} {"epoch": 88, "train_loss": 0.5438169090278087, "train_acc": 0.9981412639405205, "test_loss": 0.4287490736354481, "test_acc": 0.8939393939393939, "best_acc": 0.9090909090909091, "spike_rates": [0.11458133380202686, 0.1573099187191795, 0.1373817719080869, 0.11684862655751846, 0.1358497589826584], "spikes_per_sample": 493736.9613970588, "wall_time_s": 2.4486095905303955, "timestamp": "2026-08-21T18:33:26.520486+00:00"} {"epoch": 89, "train_loss": 0.5432876904657782, "train_acc": 0.9981412639405205, "test_loss": 0.3933412683281032, "test_acc": 0.9128787878787878, "best_acc": 0.9128787878787878, "spike_rates": [0.11320199203841827, 0.15670796878197613, 0.13683229334214153, 0.1158586166360799, 0.13648125529289246], "spikes_per_sample": 489800.82324660633, "wall_time_s": 2.471191644668579, "timestamp": "2026-08-21T18:33:29.016453+00:00"} {"epoch": 90, "train_loss": 0.5423939427478606, "train_acc": 1.0, "test_loss": 0.42385913973504846, "test_acc": 0.8977272727272727, "best_acc": 0.9128787878787878, "spike_rates": [0.1128199915675556, 0.15665153194876277, 0.1369039898409563, 0.11668407259618535, 0.13780849383157842], "spikes_per_sample": 489096.86326357466, "wall_time_s": 2.4572432041168213, "timestamp": "2026-08-21T18:33:31.504112+00:00"} {"epoch": 91, "train_loss": 0.5453031020979899, "train_acc": 1.0, "test_loss": 0.438906268639998, "test_acc": 0.8787878787878788, "best_acc": 0.9128787878787878, "spike_rates": [0.11229117477641386, 0.15666724741458893, 0.13709797578699448, 0.1163061887902372, 0.1384592363063027], "spikes_per_sample": 488062.23416289594, "wall_time_s": 2.4663355350494385, "timestamp": "2026-08-21T18:33:33.995917+00:00"} {"epoch": 92, "train_loss": 0.5470827882174666, "train_acc": 0.9981412639405205, "test_loss": 0.4368099814111536, "test_acc": 0.8863636363636364, "best_acc": 0.9128787878787878, "spike_rates": [0.1128414750975721, 0.15589819410268, 0.1362493362496881, 0.1157204749829629, 0.1358051563010496], "spikes_per_sample": 487866.0246040724, "wall_time_s": 2.464364767074585, "timestamp": "2026-08-21T18:33:36.485519+00:00"} {"epoch": 93, "train_loss": 0.5448659439069188, "train_acc": 0.9981412639405205, "test_loss": 0.4234540541515206, "test_acc": 0.8939393939393939, "best_acc": 0.9128787878787878, "spike_rates": [0.11315415229867487, 0.15645401530406056, 0.13663986325263977, 0.11624197837184458, 0.13754132652983947], "spikes_per_sample": 489391.88772624434, "wall_time_s": 2.458829641342163, "timestamp": "2026-08-21T18:33:38.970672+00:00"} {"epoch": 94, "train_loss": 0.5492860205111451, "train_acc": 0.9981412639405205, "test_loss": 0.4200070997079213, "test_acc": 0.8939393939393939, "best_acc": 0.9128787878787878, "spike_rates": [0.11305803104358561, 0.15590820242376888, 0.1369270664804122, 0.11644070332541186, 0.13762920306009405], "spikes_per_sample": 488795.6305147059, "wall_time_s": 2.4664554595947266, "timestamp": "2026-08-21T18:33:41.462141+00:00"} {"epoch": 95, "train_loss": 0.5438674774754889, "train_acc": 0.9981412639405205, "test_loss": 0.42310373801173584, "test_acc": 0.8901515151515151, "best_acc": 0.9128787878787878, "spike_rates": [0.11271178810035481, 0.1563370324232999, 0.13682170562884388, 0.11633650783230276, 0.137838717769174], "spikes_per_sample": 488451.4698812217, "wall_time_s": 2.4658734798431396, "timestamp": "2026-08-21T18:33:43.953455+00:00"} {"epoch": 96, "train_loss": 0.5496725694840725, "train_acc": 1.0, "test_loss": 0.41705114552468964, "test_acc": 0.8901515151515151, "best_acc": 0.9128787878787878, "spike_rates": [0.11420332991025027, 0.15654327588922837, 0.13654734281932607, 0.11619727795614916, 0.13785342433873346], "spikes_per_sample": 491634.2552319005, "wall_time_s": 2.473238229751587, "timestamp": "2026-08-21T18:33:46.453075+00:00"} {"epoch": 97, "train_loss": 0.5449737108773015, "train_acc": 0.9981412639405205, "test_loss": 0.42152070186354895, "test_acc": 0.8939393939393939, "best_acc": 0.9128787878787878, "spike_rates": [0.11306467520840027, 0.15614152042304769, 0.1361665278673172, 0.1161244016359834, 0.13745624703519485], "spikes_per_sample": 488612.2801187783, "wall_time_s": 2.4450843334198, "timestamp": "2026-08-21T18:33:48.926927+00:00"} {"epoch": 98, "train_loss": 0.5462760045625906, "train_acc": 1.0, "test_loss": 0.42429227539987274, "test_acc": 0.8939393939393939, "best_acc": 0.9128787878787878, "spike_rates": [0.11353866799789317, 0.15685934880200555, 0.13671382823411157, 0.11570839145604302, 0.1374231918769724], "spikes_per_sample": 490591.2857748869, "wall_time_s": 2.4560816287994385, "timestamp": "2026-08-21T18:33:51.409731+00:00"} {"epoch": 99, "train_loss": 0.5461661274991514, "train_acc": 0.9981412639405205, "test_loss": 0.42180171699234936, "test_acc": 0.8939393939393939, "best_acc": 0.9128787878787878, "spike_rates": [0.1132452715845669, 0.15643496197812698, 0.13667480209294489, 0.11619895433678347, 0.1374231918769724], "spikes_per_sample": 489574.5574095022, "wall_time_s": 2.457681894302368, "timestamp": "2026-08-21T18:33:53.894085+00:00"} {"epoch": 100, "train_loss": 0.544059661241269, "train_acc": 1.0, "test_loss": 0.4149469164284793, "test_acc": 0.8939393939393939, "best_acc": 0.9128787878787878, "spike_rates": [0.11360712524722605, 0.1559687177924549, 0.13598895598860347, 0.11574436461224276, 0.1357234076542013], "spikes_per_sample": 489411.74066742085, "wall_time_s": 2.4686477184295654, "timestamp": "2026-08-21T18:33:56.387104+00:00"}