add run opt1_ttfs_dta_decay0.95

opt1_ttfs_temporal/opt1_ttfs_dta_decay0.95.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
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,1,5.3768540323888505,0.2211895910780669,6.527345426154859,0.2689393939393939,0.2689393939393939,141287.67802601808,2.7344248294830322,2.7,2026-08-21T08:56:03.050734+00:00,0.03238734230399132,0.043748205198961145,0.04139288098496549,0.04158026615486426,0.04077985597883954,0.039978,"[0.03238734230399132, 0.043748205198961145, 0.04139288098496549, 0.04158026615486426, 0.04077985597883954]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,2,3.3235738428108754,0.2825278810408922,2.197546297853643,0.3446969696969697,0.3446969696969697,138182.56660067872,2.2235097885131836,5.0,2026-08-21T08:56:05.307145+00:00,0.03253935825298814,0.041315744028371924,0.03981322795152664,0.04112467629944577,0.0424976263414411,0.039458,"[0.03253935825298814, 0.041315744028371924, 0.03981322795152664, 0.04112467629944577, 0.0424976263414411]",1,123.99,0.07658,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,3,3.3190477027325826,0.36059479553903345,2.1188422044118247,0.4015151515151515,0.4015151515151515,138834.77488687783,2.2230629920959473,7.2,2026-08-21T08:56:07.565347+00:00,0.03262892979032853,0.041682296377771044,0.0397825061398394,0.04179130428854157,0.04365929654415916,0.039909,"[0.03262892979032853, 0.041682296377771044, 0.0397825061398394, 0.04179130428854157, 0.04365929654415916]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,4,2.5952953432572374,0.3550185873605948,4.03473965326945,0.32196969696969696,0.4015151515151515,132937.89479638007,2.2344155311584473,9.4,2026-08-21T08:56:09.831008+00:00,0.03234195007997401,0.038705723908017665,0.034854561857440895,0.04488696136018809,0.04392161307966008,0.038942,"[0.03234195007997401, 0.038705723908017665, 0.034854561857440895, 0.04488696136018809, 0.04392161307966008]",1,105.07,0.06521,94.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,5,2.4110791248902954,0.2825278810408922,2.2278464201724892,0.13636363636363635,0.4015151515151515,127086.74080882352,2.233276128768921,11.6,2026-08-21T08:56:12.090587+00:00,0.03202814652639277,0.03550053694668938,0.03201648198506411,0.04203059239422574,0.04781647092279266,0.037878,"[0.03202814652639277, 0.03550053694668938, 0.03201648198506411, 0.04203059239422574, 0.04781647092279266]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,6,2.250749886700655,0.3271375464684015,1.9740416497895212,0.2765151515151515,0.4015151515151515,131262.58300339367,2.2249791622161865,13.9,2026-08-21T08:56:14.346372+00:00,0.03427522366537767,0.035454435164437574,0.031947546802899414,0.03857993663233869,0.047901395270053077,0.037632,"[0.03427522366537767, 0.035454435164437574, 0.031947546802899414, 0.03857993663233869, 0.047901395270053077]",1,135.68,0.08386,93.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,7,1.7502597477356296,0.4144981412639405,1.2377866253708347,0.5,0.5,129455.9203902715,2.238542318344116,16.1,2026-08-21T08:56:16.625746+00:00,0.03418689111576361,0.034045820727067834,0.03298865631222725,0.03340026276076541,0.046429008464602864,0.03621,"[0.03418689111576361, 0.034045820727067834, 0.03298865631222725, 0.03340026276076541, 0.046429008464602864]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,8,1.5146336590933533,0.5223048327137546,1.1215086669632883,0.5681818181818182,0.5681818181818182,129017.86425339368,2.2369182109832764,18.3,2026-08-21T08:56:18.897234+00:00,0.034074570764513576,0.034193229806773806,0.032470324460197895,0.03288370568086119,0.04432314020745894,0.035589,"[0.034074570764513576, 0.034193229806773806, 0.032470324460197895, 0.03288370568086119, 0.04432314020745894]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,9,1.507663906728468,0.5130111524163569,1.1437539404088801,0.5378787878787878,0.5681818181818182,129434.3863122172,2.2490103244781494,20.6,2026-08-21T08:56:21.179282+00:00,0.033991030472166395,0.03529359246878063,0.031396418152486574,0.032886092057999444,0.04439287501222947,0.035592,"[0.033991030472166395, 0.03529359246878063, 0.031396418152486574, 0.032886092057999444, 0.04439287501222947]",1,126.33,0.07892,95.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,10,1.4558203486261758,0.5371747211895911,1.0253280473477913,0.5378787878787878,0.5681818181818182,130913.29609728506,2.257169008255005,22.9,2026-08-21T08:56:23.462948+00:00,0.03373699328478645,0.036978346240871096,0.03155376740238246,0.03408208598985391,0.044997599414166284,0.03627,"[0.03373699328478645, 0.036978346240871096, 0.03155376740238246, 0.03408208598985391, 0.044997599414166284]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,11,1.35508622511612,0.5650557620817844,0.9484647837552157,0.6098484848484849,0.6098484848484849,129345.28068438914,2.268641948699951,25.1,2026-08-21T08:56:25.759111+00:00,0.03346514460795066,0.036997064728947246,0.030244136886561617,0.03166744836113032,0.04330021449748207,0.035135,"[0.03346514460795066, 0.036997064728947246, 0.030244136886561617, 0.03166744836113032, 0.04330021449748207]",1,150.58,0.09489,94.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,12,1.4542126216852975,0.5557620817843866,0.9354795614878336,0.5909090909090909,0.6098484848484849,132626.91261312217,2.272674322128296,27.4,2026-08-21T08:56:28.064370+00:00,0.034537390531862486,0.037641414167249906,0.030464700477964738,0.03347820942016209,0.04380351283094462,0.035985,"[0.034537390531862486, 0.037641414167249906, 0.030464700477964738, 0.03347820942016209, 0.04380351283094462]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,13,1.2953722086980883,0.6263940520446096,0.8595985968907675,0.6136363636363636,0.6136363636363636,133208.05500565612,2.280386209487915,29.7,2026-08-21T08:56:30.371731+00:00,0.034533716957358754,0.0380482463275685,0.030371054349576727,0.035095371305942535,0.04369369784698767,0.036348,"[0.034533716957358754, 0.0380482463275685, 0.030371054349576727, 0.035095371305942535, 0.04369369784698767]",1,134.89,0.08544,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,14,1.2939582526905387,0.6319702602230484,0.8844050783099551,0.6136363636363636,0.6136363636363636,132343.23260746605,2.298495054244995,32.0,2026-08-21T08:56:32.703114+00:00,0.03401594389887417,0.03835552908918437,0.03038394023828647,0.034256344989818686,0.0439347488915219,0.036189,"[0.03401594389887417, 0.03835552908918437, 0.03038394023828647, 0.034256344989818686, 0.0439347488915219]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,15,1.25472273879778,0.6394052044609665,0.9184247038581155,0.5984848484848485,0.6136363636363636,131196.74660633484,2.306548833847046,34.3,2026-08-21T08:56:35.035867+00:00,0.032860601649564856,0.04055923113928122,0.029191371382159347,0.031251931234317666,0.042081997017650044,0.035189,"[0.032860601649564856, 0.04055923113928122, 0.029191371382159347, 0.031251931234317666, 0.042081997017650044]",1,116.98,0.07495,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,16,1.2876857780612534,0.6059479553903345,0.9243487824093212,0.5833333333333334,0.6136363636363636,132215.77658371042,2.3109283447265625,36.6,2026-08-21T08:56:37.372621+00:00,0.032894511871478134,0.0412806844448342,0.029435704845715973,0.03168018162250519,0.04294736354666598,0.035648,"[0.032894511871478134, 0.0412806844448342, 0.029435704845715973, 0.03168018162250519, 0.04294736354666598]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,17,1.231342112707826,0.6598513011152416,0.865602554696979,0.5984848484848485,0.6136363636363636,134671.80316742082,2.318596363067627,38.9,2026-08-21T08:56:39.717436+00:00,0.033968588666004294,0.04137030046652345,0.029572372598683134,0.031972724506083655,0.04289319848313051,0.035955,"[0.033968588666004294, 0.04137030046652345, 0.029572372598683134, 0.031972724506083655, 0.04289319848313051]",1,134.66,0.08673,90.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,18,1.318007285267004,0.6096654275092936,1.0953826181816333,0.6022727272727273,0.6136363636363636,135588.7150735294,2.3305723667144775,41.2,2026-08-21T08:56:42.073900+00:00,0.03429157593671013,0.04222774921971209,0.028390076997525552,0.03171652599292643,0.042171098511008656,0.035759,"[0.03429157593671013, 0.04222774921971209, 0.028390076997525552, 0.03171652599292643, 0.042171098511008656]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,19,1.2455013689055319,0.6579925650557621,0.8352702747691761,0.6439393939393939,0.6439393939393939,126587.43198529411,2.3459179401397705,43.6,2026-08-21T08:56:44.447762+00:00,0.03201671448700568,0.038483090260449576,0.02793945076272768,0.03116640470483724,0.042649161289719975,0.034451,"[0.03201671448700568, 0.038483090260449576, 0.02793945076272768, 0.03116640470483724, 0.042649161289719975]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,20,1.2276396228478301,0.6449814126394052,0.8278325687755238,0.6363636363636364,0.6439393939393939,129648.42576357465,2.357909679412842,45.9,2026-08-21T08:56:46.840561+00:00,0.033178935156149024,0.03841001606162857,0.02889632696614546,0.03264686224215171,0.04324496186831418,0.035275,"[0.033178935156149024, 0.03841001606162857, 0.02889632696614546, 0.03264686224215171, 0.04324496186831418]",1,126.64,0.08295,97.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,21,1.2040784203873247,0.6412639405204461,0.8730881954684402,0.6628787878787878,0.6628787878787878,125985.434530543,2.3474743366241455,48.3,2026-08-21T08:56:49.214374+00:00,0.03215536179349703,0.0377601654652287,0.02754202616565368,0.031742591191740596,0.04246253454509903,0.034333,"[0.03215536179349703, 0.0377601654652287, 0.02754202616565368, 0.031742591191740596, 0.04246253454509903]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,22,1.1408199435273068,0.6933085501858736,0.7928387811689666,0.6439393939393939,0.6628787878787878,123881.05755090497,2.3658254146575928,50.7,2026-08-21T08:56:51.611064+00:00,0.031422058887341446,0.03699442788082011,0.028349197853137467,0.030359472202904084,0.04177892712109229,0.033781,"[0.031422058887341446, 0.03699442788082011, 0.028349197853137467, 0.030359472202904084, 0.04177892712109229]",1,145.98,0.09593,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,23,1.119834196168694,0.6988847583643123,0.7857518196105957,0.6628787878787878,0.6628787878787878,126067.002969457,2.3662948608398438,53.0,2026-08-21T08:56:54.004190+00:00,0.03213529880432522,0.03749906556571231,0.028127491255016887,0.03243192723568748,0.042458961553433365,0.034531,"[0.03213529880432522, 0.03749906556571231, 0.028127491255016887, 0.03243192723568748, 0.042458961553433365]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,24,1.082987405110469,0.7118959107806692,0.8544493660782323,0.5909090909090909,0.6628787878787878,126840.3296097285,2.3795485496520996,55.4,2026-08-21T08:56:56.411917+00:00,0.03294044316691511,0.036953120108912975,0.027317826581351897,0.03303575625314432,0.04278548916473108,0.034607,"[0.03294044316691511, 0.036953120108912975, 0.027317826581351897, 0.03303575625314432, 0.04278548916473108]",1,129.35,0.0855,95.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,25,1.1351219508727688,0.7193308550185874,1.2516624060544101,0.5151515151515151,0.6628787878787878,126295.69018665158,2.370344877243042,57.8,2026-08-21T08:56:58.810604+00:00,0.032947298139333725,0.036645288414814896,0.027223875965265668,0.03163427793804337,0.04238565375699716,0.034167,"[0.032947298139333725, 0.036645288414814896, 0.027223875965265668, 0.03163427793804337, 0.04238565375699716]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,26,1.1327734223972024,0.6951672862453532,0.7726644404006727,0.6515151515151515,0.6628787878787878,125137.42675339368,2.376183271408081,60.2,2026-08-21T08:57:01.214696+00:00,0.03272030480644282,0.036573229467167574,0.02646561964031528,0.030097398359109375,0.041426162509357226,0.033457,"[0.03272030480644282, 0.036573229467167574, 0.02646561964031528, 0.030097398359109375, 0.041426162509357226]",1,125.58,0.08289,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,27,1.0589734351324769,0.7342007434944238,0.9493812214244496,0.5795454545454546,0.6628787878787878,128651.10011312217,2.3671658039093018,62.5,2026-08-21T08:57:03.608338+00:00,0.03376059146488414,0.03816092825111221,0.02592514411491506,0.029736758374116,0.0411733222358367,0.033751,"[0.03376059146488414, 0.03816092825111221, 0.02592514411491506, 0.029736758374116, 0.0411733222358367]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,28,1.088883231120482,0.7304832713754646,0.8201611150394786,0.6553030303030303,0.6628787878787878,127964.60152714932,2.356264591217041,64.9,2026-08-21T08:57:05.993539+00:00,0.033449782825568146,0.0377012638046461,0.026812833679072997,0.029572556014446652,0.041599256589132196,0.033827,"[0.033449782825568146, 0.0377012638046461, 0.026812833679072997, 0.029572556014446652, 0.041599256589132196]",1,124.71,0.08162,97.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,29,1.0815357794105784,0.7156133828996283,0.7222312905571677,0.6553030303030303,0.6628787878787878,130204.34700226244,2.3537511825561523,67.2,2026-08-21T08:57:08.374336+00:00,0.034243108156849354,0.03837012521484319,0.02653408214888152,0.029710524879834232,0.04192366122322924,0.034156,"[0.034243108156849354, 0.03837012521484319, 0.02653408214888152, 0.029710524879834232, 0.04192366122322924]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,30,1.011738851611056,0.7565055762081785,0.7157016703576753,0.6704545454545454,0.6704545454545454,128886.32819570135,2.3466804027557373,69.6,2026-08-21T08:57:10.747903+00:00,0.034063457347014374,0.0377307492582237,0.02614198668914683,0.02926400029922233,0.041128581499352175,0.033666,"[0.034063457347014374, 0.0377307492582237, 0.02614198668914683, 0.02926400029922233, 0.041128581499352175]",1,136.17,0.08876,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,31,1.0339863809954277,0.7657992565055762,0.8948212771704702,0.6060606060606061,0.6704545454545454,130272.50961538462,2.333251714706421,71.9,2026-08-21T08:57:13.114752+00:00,0.034909739432966005,0.037536214379703295,0.02609312107019565,0.02809368764214656,0.04042976700207766,0.033413,"[0.034909739432966005, 0.037536214379703295, 0.02609312107019565, 0.02809368764214656, 0.04042976700207766]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,32,1.0631563477356638,0.7434944237918215,0.766410231590271,0.6401515151515151,0.6704545454545454,130264.26838235294,2.339500904083252,74.2,2026-08-21T08:57:15.483039+00:00,0.0355821096283548,0.036579021855312234,0.02487534668077441,0.02971452726599048,0.041820767828646827,0.033714,"[0.0355821096283548, 0.036579021855312234, 0.02487534668077441, 0.02971452726599048, 0.041820767828646827]",1,115.67,0.07517,98.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,33,0.9770788738718706,0.8122676579925651,0.7420001535704641,0.6931818181818182,0.6931818181818182,128877.38164592758,2.323009490966797,76.6,2026-08-21T08:57:17.844576+00:00,0.03538617820424192,0.0359071346328539,0.024849297040525603,0.027829155216322225,0.04050526702228714,0.032895,"[0.03538617820424192, 0.0359071346328539, 0.024849297040525603, 0.027829155216322225, 0.04050526702228714]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,34,1.0256757151238538,0.7732342007434945,0.6807075106736385,0.7234848484848485,0.7234848484848485,129862.34686085973,2.3156280517578125,78.9,2026-08-21T08:57:20.190607+00:00,0.03545927168691859,0.03717757498516756,0.023975419318851304,0.02750819954363739,0.04051458791774862,0.032927,"[0.03545927168691859, 0.03717757498516756, 0.023975419318851304, 0.02750819954363739, 0.04051458791774862]",1,129.1,0.08304,95.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,35,0.9753167538394715,0.7992565055762082,0.7606586254004276,0.7083333333333334,0.7234848484848485,130587.64465497738,2.3097786903381348,81.2,2026-08-21T08:57:22.532328+00:00,0.03553657781551866,0.03775909608777832,0.02399568193975617,0.02706203850753167,0.04061522006111987,0.032994,"[0.03553657781551866, 0.03775909608777832, 0.02399568193975617, 0.02706203850753167, 0.04061522006111987]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,36,0.9844091753977382,0.8085501858736059,0.7614225040782582,0.6856060606060606,0.7234848484848485,129367.51117081447,2.308912754058838,83.5,2026-08-21T08:57:24.867905+00:00,0.03562453783610288,0.03675981413792161,0.023494432954227224,0.0263323903302936,0.04083664496155346,0.03261,"[0.03562453783610288, 0.03675981413792161, 0.023494432954227224, 0.0263323903302936, 0.04083664496155346]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,37,0.9489487936948755,0.7936802973977695,0.712258472587123,0.7348484848484849,0.7348484848484849,128792.70418552036,2.298351764678955,85.8,2026-08-21T08:57:27.195030+00:00,0.03595985954298692,0.03565640418845065,0.02352172333528014,0.025375662919353035,0.03965241461992264,0.032033,"[0.03595985954298692, 0.03565640418845065, 0.02352172333528014, 0.025375662919353035, 0.03965241461992264]",1,129.38,0.0826,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,38,0.967132803454275,0.7899628252788105,0.6294148501121637,0.7424242424242424,0.7424242424242424,130791.85237556562,2.294828176498413,88.1,2026-08-21T08:57:29.524560+00:00,0.03664157999789014,0.03622664883732796,0.02350192560869105,0.025197107892702606,0.04030162074110087,0.032374,"[0.03664157999789014, 0.03622664883732796, 0.02350192560869105, 0.025197107892702606, 0.04030162074110087]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,39,0.91700255250399,0.8327137546468402,0.5802348960529674,0.7765151515151515,0.7765151515151515,132527.10421380092,2.3008689880371094,90.4,2026-08-21T08:57:31.859501+00:00,0.03648392089149531,0.03792951891527457,0.023939465008237782,0.025567348279497203,0.040584132732713926,0.032901,"[0.03648392089149531, 0.03792951891527457, 0.023939465008237782, 0.025567348279497203, 0.040584132732713926]",1,128.66,0.08223,95.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,40,0.8894264644849699,0.8605947955390335,0.6381068049055157,0.7613636363636364,0.7765151515151515,133095.72087104074,2.300968885421753,92.7,2026-08-21T08:57:34.192578+00:00,0.036608233828754985,0.03852298570906415,0.023318069384378547,0.025684190585332757,0.04011772134724785,0.03285,"[0.036608233828754985, 0.03852298570906415, 0.023318069384378547, 0.025684190585332757, 0.04011772134724785]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,41,0.8737389722278127,0.8494423791821561,0.6335896813508236,0.7689393939393939,0.7765151515151515,132890.02106900452,2.304616689682007,95.0,2026-08-21T08:57:36.524209+00:00,0.03659607711083749,0.038163011784062666,0.023706909269094467,0.02564940634457504,0.03986394909374854,0.032796,"[0.03659607711083749, 0.038163011784062666, 0.023706909269094467, 0.02564940634457504, 0.03986394909374854]",1,130.91,0.0838,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,42,0.8894270556566883,0.862453531598513,0.8086438088706045,0.6628787878787878,0.7765151515151515,133081.35138574662,2.288212776184082,97.3,2026-08-21T08:57:38.838720+00:00,0.036553269800017864,0.038093874340548235,0.02420917766935685,0.026294245548984584,0.04057144592790043,0.033144,"[0.036553269800017864, 0.038093874340548235, 0.02420917766935685, 0.026294245548984584, 0.04057144592790043]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,43,0.8917153284895376,0.8513011152416357,0.6747214857375983,0.7651515151515151,0.7765151515151515,134104.8096719457,2.2981443405151367,99.6,2026-08-21T08:57:41.163934+00:00,0.036732483436079585,0.03881656027892057,0.02419122856329469,0.02554238653358291,0.040290470070698685,0.033115,"[0.036732483436079585, 0.03881656027892057, 0.02419122856329469, 0.02554238653358291, 0.040290470070698685]",1,129.13,0.08243,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,44,0.8579834839225259,0.8531598513011153,0.555924755154234,0.7689393939393939,0.7765151515151515,133000.48826357466,2.297758102416992,101.9,2026-08-21T08:57:43.492163+00:00,0.03667888921849868,0.037848570110166777,0.024404178209164563,0.024900505538372433,0.03979545700199464,0.032726,"[0.03667888921849868, 0.037848570110166777, 0.024404178209164563, 0.024900505538372433, 0.03979545700199464]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,45,0.8669776963035414,0.8568773234200744,0.6440777507695284,0.7424242424242424,0.7765151515151515,133334.98600113124,2.290921688079834,104.2,2026-08-21T08:57:45.810432+00:00,0.03674746326663915,0.038241360117407405,0.02406838152776746,0.02452090316835572,0.04030686814118834,0.032777,"[0.03674746326663915, 0.038241360117407405, 0.02406838152776746, 0.02452090316835572, 0.04030686814118834]",1,118.42,0.07536,98.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,46,0.8191535105049389,0.8810408921933085,0.47708823373823456,0.8484848484848485,0.8484848484848485,133329.16317873303,2.3000106811523438,106.5,2026-08-21T08:57:48.138086+00:00,0.036759961396455765,0.03827072482775239,0.024148033274447218,0.023784964400179246,0.039317981285207415,0.032456,"[0.036759961396455765, 0.03827072482775239, 0.024148033274447218, 0.023784964400179246, 0.039317981285207415]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,47,0.848966774222576,0.8717472118959108,0.6298614487503514,0.7916666666666666,0.8484848484848485,133199.47567873303,2.3019073009490967,108.8,2026-08-21T08:57:50.472939+00:00,0.036749331828425914,0.03830639316755183,0.023841651923516217,0.023909243042854703,0.03928699760752566,0.032419,"[0.036749331828425914, 0.03830639316755183, 0.023841651923516217, 0.023909243042854703, 0.03928699760752566]",1,124.54,0.07963,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,48,0.9049779039333301,0.8364312267657993,0.6627341436617302,0.7916666666666666,0.8484848484848485,132551.93693438914,2.3064730167388916,111.1,2026-08-21T08:57:52.806710+00:00,0.03678582258084241,0.03794310570639722,0.023200287538416246,0.023829100982231254,0.039734490873182524,0.032299,"[0.03678582258084241, 0.03794310570639722, 0.023200287538416246, 0.023829100982231254, 0.039734490873182524]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,49,0.8039069827161314,0.8996282527881041,0.6319114927089575,0.7537878787878788,0.8484848484848485,132548.55104638007,2.318113327026367,113.4,2026-08-21T08:57:55.153075+00:00,0.0368469258879914,0.037769369342747855,0.023206428460338536,0.024181478163775277,0.03987430561991299,0.032376,"[0.0368469258879914, 0.037769369342747855, 0.023206428460338536, 0.024181478163775277, 0.03987430561991299]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,50,0.818056000431231,0.895910780669145,0.6427171284502203,0.7954545454545454,0.8484848484848485,133138.78181561086,2.3249475955963135,115.7,2026-08-21T08:57:57.504634+00:00,0.03681058458545629,0.03817951460095013,0.023655988604706878,0.024177513578358817,0.040026237640310734,0.03257,"[0.03681058458545629, 0.03817951460095013, 0.023655988604706878, 0.024177513578358817, 0.040026237640310734]",1,136.89,0.08841,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,51,0.7850659068632303,0.8996282527881041,0.5082772238688036,0.8560606060606061,0.8560606060606061,133461.1419683258,2.338834047317505,118.1,2026-08-21T08:57:59.870654+00:00,0.036812285947449064,0.03856189943411771,0.023786928942974878,0.023057637736201286,0.039532484596266466,0.03235,"[0.036812285947449064, 0.03856189943411771, 0.023786928942974878, 0.023057637736201286, 0.039532484596266466]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,52,0.765282771844403,0.9330855018587361,0.5643966053471421,0.7992424242424242,0.8560606060606061,132774.75141402715,2.341273784637451,120.4,2026-08-21T08:58:02.245268+00:00,0.03673870664309053,0.03824998964281643,0.0234779160031501,0.022744266206727308,0.039300530272371625,0.032102,"[0.03673870664309053, 0.03824998964281643, 0.0234779160031501, 0.022744266206727308, 0.039300530272371625]",1,131.95,0.08581,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,53,0.7910579691145943,0.8921933085501859,0.7216637107458982,0.7765151515151515,0.8560606060606061,131851.4694570136,2.3471546173095703,122.8,2026-08-21T08:58:04.619724+00:00,0.036770651883938736,0.03788417512003113,0.022419920958140317,0.022330393138177255,0.03960278893218321,0.031802,"[0.036770651883938736, 0.03788417512003113, 0.022419920958140317, 0.022330393138177255, 0.03960278893218321]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,54,0.7558468398551516,0.9200743494423792,0.5630707722721677,0.8068181818181818,0.8560606060606061,131326.73274886876,2.3397183418273926,125.1,2026-08-21T08:58:06.986843+00:00,0.03687512151458684,0.03732825114446528,0.022160745609332535,0.022156753193806198,0.03927917844232391,0.03156,"[0.03687512151458684, 0.03732825114446528, 0.022160745609332535, 0.022156753193806198, 0.03927917844232391]",1,129.79,0.08435,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,55,0.8048666485180199,0.9052044609665427,0.5903089570276665,0.7954545454545454,0.8560606060606061,131420.35364819007,2.3431215286254883,127.4,2026-08-21T08:58:09.356659+00:00,0.03670020050862256,0.03756249520708533,0.022348819848369148,0.02300144326599205,0.03998531160109183,0.03192,"[0.03670020050862256, 0.03756249520708533, 0.022348819848369148, 0.02300144326599205, 0.03998531160109183]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,56,0.772314420863155,0.9312267657992565,0.7227655802712296,0.7878787878787878,0.8560606060606061,132313.32409502263,2.3432955741882324,129.8,2026-08-21T08:58:11.728610+00:00,0.036852142390082866,0.03789914180250729,0.022677519523045597,0.023365006727330825,0.040141317116863584,0.032187,"[0.036852142390082866, 0.03789914180250729, 0.022677519523045597, 0.023365006727330825, 0.040141317116863584]",1,130.97,0.08525,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,57,0.7495195546557912,0.9200743494423792,0.5088999470074972,0.8143939393939394,0.8560606060606061,132387.68170248868,2.344721555709839,132.1,2026-08-21T08:58:14.100017+00:00,0.03687479719519615,0.03784373797038022,0.023071399725535336,0.022483544205041492,0.039424930863520675,0.03194,"[0.03687479719519615, 0.03784373797038022, 0.023071399725535336, 0.022483544205041492, 0.039424930863520675]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,58,0.7574570644300667,0.912639405204461,0.5570136733127363,0.803030303030303,0.8560606060606061,131897.2528280543,2.3606321811676025,134.5,2026-08-21T08:58:16.490745+00:00,0.03650869451024953,0.038088712403002906,0.023269911241881987,0.02181579194524709,0.03989284397924647,0.031915,"[0.03650869451024953, 0.038088712403002906, 0.023269911241881987, 0.02181579194524709, 0.03989284397924647]",1,116.16,0.07617,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,59,0.7603309679651792,0.9163568773234201,0.4747259932937044,0.8674242424242424,0.8674242424242424,130209.78337104073,2.347501516342163,136.8,2026-08-21T08:58:18.865303+00:00,0.03570847366662586,0.038192574592197645,0.023258259958204103,0.020985142711330864,0.03950654123635853,0.03153,"[0.03570847366662586, 0.038192574592197645, 0.023258259958204103, 0.020985142711330864, 0.03950654123635853]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,60,0.7275069229664856,0.9368029739776952,0.46993441089536203,0.8825757575757576,0.8825757575757576,130234.13899886876,2.3576085567474365,139.2,2026-08-21T08:58:21.255124+00:00,0.035966204369769376,0.03811349434887662,0.02237787568832145,0.021234420730787164,0.03897638465551769,0.031334,"[0.035966204369769376, 0.03811349434887662, 0.02237787568832145, 0.021234420730787164, 0.03897638465551769]",1,144.45,0.0946,98.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,61,0.7302796432963091,0.9368029739776952,0.46914478459141473,0.8522727272727273,0.8825757575757576,132304.78718891402,2.336876392364502,141.5,2026-08-21T08:58:23.626406+00:00,0.03687113019473413,0.03843376347247292,0.02215330905335791,0.020891064449268228,0.038932437844136185,0.031456,"[0.03687113019473413, 0.03843376347247292, 0.02215330905335791, 0.020891064449268228, 0.038932437844136185]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,62,0.6998323612053599,0.9553903345724907,0.536397678382469,0.8181818181818182,0.8825757575757576,132078.6703902715,2.342233896255493,143.9,2026-08-21T08:58:25.997775+00:00,0.03678202694829773,0.03824733088121695,0.022403621936545652,0.021087100619778913,0.0388759942177464,0.031479,"[0.03678202694829773, 0.03824733088121695, 0.022403621936545652, 0.021087100619778913, 0.0388759942177464]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,63,0.7242564452625119,0.9405204460966543,0.48841550855925586,0.8484848484848485,0.8825757575757576,131730.3901300905,2.3479132652282715,146.2,2026-08-21T08:58:28.371782+00:00,0.03675086752456777,0.03791950993678149,0.02246205092352979,0.021323504035963732,0.03878309511963059,0.031448,"[0.03675086752456777, 0.03791950993678149, 0.02246205092352979, 0.021323504035963732, 0.03878309511963059]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,64,0.69761764582205,0.9423791821561338,0.48733797533945605,0.8295454545454546,0.8825757575757576,132047.06900452488,2.3467648029327393,148.6,2026-08-21T08:58:30.744726+00:00,0.036945667336968815,0.03786894175059655,0.022525717011269403,0.020784921834574026,0.038589287768392,0.031343,"[0.036945667336968815, 0.03786894175059655, 0.022525717011269403, 0.020784921834574026, 0.038589287768392]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,65,0.6960700023573128,0.9572490706319703,0.49189648167653516,0.8522727272727273,0.8825757575757576,132447.63291855203,2.3258042335510254,150.9,2026-08-21T08:58:33.098930+00:00,0.03692208011360729,0.03840609092046233,0.02234520368716296,0.02063559412079699,0.0387067321468802,0.031403,"[0.03692208011360729, 0.03840609092046233, 0.02234520368716296, 0.02063559412079699, 0.0387067321468802]",1,127.38,0.08229,95.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,66,0.6884986702837466,0.9405204460966543,0.4982375674175494,0.8484848484848485,0.8825757575757576,132715.5651866516,2.3266749382019043,153.2,2026-08-21T08:58:35.452854+00:00,0.03695374179412337,0.038605775903252995,0.022358468788511613,0.020496631698573336,0.03912488151999081,0.031508,"[0.03695374179412337, 0.038605775903252995, 0.022358468788511613, 0.020496631698573336, 0.03912488151999081]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,67,0.6885433914936165,0.9516728624535316,0.4465892558748072,0.875,0.8825757575757576,133536.98444570135,2.332801103591919,155.6,2026-08-21T08:58:37.812216+00:00,0.037065780995523226,0.03914018128724659,0.02234217053388848,0.02077012147535296,0.038991332711542356,0.031662,"[0.037065780995523226, 0.03914018128724659, 0.02234217053388848, 0.02077012147535296, 0.038991332711542356]",1,123.93,0.08031,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,68,0.677085594616858,0.9553903345724907,0.4844750960667928,0.8560606060606061,0.8825757575757576,132877.31575226245,2.324658155441284,157.9,2026-08-21T08:58:40.165174+00:00,0.0369922420119538,0.03867294069598703,0.022406169487272993,0.020414550953051624,0.03868059879716705,0.031433,"[0.0369922420119538, 0.03867294069598703, 0.022406169487272993, 0.020414550953051624, 0.03868059879716705]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,69,0.6532751964370558,0.9628252788104089,0.466847452250394,0.8598484848484849,0.8825757575757576,132959.59247737555,2.318077802658081,160.2,2026-08-21T08:58:42.509995+00:00,0.037003931096371484,0.038660749354783225,0.022591592853560168,0.020216374384129748,0.03858612894135363,0.031412,"[0.037003931096371484, 0.038660749354783225, 0.022591592853560168, 0.020216374384129748, 0.03858612894135363]",1,125.66,0.08091,94.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,70,0.6419812660235011,0.9739776951672863,0.45132381852829095,0.8674242424242424,0.8825757575757576,132572.70149886876,2.318436861038208,162.5,2026-08-21T08:58:44.857642+00:00,0.03695346919052741,0.03868690724758541,0.021979293402503517,0.020304328268941713,0.03873735315659467,0.031332,"[0.03695346919052741, 0.03868690724758541, 0.021979293402503517, 0.020304328268941713, 0.03873735315659467]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,71,0.6796794449529683,0.949814126394052,0.49244744624152326,0.8636363636363636,0.8825757575757576,132458.13390837103,2.317972421646118,164.8,2026-08-21T08:58:47.203499+00:00,0.03699704018585822,0.03859877016614465,0.02181465978569844,0.02010323666036129,0.03861925290787921,0.031227,"[0.03699704018585822, 0.03859877016614465, 0.02181465978569844, 0.02010323666036129, 0.03861925290787921]",1,127.48,0.08208,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,72,0.6586410177241471,0.9721189591078067,0.5005877180532976,0.8560606060606061,0.8825757575757576,131998.75919117648,2.3233442306518555,167.2,2026-08-21T08:58:49.553781+00:00,0.03693423069575254,0.03838518327649902,0.021567604668876705,0.02029465664835537,0.0387051613891826,0.031177,"[0.03693423069575254, 0.03838518327649902, 0.021567604668876705, 0.02029465664835537, 0.0387051613891826]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,73,0.6516523562842585,0.9702602230483272,0.4836146587675268,0.8636363636363636,0.8825757575757576,131780.49363687783,2.319427013397217,169.5,2026-08-21T08:58:51.901055+00:00,0.03692189056207152,0.03818759935743669,0.02162876067792668,0.020163718391867244,0.03869432145181824,0.031119,"[0.03692189056207152, 0.03818759935743669, 0.02162876067792668, 0.020163718391867244, 0.03869432145181824]",1,116.55,0.07509,98.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,74,0.6754049271012771,0.9460966542750929,0.47204550287940283,0.8522727272727273,0.8825757575757576,131865.75155542986,2.3180673122406006,171.8,2026-08-21T08:58:54.246862+00:00,0.03699371525469948,0.03816141845548854,0.021491550237816924,0.0204096746576183,0.03891379583407851,0.031194,"[0.03699371525469948, 0.03816141845548854, 0.021491550237816924, 0.0204096746576183, 0.03891379583407851]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,75,0.6498680046056726,0.9721189591078067,0.42790885946967383,0.8825757575757576,0.8825757575757576,132196.58837669683,2.327756881713867,174.1,2026-08-21T08:58:56.604172+00:00,0.03700895410250215,0.038420598953962326,0.021545497371869927,0.020389423103016967,0.03909676324795274,0.031292,"[0.03700895410250215, 0.038420598953962326, 0.021545497371869927, 0.020389423103016967, 0.03909676324795274]",1,135.51,0.08762,97.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,76,0.6548925412188675,0.9572490706319703,0.4422407926935138,0.8977272727272727,0.8977272727272727,131952.26838235295,2.3253114223480225,176.4,2026-08-21T08:58:58.955796+00:00,0.03703593265484361,0.03801562220734708,0.021911525112741134,0.019882961669388938,0.038886160973240345,0.031146,"[0.03703593265484361, 0.03801562220734708, 0.021911525112741134, 0.019882961669388938, 0.038886160973240345]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,77,0.6433044636559753,0.9739776951672863,0.44213624343727576,0.875,0.8977272727272727,131791.0294117647,2.3237931728363037,178.8,2026-08-21T08:59:01.313687+00:00,0.03710715801400297,0.03778067669447731,0.021776517962708193,0.01993566510431907,0.03882383116904427,0.031085,"[0.03710715801400297, 0.03778067669447731, 0.021776517962708193, 0.01993566510431907, 0.03882383116904427]",1,136.41,0.08805,96.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,78,0.6418864791278059,0.9758364312267658,0.5044286183335565,0.8636363636363636,0.8977272727272727,131487.9251979638,2.3258447647094727,181.1,2026-08-21T08:59:03.667388+00:00,0.03705697616233545,0.03769805413835189,0.021587090895456428,0.01984679972862496,0.038791501127621704,0.030996,"[0.03705697616233545, 0.03769805413835189, 0.021587090895456428, 0.01984679972862496, 0.038791501127621704]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,79,0.6273009945468832,0.9851301115241635,0.4362236974817334,0.8863636363636364,0.8977272727272727,131686.6418269231,2.3324050903320312,183.4,2026-08-21T08:59:06.028639+00:00,0.03707859643241938,0.03774779509095585,0.021784389720243567,0.019837398958556792,0.03869328582111527,0.031028,"[0.03707859643241938, 0.03774779509095585, 0.021784389720243567, 0.019837398958556792, 0.03869328582111527]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,80,0.6266595668065946,0.9795539033457249,0.5248102509614193,0.8636363636363636,0.8977272727272727,131671.3578902715,2.344196319580078,185.8,2026-08-21T08:59:08.399841+00:00,0.03700397886774119,0.03794934534851242,0.021695853375336704,0.019661854843006414,0.03861205520875314,0.030985,"[0.03700397886774119, 0.03794934534851242, 0.021695853375336704, 0.019661854843006414, 0.03861205520875314]",1,126.24,0.0822,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,81,0.6217316845535789,0.9888475836431226,0.4598644439018134,0.875,0.8977272727272727,132117.04256221722,2.3445403575897217,188.1,2026-08-21T08:59:10.771139+00:00,0.03710957002990386,0.03819310380255475,0.02161047552876613,0.019755157477715436,0.03876907904358471,0.031087,"[0.03710957002990386, 0.03819310380255475, 0.02161047552876613, 0.019755157477715436, 0.03876907904358471]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,82,0.6239579499432588,0.9795539033457249,0.4640641914624156,0.8712121212121212,0.8977272727272727,131776.81575226245,2.346527576446533,190.5,2026-08-21T08:59:13.145087+00:00,0.036988973836688435,0.03808696524185293,0.02163059954695842,0.01985782417742645,0.03876248527975643,0.031065,"[0.036988973836688435, 0.03808696524185293, 0.02163059954695842, 0.01985782417742645, 0.03876248527975643]",1,122.72,0.07999,95.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,83,0.6137436364663135,0.9851301115241635,0.44754391728025494,0.8901515151515151,0.8977272727272727,132213.8875848416,2.3450677394866943,192.8,2026-08-21T08:59:15.517984+00:00,0.037077820257228965,0.038313331630300075,0.02168050452190287,0.019783931619980755,0.03838557245976785,0.031048,"[0.037077820257228965, 0.038313331630300075, 0.02168050452190287, 0.019783931619980755, 0.03838557245976785]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,84,0.6203291154705459,0.9739776951672863,0.4607796687068361,0.8825757575757576,0.8977272727272727,132049.4584276018,2.3430280685424805,195.2,2026-08-21T08:59:17.888484+00:00,0.037032006418003756,0.03825621613684822,0.021670589113936704,0.019762718830915058,0.038325624869150275,0.031009,"[0.037032006418003756, 0.03825621613684822, 0.021670589113936704, 0.019762718830915058, 0.038325624869150275]",1,136.03,0.08853,97.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,85,0.6121371395082722,0.983271375464684,0.45871082399830676,0.8712121212121212,0.8977272727272727,132171.0301187783,2.3422305583953857,197.5,2026-08-21T08:59:20.259108+00:00,0.037137342726483065,0.03821745098513715,0.02158640686641721,0.019649659886079675,0.03836194206686581,0.030991,"[0.037137342726483065, 0.03821745098513715, 0.02158640686641721, 0.019649659886079675, 0.03836194206686581]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,86,0.6109962275037092,0.9869888475836431,0.4448104098890767,0.8901515151515151,0.8977272727272727,131828.7053167421,2.3444344997406006,199.8,2026-08-21T08:59:22.630167+00:00,0.03710005914463716,0.03803441958392367,0.021467523430200183,0.019576521480784696,0.038302408640875536,0.030896,"[0.03710005914463716, 0.03803441958392367, 0.021467523430200183, 0.019576521480784696, 0.038302408640875536]",1,129.18,0.08413,95.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,87,0.6137065519630688,0.9888475836431226,0.4314045219710379,0.875,0.8977272727272727,131613.24194004523,2.343440055847168,202.2,2026-08-21T08:59:25.000139+00:00,0.03703394641771036,0.0379198699751321,0.021503403235007736,0.01974024930421044,0.038700138383051925,0.03098,"[0.03703394641771036, 0.0379198699751321, 0.021503403235007736, 0.01974024930421044, 0.038700138383051925]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,88,0.6055308487335546,0.9869888475836431,0.45129962762196857,0.8863636363636364,0.8977272727272727,131803.6597850679,2.3374288082122803,204.5,2026-08-21T08:59:27.370894+00:00,0.03701519988038961,0.038092065383406246,0.021571900585995,0.019861207288854262,0.03837899600758272,0.030984,"[0.03701519988038961, 0.038092065383406246, 0.021571900585995, 0.019861207288854262, 0.03837899600758272]",1,118.41,0.07688,98.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,89,0.6074276289532176,0.9851301115241635,0.4573685693921465,0.8825757575757576,0.8977272727272727,132018.3125,2.342054605484009,206.9,2026-08-21T08:59:29.739648+00:00,0.03711684815147344,0.03813268397660816,0.02153051984222496,0.019705270800520393,0.03849281567861052,0.030996,"[0.03711684815147344, 0.03813268397660816, 0.02153051984222496, 0.019705270800520393, 0.03849281567861052]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,90,0.6009784604537,0.983271375464684,0.422069919831825,0.8939393939393939,0.8977272727272727,132053.80571266968,2.3469080924987793,209.2,2026-08-21T08:59:32.113799+00:00,0.03706375531413976,0.038149305564515734,0.021716998451772856,0.019935763276675168,0.0386889013735687,0.031111,"[0.03706375531413976, 0.038149305564515734, 0.021716998451772856, 0.019935763276675168, 0.0386889013735687]",1,130.57,0.08512,93.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,91,0.6004836120570016,0.9869888475836431,0.43100427226586774,0.8787878787878788,0.8977272727272727,132624.565469457,2.3509395122528076,211.6,2026-08-21T08:59:34.492928+00:00,0.03720248928841423,0.03847742036861532,0.021647638367379412,0.019719242501784775,0.03873067327282008,0.031155,"[0.03720248928841423, 0.03847742036861532, 0.021647638367379412, 0.019719242501784775, 0.03873067327282008]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,92,0.595788766903505,0.9907063197026023,0.46705001095930737,0.8825757575757576,0.8977272727272727,132144.72525452488,2.3299694061279297,213.9,2026-08-21T08:59:36.851279+00:00,0.03711271154529908,0.03814378380775452,0.021739243474953315,0.019801275804638863,0.03869345828014262,0.031098,"[0.03711271154529908, 0.03814378380775452, 0.021739243474953315, 0.019801275804638863, 0.03869345828014262]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,93,0.6032929876923118,0.9851301115241635,0.43036271586562647,0.8977272727272727,0.8977272727272727,132118.68127828054,2.3357582092285156,216.2,2026-08-21T08:59:39.213531+00:00,0.03710116248796968,0.038185544312000275,0.02165492602130946,0.019795019727419403,0.03861095033147756,0.03107,"[0.03710116248796968, 0.038185544312000275, 0.02165492602130946, 0.019795019727419403, 0.03861095033147756]",1,135.78,0.0881,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,94,0.6054027169167331,0.9888475836431226,0.4723265076225454,0.8712121212121212,0.8977272727272727,132196.08017533936,2.3370296955108643,218.6,2026-08-21T08:59:41.577737+00:00,0.03710474490242846,0.03822147298385115,0.021696879364111844,0.019875245935776654,0.038568971569047254,0.031093,"[0.03710474490242846, 0.03822147298385115, 0.021696879364111844, 0.019875245935776654, 0.038568971569047254]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,95,0.6057577068920915,0.9888475836431226,0.45210264668320166,0.8674242424242424,0.8977272727272727,132220.33569004523,2.3274033069610596,220.9,2026-08-21T08:59:43.932119+00:00,0.03711766705793493,0.03824661737855743,0.0216501480077996,0.019846034838872796,0.03845121645752121,0.031062,"[0.03711766705793493, 0.03824661737855743, 0.0216501480077996, 0.019846034838872796, 0.03845121645752121]",1,127.06,0.08214,96.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,96,0.6054006978924833,0.9851301115241635,0.45559309829365124,0.8825757575757576,0.8977272727272727,131995.87005090498,2.331543207168579,223.2,2026-08-21T08:59:46.290930+00:00,0.03705026318921762,0.038136035642203164,0.021691555705140617,0.019910426152979627,0.03879871635752566,0.031117,"[0.03705026318921762, 0.038136035642203164, 0.021691555705140617, 0.019910426152979627, 0.03879871635752566]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,97,0.6017083800415124,0.9944237918215614,0.47254414133953326,0.8636363636363636,0.8977272727272727,131893.58272058822,2.332634925842285,225.6,2026-08-21T08:59:48.650403+00:00,0.037017417085521365,0.03808188767117612,0.021742726402247652,0.019894045394133118,0.03864837240646867,0.031077,"[0.037017417085521365, 0.03808188767117612, 0.021742726402247652, 0.019894045394133118, 0.03864837240646867]",1,129.28,0.08377,96.5,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,98,0.6091205971834828,0.983271375464684,0.44126976574912213,0.8863636363636364,0.8977272727272727,132102.43085407242,2.329777479171753,227.9,2026-08-21T08:59:51.007743+00:00,0.037080050829578846,0.038173328427707445,0.021722195998710746,0.019825344247853056,0.038823486031854856,0.031125,"[0.037080050829578846, 0.038173328427707445, 0.021722195998710746, 0.019825344247853056, 0.038823486031854856]",,,,,
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,99,0.6046649510089349,0.9869888475836431,0.4480071185213147,0.8787878787878788,0.8977272727272727,131891.84417420815,2.329864501953125,230.2,2026-08-21T08:59:53.366307+00:00,0.03703076282844824,0.038068666177637434,0.021710358121815848,0.01988913579022183,0.03885174235876869,0.03111,"[0.03703076282844824, 0.038068666177637434, 0.021710358121815848, 0.01988913579022183, 0.03885174235876869]",1,128.52,0.08318,96.0,5410.0
+opt1_ttfs_dta_decay0.95,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 0.95,,2,False,32,16,100,100,0.6022511667478483,0.9888475836431226,0.45074082053068915,0.8825757575757576,0.8977272727272727,131880.7936934389,2.3262593746185303,232.5,2026-08-21T08:59:55.718855+00:00,0.037020061603363824,0.03804797898320591,0.021778040401199284,0.019889572635293007,0.038539783043019915,0.031055,"[0.037020061603363824, 0.03804797898320591, 0.021778040401199284, 0.019889572635293007, 0.038539783043019915]",,,,,

opt1_ttfs_temporal/opt1_ttfs_dta_decay0.95.epochs.jsonl

@@ -0,0 +1,100 @@
+{"epoch": 1, "train_loss": 5.3768540323888505, "train_acc": 0.2211895910780669, "test_loss": 6.527345426154859, "test_acc": 0.2689393939393939, "best_acc": 0.2689393939393939, "spike_rates": [0.03238734230399132, 0.043748205198961145, 0.04139288098496549, 0.04158026615486426, 0.04077985597883954], "spikes_per_sample": 141287.67802601808, "wall_time_s": 2.7344248294830322, "timestamp": "2026-08-21T08:56:03.050734+00:00"}
+{"epoch": 2, "train_loss": 3.3235738428108754, "train_acc": 0.2825278810408922, "test_loss": 2.197546297853643, "test_acc": 0.3446969696969697, "best_acc": 0.3446969696969697, "spike_rates": [0.03253935825298814, 0.041315744028371924, 0.03981322795152664, 0.04112467629944577, 0.0424976263414411], "spikes_per_sample": 138182.56660067872, "wall_time_s": 2.2235097885131836, "timestamp": "2026-08-21T08:56:05.307145+00:00"}
+{"epoch": 3, "train_loss": 3.3190477027325826, "train_acc": 0.36059479553903345, "test_loss": 2.1188422044118247, "test_acc": 0.4015151515151515, "best_acc": 0.4015151515151515, "spike_rates": [0.03262892979032853, 0.041682296377771044, 0.0397825061398394, 0.04179130428854157, 0.04365929654415916], "spikes_per_sample": 138834.77488687783, "wall_time_s": 2.2230629920959473, "timestamp": "2026-08-21T08:56:07.565347+00:00"}
+{"epoch": 4, "train_loss": 2.5952953432572374, "train_acc": 0.3550185873605948, "test_loss": 4.03473965326945, "test_acc": 0.32196969696969696, "best_acc": 0.4015151515151515, "spike_rates": [0.03234195007997401, 0.038705723908017665, 0.034854561857440895, 0.04488696136018809, 0.04392161307966008], "spikes_per_sample": 132937.89479638007, "wall_time_s": 2.2344155311584473, "timestamp": "2026-08-21T08:56:09.831008+00:00"}
+{"epoch": 5, "train_loss": 2.4110791248902954, "train_acc": 0.2825278810408922, "test_loss": 2.2278464201724892, "test_acc": 0.13636363636363635, "best_acc": 0.4015151515151515, "spike_rates": [0.03202814652639277, 0.03550053694668938, 0.03201648198506411, 0.04203059239422574, 0.04781647092279266], "spikes_per_sample": 127086.74080882352, "wall_time_s": 2.233276128768921, "timestamp": "2026-08-21T08:56:12.090587+00:00"}
+{"epoch": 6, "train_loss": 2.250749886700655, "train_acc": 0.3271375464684015, "test_loss": 1.9740416497895212, "test_acc": 0.2765151515151515, "best_acc": 0.4015151515151515, "spike_rates": [0.03427522366537767, 0.035454435164437574, 0.031947546802899414, 0.03857993663233869, 0.047901395270053077], "spikes_per_sample": 131262.58300339367, "wall_time_s": 2.2249791622161865, "timestamp": "2026-08-21T08:56:14.346372+00:00"}
+{"epoch": 7, "train_loss": 1.7502597477356296, "train_acc": 0.4144981412639405, "test_loss": 1.2377866253708347, "test_acc": 0.5, "best_acc": 0.5, "spike_rates": [0.03418689111576361, 0.034045820727067834, 0.03298865631222725, 0.03340026276076541, 0.046429008464602864], "spikes_per_sample": 129455.9203902715, "wall_time_s": 2.238542318344116, "timestamp": "2026-08-21T08:56:16.625746+00:00"}
+{"epoch": 8, "train_loss": 1.5146336590933533, "train_acc": 0.5223048327137546, "test_loss": 1.1215086669632883, "test_acc": 0.5681818181818182, "best_acc": 0.5681818181818182, "spike_rates": [0.034074570764513576, 0.034193229806773806, 0.032470324460197895, 0.03288370568086119, 0.04432314020745894], "spikes_per_sample": 129017.86425339368, "wall_time_s": 2.2369182109832764, "timestamp": "2026-08-21T08:56:18.897234+00:00"}
+{"epoch": 9, "train_loss": 1.507663906728468, "train_acc": 0.5130111524163569, "test_loss": 1.1437539404088801, "test_acc": 0.5378787878787878, "best_acc": 0.5681818181818182, "spike_rates": [0.033991030472166395, 0.03529359246878063, 0.031396418152486574, 0.032886092057999444, 0.04439287501222947], "spikes_per_sample": 129434.3863122172, "wall_time_s": 2.2490103244781494, "timestamp": "2026-08-21T08:56:21.179282+00:00"}
+{"epoch": 10, "train_loss": 1.4558203486261758, "train_acc": 0.5371747211895911, "test_loss": 1.0253280473477913, "test_acc": 0.5378787878787878, "best_acc": 0.5681818181818182, "spike_rates": [0.03373699328478645, 0.036978346240871096, 0.03155376740238246, 0.03408208598985391, 0.044997599414166284], "spikes_per_sample": 130913.29609728506, "wall_time_s": 2.257169008255005, "timestamp": "2026-08-21T08:56:23.462948+00:00"}
+{"epoch": 11, "train_loss": 1.35508622511612, "train_acc": 0.5650557620817844, "test_loss": 0.9484647837552157, "test_acc": 0.6098484848484849, "best_acc": 0.6098484848484849, "spike_rates": [0.03346514460795066, 0.036997064728947246, 0.030244136886561617, 0.03166744836113032, 0.04330021449748207], "spikes_per_sample": 129345.28068438914, "wall_time_s": 2.268641948699951, "timestamp": "2026-08-21T08:56:25.759111+00:00"}
+{"epoch": 12, "train_loss": 1.4542126216852975, "train_acc": 0.5557620817843866, "test_loss": 0.9354795614878336, "test_acc": 0.5909090909090909, "best_acc": 0.6098484848484849, "spike_rates": [0.034537390531862486, 0.037641414167249906, 0.030464700477964738, 0.03347820942016209, 0.04380351283094462], "spikes_per_sample": 132626.91261312217, "wall_time_s": 2.272674322128296, "timestamp": "2026-08-21T08:56:28.064370+00:00"}
+{"epoch": 13, "train_loss": 1.2953722086980883, "train_acc": 0.6263940520446096, "test_loss": 0.8595985968907675, "test_acc": 0.6136363636363636, "best_acc": 0.6136363636363636, "spike_rates": [0.034533716957358754, 0.0380482463275685, 0.030371054349576727, 0.035095371305942535, 0.04369369784698767], "spikes_per_sample": 133208.05500565612, "wall_time_s": 2.280386209487915, "timestamp": "2026-08-21T08:56:30.371731+00:00"}
+{"epoch": 14, "train_loss": 1.2939582526905387, "train_acc": 0.6319702602230484, "test_loss": 0.8844050783099551, "test_acc": 0.6136363636363636, "best_acc": 0.6136363636363636, "spike_rates": [0.03401594389887417, 0.03835552908918437, 0.03038394023828647, 0.034256344989818686, 0.0439347488915219], "spikes_per_sample": 132343.23260746605, "wall_time_s": 2.298495054244995, "timestamp": "2026-08-21T08:56:32.703114+00:00"}
+{"epoch": 15, "train_loss": 1.25472273879778, "train_acc": 0.6394052044609665, "test_loss": 0.9184247038581155, "test_acc": 0.5984848484848485, "best_acc": 0.6136363636363636, "spike_rates": [0.032860601649564856, 0.04055923113928122, 0.029191371382159347, 0.031251931234317666, 0.042081997017650044], "spikes_per_sample": 131196.74660633484, "wall_time_s": 2.306548833847046, "timestamp": "2026-08-21T08:56:35.035867+00:00"}
+{"epoch": 16, "train_loss": 1.2876857780612534, "train_acc": 0.6059479553903345, "test_loss": 0.9243487824093212, "test_acc": 0.5833333333333334, "best_acc": 0.6136363636363636, "spike_rates": [0.032894511871478134, 0.0412806844448342, 0.029435704845715973, 0.03168018162250519, 0.04294736354666598], "spikes_per_sample": 132215.77658371042, "wall_time_s": 2.3109283447265625, "timestamp": "2026-08-21T08:56:37.372621+00:00"}
+{"epoch": 17, "train_loss": 1.231342112707826, "train_acc": 0.6598513011152416, "test_loss": 0.865602554696979, "test_acc": 0.5984848484848485, "best_acc": 0.6136363636363636, "spike_rates": [0.033968588666004294, 0.04137030046652345, 0.029572372598683134, 0.031972724506083655, 0.04289319848313051], "spikes_per_sample": 134671.80316742082, "wall_time_s": 2.318596363067627, "timestamp": "2026-08-21T08:56:39.717436+00:00"}
+{"epoch": 18, "train_loss": 1.318007285267004, "train_acc": 0.6096654275092936, "test_loss": 1.0953826181816333, "test_acc": 0.6022727272727273, "best_acc": 0.6136363636363636, "spike_rates": [0.03429157593671013, 0.04222774921971209, 0.028390076997525552, 0.03171652599292643, 0.042171098511008656], "spikes_per_sample": 135588.7150735294, "wall_time_s": 2.3305723667144775, "timestamp": "2026-08-21T08:56:42.073900+00:00"}
+{"epoch": 19, "train_loss": 1.2455013689055319, "train_acc": 0.6579925650557621, "test_loss": 0.8352702747691761, "test_acc": 0.6439393939393939, "best_acc": 0.6439393939393939, "spike_rates": [0.03201671448700568, 0.038483090260449576, 0.02793945076272768, 0.03116640470483724, 0.042649161289719975], "spikes_per_sample": 126587.43198529411, "wall_time_s": 2.3459179401397705, "timestamp": "2026-08-21T08:56:44.447762+00:00"}
+{"epoch": 20, "train_loss": 1.2276396228478301, "train_acc": 0.6449814126394052, "test_loss": 0.8278325687755238, "test_acc": 0.6363636363636364, "best_acc": 0.6439393939393939, "spike_rates": [0.033178935156149024, 0.03841001606162857, 0.02889632696614546, 0.03264686224215171, 0.04324496186831418], "spikes_per_sample": 129648.42576357465, "wall_time_s": 2.357909679412842, "timestamp": "2026-08-21T08:56:46.840561+00:00"}
+{"epoch": 21, "train_loss": 1.2040784203873247, "train_acc": 0.6412639405204461, "test_loss": 0.8730881954684402, "test_acc": 0.6628787878787878, "best_acc": 0.6628787878787878, "spike_rates": [0.03215536179349703, 0.0377601654652287, 0.02754202616565368, 0.031742591191740596, 0.04246253454509903], "spikes_per_sample": 125985.434530543, "wall_time_s": 2.3474743366241455, "timestamp": "2026-08-21T08:56:49.214374+00:00"}
+{"epoch": 22, "train_loss": 1.1408199435273068, "train_acc": 0.6933085501858736, "test_loss": 0.7928387811689666, "test_acc": 0.6439393939393939, "best_acc": 0.6628787878787878, "spike_rates": [0.031422058887341446, 0.03699442788082011, 0.028349197853137467, 0.030359472202904084, 0.04177892712109229], "spikes_per_sample": 123881.05755090497, "wall_time_s": 2.3658254146575928, "timestamp": "2026-08-21T08:56:51.611064+00:00"}
+{"epoch": 23, "train_loss": 1.119834196168694, "train_acc": 0.6988847583643123, "test_loss": 0.7857518196105957, "test_acc": 0.6628787878787878, "best_acc": 0.6628787878787878, "spike_rates": [0.03213529880432522, 0.03749906556571231, 0.028127491255016887, 0.03243192723568748, 0.042458961553433365], "spikes_per_sample": 126067.002969457, "wall_time_s": 2.3662948608398438, "timestamp": "2026-08-21T08:56:54.004190+00:00"}
+{"epoch": 24, "train_loss": 1.082987405110469, "train_acc": 0.7118959107806692, "test_loss": 0.8544493660782323, "test_acc": 0.5909090909090909, "best_acc": 0.6628787878787878, "spike_rates": [0.03294044316691511, 0.036953120108912975, 0.027317826581351897, 0.03303575625314432, 0.04278548916473108], "spikes_per_sample": 126840.3296097285, "wall_time_s": 2.3795485496520996, "timestamp": "2026-08-21T08:56:56.411917+00:00"}
+{"epoch": 25, "train_loss": 1.1351219508727688, "train_acc": 0.7193308550185874, "test_loss": 1.2516624060544101, "test_acc": 0.5151515151515151, "best_acc": 0.6628787878787878, "spike_rates": [0.032947298139333725, 0.036645288414814896, 0.027223875965265668, 0.03163427793804337, 0.04238565375699716], "spikes_per_sample": 126295.69018665158, "wall_time_s": 2.370344877243042, "timestamp": "2026-08-21T08:56:58.810604+00:00"}
+{"epoch": 26, "train_loss": 1.1327734223972024, "train_acc": 0.6951672862453532, "test_loss": 0.7726644404006727, "test_acc": 0.6515151515151515, "best_acc": 0.6628787878787878, "spike_rates": [0.03272030480644282, 0.036573229467167574, 0.02646561964031528, 0.030097398359109375, 0.041426162509357226], "spikes_per_sample": 125137.42675339368, "wall_time_s": 2.376183271408081, "timestamp": "2026-08-21T08:57:01.214696+00:00"}
+{"epoch": 27, "train_loss": 1.0589734351324769, "train_acc": 0.7342007434944238, "test_loss": 0.9493812214244496, "test_acc": 0.5795454545454546, "best_acc": 0.6628787878787878, "spike_rates": [0.03376059146488414, 0.03816092825111221, 0.02592514411491506, 0.029736758374116, 0.0411733222358367], "spikes_per_sample": 128651.10011312217, "wall_time_s": 2.3671658039093018, "timestamp": "2026-08-21T08:57:03.608338+00:00"}
+{"epoch": 28, "train_loss": 1.088883231120482, "train_acc": 0.7304832713754646, "test_loss": 0.8201611150394786, "test_acc": 0.6553030303030303, "best_acc": 0.6628787878787878, "spike_rates": [0.033449782825568146, 0.0377012638046461, 0.026812833679072997, 0.029572556014446652, 0.041599256589132196], "spikes_per_sample": 127964.60152714932, "wall_time_s": 2.356264591217041, "timestamp": "2026-08-21T08:57:05.993539+00:00"}
+{"epoch": 29, "train_loss": 1.0815357794105784, "train_acc": 0.7156133828996283, "test_loss": 0.7222312905571677, "test_acc": 0.6553030303030303, "best_acc": 0.6628787878787878, "spike_rates": [0.034243108156849354, 0.03837012521484319, 0.02653408214888152, 0.029710524879834232, 0.04192366122322924], "spikes_per_sample": 130204.34700226244, "wall_time_s": 2.3537511825561523, "timestamp": "2026-08-21T08:57:08.374336+00:00"}
+{"epoch": 30, "train_loss": 1.011738851611056, "train_acc": 0.7565055762081785, "test_loss": 0.7157016703576753, "test_acc": 0.6704545454545454, "best_acc": 0.6704545454545454, "spike_rates": [0.034063457347014374, 0.0377307492582237, 0.02614198668914683, 0.02926400029922233, 0.041128581499352175], "spikes_per_sample": 128886.32819570135, "wall_time_s": 2.3466804027557373, "timestamp": "2026-08-21T08:57:10.747903+00:00"}
+{"epoch": 31, "train_loss": 1.0339863809954277, "train_acc": 0.7657992565055762, "test_loss": 0.8948212771704702, "test_acc": 0.6060606060606061, "best_acc": 0.6704545454545454, "spike_rates": [0.034909739432966005, 0.037536214379703295, 0.02609312107019565, 0.02809368764214656, 0.04042976700207766], "spikes_per_sample": 130272.50961538462, "wall_time_s": 2.333251714706421, "timestamp": "2026-08-21T08:57:13.114752+00:00"}
+{"epoch": 32, "train_loss": 1.0631563477356638, "train_acc": 0.7434944237918215, "test_loss": 0.766410231590271, "test_acc": 0.6401515151515151, "best_acc": 0.6704545454545454, "spike_rates": [0.0355821096283548, 0.036579021855312234, 0.02487534668077441, 0.02971452726599048, 0.041820767828646827], "spikes_per_sample": 130264.26838235294, "wall_time_s": 2.339500904083252, "timestamp": "2026-08-21T08:57:15.483039+00:00"}
+{"epoch": 33, "train_loss": 0.9770788738718706, "train_acc": 0.8122676579925651, "test_loss": 0.7420001535704641, "test_acc": 0.6931818181818182, "best_acc": 0.6931818181818182, "spike_rates": [0.03538617820424192, 0.0359071346328539, 0.024849297040525603, 0.027829155216322225, 0.04050526702228714], "spikes_per_sample": 128877.38164592758, "wall_time_s": 2.323009490966797, "timestamp": "2026-08-21T08:57:17.844576+00:00"}
+{"epoch": 34, "train_loss": 1.0256757151238538, "train_acc": 0.7732342007434945, "test_loss": 0.6807075106736385, "test_acc": 0.7234848484848485, "best_acc": 0.7234848484848485, "spike_rates": [0.03545927168691859, 0.03717757498516756, 0.023975419318851304, 0.02750819954363739, 0.04051458791774862], "spikes_per_sample": 129862.34686085973, "wall_time_s": 2.3156280517578125, "timestamp": "2026-08-21T08:57:20.190607+00:00"}
+{"epoch": 35, "train_loss": 0.9753167538394715, "train_acc": 0.7992565055762082, "test_loss": 0.7606586254004276, "test_acc": 0.7083333333333334, "best_acc": 0.7234848484848485, "spike_rates": [0.03553657781551866, 0.03775909608777832, 0.02399568193975617, 0.02706203850753167, 0.04061522006111987], "spikes_per_sample": 130587.64465497738, "wall_time_s": 2.3097786903381348, "timestamp": "2026-08-21T08:57:22.532328+00:00"}
+{"epoch": 36, "train_loss": 0.9844091753977382, "train_acc": 0.8085501858736059, "test_loss": 0.7614225040782582, "test_acc": 0.6856060606060606, "best_acc": 0.7234848484848485, "spike_rates": [0.03562453783610288, 0.03675981413792161, 0.023494432954227224, 0.0263323903302936, 0.04083664496155346], "spikes_per_sample": 129367.51117081447, "wall_time_s": 2.308912754058838, "timestamp": "2026-08-21T08:57:24.867905+00:00"}
+{"epoch": 37, "train_loss": 0.9489487936948755, "train_acc": 0.7936802973977695, "test_loss": 0.712258472587123, "test_acc": 0.7348484848484849, "best_acc": 0.7348484848484849, "spike_rates": [0.03595985954298692, 0.03565640418845065, 0.02352172333528014, 0.025375662919353035, 0.03965241461992264], "spikes_per_sample": 128792.70418552036, "wall_time_s": 2.298351764678955, "timestamp": "2026-08-21T08:57:27.195030+00:00"}
+{"epoch": 38, "train_loss": 0.967132803454275, "train_acc": 0.7899628252788105, "test_loss": 0.6294148501121637, "test_acc": 0.7424242424242424, "best_acc": 0.7424242424242424, "spike_rates": [0.03664157999789014, 0.03622664883732796, 0.02350192560869105, 0.025197107892702606, 0.04030162074110087], "spikes_per_sample": 130791.85237556562, "wall_time_s": 2.294828176498413, "timestamp": "2026-08-21T08:57:29.524560+00:00"}
+{"epoch": 39, "train_loss": 0.91700255250399, "train_acc": 0.8327137546468402, "test_loss": 0.5802348960529674, "test_acc": 0.7765151515151515, "best_acc": 0.7765151515151515, "spike_rates": [0.03648392089149531, 0.03792951891527457, 0.023939465008237782, 0.025567348279497203, 0.040584132732713926], "spikes_per_sample": 132527.10421380092, "wall_time_s": 2.3008689880371094, "timestamp": "2026-08-21T08:57:31.859501+00:00"}
+{"epoch": 40, "train_loss": 0.8894264644849699, "train_acc": 0.8605947955390335, "test_loss": 0.6381068049055157, "test_acc": 0.7613636363636364, "best_acc": 0.7765151515151515, "spike_rates": [0.036608233828754985, 0.03852298570906415, 0.023318069384378547, 0.025684190585332757, 0.04011772134724785], "spikes_per_sample": 133095.72087104074, "wall_time_s": 2.300968885421753, "timestamp": "2026-08-21T08:57:34.192578+00:00"}
+{"epoch": 41, "train_loss": 0.8737389722278127, "train_acc": 0.8494423791821561, "test_loss": 0.6335896813508236, "test_acc": 0.7689393939393939, "best_acc": 0.7765151515151515, "spike_rates": [0.03659607711083749, 0.038163011784062666, 0.023706909269094467, 0.02564940634457504, 0.03986394909374854], "spikes_per_sample": 132890.02106900452, "wall_time_s": 2.304616689682007, "timestamp": "2026-08-21T08:57:36.524209+00:00"}
+{"epoch": 42, "train_loss": 0.8894270556566883, "train_acc": 0.862453531598513, "test_loss": 0.8086438088706045, "test_acc": 0.6628787878787878, "best_acc": 0.7765151515151515, "spike_rates": [0.036553269800017864, 0.038093874340548235, 0.02420917766935685, 0.026294245548984584, 0.04057144592790043], "spikes_per_sample": 133081.35138574662, "wall_time_s": 2.288212776184082, "timestamp": "2026-08-21T08:57:38.838720+00:00"}
+{"epoch": 43, "train_loss": 0.8917153284895376, "train_acc": 0.8513011152416357, "test_loss": 0.6747214857375983, "test_acc": 0.7651515151515151, "best_acc": 0.7765151515151515, "spike_rates": [0.036732483436079585, 0.03881656027892057, 0.02419122856329469, 0.02554238653358291, 0.040290470070698685], "spikes_per_sample": 134104.8096719457, "wall_time_s": 2.2981443405151367, "timestamp": "2026-08-21T08:57:41.163934+00:00"}
+{"epoch": 44, "train_loss": 0.8579834839225259, "train_acc": 0.8531598513011153, "test_loss": 0.555924755154234, "test_acc": 0.7689393939393939, "best_acc": 0.7765151515151515, "spike_rates": [0.03667888921849868, 0.037848570110166777, 0.024404178209164563, 0.024900505538372433, 0.03979545700199464], "spikes_per_sample": 133000.48826357466, "wall_time_s": 2.297758102416992, "timestamp": "2026-08-21T08:57:43.492163+00:00"}
+{"epoch": 45, "train_loss": 0.8669776963035414, "train_acc": 0.8568773234200744, "test_loss": 0.6440777507695284, "test_acc": 0.7424242424242424, "best_acc": 0.7765151515151515, "spike_rates": [0.03674746326663915, 0.038241360117407405, 0.02406838152776746, 0.02452090316835572, 0.04030686814118834], "spikes_per_sample": 133334.98600113124, "wall_time_s": 2.290921688079834, "timestamp": "2026-08-21T08:57:45.810432+00:00"}
+{"epoch": 46, "train_loss": 0.8191535105049389, "train_acc": 0.8810408921933085, "test_loss": 0.47708823373823456, "test_acc": 0.8484848484848485, "best_acc": 0.8484848484848485, "spike_rates": [0.036759961396455765, 0.03827072482775239, 0.024148033274447218, 0.023784964400179246, 0.039317981285207415], "spikes_per_sample": 133329.16317873303, "wall_time_s": 2.3000106811523438, "timestamp": "2026-08-21T08:57:48.138086+00:00"}
+{"epoch": 47, "train_loss": 0.848966774222576, "train_acc": 0.8717472118959108, "test_loss": 0.6298614487503514, "test_acc": 0.7916666666666666, "best_acc": 0.8484848484848485, "spike_rates": [0.036749331828425914, 0.03830639316755183, 0.023841651923516217, 0.023909243042854703, 0.03928699760752566], "spikes_per_sample": 133199.47567873303, "wall_time_s": 2.3019073009490967, "timestamp": "2026-08-21T08:57:50.472939+00:00"}
+{"epoch": 48, "train_loss": 0.9049779039333301, "train_acc": 0.8364312267657993, "test_loss": 0.6627341436617302, "test_acc": 0.7916666666666666, "best_acc": 0.8484848484848485, "spike_rates": [0.03678582258084241, 0.03794310570639722, 0.023200287538416246, 0.023829100982231254, 0.039734490873182524], "spikes_per_sample": 132551.93693438914, "wall_time_s": 2.3064730167388916, "timestamp": "2026-08-21T08:57:52.806710+00:00"}
+{"epoch": 49, "train_loss": 0.8039069827161314, "train_acc": 0.8996282527881041, "test_loss": 0.6319114927089575, "test_acc": 0.7537878787878788, "best_acc": 0.8484848484848485, "spike_rates": [0.0368469258879914, 0.037769369342747855, 0.023206428460338536, 0.024181478163775277, 0.03987430561991299], "spikes_per_sample": 132548.55104638007, "wall_time_s": 2.318113327026367, "timestamp": "2026-08-21T08:57:55.153075+00:00"}
+{"epoch": 50, "train_loss": 0.818056000431231, "train_acc": 0.895910780669145, "test_loss": 0.6427171284502203, "test_acc": 0.7954545454545454, "best_acc": 0.8484848484848485, "spike_rates": [0.03681058458545629, 0.03817951460095013, 0.023655988604706878, 0.024177513578358817, 0.040026237640310734], "spikes_per_sample": 133138.78181561086, "wall_time_s": 2.3249475955963135, "timestamp": "2026-08-21T08:57:57.504634+00:00"}
+{"epoch": 51, "train_loss": 0.7850659068632303, "train_acc": 0.8996282527881041, "test_loss": 0.5082772238688036, "test_acc": 0.8560606060606061, "best_acc": 0.8560606060606061, "spike_rates": [0.036812285947449064, 0.03856189943411771, 0.023786928942974878, 0.023057637736201286, 0.039532484596266466], "spikes_per_sample": 133461.1419683258, "wall_time_s": 2.338834047317505, "timestamp": "2026-08-21T08:57:59.870654+00:00"}
+{"epoch": 52, "train_loss": 0.765282771844403, "train_acc": 0.9330855018587361, "test_loss": 0.5643966053471421, "test_acc": 0.7992424242424242, "best_acc": 0.8560606060606061, "spike_rates": [0.03673870664309053, 0.03824998964281643, 0.0234779160031501, 0.022744266206727308, 0.039300530272371625], "spikes_per_sample": 132774.75141402715, "wall_time_s": 2.341273784637451, "timestamp": "2026-08-21T08:58:02.245268+00:00"}
+{"epoch": 53, "train_loss": 0.7910579691145943, "train_acc": 0.8921933085501859, "test_loss": 0.7216637107458982, "test_acc": 0.7765151515151515, "best_acc": 0.8560606060606061, "spike_rates": [0.036770651883938736, 0.03788417512003113, 0.022419920958140317, 0.022330393138177255, 0.03960278893218321], "spikes_per_sample": 131851.4694570136, "wall_time_s": 2.3471546173095703, "timestamp": "2026-08-21T08:58:04.619724+00:00"}
+{"epoch": 54, "train_loss": 0.7558468398551516, "train_acc": 0.9200743494423792, "test_loss": 0.5630707722721677, "test_acc": 0.8068181818181818, "best_acc": 0.8560606060606061, "spike_rates": [0.03687512151458684, 0.03732825114446528, 0.022160745609332535, 0.022156753193806198, 0.03927917844232391], "spikes_per_sample": 131326.73274886876, "wall_time_s": 2.3397183418273926, "timestamp": "2026-08-21T08:58:06.986843+00:00"}
+{"epoch": 55, "train_loss": 0.8048666485180199, "train_acc": 0.9052044609665427, "test_loss": 0.5903089570276665, "test_acc": 0.7954545454545454, "best_acc": 0.8560606060606061, "spike_rates": [0.03670020050862256, 0.03756249520708533, 0.022348819848369148, 0.02300144326599205, 0.03998531160109183], "spikes_per_sample": 131420.35364819007, "wall_time_s": 2.3431215286254883, "timestamp": "2026-08-21T08:58:09.356659+00:00"}
+{"epoch": 56, "train_loss": 0.772314420863155, "train_acc": 0.9312267657992565, "test_loss": 0.7227655802712296, "test_acc": 0.7878787878787878, "best_acc": 0.8560606060606061, "spike_rates": [0.036852142390082866, 0.03789914180250729, 0.022677519523045597, 0.023365006727330825, 0.040141317116863584], "spikes_per_sample": 132313.32409502263, "wall_time_s": 2.3432955741882324, "timestamp": "2026-08-21T08:58:11.728610+00:00"}
+{"epoch": 57, "train_loss": 0.7495195546557912, "train_acc": 0.9200743494423792, "test_loss": 0.5088999470074972, "test_acc": 0.8143939393939394, "best_acc": 0.8560606060606061, "spike_rates": [0.03687479719519615, 0.03784373797038022, 0.023071399725535336, 0.022483544205041492, 0.039424930863520675], "spikes_per_sample": 132387.68170248868, "wall_time_s": 2.344721555709839, "timestamp": "2026-08-21T08:58:14.100017+00:00"}
+{"epoch": 58, "train_loss": 0.7574570644300667, "train_acc": 0.912639405204461, "test_loss": 0.5570136733127363, "test_acc": 0.803030303030303, "best_acc": 0.8560606060606061, "spike_rates": [0.03650869451024953, 0.038088712403002906, 0.023269911241881987, 0.02181579194524709, 0.03989284397924647], "spikes_per_sample": 131897.2528280543, "wall_time_s": 2.3606321811676025, "timestamp": "2026-08-21T08:58:16.490745+00:00"}
+{"epoch": 59, "train_loss": 0.7603309679651792, "train_acc": 0.9163568773234201, "test_loss": 0.4747259932937044, "test_acc": 0.8674242424242424, "best_acc": 0.8674242424242424, "spike_rates": [0.03570847366662586, 0.038192574592197645, 0.023258259958204103, 0.020985142711330864, 0.03950654123635853], "spikes_per_sample": 130209.78337104073, "wall_time_s": 2.347501516342163, "timestamp": "2026-08-21T08:58:18.865303+00:00"}
+{"epoch": 60, "train_loss": 0.7275069229664856, "train_acc": 0.9368029739776952, "test_loss": 0.46993441089536203, "test_acc": 0.8825757575757576, "best_acc": 0.8825757575757576, "spike_rates": [0.035966204369769376, 0.03811349434887662, 0.02237787568832145, 0.021234420730787164, 0.03897638465551769], "spikes_per_sample": 130234.13899886876, "wall_time_s": 2.3576085567474365, "timestamp": "2026-08-21T08:58:21.255124+00:00"}
+{"epoch": 61, "train_loss": 0.7302796432963091, "train_acc": 0.9368029739776952, "test_loss": 0.46914478459141473, "test_acc": 0.8522727272727273, "best_acc": 0.8825757575757576, "spike_rates": [0.03687113019473413, 0.03843376347247292, 0.02215330905335791, 0.020891064449268228, 0.038932437844136185], "spikes_per_sample": 132304.78718891402, "wall_time_s": 2.336876392364502, "timestamp": "2026-08-21T08:58:23.626406+00:00"}
+{"epoch": 62, "train_loss": 0.6998323612053599, "train_acc": 0.9553903345724907, "test_loss": 0.536397678382469, "test_acc": 0.8181818181818182, "best_acc": 0.8825757575757576, "spike_rates": [0.03678202694829773, 0.03824733088121695, 0.022403621936545652, 0.021087100619778913, 0.0388759942177464], "spikes_per_sample": 132078.6703902715, "wall_time_s": 2.342233896255493, "timestamp": "2026-08-21T08:58:25.997775+00:00"}
+{"epoch": 63, "train_loss": 0.7242564452625119, "train_acc": 0.9405204460966543, "test_loss": 0.48841550855925586, "test_acc": 0.8484848484848485, "best_acc": 0.8825757575757576, "spike_rates": [0.03675086752456777, 0.03791950993678149, 0.02246205092352979, 0.021323504035963732, 0.03878309511963059], "spikes_per_sample": 131730.3901300905, "wall_time_s": 2.3479132652282715, "timestamp": "2026-08-21T08:58:28.371782+00:00"}
+{"epoch": 64, "train_loss": 0.69761764582205, "train_acc": 0.9423791821561338, "test_loss": 0.48733797533945605, "test_acc": 0.8295454545454546, "best_acc": 0.8825757575757576, "spike_rates": [0.036945667336968815, 0.03786894175059655, 0.022525717011269403, 0.020784921834574026, 0.038589287768392], "spikes_per_sample": 132047.06900452488, "wall_time_s": 2.3467648029327393, "timestamp": "2026-08-21T08:58:30.744726+00:00"}
+{"epoch": 65, "train_loss": 0.6960700023573128, "train_acc": 0.9572490706319703, "test_loss": 0.49189648167653516, "test_acc": 0.8522727272727273, "best_acc": 0.8825757575757576, "spike_rates": [0.03692208011360729, 0.03840609092046233, 0.02234520368716296, 0.02063559412079699, 0.0387067321468802], "spikes_per_sample": 132447.63291855203, "wall_time_s": 2.3258042335510254, "timestamp": "2026-08-21T08:58:33.098930+00:00"}
+{"epoch": 66, "train_loss": 0.6884986702837466, "train_acc": 0.9405204460966543, "test_loss": 0.4982375674175494, "test_acc": 0.8484848484848485, "best_acc": 0.8825757575757576, "spike_rates": [0.03695374179412337, 0.038605775903252995, 0.022358468788511613, 0.020496631698573336, 0.03912488151999081], "spikes_per_sample": 132715.5651866516, "wall_time_s": 2.3266749382019043, "timestamp": "2026-08-21T08:58:35.452854+00:00"}
+{"epoch": 67, "train_loss": 0.6885433914936165, "train_acc": 0.9516728624535316, "test_loss": 0.4465892558748072, "test_acc": 0.875, "best_acc": 0.8825757575757576, "spike_rates": [0.037065780995523226, 0.03914018128724659, 0.02234217053388848, 0.02077012147535296, 0.038991332711542356], "spikes_per_sample": 133536.98444570135, "wall_time_s": 2.332801103591919, "timestamp": "2026-08-21T08:58:37.812216+00:00"}
+{"epoch": 68, "train_loss": 0.677085594616858, "train_acc": 0.9553903345724907, "test_loss": 0.4844750960667928, "test_acc": 0.8560606060606061, "best_acc": 0.8825757575757576, "spike_rates": [0.0369922420119538, 0.03867294069598703, 0.022406169487272993, 0.020414550953051624, 0.03868059879716705], "spikes_per_sample": 132877.31575226245, "wall_time_s": 2.324658155441284, "timestamp": "2026-08-21T08:58:40.165174+00:00"}
+{"epoch": 69, "train_loss": 0.6532751964370558, "train_acc": 0.9628252788104089, "test_loss": 0.466847452250394, "test_acc": 0.8598484848484849, "best_acc": 0.8825757575757576, "spike_rates": [0.037003931096371484, 0.038660749354783225, 0.022591592853560168, 0.020216374384129748, 0.03858612894135363], "spikes_per_sample": 132959.59247737555, "wall_time_s": 2.318077802658081, "timestamp": "2026-08-21T08:58:42.509995+00:00"}
+{"epoch": 70, "train_loss": 0.6419812660235011, "train_acc": 0.9739776951672863, "test_loss": 0.45132381852829095, "test_acc": 0.8674242424242424, "best_acc": 0.8825757575757576, "spike_rates": [0.03695346919052741, 0.03868690724758541, 0.021979293402503517, 0.020304328268941713, 0.03873735315659467], "spikes_per_sample": 132572.70149886876, "wall_time_s": 2.318436861038208, "timestamp": "2026-08-21T08:58:44.857642+00:00"}
+{"epoch": 71, "train_loss": 0.6796794449529683, "train_acc": 0.949814126394052, "test_loss": 0.49244744624152326, "test_acc": 0.8636363636363636, "best_acc": 0.8825757575757576, "spike_rates": [0.03699704018585822, 0.03859877016614465, 0.02181465978569844, 0.02010323666036129, 0.03861925290787921], "spikes_per_sample": 132458.13390837103, "wall_time_s": 2.317972421646118, "timestamp": "2026-08-21T08:58:47.203499+00:00"}
+{"epoch": 72, "train_loss": 0.6586410177241471, "train_acc": 0.9721189591078067, "test_loss": 0.5005877180532976, "test_acc": 0.8560606060606061, "best_acc": 0.8825757575757576, "spike_rates": [0.03693423069575254, 0.03838518327649902, 0.021567604668876705, 0.02029465664835537, 0.0387051613891826], "spikes_per_sample": 131998.75919117648, "wall_time_s": 2.3233442306518555, "timestamp": "2026-08-21T08:58:49.553781+00:00"}
+{"epoch": 73, "train_loss": 0.6516523562842585, "train_acc": 0.9702602230483272, "test_loss": 0.4836146587675268, "test_acc": 0.8636363636363636, "best_acc": 0.8825757575757576, "spike_rates": [0.03692189056207152, 0.03818759935743669, 0.02162876067792668, 0.020163718391867244, 0.03869432145181824], "spikes_per_sample": 131780.49363687783, "wall_time_s": 2.319427013397217, "timestamp": "2026-08-21T08:58:51.901055+00:00"}
+{"epoch": 74, "train_loss": 0.6754049271012771, "train_acc": 0.9460966542750929, "test_loss": 0.47204550287940283, "test_acc": 0.8522727272727273, "best_acc": 0.8825757575757576, "spike_rates": [0.03699371525469948, 0.03816141845548854, 0.021491550237816924, 0.0204096746576183, 0.03891379583407851], "spikes_per_sample": 131865.75155542986, "wall_time_s": 2.3180673122406006, "timestamp": "2026-08-21T08:58:54.246862+00:00"}
+{"epoch": 75, "train_loss": 0.6498680046056726, "train_acc": 0.9721189591078067, "test_loss": 0.42790885946967383, "test_acc": 0.8825757575757576, "best_acc": 0.8825757575757576, "spike_rates": [0.03700895410250215, 0.038420598953962326, 0.021545497371869927, 0.020389423103016967, 0.03909676324795274], "spikes_per_sample": 132196.58837669683, "wall_time_s": 2.327756881713867, "timestamp": "2026-08-21T08:58:56.604172+00:00"}
+{"epoch": 76, "train_loss": 0.6548925412188675, "train_acc": 0.9572490706319703, "test_loss": 0.4422407926935138, "test_acc": 0.8977272727272727, "best_acc": 0.8977272727272727, "spike_rates": [0.03703593265484361, 0.03801562220734708, 0.021911525112741134, 0.019882961669388938, 0.038886160973240345], "spikes_per_sample": 131952.26838235295, "wall_time_s": 2.3253114223480225, "timestamp": "2026-08-21T08:58:58.955796+00:00"}
+{"epoch": 77, "train_loss": 0.6433044636559753, "train_acc": 0.9739776951672863, "test_loss": 0.44213624343727576, "test_acc": 0.875, "best_acc": 0.8977272727272727, "spike_rates": [0.03710715801400297, 0.03778067669447731, 0.021776517962708193, 0.01993566510431907, 0.03882383116904427], "spikes_per_sample": 131791.0294117647, "wall_time_s": 2.3237931728363037, "timestamp": "2026-08-21T08:59:01.313687+00:00"}
+{"epoch": 78, "train_loss": 0.6418864791278059, "train_acc": 0.9758364312267658, "test_loss": 0.5044286183335565, "test_acc": 0.8636363636363636, "best_acc": 0.8977272727272727, "spike_rates": [0.03705697616233545, 0.03769805413835189, 0.021587090895456428, 0.01984679972862496, 0.038791501127621704], "spikes_per_sample": 131487.9251979638, "wall_time_s": 2.3258447647094727, "timestamp": "2026-08-21T08:59:03.667388+00:00"}
+{"epoch": 79, "train_loss": 0.6273009945468832, "train_acc": 0.9851301115241635, "test_loss": 0.4362236974817334, "test_acc": 0.8863636363636364, "best_acc": 0.8977272727272727, "spike_rates": [0.03707859643241938, 0.03774779509095585, 0.021784389720243567, 0.019837398958556792, 0.03869328582111527], "spikes_per_sample": 131686.6418269231, "wall_time_s": 2.3324050903320312, "timestamp": "2026-08-21T08:59:06.028639+00:00"}
+{"epoch": 80, "train_loss": 0.6266595668065946, "train_acc": 0.9795539033457249, "test_loss": 0.5248102509614193, "test_acc": 0.8636363636363636, "best_acc": 0.8977272727272727, "spike_rates": [0.03700397886774119, 0.03794934534851242, 0.021695853375336704, 0.019661854843006414, 0.03861205520875314], "spikes_per_sample": 131671.3578902715, "wall_time_s": 2.344196319580078, "timestamp": "2026-08-21T08:59:08.399841+00:00"}
+{"epoch": 81, "train_loss": 0.6217316845535789, "train_acc": 0.9888475836431226, "test_loss": 0.4598644439018134, "test_acc": 0.875, "best_acc": 0.8977272727272727, "spike_rates": [0.03710957002990386, 0.03819310380255475, 0.02161047552876613, 0.019755157477715436, 0.03876907904358471], "spikes_per_sample": 132117.04256221722, "wall_time_s": 2.3445403575897217, "timestamp": "2026-08-21T08:59:10.771139+00:00"}
+{"epoch": 82, "train_loss": 0.6239579499432588, "train_acc": 0.9795539033457249, "test_loss": 0.4640641914624156, "test_acc": 0.8712121212121212, "best_acc": 0.8977272727272727, "spike_rates": [0.036988973836688435, 0.03808696524185293, 0.02163059954695842, 0.01985782417742645, 0.03876248527975643], "spikes_per_sample": 131776.81575226245, "wall_time_s": 2.346527576446533, "timestamp": "2026-08-21T08:59:13.145087+00:00"}
+{"epoch": 83, "train_loss": 0.6137436364663135, "train_acc": 0.9851301115241635, "test_loss": 0.44754391728025494, "test_acc": 0.8901515151515151, "best_acc": 0.8977272727272727, "spike_rates": [0.037077820257228965, 0.038313331630300075, 0.02168050452190287, 0.019783931619980755, 0.03838557245976785], "spikes_per_sample": 132213.8875848416, "wall_time_s": 2.3450677394866943, "timestamp": "2026-08-21T08:59:15.517984+00:00"}
+{"epoch": 84, "train_loss": 0.6203291154705459, "train_acc": 0.9739776951672863, "test_loss": 0.4607796687068361, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.037032006418003756, 0.03825621613684822, 0.021670589113936704, 0.019762718830915058, 0.038325624869150275], "spikes_per_sample": 132049.4584276018, "wall_time_s": 2.3430280685424805, "timestamp": "2026-08-21T08:59:17.888484+00:00"}
+{"epoch": 85, "train_loss": 0.6121371395082722, "train_acc": 0.983271375464684, "test_loss": 0.45871082399830676, "test_acc": 0.8712121212121212, "best_acc": 0.8977272727272727, "spike_rates": [0.037137342726483065, 0.03821745098513715, 0.02158640686641721, 0.019649659886079675, 0.03836194206686581], "spikes_per_sample": 132171.0301187783, "wall_time_s": 2.3422305583953857, "timestamp": "2026-08-21T08:59:20.259108+00:00"}
+{"epoch": 86, "train_loss": 0.6109962275037092, "train_acc": 0.9869888475836431, "test_loss": 0.4448104098890767, "test_acc": 0.8901515151515151, "best_acc": 0.8977272727272727, "spike_rates": [0.03710005914463716, 0.03803441958392367, 0.021467523430200183, 0.019576521480784696, 0.038302408640875536], "spikes_per_sample": 131828.7053167421, "wall_time_s": 2.3444344997406006, "timestamp": "2026-08-21T08:59:22.630167+00:00"}
+{"epoch": 87, "train_loss": 0.6137065519630688, "train_acc": 0.9888475836431226, "test_loss": 0.4314045219710379, "test_acc": 0.875, "best_acc": 0.8977272727272727, "spike_rates": [0.03703394641771036, 0.0379198699751321, 0.021503403235007736, 0.01974024930421044, 0.038700138383051925], "spikes_per_sample": 131613.24194004523, "wall_time_s": 2.343440055847168, "timestamp": "2026-08-21T08:59:25.000139+00:00"}
+{"epoch": 88, "train_loss": 0.6055308487335546, "train_acc": 0.9869888475836431, "test_loss": 0.45129962762196857, "test_acc": 0.8863636363636364, "best_acc": 0.8977272727272727, "spike_rates": [0.03701519988038961, 0.038092065383406246, 0.021571900585995, 0.019861207288854262, 0.03837899600758272], "spikes_per_sample": 131803.6597850679, "wall_time_s": 2.3374288082122803, "timestamp": "2026-08-21T08:59:27.370894+00:00"}
+{"epoch": 89, "train_loss": 0.6074276289532176, "train_acc": 0.9851301115241635, "test_loss": 0.4573685693921465, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.03711684815147344, 0.03813268397660816, 0.02153051984222496, 0.019705270800520393, 0.03849281567861052], "spikes_per_sample": 132018.3125, "wall_time_s": 2.342054605484009, "timestamp": "2026-08-21T08:59:29.739648+00:00"}
+{"epoch": 90, "train_loss": 0.6009784604537, "train_acc": 0.983271375464684, "test_loss": 0.422069919831825, "test_acc": 0.8939393939393939, "best_acc": 0.8977272727272727, "spike_rates": [0.03706375531413976, 0.038149305564515734, 0.021716998451772856, 0.019935763276675168, 0.0386889013735687], "spikes_per_sample": 132053.80571266968, "wall_time_s": 2.3469080924987793, "timestamp": "2026-08-21T08:59:32.113799+00:00"}
+{"epoch": 91, "train_loss": 0.6004836120570016, "train_acc": 0.9869888475836431, "test_loss": 0.43100427226586774, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.03720248928841423, 0.03847742036861532, 0.021647638367379412, 0.019719242501784775, 0.03873067327282008], "spikes_per_sample": 132624.565469457, "wall_time_s": 2.3509395122528076, "timestamp": "2026-08-21T08:59:34.492928+00:00"}
+{"epoch": 92, "train_loss": 0.595788766903505, "train_acc": 0.9907063197026023, "test_loss": 0.46705001095930737, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.03711271154529908, 0.03814378380775452, 0.021739243474953315, 0.019801275804638863, 0.03869345828014262], "spikes_per_sample": 132144.72525452488, "wall_time_s": 2.3299694061279297, "timestamp": "2026-08-21T08:59:36.851279+00:00"}
+{"epoch": 93, "train_loss": 0.6032929876923118, "train_acc": 0.9851301115241635, "test_loss": 0.43036271586562647, "test_acc": 0.8977272727272727, "best_acc": 0.8977272727272727, "spike_rates": [0.03710116248796968, 0.038185544312000275, 0.02165492602130946, 0.019795019727419403, 0.03861095033147756], "spikes_per_sample": 132118.68127828054, "wall_time_s": 2.3357582092285156, "timestamp": "2026-08-21T08:59:39.213531+00:00"}
+{"epoch": 94, "train_loss": 0.6054027169167331, "train_acc": 0.9888475836431226, "test_loss": 0.4723265076225454, "test_acc": 0.8712121212121212, "best_acc": 0.8977272727272727, "spike_rates": [0.03710474490242846, 0.03822147298385115, 0.021696879364111844, 0.019875245935776654, 0.038568971569047254], "spikes_per_sample": 132196.08017533936, "wall_time_s": 2.3370296955108643, "timestamp": "2026-08-21T08:59:41.577737+00:00"}
+{"epoch": 95, "train_loss": 0.6057577068920915, "train_acc": 0.9888475836431226, "test_loss": 0.45210264668320166, "test_acc": 0.8674242424242424, "best_acc": 0.8977272727272727, "spike_rates": [0.03711766705793493, 0.03824661737855743, 0.0216501480077996, 0.019846034838872796, 0.03845121645752121], "spikes_per_sample": 132220.33569004523, "wall_time_s": 2.3274033069610596, "timestamp": "2026-08-21T08:59:43.932119+00:00"}
+{"epoch": 96, "train_loss": 0.6054006978924833, "train_acc": 0.9851301115241635, "test_loss": 0.45559309829365124, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.03705026318921762, 0.038136035642203164, 0.021691555705140617, 0.019910426152979627, 0.03879871635752566], "spikes_per_sample": 131995.87005090498, "wall_time_s": 2.331543207168579, "timestamp": "2026-08-21T08:59:46.290930+00:00"}
+{"epoch": 97, "train_loss": 0.6017083800415124, "train_acc": 0.9944237918215614, "test_loss": 0.47254414133953326, "test_acc": 0.8636363636363636, "best_acc": 0.8977272727272727, "spike_rates": [0.037017417085521365, 0.03808188767117612, 0.021742726402247652, 0.019894045394133118, 0.03864837240646867], "spikes_per_sample": 131893.58272058822, "wall_time_s": 2.332634925842285, "timestamp": "2026-08-21T08:59:48.650403+00:00"}
+{"epoch": 98, "train_loss": 0.6091205971834828, "train_acc": 0.983271375464684, "test_loss": 0.44126976574912213, "test_acc": 0.8863636363636364, "best_acc": 0.8977272727272727, "spike_rates": [0.037080050829578846, 0.038173328427707445, 0.021722195998710746, 0.019825344247853056, 0.038823486031854856], "spikes_per_sample": 132102.43085407242, "wall_time_s": 2.329777479171753, "timestamp": "2026-08-21T08:59:51.007743+00:00"}
+{"epoch": 99, "train_loss": 0.6046649510089349, "train_acc": 0.9869888475836431, "test_loss": 0.4480071185213147, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.03703076282844824, 0.038068666177637434, 0.021710358121815848, 0.01988913579022183, 0.03885174235876869], "spikes_per_sample": 131891.84417420815, "wall_time_s": 2.329864501953125, "timestamp": "2026-08-21T08:59:53.366307+00:00"}
+{"epoch": 100, "train_loss": 0.6022511667478483, "train_acc": 0.9888475836431226, "test_loss": 0.45074082053068915, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.037020061603363824, 0.03804797898320591, 0.021778040401199284, 0.019889572635293007, 0.038539783043019915], "spikes_per_sample": 131880.7936934389, "wall_time_s": 2.3262593746185303, "timestamp": "2026-08-21T08:59:55.718855+00:00"}

opt1_ttfs_temporal/opt1_ttfs_dta_decay0.95.gpu_telemetry.csv

@@ -0,0 +1,149 @@
+timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
+2026/08/21 08:54:03.079, 0, 0, 0, 0, 15360, 56, 11.45, 300
+2026/08/21 08:54:03.096, 1, 0, 0, 0, 15360, 53, 10.96, 300
+2026/08/21 08:54:08.151, 0, 0, 0, 105, 15360, 58, 29.91, 585
+2026/08/21 08:54:08.161, 1, 2, 0, 123, 15360, 55, 29.63, 690
+2026/08/21 08:54:13.208, 0, 0, 0, 205, 15360, 59, 30.10, 585
+2026/08/21 08:54:13.218, 1, 100, 0, 205, 15360, 58, 42.64, 1590
+2026/08/21 08:54:18.263, 0, 0, 0, 205, 15360, 59, 30.10, 585
+2026/08/21 08:54:18.274, 1, 100, 0, 205, 15360, 59, 43.03, 1590
+2026/08/21 08:54:23.317, 0, 0, 0, 205, 15360, 59, 30.19, 585
+2026/08/21 08:54:23.328, 1, 100, 0, 205, 15360, 60, 43.82, 1590
+2026/08/21 08:54:28.373, 0, 0, 0, 205, 15360, 59, 30.30, 585
+2026/08/21 08:54:28.383, 1, 100, 0, 205, 15360, 61, 44.21, 1590
+2026/08/21 08:54:33.427, 0, 0, 0, 205, 15360, 60, 30.30, 585
+2026/08/21 08:54:33.438, 1, 100, 0, 205, 15360, 62, 44.51, 1590
+2026/08/21 08:54:38.483, 0, 0, 0, 205, 15360, 60, 30.40, 585
+2026/08/21 08:54:38.492, 1, 0, 0, 205, 15360, 61, 30.81, 585
+2026/08/21 08:54:43.543, 0, 0, 0, 205, 15360, 60, 30.40, 585
+2026/08/21 08:54:43.553, 1, 0, 0, 205, 15360, 61, 30.70, 585
+2026/08/21 08:54:48.601, 0, 0, 0, 205, 15360, 60, 30.50, 585
+2026/08/21 08:54:48.610, 1, 0, 0, 205, 15360, 61, 30.70, 585
+2026/08/21 08:54:53.658, 0, 0, 0, 205, 15360, 60, 30.60, 585
+2026/08/21 08:54:53.668, 1, 0, 0, 205, 15360, 61, 30.70, 585
+2026/08/21 08:54:58.716, 0, 0, 0, 205, 15360, 61, 30.60, 585
+2026/08/21 08:54:58.727, 1, 0, 0, 205, 15360, 61, 30.80, 585
+2026/08/21 08:55:03.774, 0, 0, 0, 205, 15360, 61, 30.60, 585
+2026/08/21 08:55:03.785, 1, 0, 0, 205, 15360, 61, 30.90, 585
+2026/08/21 08:55:08.833, 0, 0, 0, 205, 15360, 61, 30.60, 585
+2026/08/21 08:55:08.844, 1, 0, 0, 205, 15360, 61, 30.80, 585
+2026/08/21 08:55:13.893, 0, 0, 0, 205, 15360, 61, 30.60, 585
+2026/08/21 08:55:13.903, 1, 0, 0, 205, 15360, 61, 31.09, 585
+2026/08/21 08:55:18.958, 0, 0, 0, 205, 15360, 61, 30.60, 585
+2026/08/21 08:55:18.968, 1, 0, 0, 205, 15360, 61, 30.90, 585
+2026/08/21 08:55:24.015, 0, 0, 0, 341, 15360, 61, 30.70, 585
+2026/08/21 08:55:24.026, 1, 0, 0, 205, 15360, 61, 30.99, 585
+2026/08/21 08:55:29.073, 0, 0, 0, 341, 15360, 61, 30.70, 585
+2026/08/21 08:55:29.083, 1, 0, 0, 205, 15360, 61, 30.99, 585
+2026/08/21 08:55:34.132, 0, 0, 0, 341, 15360, 62, 30.90, 585
+2026/08/21 08:55:34.142, 1, 0, 0, 205, 15360, 61, 30.99, 585
+2026/08/21 08:55:39.188, 0, 100, 0, 395, 15360, 63, 42.76, 1590
+2026/08/21 08:55:39.195, 1, 0, 0, 205, 15360, 62, 31.08, 585
+2026/08/21 08:55:44.244, 0, 100, 0, 395, 15360, 64, 45.76, 1590
+2026/08/21 08:55:44.252, 1, 0, 0, 205, 15360, 62, 31.08, 585
+2026/08/21 08:55:49.299, 0, 100, 0, 395, 15360, 65, 46.18, 1590
+2026/08/21 08:55:49.306, 1, 0, 0, 341, 15360, 62, 31.49, 585
+2026/08/21 08:55:54.360, 0, 100, 0, 395, 15360, 66, 46.45, 1590
+2026/08/21 08:55:54.369, 1, 0, 0, 341, 15360, 62, 31.09, 585
+2026/08/21 08:55:59.419, 0, 100, 0, 395, 15360, 67, 46.75, 1590
+2026/08/21 08:55:59.426, 1, 0, 0, 395, 15360, 62, 31.08, 585
+2026/08/21 08:56:04.476, 0, 94, 78, 2705, 15360, 69, 63.87, 1185
+2026/08/21 08:56:04.493, 1, 96, 85, 2705, 15360, 67, 60.12, 1230
+2026/08/21 08:56:09.541, 0, 94, 80, 2705, 15360, 71, 63.42, 1140
+2026/08/21 08:56:09.559, 1, 94, 79, 2705, 15360, 68, 41.65, 1470
+2026/08/21 08:56:14.610, 0, 92, 83, 2705, 15360, 72, 68.72, 1080
+2026/08/21 08:56:14.624, 1, 95, 43, 2705, 15360, 70, 66.96, 1125
+2026/08/21 08:56:19.677, 0, 96, 84, 2705, 15360, 73, 64.91, 1200
+2026/08/21 08:56:19.693, 1, 95, 80, 2705, 15360, 71, 61.42, 1245
+2026/08/21 08:56:24.748, 0, 95, 81, 2705, 15360, 74, 74.75, 960
+2026/08/21 08:56:24.763, 1, 93, 80, 2705, 15360, 72, 75.83, 1050
+2026/08/21 08:56:29.815, 0, 95, 80, 2705, 15360, 75, 67.69, 1050
+2026/08/21 08:56:29.829, 1, 95, 80, 2705, 15360, 73, 67.20, 1050
+2026/08/21 08:56:34.884, 0, 95, 88, 2705, 15360, 77, 67.93, 1125
+2026/08/21 08:56:34.903, 1, 95, 73, 2705, 15360, 73, 49.05, 1575
+2026/08/21 08:56:39.949, 0, 83, 71, 2705, 15360, 78, 66.42, 915
+2026/08/21 08:56:39.961, 1, 98, 24, 2705, 15360, 74, 68.24, 1020
+2026/08/21 08:56:45.019, 0, 97, 79, 2705, 15360, 79, 64.20, 1005
+2026/08/21 08:56:45.033, 1, 97, 79, 2705, 15360, 75, 62.44, 1170
+2026/08/21 08:56:50.088, 0, 95, 78, 2705, 15360, 81, 72.01, 930
+2026/08/21 08:56:50.103, 1, 95, 78, 2705, 15360, 76, 73.97, 1005
+2026/08/21 08:56:55.158, 0, 95, 73, 2705, 15360, 81, 65.87, 945
+2026/08/21 08:56:55.177, 1, 96, 75, 2705, 15360, 77, 63.48, 1095
+2026/08/21 08:57:00.228, 0, 96, 72, 2705, 15360, 81, 63.42, 945
+2026/08/21 08:57:00.242, 1, 96, 74, 2705, 15360, 76, 62.16, 1140
+2026/08/21 08:57:05.303, 0, 97, 81, 2705, 15360, 80, 61.63, 1020
+2026/08/21 08:57:05.315, 1, 97, 80, 2705, 15360, 75, 63.08, 1005
+2026/08/21 08:57:10.369, 0, 95, 79, 2705, 15360, 78, 63.91, 975
+2026/08/21 08:57:10.380, 1, 95, 79, 2705, 15360, 74, 72.26, 1215
+2026/08/21 08:57:15.433, 0, 96, 96, 2705, 15360, 77, 65.93, 1125
+2026/08/21 08:57:15.448, 1, 100, 0, 2705, 15360, 72, 49.74, 1590
+2026/08/21 08:57:20.550, 0, 95, 78, 2705, 15360, 76, 61.40, 900
+2026/08/21 08:57:20.563, 1, 96, 80, 2705, 15360, 72, 67.70, 1050
+2026/08/21 08:57:25.618, 0, 97, 82, 2705, 15360, 75, 61.14, 1005
+2026/08/21 08:57:25.638, 1, 95, 80, 2705, 15360, 72, 68.24, 1155
+2026/08/21 08:57:30.693, 0, 95, 80, 2705, 15360, 75, 64.30, 1155
+2026/08/21 08:57:30.708, 1, 96, 76, 2705, 15360, 71, 64.36, 1035
+2026/08/21 08:57:35.758, 0, 95, 79, 2705, 15360, 75, 64.30, 1020
+2026/08/21 08:57:35.776, 1, 97, 85, 2705, 15360, 71, 66.61, 1050
+2026/08/21 08:57:40.833, 0, 95, 80, 2705, 15360, 75, 65.77, 945
+2026/08/21 08:57:40.847, 1, 95, 77, 2705, 15360, 72, 63.36, 1005
+2026/08/21 08:57:45.898, 0, 97, 97, 2705, 15360, 75, 59.67, 1230
+2026/08/21 08:57:45.911, 1, 100, 0, 2705, 15360, 72, 58.75, 1095
+2026/08/21 08:57:50.967, 0, 95, 76, 2705, 15360, 76, 62.14, 945
+2026/08/21 08:57:50.981, 1, 97, 82, 2705, 15360, 72, 62.40, 1140
+2026/08/21 08:57:56.043, 0, 97, 82, 2705, 15360, 77, 64.44, 1050
+2026/08/21 08:57:56.061, 1, 95, 78, 2705, 15360, 73, 72.45, 1230
+2026/08/21 08:58:01.116, 0, 95, 75, 2705, 15360, 77, 64.69, 930
+2026/08/21 08:58:01.134, 1, 97, 81, 2705, 15360, 74, 67.26, 1020
+2026/08/21 08:58:06.189, 0, 95, 80, 2705, 15360, 78, 65.14, 945
+2026/08/21 08:58:06.209, 1, 95, 75, 2705, 15360, 75, 64.65, 1020
+2026/08/21 08:58:11.270, 0, 97, 80, 2705, 15360, 79, 62.93, 1005
+2026/08/21 08:58:11.292, 1, 95, 79, 2705, 15360, 75, 68.04, 1005
+2026/08/21 08:58:16.348, 0, 95, 78, 2705, 15360, 79, 65.93, 1080
+2026/08/21 08:58:16.366, 1, 95, 70, 2705, 15360, 74, 50.23, 1575
+2026/08/21 08:58:21.413, 0, 97, 96, 2705, 15360, 78, 78.86, 900
+2026/08/21 08:58:21.436, 1, 100, 0, 2705, 15360, 74, 65.59, 1035
+2026/08/21 08:58:26.490, 0, 97, 82, 2705, 15360, 78, 56.66, 960
+2026/08/21 08:58:26.507, 1, 95, 79, 2705, 15360, 74, 68.72, 1065
+2026/08/21 08:58:31.560, 0, 95, 75, 2705, 15360, 77, 62.73, 1110
+2026/08/21 08:58:31.573, 1, 96, 79, 2705, 15360, 74, 64.65, 1170
+2026/08/21 08:58:36.624, 0, 95, 75, 2705, 15360, 76, 62.47, 1155
+2026/08/21 08:58:36.644, 1, 95, 77, 2705, 15360, 73, 61.46, 1020
+2026/08/21 08:58:41.699, 0, 94, 79, 2705, 15360, 76, 63.32, 1140
+2026/08/21 08:58:41.714, 1, 95, 78, 2705, 15360, 73, 62.34, 1035
+2026/08/21 08:58:46.765, 0, 95, 80, 2705, 15360, 76, 63.12, 870
+2026/08/21 08:58:46.776, 1, 95, 79, 2705, 15360, 73, 64.36, 1020
+2026/08/21 08:58:51.831, 0, 96, 95, 2705, 15360, 76, 67.30, 1155
+2026/08/21 08:58:51.851, 1, 100, 0, 2705, 15360, 72, 49.25, 1590
+2026/08/21 08:58:56.898, 0, 97, 81, 2705, 15360, 76, 67.26, 1020
+2026/08/21 08:58:56.912, 1, 97, 80, 2705, 15360, 73, 68.25, 1155
+2026/08/21 08:59:01.964, 0, 96, 80, 2705, 15360, 77, 67.20, 1005
+2026/08/21 08:59:01.979, 1, 97, 77, 2705, 15360, 73, 69.21, 1095
+2026/08/21 08:59:07.029, 0, 95, 75, 2705, 15360, 77, 61.10, 945
+2026/08/21 08:59:07.048, 1, 95, 75, 2705, 15360, 74, 65.14, 1125
+2026/08/21 08:59:12.107, 0, 95, 78, 2705, 15360, 77, 60.97, 930
+2026/08/21 08:59:12.127, 1, 95, 77, 2705, 15360, 74, 61.75, 1050
+2026/08/21 08:59:17.182, 0, 97, 82, 2705, 15360, 77, 65.93, 1095
+2026/08/21 08:59:17.197, 1, 97, 80, 2705, 15360, 75, 70.10, 1170
+2026/08/21 08:59:22.248, 0, 96, 75, 2705, 15360, 78, 62.67, 975
+2026/08/21 08:59:22.261, 1, 95, 76, 2705, 15360, 75, 66.51, 1170
+2026/08/21 08:59:27.310, 0, 97, 96, 2705, 15360, 78, 67.49, 1065
+2026/08/21 08:59:27.325, 1, 100, 2, 2705, 15360, 74, 50.92, 1590
+2026/08/21 08:59:32.371, 0, 92, 80, 2705, 15360, 78, 63.22, 960
+2026/08/21 08:59:32.395, 1, 95, 74, 2705, 15360, 74, 67.35, 1095
+2026/08/21 08:59:37.451, 0, 95, 79, 2705, 15360, 77, 68.72, 945
+2026/08/21 08:59:37.468, 1, 97, 82, 2705, 15360, 74, 67.06, 1005
+2026/08/21 08:59:42.516, 0, 97, 82, 2705, 15360, 77, 64.00, 930
+2026/08/21 08:59:42.540, 1, 96, 76, 2705, 15360, 74, 63.06, 975
+2026/08/21 08:59:47.594, 0, 97, 81, 2705, 15360, 77, 68.77, 1095
+2026/08/21 08:59:47.609, 1, 96, 79, 2705, 15360, 74, 60.51, 930
+2026/08/21 08:59:52.666, 0, 97, 80, 2705, 15360, 77, 64.12, 1140
+2026/08/21 08:59:52.681, 1, 95, 79, 2705, 15360, 74, 64.40, 1095
+2026/08/21 08:59:57.727, 0, 66, 47, 2707, 15360, 77, 61.87, 1125
+2026/08/21 08:59:57.739, 1, 0, 0, 3, 15360, 72, 36.39, 1110
+2026/08/21 09:00:02.784, 0, 79, 57, 2707, 15360, 76, 61.79, 1455
+2026/08/21 09:00:02.795, 1, 0, 0, 3, 15360, 69, 16.49, 300
+2026/08/21 09:00:07.849, 0, 77, 57, 2707, 15360, 77, 50.66, 1275
+2026/08/21 09:00:07.861, 1, 0, 0, 3, 15360, 66, 14.03, 300
+2026/08/21 09:00:12.920, 0, 6, 1, 3, 15360, 75, 45.20, 1590
+2026/08/21 09:00:12.929, 1, 0, 0, 3, 15360, 64, 12.24, 300

opt1_ttfs_temporal/opt1_ttfs_dta_decay0.95.summary.json

@@ -0,0 +1,89 @@
+{
+  "tag": "opt1_ttfs_dta_decay0.95",
+  "script": "opt1_ttfs_temporal.py",
+  "script_sha256_16": "70687c3a0e15c4f8",
+  "hf_folder": "opt1_ttfs_temporal",
+  "priority": 1,
+  "note": "",
+  "phase": 3,
+  "n_phases": 10,
+  "command": [
+    "/usr/bin/python3",
+    "-m",
+    "torch.distributed.run",
+    "--standalone",
+    "--nproc_per_node=2",
+    "/kaggle/temp/snn_runs/scripts/opt1_ttfs_temporal.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",
+    "--ttfs",
+    "--dta",
+    "--dta-decay",
+    "0.95"
+  ],
+  "flags": [
+    "--ttfs",
+    "--dta",
+    "--dta-decay",
+    "0.95"
+  ],
+  "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": 370.2,
+  "sec_per_epoch": 3.7,
+  "started_utc": "2026-08-21T08:54:03.046515+00:00",
+  "finished_utc": "2026-08-21T09:00:13.213465+00:00",
+  "final_epoch_metrics": {
+    "epoch": 100,
+    "train_loss": 0.6022511667478483,
+    "train_acc": 0.9888475836431226,
+    "test_loss": 0.45074082053068915,
+    "test_acc": 0.8825757575757576,
+    "best_acc": 0.8977272727272727,
+    "spike_rates": [
+      0.037020061603363824,
+      0.03804797898320591,
+      0.021778040401199284,
+      0.019889572635293007,
+      0.038539783043019915
+    ],
+    "spikes_per_sample": 131880.7936934389,
+    "wall_time_s": 2.3262593746185303,
+    "timestamp": "2026-08-21T08:59:55.718855+00:00"
+  },
+  "best": {
+    "epoch": 76,
+    "test_acc": 0.8977272727272727
+  },
+  "event_driven": {
+    "event_driven_test_acc": 0.8825757575757576,
+    "synaptic_ops_per_inference": 82709080.72222222,
+    "avg_ticks_executed": 16.0
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "opt1_ttfs_dta_decay0.95.zip",
+    "files": 312,
+    "bytes": 1449123068,
+    "MB": 1449.1,
+    "sha256": "5c99623eb54ca85f672a8c7c4b40f01a46b872c1f83be8c8805e9b427e6aad53"
+  }
+}

opt1_ttfs_temporal/opt1_ttfs_dta_decay0.95.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c99623eb54ca85f672a8c7c4b40f01a46b872c1f83be8c8805e9b427e6aad53
+size 1449123068