p-j-r-1-2-3 commited on
Commit
047b5d0
·
verified ·
1 Parent(s): 3ad8acc

add run opt1_ttfs_dta_decay1.00

Browse files
opt1_ttfs_temporal/opt1_ttfs_dta_decay1.00.epochs.csv ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ tag,script,script_sha256_16,phase,priority,flags,note,gpus,amp,batch_size_per_gpu,num_bins_T,epochs_requested,epoch,train_loss,train_acc,test_loss,test_acc,best_acc,spikes_per_sample,wall_time_s,cum_wall_time_s,timestamp,spk_rate_l0,spk_rate_l1,spk_rate_l2,spk_rate_l3,spk_rate_l4,spk_rate_mean,spike_rates_json,gpu_samples,gpu_power_w_mean,energy_wh,gpu_util_pct_mean,gpu_mem_mb_peak
2
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,1,7.676159360594909,0.23048327137546468,2.877953225916082,0.10227272727272728,0.10227272727272728,133130.73642533936,2.733121871948242,2.7,2026-08-21T09:03:43.559171+00:00,0.029812335748882854,0.04097613845677937,0.04212179692352519,0.04012890225824188,0.035886065486599415,0.037785,"[0.029812335748882854, 0.04097613845677937, 0.04212179692352519, 0.04012890225824188, 0.035886065486599415]",,,,,
3
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,2,3.4796299783713756,0.24721189591078066,2.36156363920732,0.09848484848484848,0.10227272727272728,127068.6098699095,2.235562801361084,5.0,2026-08-21T09:03:45.827134+00:00,0.02954401744200903,0.03692037656026728,0.03996903449296951,0.039464473724365234,0.03254684170379358,0.035689,"[0.02954401744200903, 0.03692037656026728, 0.03996903449296951, 0.039464473724365234, 0.03254684170379358]",1,133.04,0.08262,97.0,5410.0
4
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,3,2.561613150245638,0.24907063197026022,2.2926102118058638,0.13257575757575757,0.13257575757575757,124310.47709276018,2.2166569232940674,7.2,2026-08-21T09:03:48.071266+00:00,0.029173954883042502,0.03557004998711979,0.038838593837092907,0.03965199585346615,0.032913311658536684,0.03523,"[0.029173954883042502, 0.03557004998711979, 0.038838593837092907, 0.03965199585346615, 0.032913311658536684]",,,,,
5
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,4,2.353049636330303,0.32342007434944237,2.1334089293624414,0.24242424242424243,0.24242424242424243,124925.03337104073,2.214452028274536,9.4,2026-08-21T09:03:50.318594+00:00,0.029131519991685364,0.03603623259593459,0.03941593297264155,0.038965839235221636,0.03312695201705484,0.035335,"[0.029131519991685364, 0.03603623259593459, 0.03941593297264155, 0.038965839235221636, 0.03312695201705484]",1,132.11,0.08126,96.5,5410.0
6
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,5,2.469199655667557,0.3643122676579926,1.889675458272298,0.3106060606060606,0.3106060606060606,126613.50523190045,2.2245049476623535,11.6,2026-08-21T09:03:52.575145+00:00,0.02938189697177971,0.036723249317968595,0.03997257724404335,0.04002094159231467,0.03462743978289997,0.036145,"[0.02938189697177971, 0.036723249317968595, 0.03997257724404335, 0.04002094159231467, 0.03462743978289997]",,,,,
7
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,6,2.1294972976344226,0.4163568773234201,1.7762144659504746,0.39015151515151514,0.39015151515151514,125805.00339366515,2.2423341274261475,13.9,2026-08-21T09:03:54.850495+00:00,0.029123551267034867,0.03635990378611228,0.04019837914144292,0.039864970699829215,0.036544903455411684,0.036418,"[0.029123551267034867, 0.03635990378611228, 0.04019837914144292, 0.039864970699829215, 0.036544903455411684]",1,141.57,0.08818,94.0,5410.0
8
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,7,1.9922560830098546,0.4349442379182156,1.6798043178789543,0.42424242424242425,0.42424242424242425,124919.2613122172,2.253268241882324,16.1,2026-08-21T09:03:57.137231+00:00,0.029722019263050136,0.035284372156157214,0.03963408202809446,0.03428692852749544,0.03823584997478653,0.035433,"[0.029722019263050136, 0.035284372156157214, 0.03963408202809446, 0.03428692852749544, 0.03823584997478653]",,,,,
9
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,8,1.8265562509515472,0.4479553903345725,1.4141210317611694,0.4962121212121212,0.4962121212121212,125287.94372171946,2.2603583335876465,18.4,2026-08-21T09:03:59.432943+00:00,0.02986687224577455,0.035164694356567716,0.040955905309494806,0.030422140570247874,0.03869445950669401,0.035021,"[0.02986687224577455, 0.035164694356567716, 0.040955905309494806, 0.030422140570247874, 0.03869445950669401]",1,115.52,0.07253,97.5,5410.0
10
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,9,1.8928991502988737,0.45539033457249073,1.5839772657914595,0.4128787878787879,0.4962121212121212,117089.59063914027,2.2688870429992676,20.6,2026-08-21T09:04:01.736430+00:00,0.028969296199433944,0.03218350778607761,0.03554540390477461,0.027745186515590724,0.038383552914156634,0.032565,"[0.028969296199433944, 0.03218350778607761, 0.03554540390477461, 0.027745186515590724, 0.038383552914156634]",,,,,
11
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,10,1.647644183892743,0.49070631970260226,1.4024558139569832,0.4810606060606061,0.4962121212121212,107799.61510180996,2.272773265838623,22.9,2026-08-21T09:04:04.036836+00:00,0.028661229921614424,0.02745870128273964,0.02947365492582321,0.02386385399629088,0.03864799264599295,0.029621,"[0.028661229921614424, 0.02745870128273964, 0.02947365492582321, 0.02386385399629088, 0.03864799264599295]",1,127.35,0.0804,95.5,5410.0
12
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,11,1.5085040703138897,0.5390334572490706,1.6410495295669094,0.45454545454545453,0.4962121212121212,108947.68396493213,2.2817447185516357,25.2,2026-08-21T09:04:06.344952+00:00,0.028630550731630885,0.027468643315574703,0.03133755308740279,0.025529189363998527,0.039417008047594744,0.030477,"[0.028630550731630885, 0.027468643315574703, 0.03133755308740279, 0.025529189363998527, 0.039417008047594744]",,,,,
13
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,12,1.4920554196524354,0.5780669144981413,1.3164807521935664,0.5227272727272727,0.5227272727272727,109574.6175056561,2.2861926555633545,27.5,2026-08-21T09:04:08.657465+00:00,0.029444023857221883,0.026560608626288527,0.031192932058783138,0.025142533814205843,0.03935101891265196,0.030338,"[0.029444023857221883, 0.026560608626288527, 0.031192932058783138, 0.025142533814205843, 0.03935101891265196]",,,,,
14
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,13,1.4237750901608661,0.5892193308550185,1.0598789290948347,0.5454545454545454,0.5454545454545454,109186.26682692308,2.302665948867798,29.8,2026-08-21T09:04:10.993774+00:00,0.029703650623559952,0.025551288005183723,0.031078838469351038,0.026560033616774222,0.039263263563899434,0.030431,"[0.029703650623559952, 0.025551288005183723, 0.031078838469351038, 0.026560033616774222, 0.039263263563899434]",1,126.53,0.08093,96.0,5410.0
15
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,14,1.3947895317715784,0.5743494423791822,0.9891159137090048,0.6704545454545454,0.6704545454545454,109090.67180429865,2.3074514865875244,32.1,2026-08-21T09:04:13.333188+00:00,0.02993717384250725,0.025321617832078654,0.03043133349103086,0.026517942547798157,0.03931300999487147,0.030304,"[0.02993717384250725, 0.025321617832078654, 0.03043133349103086, 0.026517942547798157, 0.03931300999487147]",,,,,
16
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,15,1.3238609515158217,0.604089219330855,0.9650791341608221,0.5984848484848485,0.6704545454545454,108205.59587104071,2.336287260055542,34.4,2026-08-21T09:04:15.702061+00:00,0.029259831918513075,0.025543570628061014,0.03108997073243646,0.026132390560472712,0.040251632604528874,0.030455,"[0.029259831918513075, 0.025543570628061014, 0.03108997073243646, 0.026132390560472712, 0.040251632604528874]",1,129.94,0.08433,93.5,5410.0
17
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,16,1.3245347153298475,0.6152416356877324,0.9257912184252883,0.6174242424242424,0.6704545454545454,107797.69994343891,2.342226505279541,36.8,2026-08-21T09:04:18.071828+00:00,0.028848912676467615,0.025340550962616417,0.03240960628232535,0.025942093747503617,0.04022190917064162,0.030553,"[0.028848912676467615, 0.025340550962616417, 0.03240960628232535, 0.025942093747503617, 0.04022190917064162]",,,,,
18
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,17,1.2357917877821232,0.6747211895910781,0.9268478534438394,0.6174242424242424,0.6704545454545454,106596.7111142534,2.3438236713409424,39.1,2026-08-21T09:04:20.443222+00:00,0.028239175348597413,0.025262630161117103,0.03287394673508756,0.02528804146191653,0.04042372567688718,0.030418,"[0.028239175348597413, 0.025262630161117103, 0.03287394673508756, 0.02528804146191653, 0.04042372567688718]",1,127.88,0.08326,97.0,5410.0
19
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,18,1.2354642263575557,0.6505576208178439,0.8460939237565706,0.6477272727272727,0.6704545454545454,106574.35237556562,2.3496432304382324,41.5,2026-08-21T09:04:22.821077+00:00,0.028404537588357925,0.025048732428866273,0.03260111458161298,0.02524470746078912,0.04089062047355315,0.030438,"[0.028404537588357925, 0.025048732428866273, 0.03260111458161298, 0.02524470746078912, 0.04089062047355315]",,,,,
20
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,19,1.2251861795616859,0.6617100371747212,0.8236831444682498,0.6401515151515151,0.6704545454545454,108317.47157805429,2.3497211933135986,43.8,2026-08-21T09:04:25.198311+00:00,0.02928241342306137,0.02510790231035036,0.03211262624929933,0.02594727529760669,0.04137258406947641,0.030765,"[0.02928241342306137, 0.02510790231035036, 0.03211262624929933, 0.02594727529760669, 0.04137258406947641]",1,129.83,0.08474,95.0,5410.0
21
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,20,1.188022247920692,0.6914498141263941,1.0738222960269812,0.5606060606060606,0.6704545454545454,107833.07169117648,2.36310076713562,46.2,2026-08-21T09:04:27.587744+00:00,0.02931629417135435,0.02484405621447984,0.03183596493566737,0.02496432074729134,0.04077598956577918,0.030347,"[0.02931629417135435, 0.02484405621447984, 0.03183596493566737, 0.02496432074729134, 0.04077598956577918]",,,,,
22
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,21,1.2418436667289876,0.654275092936803,0.8606544281497146,0.6363636363636364,0.6704545454545454,105806.33936651584,2.3730359077453613,48.6,2026-08-21T09:04:29.988603+00:00,0.029281001538038254,0.02389253434889457,0.029759351821506724,0.02595513018176836,0.04124797639601371,0.030027,"[0.029281001538038254, 0.02389253434889457, 0.029759351821506724, 0.02595513018176836, 0.04124797639601371]",1,118.12,0.07786,97.5,5410.0
23
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,22,1.2429687103817455,0.6394052044609665,0.7753222060926033,0.6856060606060606,0.6856060606060606,107388.28167420815,2.382072687149048,50.9,2026-08-21T09:04:32.398973+00:00,0.029438201228485388,0.024488770129049525,0.030995319433072033,0.025793501778560525,0.041270899202893764,0.030397,"[0.029438201228485388, 0.024488770129049525, 0.030995319433072033, 0.025793501778560525, 0.041270899202893764]",,,,,
24
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,23,1.1099333585859674,0.6951672862453532,0.9552606958331484,0.6136363636363636,0.6856060606060606,106840.12740384614,2.387343168258667,53.3,2026-08-21T09:04:34.818061+00:00,0.029502938337185803,0.024529969977105364,0.029766901670133367,0.025151340181336683,0.041400754057309204,0.03007,"[0.029502938337185803, 0.024529969977105364, 0.029766901670133367, 0.025151340181336683, 0.041400754057309204]",1,117.44,0.07788,97.0,5410.0
25
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,24,1.1016511660083075,0.7211895910780669,0.9619019790129228,0.5833333333333334,0.6856060606060606,106393.5766402715,2.403554916381836,55.7,2026-08-21T09:04:37.248424+00:00,0.029385943732717457,0.024467658470658696,0.0295346002368366,0.025060286964563763,0.04112559535047587,0.029915,"[0.029385943732717457, 0.024467658470658696, 0.0295346002368366, 0.025060286964563763, 0.04112559535047587]",,,,,
26
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,25,1.0932392626446863,0.7286245353159851,1.0351097493460684,0.5454545454545454,0.6856060606060606,107232.18905542987,2.3979806900024414,58.1,2026-08-21T09:04:39.673336+00:00,0.030161559800891316,0.023317437838105595,0.030369885484961903,0.024902232648695215,0.04124127920059597,0.029998,"[0.030161559800891316, 0.023317437838105595, 0.030369885484961903, 0.024902232648695215, 0.04124127920059597]",1,135.97,0.09057,89.5,5410.0
27
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,26,1.0977749186377543,0.7007434944237918,0.7969709399974707,0.6098484848484849,0.6856060606060606,105072.57140837105,2.3967039585113525,60.5,2026-08-21T09:04:42.096332+00:00,0.029704714303507525,0.022845244582961586,0.029016908258199692,0.024956771227366784,0.04073307860423537,0.029451,"[0.029704714303507525, 0.022845244582961586, 0.029016908258199692, 0.024956771227366784, 0.04073307860423537]",,,,,
28
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,27,1.1152056814569522,0.7174721189591078,0.8775032957394918,0.6325757575757576,0.6856060606060606,105950.53832013575,2.3804357051849365,62.9,2026-08-21T09:04:44.504443+00:00,0.030212553546709174,0.022805271451087558,0.028864385888857,0.02439408826039118,0.041779358597362745,0.029611,"[0.030212553546709174, 0.022805271451087558, 0.028864385888857, 0.02439408826039118, 0.041779358597362745]",,,,,
29
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,28,1.0738498056688273,0.7304832713754646,0.7403847268133452,0.6287878787878788,0.6856060606060606,106944.58257918552,2.363037586212158,65.3,2026-08-21T09:04:46.899660+00:00,0.03062774591586169,0.02270021936034455,0.029231355799471632,0.024748851819073454,0.04110260373529266,0.029682,"[0.03062774591586169, 0.02270021936034455, 0.029231355799471632, 0.024748851819073454, 0.04110260373529266]",1,131.21,0.08613,96.0,5410.0
30
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,29,1.0785224982796993,0.7286245353159851,0.8292101422945658,0.6666666666666666,0.6856060606060606,108942.68806561086,2.354546070098877,67.6,2026-08-21T09:04:49.282640+00:00,0.03158551717505736,0.02261943063315223,0.029408286928254014,0.024574073798516217,0.04163400302915012,0.029964,"[0.03158551717505736, 0.02261943063315223, 0.029408286928254014, 0.024574073798516217, 0.04163400302915012]",,,,,
31
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,30,1.0299743803903516,0.7769516728624535,0.9371815739255963,0.5909090909090909,0.6856060606060606,109763.5330882353,2.3555662631988525,70.0,2026-08-21T09:04:51.668048+00:00,0.03183002024888992,0.02295192309162196,0.02906638416735565,0.025652167003820923,0.04131450065795113,0.030163,"[0.03183002024888992, 0.02295192309162196, 0.02906638416735565, 0.025652167003820923, 0.04131450065795113]",1,119.97,0.0785,96.0,5410.0
32
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,31,1.04205206778856,0.7527881040892194,1.0399537194858899,0.6704545454545454,0.6856060606060606,109512.98755656109,2.3413314819335938,72.3,2026-08-21T09:04:54.036433+00:00,0.03176014475962695,0.023234590230619207,0.028720268103129724,0.023973120924304512,0.04144727285293972,0.029827,"[0.03176014475962695, 0.023234590230619207, 0.028720268103129724, 0.023973120924304512, 0.04144727285293972]",,,,,
33
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,32,1.0209515697450886,0.7546468401486989,0.8189371788140499,0.6590909090909091,0.6856060606060606,107300.91247171945,2.3620505332946777,74.7,2026-08-21T09:04:56.425573+00:00,0.03172597157604554,0.022237095762701595,0.026571490747087142,0.024250254911534926,0.04094269696403952,0.029146,"[0.03172597157604554, 0.022237095762701595, 0.026571490747087142, 0.024250254911534926, 0.04094269696403952]",1,124.32,0.08157,95.0,5410.0
34
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,33,1.015941118662242,0.7769516728624535,0.7184079921606815,0.7045454545454546,0.7045454545454546,106897.82593325792,2.3420188426971436,77.0,2026-08-21T09:04:58.794593+00:00,0.031768729800687116,0.02212881121565314,0.026125529342714476,0.023132065311074257,0.04108532540061895,0.028848,"[0.031768729800687116, 0.02212881121565314, 0.026125529342714476, 0.023132065311074257, 0.04108532540061895]",,,,,
35
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,34,1.0295799013407256,0.7713754646840149,0.8661523840644143,0.6666666666666666,0.7045454545454546,106590.90144230769,2.334219217300415,79.4,2026-08-21T09:05:01.161958+00:00,0.032120292896733564,0.021462193197187257,0.02557952723958913,0.02267076206557891,0.04126958724330453,0.02862,"[0.032120292896733564, 0.021462193197187257, 0.02557952723958913, 0.02267076206557891, 0.04126958724330453]",1,134.55,0.08724,96.0,5410.0
36
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,35,0.9652292887960668,0.8011152416356877,0.728826925610051,0.6628787878787878,0.7045454545454546,107734.97200226244,2.322763204574585,81.7,2026-08-21T09:05:03.513694+00:00,0.032002167666659635,0.022085359867881325,0.02697914170429987,0.022706602535703602,0.04126736061537967,0.029008,"[0.032002167666659635, 0.022085359867881325, 0.02697914170429987, 0.022706602535703602, 0.04126736061537967]",,,,,
37
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,36,0.9957834247319671,0.7955390334572491,0.7926134160070708,0.6553030303030303,0.7045454545454546,106633.94951923077,2.328613042831421,84.0,2026-08-21T09:05:05.869961+00:00,0.03157421102856889,0.02215876233051805,0.026391394545926768,0.022954165168544826,0.04067913771552198,0.028752,"[0.03157421102856889, 0.02215876233051805, 0.026391394545926768, 0.022954165168544826, 0.04067913771552198]",1,129.45,0.08373,94.5,5410.0
38
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,37,0.9486745932731486,0.8029739776951673,0.7498079971833662,0.678030303030303,0.7045454545454546,108120.81080316742,2.317331552505493,86.3,2026-08-21T09:05:08.214655+00:00,0.03170972054495531,0.023033436826046777,0.02711727294851752,0.022235277054064414,0.04058761960443329,0.028937,"[0.03170972054495531, 0.023033436826046777, 0.02711727294851752, 0.022235277054064414, 0.04058761960443329]",,,,,
39
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,38,0.9401756418681942,0.7881040892193308,0.7784817471648707,0.6742424242424242,0.7045454545454546,105956.77658371041,2.3211307525634766,88.6,2026-08-21T09:05:10.563050+00:00,0.03144802865298355,0.02183834945454317,0.026445552049314276,0.02217170672819895,0.04038229913395994,0.028457,"[0.03144802865298355, 0.02183834945454317, 0.026445552049314276, 0.02217170672819895, 0.04038229913395994]",1,109.88,0.07085,97.0,5410.0
40
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,39,0.9153669580651038,0.8382899628252788,0.6899553821845488,0.7196969696969697,0.7196969696969697,104368.2574943439,2.3107829093933105,91.0,2026-08-21T09:05:12.901864+00:00,0.030900466748896765,0.02153946678428089,0.026141140281277543,0.022406432448941117,0.04064328639822848,0.028326,"[0.030900466748896765, 0.02153946678428089, 0.026141140281277543, 0.022406432448941117, 0.04064328639822848]",,,,,
41
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,40,0.8945348052287191,0.8308550185873605,0.6077455589265535,0.7689393939393939,0.7689393939393939,104847.17123868778,2.3189988136291504,93.3,2026-08-21T09:05:15.253723+00:00,0.03087533309179194,0.022020010058494174,0.0262279198231066,0.02224690346595119,0.041021234848920035,0.028478,"[0.03087533309179194, 0.022020010058494174, 0.0262279198231066, 0.02224690346595119, 0.041021234848920035]",1,144.61,0.09315,89.0,5410.0
42
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,41,0.8335193874224411,0.8810408921933085,0.7560213912617076,0.7272727272727273,0.7689393939393939,105525.67859162895,2.3230979442596436,95.6,2026-08-21T09:05:17.616393+00:00,0.031375425484250576,0.021944799734389082,0.025752678513526917,0.02198097504237119,0.04012819883577964,0.028236,"[0.031375425484250576, 0.021944799734389082, 0.025752678513526917, 0.02198097504237119, 0.04012819883577964]",,,,,
43
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,42,0.8418641735186807,0.862453531598513,0.7381603248191603,0.7462121212121212,0.7689393939393939,105611.1949943439,2.306694984436035,97.9,2026-08-21T09:05:19.950325+00:00,0.03142886893714175,0.0221052266219083,0.025366686941946253,0.022029703044716048,0.04026519989266115,0.028239,"[0.03142886893714175, 0.0221052266219083, 0.025366686941946253, 0.022029703044716048, 0.04026519989266115]",,,,,
44
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,43,0.8598051388024397,0.8587360594795539,0.6978498706311891,0.7159090909090909,0.7689393939393939,108238.99589932126,2.312535524368286,100.2,2026-08-21T09:05:22.289808+00:00,0.03189361665178748,0.023458231459645665,0.02601163801463211,0.02125423204372911,0.04003200285574969,0.02853,"[0.03189361665178748, 0.023458231459645665, 0.02601163801463211, 0.02125423204372911, 0.04003200285574969]",1,128.76,0.08271,97.0,5410.0
45
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,44,0.8641104769086306,0.862453531598513,0.6921217482198369,0.7575757575757576,0.7689393939393939,107990.44075226244,2.3139607906341553,102.5,2026-08-21T09:05:24.631596+00:00,0.0317838855964296,0.023829144590041217,0.025075691149515265,0.021895647048950195,0.0399371359278174,0.028504,"[0.0317838855964296, 0.023829144590041217, 0.025075691149515265, 0.021895647048950195, 0.0399371359278174]",,,,,
46
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,45,0.8341938221764831,0.8698884758364313,0.709000035217314,0.7575757575757576,0.7689393939393939,107129.7347285068,2.3191912174224854,104.9,2026-08-21T09:05:26.978482+00:00,0.03182622001451604,0.022952711647924257,0.025061522226999786,0.021730748826966566,0.03975541144609451,0.028265,"[0.03182622001451604, 0.022952711647924257, 0.025061522226999786, 0.021730748826966566, 0.03975541144609451]",1,125.47,0.08083,96.5,5410.0
47
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,46,0.8069250102823109,0.8884758364312267,0.5588540479992375,0.8295454545454546,0.8295454545454546,106607.21479072399,2.318204164505005,107.2,2026-08-21T09:05:29.324726+00:00,0.03178240030127413,0.02261795914348434,0.025029933299211896,0.02125603913822595,0.0396565054269398,0.028069,"[0.03178240030127413, 0.02261795914348434, 0.025029933299211896, 0.02125603913822595, 0.0396565054269398]",,,,,
48
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,47,0.8419735812786343,0.8643122676579925,0.6390442929484628,0.7613636363636364,0.8295454545454546,105661.90271493213,2.3349947929382324,109.5,2026-08-21T09:05:31.694068+00:00,0.03173608771141838,0.02198580192292438,0.024566389949006194,0.02170672793598736,0.03948836532585761,0.027897,"[0.03173608771141838, 0.02198580192292438, 0.024566389949006194, 0.02170672793598736, 0.03948836532585761]",1,121.87,0.07905,96.5,5410.0
49
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,48,0.8310075111991854,0.879182156133829,0.6550011788353776,0.7651515151515151,0.8295454545454546,105978.42194570135,2.3258748054504395,111.8,2026-08-21T09:05:34.047837+00:00,0.03174042526413413,0.02220281651791404,0.02479936642681851,0.0213600618436056,0.039875859065967446,0.027996,"[0.03174042526413413, 0.02220281651791404, 0.02479936642681851, 0.0213600618436056, 0.039875859065967446]",,,,,
50
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,49,0.8091691267091545,0.8903345724907064,0.7054353026729642,0.7386363636363636,0.8295454545454546,105626.37118212669,2.340888261795044,114.2,2026-08-21T09:05:36.416395+00:00,0.03186306401210673,0.0222039786989198,0.023793946294223562,0.020756638444521847,0.039372940492980624,0.027598,"[0.03186306401210673, 0.0222039786989198, 0.023793946294223562, 0.020756638444521847, 0.039372940492980624]",1,127.19,0.0827,96.0,5410.0
51
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,50,0.7691915434089291,0.9070631970260223,0.5710281657450127,0.8068181818181818,0.8295454545454546,105348.55429864253,2.3450005054473877,116.5,2026-08-21T09:05:38.788773+00:00,0.03186474039274104,0.021903775084544632,0.023738975801012096,0.021214497111299458,0.03965103363289552,0.027675,"[0.03186474039274104, 0.021903775084544632, 0.023738975801012096, 0.021214497111299458, 0.03965103363289552]",,,,,
52
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,51,0.7496800108026838,0.9107806691449815,0.5350891970323793,0.8181818181818182,0.8295454545454546,104559.77516968327,2.3472259044647217,118.9,2026-08-21T09:05:41.162680+00:00,0.03129660480600946,0.022306842729449272,0.023749647442908847,0.021035436102572608,0.039395241833785004,0.027557,"[0.03129660480600946, 0.022306842729449272, 0.023749647442908847, 0.021035436102572608, 0.039395241833785004]",1,134.71,0.08783,94.5,5410.0
53
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,52,0.7588370293932777,0.9033457249070632,0.5222521392684994,0.8295454545454546,0.8295454545454546,104717.89734162895,2.342315435409546,121.2,2026-08-21T09:05:43.533584+00:00,0.031074554056805724,0.023014107390361672,0.02366827767999733,0.020471343113219038,0.039236526278888476,0.027493,"[0.031074554056805724, 0.023014107390361672, 0.02366827767999733, 0.020471343113219038, 0.039236526278888476]",,,,,
54
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,53,0.7572479132826,0.9163568773234201,0.60190462975791,0.8143939393939394,0.8295454545454546,104477.58286199096,2.3429148197174072,123.6,2026-08-21T09:05:45.904847+00:00,0.030965353636180654,0.023136803661199176,0.023503753192284527,0.020036135416697052,0.03967468133744072,0.027463,"[0.030965353636180654, 0.023136803661199176, 0.023503753192284527, 0.020036135416697052, 0.03967468133744072]",1,114.34,0.07441,98.5,5410.0
55
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,54,0.7628483586151804,0.8940520446096655,0.5057519633661617,0.821969696969697,0.8295454545454546,104912.52417986425,2.3591220378875732,125.9,2026-08-21T09:05:48.297565+00:00,0.031108947799486274,0.02329713840256719,0.023283313631134873,0.020646570031257236,0.039822401588453966,0.027632,"[0.031108947799486274, 0.02329713840256719, 0.023283313631134873, 0.020646570031257236, 0.039822401588453966]",,,,,
56
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,55,0.7730121767653851,0.9089219330855018,0.49456694270625257,0.8446969696969697,0.8446969696969697,105901.20291289593,2.3636529445648193,128.3,2026-08-21T09:05:50.688932+00:00,0.031702308093800265,0.02309716887333814,0.023553045356974882,0.01923838027698152,0.03948453331694884,0.027415,"[0.031702308093800265, 0.02309716887333814, 0.023553045356974882, 0.01923838027698152, 0.03948453331694884]",1,72.3,0.04747,95.0,2705.0
57
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,56,0.727491364603149,0.9256505576208178,0.5517640944683191,0.8371212121212122,0.8446969696969697,105612.21365950226,2.3537380695343018,130.6,2026-08-21T09:05:53.079376+00:00,0.03194273613831576,0.02221902317422278,0.023651845314923453,0.019815329571857172,0.039502691915806604,0.027426,"[0.03194273613831576, 0.02221902317422278, 0.023651845314923453, 0.019815329571857172, 0.039502691915806604]",1,69.61,0.04551,97.0,2705.0
58
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,57,0.7062167166334102,0.9330855018587361,0.5111463647900205,0.8295454545454546,0.8446969696969697,105941.53619909503,2.3710813522338867,133.0,2026-08-21T09:05:55.478269+00:00,0.03191877244149938,0.021982600583749658,0.02474889882347163,0.02019980812773985,0.039755583905121857,0.027721,"[0.03191877244149938, 0.021982600583749658, 0.02474889882347163, 0.02019980812773985, 0.039755583905121857]",,,,,
59
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,58,0.727842769215098,0.9237918215613383,0.5748493766242807,0.7916666666666666,0.8446969696969697,104332.18580316742,2.356142997741699,135.4,2026-08-21T09:05:57.862862+00:00,0.03128072027774418,0.02210706176564974,0.024068048442987836,0.019894223441095912,0.039151601712493336,0.0273,"[0.03128072027774418, 0.02210706176564974, 0.024068048442987836, 0.019894223441095912, 0.039151601712493336]",1,126.11,0.08254,97.0,5410.0
60
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,59,0.7077701419702693,0.929368029739777,0.4838294711979953,0.8484848484848485,0.8484848484848485,104560.3031674208,2.3606550693511963,137.7,2026-08-21T09:06:00.251853+00:00,0.03131727589403882,0.022786605884047115,0.023102069383158404,0.019465883426806507,0.039343303179039675,0.027203,"[0.03131727589403882, 0.022786605884047115, 0.023102069383158404, 0.019465883426806507, 0.039343303179039675]",,,,,
61
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,60,0.7066303868276036,0.9405204460966543,0.49895944920453156,0.8484848484848485,0.8484848484848485,104637.22171945701,2.365929126739502,140.1,2026-08-21T09:06:02.650162+00:00,0.03146931441391215,0.02242614295991028,0.02341978909338222,0.01924681236200473,0.03911645820035654,0.027136,"[0.03146931441391215, 0.02242614295991028, 0.02341978909338222, 0.01924681236200473, 0.03911645820035654]",1,120.06,0.0789,96.0,5410.0
62
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,61,0.6770099547715879,0.9646840148698885,0.5444269365433491,0.803030303030303,0.8484848484848485,105113.47426470589,2.3579938411712646,142.4,2026-08-21T09:06:05.036102+00:00,0.031760145636165846,0.022218048572540283,0.023655712604522705,0.018936696626684246,0.039315443924244714,0.027177,"[0.031760145636165846, 0.022218048572540283, 0.023655712604522705, 0.018936696626684246, 0.039315443924244714]",,,,,
63
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,62,0.671321349516234,0.9591078066914498,0.5014651408701232,0.8712121212121212,0.8712121212121212,104914.70475113123,2.3616421222686768,144.8,2026-08-21T09:06:07.424863+00:00,0.031681787880028,0.022372527047991753,0.02335220148019931,0.01868555453770301,0.03877090881852543,0.026973,"[0.031681787880028, 0.022372527047991753, 0.02335220148019931, 0.01868555453770301, 0.03877090881852543]",1,134.75,0.0884,94.5,5410.0
64
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,63,0.6787731049229221,0.9479553903345725,0.5620646824439367,0.8484848484848485,0.8712121212121212,104632.35166855203,2.359416961669922,147.2,2026-08-21T09:06:09.818803+00:00,0.03179311752319336,0.02216259455856155,0.022819365648662344,0.018546595292932847,0.03902718402883586,0.02687,"[0.03179311752319336, 0.02216259455856155, 0.022819365648662344, 0.018546595292932847, 0.03902718402883586]",,,,,
65
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,64,0.6995343062957423,0.9460966542750929,0.5054956195932446,0.8484848484848485,0.8712121212121212,104932.51173642534,2.3649680614471436,149.5,2026-08-21T09:06:12.212846+00:00,0.032024588655023015,0.02196474198032828,0.02267242135370479,0.019300456542302582,0.039083748398458254,0.027009,"[0.032024588655023015, 0.02196474198032828, 0.02267242135370479, 0.019300456542302582, 0.039083748398458254]",1,130.62,0.08581,95.5,5410.0
66
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,65,0.6470695678629397,0.9646840148698885,0.5112180712096619,0.8560606060606061,0.8712121212121212,105008.86792986425,2.347675323486328,151.9,2026-08-21T09:06:14.587359+00:00,0.03190726217101602,0.02204562460674959,0.02324203697635847,0.0188455398687545,0.03890623568611987,0.026989,"[0.03190726217101602, 0.02204562460674959, 0.02324203697635847, 0.0188455398687545, 0.03890623568611987]",,,,,
67
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,66,0.6712465244154948,0.9479553903345725,0.5665319403915694,0.8295454545454546,0.8712121212121212,104833.53549208144,2.341881513595581,154.2,2026-08-21T09:06:16.956601+00:00,0.03173246168914963,0.022078707923783976,0.023550598608220324,0.018797677119865137,0.03904344382531503,0.027041,"[0.03173246168914963, 0.022078707923783976, 0.023550598608220324, 0.018797677119865137, 0.03904344382531503]",1,118.95,0.07738,95.0,5410.0
68
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,67,0.6703799748066189,0.9609665427509294,0.4520950236103751,0.8560606060606061,0.8712121212121212,104354.88362556562,2.349407434463501,156.6,2026-08-21T09:06:19.346099+00:00,0.03146879068192314,0.022428411223432598,0.022957748459542498,0.018917016904143727,0.039384401896420645,0.027031,"[0.03146879068192314, 0.022428411223432598, 0.022957748459542498, 0.018917016904143727, 0.039384401896420645]",,,,,
69
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,68,0.6582221891800267,0.9684014869888475,0.5323291922157461,0.8106060606060606,0.8712121212121212,104406.30260180996,2.3463761806488037,158.9,2026-08-21T09:06:21.720060+00:00,0.031430650064173865,0.022512850625550047,0.023105576305704957,0.018668574993224704,0.039120877052054685,0.026968,"[0.031430650064173865, 0.022512850625550047, 0.023105576305704957, 0.018668574993224704, 0.039120877052054685]",1,118.56,0.07727,95.5,5410.0
70
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,69,0.6516746165140854,0.9721189591078067,0.48399751385052997,0.8674242424242424,0.8712121212121212,104295.41798642534,2.3432254791259766,161.3,2026-08-21T09:06:24.092101+00:00,0.03151232836877599,0.022309471360024286,0.022952530752210057,0.018750783056020737,0.03920669919427704,0.026946,"[0.03151232836877599, 0.022309471360024286, 0.022952530752210057, 0.018750783056020737, 0.03920669919427704]",,,,,
71
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,70,0.627829279155093,0.9776951672862454,0.521356512651299,0.8143939393939394,0.8712121212121212,104993.69570135747,2.3409218788146973,163.6,2026-08-21T09:06:26.465597+00:00,0.03173417773316888,0.022366957848562914,0.023280594497919083,0.018763015704119906,0.03910680926021408,0.02705,"[0.03173417773316888, 0.022366957848562914, 0.023280594497919083, 0.018763015704119906, 0.03910680926021408]",1,115.69,0.07523,98.5,5410.0
72
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,71,0.6481031132896593,0.9646840148698885,0.5965901992537759,0.8295454545454546,0.8712121212121212,104553.45206447963,2.34365177154541,165.9,2026-08-21T09:06:28.837925+00:00,0.031491564696325976,0.022580340175944215,0.023150745121871725,0.018103596370886352,0.039010561564389395,0.026867,"[0.031491564696325976, 0.022580340175944215, 0.023150745121871725, 0.018103596370886352, 0.039010561564389395]",,,,,
73
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,72,0.6453685308477692,0.9591078066914498,0.5376362624493513,0.8484848484848485,0.8712121212121212,104286.1032239819,2.342399835586548,168.3,2026-08-21T09:06:31.208916+00:00,0.03167640067198697,0.022352038060917574,0.022371814312303766,0.018051982473801163,0.038978680310880434,0.026686,"[0.03167640067198697, 0.022352038060917574, 0.022371814312303766, 0.018051982473801163, 0.038978680310880434]",1,132.39,0.08614,95.0,5410.0
74
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,73,0.6401057398452191,0.966542750929368,0.4802507755882812,0.8712121212121212,0.8712121212121212,104240.561510181,2.3405754566192627,170.6,2026-08-21T09:06:33.578480+00:00,0.031676884521456325,0.0225450553219108,0.021804905880023453,0.018396591219831917,0.03935790609787492,0.026756,"[0.031676884521456325, 0.0225450553219108, 0.021804905880023453, 0.018396591219831917, 0.03935790609787492]",,,,,
75
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,74,0.6387300030449509,0.9628252788104089,0.4868823262778195,0.8446969696969697,0.8712121212121212,104360.03365384614,2.3438007831573486,173.0,2026-08-21T09:06:35.948685+00:00,0.03151535681065391,0.022844331886838463,0.022025978740523842,0.01861722657785696,0.03930909186601639,0.026862,"[0.03151535681065391, 0.022844331886838463, 0.022025978740523842, 0.01861722657785696, 0.03930909186601639]",,,,,
76
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,75,0.6365896401352156,0.966542750929368,0.48931783482883917,0.8446969696969697,0.8712121212121212,104380.55811651584,2.345315456390381,175.3,2026-08-21T09:06:38.321524+00:00,0.031448495081242395,0.02299843925763579,0.022175631650230464,0.018009128596852806,0.039375995669294804,0.026802,"[0.031448495081242395, 0.02299843925763579, 0.022175631650230464, 0.018009128596852806, 0.039375995669294804]",1,122.75,0.07997,95.5,5410.0
77
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,76,0.6200270276087367,0.9721189591078067,0.49761427984093176,0.8446969696969697,0.8712121212121212,104226.72652714932,2.3444995880126953,177.7,2026-08-21T09:06:40.692077+00:00,0.03147124674390344,0.022809402359759107,0.022121919319033623,0.018197515979409218,0.03938566192108042,0.026797,"[0.03147124674390344, 0.022809402359759107, 0.022121919319033623, 0.018197515979409218, 0.03938566192108042]",,,,,
78
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,77,0.6034670368003137,0.9888475836431226,0.48487342352216894,0.8522727272727273,0.8712121212121212,104999.51838235294,2.343120813369751,180.0,2026-08-21T09:06:43.062521+00:00,0.03172450841349714,0.022868612562032306,0.0223159822909271,0.018799853018101526,0.03922534098519998,0.026987,"[0.03172450841349714, 0.022868612562032306, 0.0223159822909271, 0.018799853018101526, 0.03922534098519998]",1,129.69,0.08441,96.0,5410.0
79
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,78,0.6112135034954681,0.9776951672862454,0.49468910919897485,0.8636363636363636,0.8712121212121212,105122.88730203621,2.3438377380371094,182.3,2026-08-21T09:06:45.434222+00:00,0.03183980001246228,0.022876551484360415,0.022116893902420998,0.01861793317777269,0.039431973415262556,0.026977,"[0.03183980001246228, 0.022876551484360415, 0.022116893902420998, 0.01861793317777269, 0.039431973415262556]",,,,,
80
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,79,0.6030932547434555,0.983271375464684,0.5071806844436761,0.8371212121212122,0.8712121212121212,105202.2982183258,2.345349073410034,184.7,2026-08-21T09:06:47.807921+00:00,0.031953196315204394,0.02269514913068098,0.02222330539542086,0.01843268084613716,0.03947666221681763,0.026956,"[0.031953196315204394, 0.02269514913068098, 0.02222330539542086, 0.01843268084613716, 0.03947666221681763]",1,136.02,0.08862,95.0,5410.0
81
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,80,0.6033827336747407,0.9851301115241635,0.49402706279899133,0.8598484848484849,0.8712121212121212,104954.34021493213,2.3395581245422363,187.0,2026-08-21T09:06:50.174657+00:00,0.03180694382856874,0.022684917949578342,0.022311652407926673,0.018612919923137215,0.039416680002913755,0.026967,"[0.03180694382856874, 0.022684917949578342, 0.022311652407926673, 0.018612919923137215, 0.039416680002913755]",,,,,
82
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,81,0.594090506046678,0.9851301115241635,0.4984254945408214,0.8522727272727273,0.8712121212121212,104348.42632918552,2.344980478286743,189.4,2026-08-21T09:06:52.547249+00:00,0.03163291163304273,0.02253110005575068,0.02216767059529529,0.01858278747428866,0.03937934426700368,0.026859,"[0.03163291163304273, 0.02253110005575068, 0.02216767059529529, 0.01858278747428866, 0.03937934426700368]",1,124.25,0.08093,96.0,5410.0
83
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,82,0.5911489051513955,0.9888475836431226,0.4873491444370963,0.8598484848484849,0.8712121212121212,104610.98048642534,2.3448774814605713,191.7,2026-08-21T09:06:54.921273+00:00,0.03176867589354515,0.022513054420842844,0.022167614496806088,0.018552785629735273,0.03949309491059359,0.026899,"[0.03176867589354515, 0.022513054420842844, 0.022167614496806088, 0.018552785629735273, 0.03949309491059359]",,,,,
84
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,83,0.6102460565177038,0.983271375464684,0.49687621855374536,0.8598484848484849,0.8712121212121212,105036.07211538462,2.3481574058532715,194.1,2026-08-21T09:06:57.295227+00:00,0.031914972645394946,0.022625042673419502,0.02217216055621119,0.018531628939158776,0.03964728796306778,0.026978,"[0.031914972645394946, 0.022625042673419502, 0.02217216055621119, 0.018531628939158776, 0.03964728796306778]",1,127.71,0.0833,96.0,5410.0
85
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,84,0.5907170537679168,0.9907063197026023,0.499503183093938,0.8484848484848485,0.8712121212121212,105083.56320701358,2.357659101486206,196.4,2026-08-21T09:06:59.681446+00:00,0.031852194929824156,0.022728155202725354,0.022312232347972253,0.018508536850704867,0.03971153366215089,0.027023,"[0.031852194929824156, 0.022728155202725354, 0.022312232347972253, 0.018508536850704867, 0.03971153366215089]",,,,,
86
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,85,0.5867877968181908,0.9925650557620818,0.47833119174747757,0.8484848484848485,0.8712121212121212,105029.5540158371,2.341942548751831,198.8,2026-08-21T09:07:02.050552+00:00,0.03183454340871643,0.022680649424300474,0.022432425442863915,0.01828350849887904,0.039638087810838926,0.026974,"[0.03183454340871643, 0.022680649424300474, 0.022432425442863915, 0.01828350849887904, 0.039638087810838926]",1,116.01,0.07547,98.0,5410.0
87
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,86,0.5943765848542678,0.9869888475836431,0.4889259798960252,0.8409090909090909,0.8712121212121212,104783.20475113123,2.3463048934936523,201.1,2026-08-21T09:07:04.423591+00:00,0.031827812685686,0.022544699118417853,0.02227366003481781,0.018236413817195332,0.03960292698705897,0.026897,"[0.031827812685686, 0.022544699118417853, 0.02227366003481781, 0.018236413817195332, 0.03960292698705897]",,,,,
88
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,87,0.5880988517215261,0.9981412639405205,0.48433409789294907,0.8484848484848485,0.8712121212121212,105019.37726244344,2.3574135303497314,203.5,2026-08-21T09:07:06.809108+00:00,0.03187176738591755,0.0225847205694984,0.02249482208315064,0.018128632513039252,0.039638139526633656,0.026944,"[0.03187176738591755, 0.0225847205694984, 0.02249482208315064, 0.018128632513039252, 0.039638139526633656]",,,,,
89
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,88,0.5891878576083698,0.9888475836431226,0.500956139329708,0.8484848484848485,0.8712121212121212,105215.37217194571,2.344299077987671,205.8,2026-08-21T09:07:09.179461+00:00,0.03187553759883432,0.022742798113647628,0.022528137354289785,0.01816952392897185,0.03956740371444646,0.026977,"[0.03187553759883432, 0.022742798113647628, 0.022528137354289785, 0.01816952392897185, 0.03956740371444646]",1,124.38,0.081,90.0,5410.0
90
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,89,0.5902043727250791,0.9907063197026023,0.5105192841905536,0.8598484848484849,0.8712121212121212,105185.87994909503,2.3656108379364014,208.2,2026-08-21T09:07:11.571358+00:00,0.03193402465652017,0.02265459726400235,0.02246781098930275,0.017951872638043237,0.03962698907536619,0.026927,"[0.03193402465652017, 0.02265459726400235, 0.02246781098930275, 0.017951872638043237, 0.03962698907536619]",,,,,
91
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,90,0.5929966391683954,0.9869888475836431,0.48545315952012036,0.875,0.875,105171.22171945701,2.3571720123291016,210.5,2026-08-21T09:07:13.956340+00:00,0.03185959467116524,0.02272492044550531,0.0225217917605358,0.018249052193234947,0.03968434758922633,0.027008,"[0.03185959467116524, 0.02272492044550531, 0.0225217917605358, 0.018249052193234947, 0.03968434758922633]",1,124.93,0.0818,95.5,5410.0
92
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,91,0.5924505194766814,0.983271375464684,0.4963326661875754,0.8560606060606061,0.875,105176.2262443439,2.3535497188568115,212.9,2026-08-21T09:07:16.341379+00:00,0.03193370932165314,0.022693011690588558,0.022326134473961944,0.018138733418548807,0.039700969834538066,0.026959,"[0.03193370932165314, 0.022693011690588558, 0.022326134473961944, 0.018138733418548807, 0.039700969834538066]",,,,,
93
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,92,0.5811568542927171,0.9907063197026023,0.49257112497633154,0.8674242424242424,0.875,105130.35944570135,2.365863084793091,215.3,2026-08-21T09:07:18.734681+00:00,0.031907224918113035,0.022642025176216576,0.02242918126285076,0.01821199048529653,0.03965873205486466,0.02697,"[0.031907224918113035, 0.022642025176216576, 0.02242918126285076, 0.01821199048529653, 0.03965873205486466]",1,125.4,0.08241,95.0,5410.0
94
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,93,0.5880030719321013,0.9869888475836431,0.4773870381441983,0.8636363636363636,0.875,105141.42533936651,2.3565478324890137,217.6,2026-08-21T09:07:21.126376+00:00,0.031900052857749606,0.022660025778938744,0.022439930807141698,0.018223671899998888,0.03965253536315525,0.026975,"[0.031900052857749606, 0.022660025778938744, 0.022439930807141698, 0.018223671899998888, 0.03965253536315525]",,,,,
95
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,94,0.5926871722958789,0.9925650557620818,0.4920878737713351,0.8522727272727273,0.875,105313.1078902715,2.346431255340576,220.0,2026-08-21T09:07:23.500211+00:00,0.03192189050947919,0.022745030767777386,0.022478388731970507,0.01835415271275184,0.039590982391553765,0.027018,"[0.03192189050947919, 0.022745030767777386, 0.022478388731970507, 0.01835415271275184, 0.039590982391553765]",1,128.51,0.08376,96.5,5410.0
96
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,95,0.5769370661349101,0.9925650557620818,0.47965763170610776,0.8598484848484849,0.875,105120.20687217194,2.34808611869812,222.3,2026-08-21T09:07:25.874375+00:00,0.03189325354555074,0.02264129271840348,0.022460608469212755,0.018238714950926164,0.039635930210351944,0.026974,"[0.03189325354555074, 0.02264129271840348, 0.022460608469212755, 0.018238714950926164, 0.039635930210351944]",,,,,
97
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,96,0.5912986880784584,0.9888475836431226,0.498327092239351,0.8446969696969697,0.875,105135.96182126697,2.345400094985962,224.7,2026-08-21T09:07:28.247026+00:00,0.031873670132721174,0.022677789935294318,0.02247767380493529,0.018307203646091855,0.039706545279306525,0.027009,"[0.031873670132721174, 0.022677789935294318, 0.02247767380493529, 0.018307203646091855, 0.039706545279306525]",1,140.58,0.09159,96.0,5410.0
98
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,97,0.5732375478655876,0.9962825278810409,0.482599024745551,0.8598484848484849,0.875,105180.48274886877,2.344043254852295,227.0,2026-08-21T09:07:30.620779+00:00,0.03184853406513438,0.022751729716272914,0.02252512578578556,0.018270174370092505,0.039679997764966064,0.027015,"[0.03184853406513438, 0.022751729716272914, 0.02252512578578556, 0.018270174370092505, 0.039679997764966064]",,,,,
99
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,98,0.5963739531190865,0.9776951672862454,0.48802867035071057,0.8598484848484849,0.875,105110.95630656109,2.344817638397217,229.3,2026-08-21T09:07:32.992801+00:00,0.031883789335980135,0.022691558169967988,0.022359501241761094,0.01831413827398244,0.0397665274932104,0.027003,"[0.031883789335980135, 0.022691558169967988, 0.022359501241761094, 0.01831413827398244, 0.0397665274932104]",1,126.05,0.0821,95.5,5410.0
100
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,99,0.5798085116985562,0.9944237918215614,0.48106233233755286,0.8712121212121212,0.875,105139.91812782806,2.3447787761688232,231.7,2026-08-21T09:07:35.365181+00:00,0.0318663424867041,0.02271452359855175,0.022436366909567046,0.018325789557660326,0.039727154900045955,0.027014,"[0.0318663424867041, 0.02271452359855175, 0.022436366909567046, 0.018325789557660326, 0.039727154900045955]",,,,,
101
+ opt1_ttfs_dta_decay1.00,opt1_ttfs_temporal.py,70687c3a0e15c4f8,3,1,--ttfs --dta --dta-decay 1.00,,2,False,32,16,100,100,0.5892756193543899,0.9888475836431226,0.4955277675480554,0.8484848484848485,0.875,105125.42717760181,2.343698740005493,234.0,2026-08-21T09:07:37.735946+00:00,0.0318609657971298,0.022673394311876857,0.02253551342908074,0.018235274645335534,0.039672868874143154,0.026996,"[0.0318609657971298, 0.022673394311876857, 0.02253551342908074, 0.018235274645335534, 0.039672868874143154]",1,113.33,0.07378,97.0,5410.0
opt1_ttfs_temporal/opt1_ttfs_dta_decay1.00.epochs.jsonl ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"epoch": 1, "train_loss": 7.676159360594909, "train_acc": 0.23048327137546468, "test_loss": 2.877953225916082, "test_acc": 0.10227272727272728, "best_acc": 0.10227272727272728, "spike_rates": [0.029812335748882854, 0.04097613845677937, 0.04212179692352519, 0.04012890225824188, 0.035886065486599415], "spikes_per_sample": 133130.73642533936, "wall_time_s": 2.733121871948242, "timestamp": "2026-08-21T09:03:43.559171+00:00"}
2
+ {"epoch": 2, "train_loss": 3.4796299783713756, "train_acc": 0.24721189591078066, "test_loss": 2.36156363920732, "test_acc": 0.09848484848484848, "best_acc": 0.10227272727272728, "spike_rates": [0.02954401744200903, 0.03692037656026728, 0.03996903449296951, 0.039464473724365234, 0.03254684170379358], "spikes_per_sample": 127068.6098699095, "wall_time_s": 2.235562801361084, "timestamp": "2026-08-21T09:03:45.827134+00:00"}
3
+ {"epoch": 3, "train_loss": 2.561613150245638, "train_acc": 0.24907063197026022, "test_loss": 2.2926102118058638, "test_acc": 0.13257575757575757, "best_acc": 0.13257575757575757, "spike_rates": [0.029173954883042502, 0.03557004998711979, 0.038838593837092907, 0.03965199585346615, 0.032913311658536684], "spikes_per_sample": 124310.47709276018, "wall_time_s": 2.2166569232940674, "timestamp": "2026-08-21T09:03:48.071266+00:00"}
4
+ {"epoch": 4, "train_loss": 2.353049636330303, "train_acc": 0.32342007434944237, "test_loss": 2.1334089293624414, "test_acc": 0.24242424242424243, "best_acc": 0.24242424242424243, "spike_rates": [0.029131519991685364, 0.03603623259593459, 0.03941593297264155, 0.038965839235221636, 0.03312695201705484], "spikes_per_sample": 124925.03337104073, "wall_time_s": 2.214452028274536, "timestamp": "2026-08-21T09:03:50.318594+00:00"}
5
+ {"epoch": 5, "train_loss": 2.469199655667557, "train_acc": 0.3643122676579926, "test_loss": 1.889675458272298, "test_acc": 0.3106060606060606, "best_acc": 0.3106060606060606, "spike_rates": [0.02938189697177971, 0.036723249317968595, 0.03997257724404335, 0.04002094159231467, 0.03462743978289997], "spikes_per_sample": 126613.50523190045, "wall_time_s": 2.2245049476623535, "timestamp": "2026-08-21T09:03:52.575145+00:00"}
6
+ {"epoch": 6, "train_loss": 2.1294972976344226, "train_acc": 0.4163568773234201, "test_loss": 1.7762144659504746, "test_acc": 0.39015151515151514, "best_acc": 0.39015151515151514, "spike_rates": [0.029123551267034867, 0.03635990378611228, 0.04019837914144292, 0.039864970699829215, 0.036544903455411684], "spikes_per_sample": 125805.00339366515, "wall_time_s": 2.2423341274261475, "timestamp": "2026-08-21T09:03:54.850495+00:00"}
7
+ {"epoch": 7, "train_loss": 1.9922560830098546, "train_acc": 0.4349442379182156, "test_loss": 1.6798043178789543, "test_acc": 0.42424242424242425, "best_acc": 0.42424242424242425, "spike_rates": [0.029722019263050136, 0.035284372156157214, 0.03963408202809446, 0.03428692852749544, 0.03823584997478653], "spikes_per_sample": 124919.2613122172, "wall_time_s": 2.253268241882324, "timestamp": "2026-08-21T09:03:57.137231+00:00"}
8
+ {"epoch": 8, "train_loss": 1.8265562509515472, "train_acc": 0.4479553903345725, "test_loss": 1.4141210317611694, "test_acc": 0.4962121212121212, "best_acc": 0.4962121212121212, "spike_rates": [0.02986687224577455, 0.035164694356567716, 0.040955905309494806, 0.030422140570247874, 0.03869445950669401], "spikes_per_sample": 125287.94372171946, "wall_time_s": 2.2603583335876465, "timestamp": "2026-08-21T09:03:59.432943+00:00"}
9
+ {"epoch": 9, "train_loss": 1.8928991502988737, "train_acc": 0.45539033457249073, "test_loss": 1.5839772657914595, "test_acc": 0.4128787878787879, "best_acc": 0.4962121212121212, "spike_rates": [0.028969296199433944, 0.03218350778607761, 0.03554540390477461, 0.027745186515590724, 0.038383552914156634], "spikes_per_sample": 117089.59063914027, "wall_time_s": 2.2688870429992676, "timestamp": "2026-08-21T09:04:01.736430+00:00"}
10
+ {"epoch": 10, "train_loss": 1.647644183892743, "train_acc": 0.49070631970260226, "test_loss": 1.4024558139569832, "test_acc": 0.4810606060606061, "best_acc": 0.4962121212121212, "spike_rates": [0.028661229921614424, 0.02745870128273964, 0.02947365492582321, 0.02386385399629088, 0.03864799264599295], "spikes_per_sample": 107799.61510180996, "wall_time_s": 2.272773265838623, "timestamp": "2026-08-21T09:04:04.036836+00:00"}
11
+ {"epoch": 11, "train_loss": 1.5085040703138897, "train_acc": 0.5390334572490706, "test_loss": 1.6410495295669094, "test_acc": 0.45454545454545453, "best_acc": 0.4962121212121212, "spike_rates": [0.028630550731630885, 0.027468643315574703, 0.03133755308740279, 0.025529189363998527, 0.039417008047594744], "spikes_per_sample": 108947.68396493213, "wall_time_s": 2.2817447185516357, "timestamp": "2026-08-21T09:04:06.344952+00:00"}
12
+ {"epoch": 12, "train_loss": 1.4920554196524354, "train_acc": 0.5780669144981413, "test_loss": 1.3164807521935664, "test_acc": 0.5227272727272727, "best_acc": 0.5227272727272727, "spike_rates": [0.029444023857221883, 0.026560608626288527, 0.031192932058783138, 0.025142533814205843, 0.03935101891265196], "spikes_per_sample": 109574.6175056561, "wall_time_s": 2.2861926555633545, "timestamp": "2026-08-21T09:04:08.657465+00:00"}
13
+ {"epoch": 13, "train_loss": 1.4237750901608661, "train_acc": 0.5892193308550185, "test_loss": 1.0598789290948347, "test_acc": 0.5454545454545454, "best_acc": 0.5454545454545454, "spike_rates": [0.029703650623559952, 0.025551288005183723, 0.031078838469351038, 0.026560033616774222, 0.039263263563899434], "spikes_per_sample": 109186.26682692308, "wall_time_s": 2.302665948867798, "timestamp": "2026-08-21T09:04:10.993774+00:00"}
14
+ {"epoch": 14, "train_loss": 1.3947895317715784, "train_acc": 0.5743494423791822, "test_loss": 0.9891159137090048, "test_acc": 0.6704545454545454, "best_acc": 0.6704545454545454, "spike_rates": [0.02993717384250725, 0.025321617832078654, 0.03043133349103086, 0.026517942547798157, 0.03931300999487147], "spikes_per_sample": 109090.67180429865, "wall_time_s": 2.3074514865875244, "timestamp": "2026-08-21T09:04:13.333188+00:00"}
15
+ {"epoch": 15, "train_loss": 1.3238609515158217, "train_acc": 0.604089219330855, "test_loss": 0.9650791341608221, "test_acc": 0.5984848484848485, "best_acc": 0.6704545454545454, "spike_rates": [0.029259831918513075, 0.025543570628061014, 0.03108997073243646, 0.026132390560472712, 0.040251632604528874], "spikes_per_sample": 108205.59587104071, "wall_time_s": 2.336287260055542, "timestamp": "2026-08-21T09:04:15.702061+00:00"}
16
+ {"epoch": 16, "train_loss": 1.3245347153298475, "train_acc": 0.6152416356877324, "test_loss": 0.9257912184252883, "test_acc": 0.6174242424242424, "best_acc": 0.6704545454545454, "spike_rates": [0.028848912676467615, 0.025340550962616417, 0.03240960628232535, 0.025942093747503617, 0.04022190917064162], "spikes_per_sample": 107797.69994343891, "wall_time_s": 2.342226505279541, "timestamp": "2026-08-21T09:04:18.071828+00:00"}
17
+ {"epoch": 17, "train_loss": 1.2357917877821232, "train_acc": 0.6747211895910781, "test_loss": 0.9268478534438394, "test_acc": 0.6174242424242424, "best_acc": 0.6704545454545454, "spike_rates": [0.028239175348597413, 0.025262630161117103, 0.03287394673508756, 0.02528804146191653, 0.04042372567688718], "spikes_per_sample": 106596.7111142534, "wall_time_s": 2.3438236713409424, "timestamp": "2026-08-21T09:04:20.443222+00:00"}
18
+ {"epoch": 18, "train_loss": 1.2354642263575557, "train_acc": 0.6505576208178439, "test_loss": 0.8460939237565706, "test_acc": 0.6477272727272727, "best_acc": 0.6704545454545454, "spike_rates": [0.028404537588357925, 0.025048732428866273, 0.03260111458161298, 0.02524470746078912, 0.04089062047355315], "spikes_per_sample": 106574.35237556562, "wall_time_s": 2.3496432304382324, "timestamp": "2026-08-21T09:04:22.821077+00:00"}
19
+ {"epoch": 19, "train_loss": 1.2251861795616859, "train_acc": 0.6617100371747212, "test_loss": 0.8236831444682498, "test_acc": 0.6401515151515151, "best_acc": 0.6704545454545454, "spike_rates": [0.02928241342306137, 0.02510790231035036, 0.03211262624929933, 0.02594727529760669, 0.04137258406947641], "spikes_per_sample": 108317.47157805429, "wall_time_s": 2.3497211933135986, "timestamp": "2026-08-21T09:04:25.198311+00:00"}
20
+ {"epoch": 20, "train_loss": 1.188022247920692, "train_acc": 0.6914498141263941, "test_loss": 1.0738222960269812, "test_acc": 0.5606060606060606, "best_acc": 0.6704545454545454, "spike_rates": [0.02931629417135435, 0.02484405621447984, 0.03183596493566737, 0.02496432074729134, 0.04077598956577918], "spikes_per_sample": 107833.07169117648, "wall_time_s": 2.36310076713562, "timestamp": "2026-08-21T09:04:27.587744+00:00"}
21
+ {"epoch": 21, "train_loss": 1.2418436667289876, "train_acc": 0.654275092936803, "test_loss": 0.8606544281497146, "test_acc": 0.6363636363636364, "best_acc": 0.6704545454545454, "spike_rates": [0.029281001538038254, 0.02389253434889457, 0.029759351821506724, 0.02595513018176836, 0.04124797639601371], "spikes_per_sample": 105806.33936651584, "wall_time_s": 2.3730359077453613, "timestamp": "2026-08-21T09:04:29.988603+00:00"}
22
+ {"epoch": 22, "train_loss": 1.2429687103817455, "train_acc": 0.6394052044609665, "test_loss": 0.7753222060926033, "test_acc": 0.6856060606060606, "best_acc": 0.6856060606060606, "spike_rates": [0.029438201228485388, 0.024488770129049525, 0.030995319433072033, 0.025793501778560525, 0.041270899202893764], "spikes_per_sample": 107388.28167420815, "wall_time_s": 2.382072687149048, "timestamp": "2026-08-21T09:04:32.398973+00:00"}
23
+ {"epoch": 23, "train_loss": 1.1099333585859674, "train_acc": 0.6951672862453532, "test_loss": 0.9552606958331484, "test_acc": 0.6136363636363636, "best_acc": 0.6856060606060606, "spike_rates": [0.029502938337185803, 0.024529969977105364, 0.029766901670133367, 0.025151340181336683, 0.041400754057309204], "spikes_per_sample": 106840.12740384614, "wall_time_s": 2.387343168258667, "timestamp": "2026-08-21T09:04:34.818061+00:00"}
24
+ {"epoch": 24, "train_loss": 1.1016511660083075, "train_acc": 0.7211895910780669, "test_loss": 0.9619019790129228, "test_acc": 0.5833333333333334, "best_acc": 0.6856060606060606, "spike_rates": [0.029385943732717457, 0.024467658470658696, 0.0295346002368366, 0.025060286964563763, 0.04112559535047587], "spikes_per_sample": 106393.5766402715, "wall_time_s": 2.403554916381836, "timestamp": "2026-08-21T09:04:37.248424+00:00"}
25
+ {"epoch": 25, "train_loss": 1.0932392626446863, "train_acc": 0.7286245353159851, "test_loss": 1.0351097493460684, "test_acc": 0.5454545454545454, "best_acc": 0.6856060606060606, "spike_rates": [0.030161559800891316, 0.023317437838105595, 0.030369885484961903, 0.024902232648695215, 0.04124127920059597], "spikes_per_sample": 107232.18905542987, "wall_time_s": 2.3979806900024414, "timestamp": "2026-08-21T09:04:39.673336+00:00"}
26
+ {"epoch": 26, "train_loss": 1.0977749186377543, "train_acc": 0.7007434944237918, "test_loss": 0.7969709399974707, "test_acc": 0.6098484848484849, "best_acc": 0.6856060606060606, "spike_rates": [0.029704714303507525, 0.022845244582961586, 0.029016908258199692, 0.024956771227366784, 0.04073307860423537], "spikes_per_sample": 105072.57140837105, "wall_time_s": 2.3967039585113525, "timestamp": "2026-08-21T09:04:42.096332+00:00"}
27
+ {"epoch": 27, "train_loss": 1.1152056814569522, "train_acc": 0.7174721189591078, "test_loss": 0.8775032957394918, "test_acc": 0.6325757575757576, "best_acc": 0.6856060606060606, "spike_rates": [0.030212553546709174, 0.022805271451087558, 0.028864385888857, 0.02439408826039118, 0.041779358597362745], "spikes_per_sample": 105950.53832013575, "wall_time_s": 2.3804357051849365, "timestamp": "2026-08-21T09:04:44.504443+00:00"}
28
+ {"epoch": 28, "train_loss": 1.0738498056688273, "train_acc": 0.7304832713754646, "test_loss": 0.7403847268133452, "test_acc": 0.6287878787878788, "best_acc": 0.6856060606060606, "spike_rates": [0.03062774591586169, 0.02270021936034455, 0.029231355799471632, 0.024748851819073454, 0.04110260373529266], "spikes_per_sample": 106944.58257918552, "wall_time_s": 2.363037586212158, "timestamp": "2026-08-21T09:04:46.899660+00:00"}
29
+ {"epoch": 29, "train_loss": 1.0785224982796993, "train_acc": 0.7286245353159851, "test_loss": 0.8292101422945658, "test_acc": 0.6666666666666666, "best_acc": 0.6856060606060606, "spike_rates": [0.03158551717505736, 0.02261943063315223, 0.029408286928254014, 0.024574073798516217, 0.04163400302915012], "spikes_per_sample": 108942.68806561086, "wall_time_s": 2.354546070098877, "timestamp": "2026-08-21T09:04:49.282640+00:00"}
30
+ {"epoch": 30, "train_loss": 1.0299743803903516, "train_acc": 0.7769516728624535, "test_loss": 0.9371815739255963, "test_acc": 0.5909090909090909, "best_acc": 0.6856060606060606, "spike_rates": [0.03183002024888992, 0.02295192309162196, 0.02906638416735565, 0.025652167003820923, 0.04131450065795113], "spikes_per_sample": 109763.5330882353, "wall_time_s": 2.3555662631988525, "timestamp": "2026-08-21T09:04:51.668048+00:00"}
31
+ {"epoch": 31, "train_loss": 1.04205206778856, "train_acc": 0.7527881040892194, "test_loss": 1.0399537194858899, "test_acc": 0.6704545454545454, "best_acc": 0.6856060606060606, "spike_rates": [0.03176014475962695, 0.023234590230619207, 0.028720268103129724, 0.023973120924304512, 0.04144727285293972], "spikes_per_sample": 109512.98755656109, "wall_time_s": 2.3413314819335938, "timestamp": "2026-08-21T09:04:54.036433+00:00"}
32
+ {"epoch": 32, "train_loss": 1.0209515697450886, "train_acc": 0.7546468401486989, "test_loss": 0.8189371788140499, "test_acc": 0.6590909090909091, "best_acc": 0.6856060606060606, "spike_rates": [0.03172597157604554, 0.022237095762701595, 0.026571490747087142, 0.024250254911534926, 0.04094269696403952], "spikes_per_sample": 107300.91247171945, "wall_time_s": 2.3620505332946777, "timestamp": "2026-08-21T09:04:56.425573+00:00"}
33
+ {"epoch": 33, "train_loss": 1.015941118662242, "train_acc": 0.7769516728624535, "test_loss": 0.7184079921606815, "test_acc": 0.7045454545454546, "best_acc": 0.7045454545454546, "spike_rates": [0.031768729800687116, 0.02212881121565314, 0.026125529342714476, 0.023132065311074257, 0.04108532540061895], "spikes_per_sample": 106897.82593325792, "wall_time_s": 2.3420188426971436, "timestamp": "2026-08-21T09:04:58.794593+00:00"}
34
+ {"epoch": 34, "train_loss": 1.0295799013407256, "train_acc": 0.7713754646840149, "test_loss": 0.8661523840644143, "test_acc": 0.6666666666666666, "best_acc": 0.7045454545454546, "spike_rates": [0.032120292896733564, 0.021462193197187257, 0.02557952723958913, 0.02267076206557891, 0.04126958724330453], "spikes_per_sample": 106590.90144230769, "wall_time_s": 2.334219217300415, "timestamp": "2026-08-21T09:05:01.161958+00:00"}
35
+ {"epoch": 35, "train_loss": 0.9652292887960668, "train_acc": 0.8011152416356877, "test_loss": 0.728826925610051, "test_acc": 0.6628787878787878, "best_acc": 0.7045454545454546, "spike_rates": [0.032002167666659635, 0.022085359867881325, 0.02697914170429987, 0.022706602535703602, 0.04126736061537967], "spikes_per_sample": 107734.97200226244, "wall_time_s": 2.322763204574585, "timestamp": "2026-08-21T09:05:03.513694+00:00"}
36
+ {"epoch": 36, "train_loss": 0.9957834247319671, "train_acc": 0.7955390334572491, "test_loss": 0.7926134160070708, "test_acc": 0.6553030303030303, "best_acc": 0.7045454545454546, "spike_rates": [0.03157421102856889, 0.02215876233051805, 0.026391394545926768, 0.022954165168544826, 0.04067913771552198], "spikes_per_sample": 106633.94951923077, "wall_time_s": 2.328613042831421, "timestamp": "2026-08-21T09:05:05.869961+00:00"}
37
+ {"epoch": 37, "train_loss": 0.9486745932731486, "train_acc": 0.8029739776951673, "test_loss": 0.7498079971833662, "test_acc": 0.678030303030303, "best_acc": 0.7045454545454546, "spike_rates": [0.03170972054495531, 0.023033436826046777, 0.02711727294851752, 0.022235277054064414, 0.04058761960443329], "spikes_per_sample": 108120.81080316742, "wall_time_s": 2.317331552505493, "timestamp": "2026-08-21T09:05:08.214655+00:00"}
38
+ {"epoch": 38, "train_loss": 0.9401756418681942, "train_acc": 0.7881040892193308, "test_loss": 0.7784817471648707, "test_acc": 0.6742424242424242, "best_acc": 0.7045454545454546, "spike_rates": [0.03144802865298355, 0.02183834945454317, 0.026445552049314276, 0.02217170672819895, 0.04038229913395994], "spikes_per_sample": 105956.77658371041, "wall_time_s": 2.3211307525634766, "timestamp": "2026-08-21T09:05:10.563050+00:00"}
39
+ {"epoch": 39, "train_loss": 0.9153669580651038, "train_acc": 0.8382899628252788, "test_loss": 0.6899553821845488, "test_acc": 0.7196969696969697, "best_acc": 0.7196969696969697, "spike_rates": [0.030900466748896765, 0.02153946678428089, 0.026141140281277543, 0.022406432448941117, 0.04064328639822848], "spikes_per_sample": 104368.2574943439, "wall_time_s": 2.3107829093933105, "timestamp": "2026-08-21T09:05:12.901864+00:00"}
40
+ {"epoch": 40, "train_loss": 0.8945348052287191, "train_acc": 0.8308550185873605, "test_loss": 0.6077455589265535, "test_acc": 0.7689393939393939, "best_acc": 0.7689393939393939, "spike_rates": [0.03087533309179194, 0.022020010058494174, 0.0262279198231066, 0.02224690346595119, 0.041021234848920035], "spikes_per_sample": 104847.17123868778, "wall_time_s": 2.3189988136291504, "timestamp": "2026-08-21T09:05:15.253723+00:00"}
41
+ {"epoch": 41, "train_loss": 0.8335193874224411, "train_acc": 0.8810408921933085, "test_loss": 0.7560213912617076, "test_acc": 0.7272727272727273, "best_acc": 0.7689393939393939, "spike_rates": [0.031375425484250576, 0.021944799734389082, 0.025752678513526917, 0.02198097504237119, 0.04012819883577964], "spikes_per_sample": 105525.67859162895, "wall_time_s": 2.3230979442596436, "timestamp": "2026-08-21T09:05:17.616393+00:00"}
42
+ {"epoch": 42, "train_loss": 0.8418641735186807, "train_acc": 0.862453531598513, "test_loss": 0.7381603248191603, "test_acc": 0.7462121212121212, "best_acc": 0.7689393939393939, "spike_rates": [0.03142886893714175, 0.0221052266219083, 0.025366686941946253, 0.022029703044716048, 0.04026519989266115], "spikes_per_sample": 105611.1949943439, "wall_time_s": 2.306694984436035, "timestamp": "2026-08-21T09:05:19.950325+00:00"}
43
+ {"epoch": 43, "train_loss": 0.8598051388024397, "train_acc": 0.8587360594795539, "test_loss": 0.6978498706311891, "test_acc": 0.7159090909090909, "best_acc": 0.7689393939393939, "spike_rates": [0.03189361665178748, 0.023458231459645665, 0.02601163801463211, 0.02125423204372911, 0.04003200285574969], "spikes_per_sample": 108238.99589932126, "wall_time_s": 2.312535524368286, "timestamp": "2026-08-21T09:05:22.289808+00:00"}
44
+ {"epoch": 44, "train_loss": 0.8641104769086306, "train_acc": 0.862453531598513, "test_loss": 0.6921217482198369, "test_acc": 0.7575757575757576, "best_acc": 0.7689393939393939, "spike_rates": [0.0317838855964296, 0.023829144590041217, 0.025075691149515265, 0.021895647048950195, 0.0399371359278174], "spikes_per_sample": 107990.44075226244, "wall_time_s": 2.3139607906341553, "timestamp": "2026-08-21T09:05:24.631596+00:00"}
45
+ {"epoch": 45, "train_loss": 0.8341938221764831, "train_acc": 0.8698884758364313, "test_loss": 0.709000035217314, "test_acc": 0.7575757575757576, "best_acc": 0.7689393939393939, "spike_rates": [0.03182622001451604, 0.022952711647924257, 0.025061522226999786, 0.021730748826966566, 0.03975541144609451], "spikes_per_sample": 107129.7347285068, "wall_time_s": 2.3191912174224854, "timestamp": "2026-08-21T09:05:26.978482+00:00"}
46
+ {"epoch": 46, "train_loss": 0.8069250102823109, "train_acc": 0.8884758364312267, "test_loss": 0.5588540479992375, "test_acc": 0.8295454545454546, "best_acc": 0.8295454545454546, "spike_rates": [0.03178240030127413, 0.02261795914348434, 0.025029933299211896, 0.02125603913822595, 0.0396565054269398], "spikes_per_sample": 106607.21479072399, "wall_time_s": 2.318204164505005, "timestamp": "2026-08-21T09:05:29.324726+00:00"}
47
+ {"epoch": 47, "train_loss": 0.8419735812786343, "train_acc": 0.8643122676579925, "test_loss": 0.6390442929484628, "test_acc": 0.7613636363636364, "best_acc": 0.8295454545454546, "spike_rates": [0.03173608771141838, 0.02198580192292438, 0.024566389949006194, 0.02170672793598736, 0.03948836532585761], "spikes_per_sample": 105661.90271493213, "wall_time_s": 2.3349947929382324, "timestamp": "2026-08-21T09:05:31.694068+00:00"}
48
+ {"epoch": 48, "train_loss": 0.8310075111991854, "train_acc": 0.879182156133829, "test_loss": 0.6550011788353776, "test_acc": 0.7651515151515151, "best_acc": 0.8295454545454546, "spike_rates": [0.03174042526413413, 0.02220281651791404, 0.02479936642681851, 0.0213600618436056, 0.039875859065967446], "spikes_per_sample": 105978.42194570135, "wall_time_s": 2.3258748054504395, "timestamp": "2026-08-21T09:05:34.047837+00:00"}
49
+ {"epoch": 49, "train_loss": 0.8091691267091545, "train_acc": 0.8903345724907064, "test_loss": 0.7054353026729642, "test_acc": 0.7386363636363636, "best_acc": 0.8295454545454546, "spike_rates": [0.03186306401210673, 0.0222039786989198, 0.023793946294223562, 0.020756638444521847, 0.039372940492980624], "spikes_per_sample": 105626.37118212669, "wall_time_s": 2.340888261795044, "timestamp": "2026-08-21T09:05:36.416395+00:00"}
50
+ {"epoch": 50, "train_loss": 0.7691915434089291, "train_acc": 0.9070631970260223, "test_loss": 0.5710281657450127, "test_acc": 0.8068181818181818, "best_acc": 0.8295454545454546, "spike_rates": [0.03186474039274104, 0.021903775084544632, 0.023738975801012096, 0.021214497111299458, 0.03965103363289552], "spikes_per_sample": 105348.55429864253, "wall_time_s": 2.3450005054473877, "timestamp": "2026-08-21T09:05:38.788773+00:00"}
51
+ {"epoch": 51, "train_loss": 0.7496800108026838, "train_acc": 0.9107806691449815, "test_loss": 0.5350891970323793, "test_acc": 0.8181818181818182, "best_acc": 0.8295454545454546, "spike_rates": [0.03129660480600946, 0.022306842729449272, 0.023749647442908847, 0.021035436102572608, 0.039395241833785004], "spikes_per_sample": 104559.77516968327, "wall_time_s": 2.3472259044647217, "timestamp": "2026-08-21T09:05:41.162680+00:00"}
52
+ {"epoch": 52, "train_loss": 0.7588370293932777, "train_acc": 0.9033457249070632, "test_loss": 0.5222521392684994, "test_acc": 0.8295454545454546, "best_acc": 0.8295454545454546, "spike_rates": [0.031074554056805724, 0.023014107390361672, 0.02366827767999733, 0.020471343113219038, 0.039236526278888476], "spikes_per_sample": 104717.89734162895, "wall_time_s": 2.342315435409546, "timestamp": "2026-08-21T09:05:43.533584+00:00"}
53
+ {"epoch": 53, "train_loss": 0.7572479132826, "train_acc": 0.9163568773234201, "test_loss": 0.60190462975791, "test_acc": 0.8143939393939394, "best_acc": 0.8295454545454546, "spike_rates": [0.030965353636180654, 0.023136803661199176, 0.023503753192284527, 0.020036135416697052, 0.03967468133744072], "spikes_per_sample": 104477.58286199096, "wall_time_s": 2.3429148197174072, "timestamp": "2026-08-21T09:05:45.904847+00:00"}
54
+ {"epoch": 54, "train_loss": 0.7628483586151804, "train_acc": 0.8940520446096655, "test_loss": 0.5057519633661617, "test_acc": 0.821969696969697, "best_acc": 0.8295454545454546, "spike_rates": [0.031108947799486274, 0.02329713840256719, 0.023283313631134873, 0.020646570031257236, 0.039822401588453966], "spikes_per_sample": 104912.52417986425, "wall_time_s": 2.3591220378875732, "timestamp": "2026-08-21T09:05:48.297565+00:00"}
55
+ {"epoch": 55, "train_loss": 0.7730121767653851, "train_acc": 0.9089219330855018, "test_loss": 0.49456694270625257, "test_acc": 0.8446969696969697, "best_acc": 0.8446969696969697, "spike_rates": [0.031702308093800265, 0.02309716887333814, 0.023553045356974882, 0.01923838027698152, 0.03948453331694884], "spikes_per_sample": 105901.20291289593, "wall_time_s": 2.3636529445648193, "timestamp": "2026-08-21T09:05:50.688932+00:00"}
56
+ {"epoch": 56, "train_loss": 0.727491364603149, "train_acc": 0.9256505576208178, "test_loss": 0.5517640944683191, "test_acc": 0.8371212121212122, "best_acc": 0.8446969696969697, "spike_rates": [0.03194273613831576, 0.02221902317422278, 0.023651845314923453, 0.019815329571857172, 0.039502691915806604], "spikes_per_sample": 105612.21365950226, "wall_time_s": 2.3537380695343018, "timestamp": "2026-08-21T09:05:53.079376+00:00"}
57
+ {"epoch": 57, "train_loss": 0.7062167166334102, "train_acc": 0.9330855018587361, "test_loss": 0.5111463647900205, "test_acc": 0.8295454545454546, "best_acc": 0.8446969696969697, "spike_rates": [0.03191877244149938, 0.021982600583749658, 0.02474889882347163, 0.02019980812773985, 0.039755583905121857], "spikes_per_sample": 105941.53619909503, "wall_time_s": 2.3710813522338867, "timestamp": "2026-08-21T09:05:55.478269+00:00"}
58
+ {"epoch": 58, "train_loss": 0.727842769215098, "train_acc": 0.9237918215613383, "test_loss": 0.5748493766242807, "test_acc": 0.7916666666666666, "best_acc": 0.8446969696969697, "spike_rates": [0.03128072027774418, 0.02210706176564974, 0.024068048442987836, 0.019894223441095912, 0.039151601712493336], "spikes_per_sample": 104332.18580316742, "wall_time_s": 2.356142997741699, "timestamp": "2026-08-21T09:05:57.862862+00:00"}
59
+ {"epoch": 59, "train_loss": 0.7077701419702693, "train_acc": 0.929368029739777, "test_loss": 0.4838294711979953, "test_acc": 0.8484848484848485, "best_acc": 0.8484848484848485, "spike_rates": [0.03131727589403882, 0.022786605884047115, 0.023102069383158404, 0.019465883426806507, 0.039343303179039675], "spikes_per_sample": 104560.3031674208, "wall_time_s": 2.3606550693511963, "timestamp": "2026-08-21T09:06:00.251853+00:00"}
60
+ {"epoch": 60, "train_loss": 0.7066303868276036, "train_acc": 0.9405204460966543, "test_loss": 0.49895944920453156, "test_acc": 0.8484848484848485, "best_acc": 0.8484848484848485, "spike_rates": [0.03146931441391215, 0.02242614295991028, 0.02341978909338222, 0.01924681236200473, 0.03911645820035654], "spikes_per_sample": 104637.22171945701, "wall_time_s": 2.365929126739502, "timestamp": "2026-08-21T09:06:02.650162+00:00"}
61
+ {"epoch": 61, "train_loss": 0.6770099547715879, "train_acc": 0.9646840148698885, "test_loss": 0.5444269365433491, "test_acc": 0.803030303030303, "best_acc": 0.8484848484848485, "spike_rates": [0.031760145636165846, 0.022218048572540283, 0.023655712604522705, 0.018936696626684246, 0.039315443924244714], "spikes_per_sample": 105113.47426470589, "wall_time_s": 2.3579938411712646, "timestamp": "2026-08-21T09:06:05.036102+00:00"}
62
+ {"epoch": 62, "train_loss": 0.671321349516234, "train_acc": 0.9591078066914498, "test_loss": 0.5014651408701232, "test_acc": 0.8712121212121212, "best_acc": 0.8712121212121212, "spike_rates": [0.031681787880028, 0.022372527047991753, 0.02335220148019931, 0.01868555453770301, 0.03877090881852543], "spikes_per_sample": 104914.70475113123, "wall_time_s": 2.3616421222686768, "timestamp": "2026-08-21T09:06:07.424863+00:00"}
63
+ {"epoch": 63, "train_loss": 0.6787731049229221, "train_acc": 0.9479553903345725, "test_loss": 0.5620646824439367, "test_acc": 0.8484848484848485, "best_acc": 0.8712121212121212, "spike_rates": [0.03179311752319336, 0.02216259455856155, 0.022819365648662344, 0.018546595292932847, 0.03902718402883586], "spikes_per_sample": 104632.35166855203, "wall_time_s": 2.359416961669922, "timestamp": "2026-08-21T09:06:09.818803+00:00"}
64
+ {"epoch": 64, "train_loss": 0.6995343062957423, "train_acc": 0.9460966542750929, "test_loss": 0.5054956195932446, "test_acc": 0.8484848484848485, "best_acc": 0.8712121212121212, "spike_rates": [0.032024588655023015, 0.02196474198032828, 0.02267242135370479, 0.019300456542302582, 0.039083748398458254], "spikes_per_sample": 104932.51173642534, "wall_time_s": 2.3649680614471436, "timestamp": "2026-08-21T09:06:12.212846+00:00"}
65
+ {"epoch": 65, "train_loss": 0.6470695678629397, "train_acc": 0.9646840148698885, "test_loss": 0.5112180712096619, "test_acc": 0.8560606060606061, "best_acc": 0.8712121212121212, "spike_rates": [0.03190726217101602, 0.02204562460674959, 0.02324203697635847, 0.0188455398687545, 0.03890623568611987], "spikes_per_sample": 105008.86792986425, "wall_time_s": 2.347675323486328, "timestamp": "2026-08-21T09:06:14.587359+00:00"}
66
+ {"epoch": 66, "train_loss": 0.6712465244154948, "train_acc": 0.9479553903345725, "test_loss": 0.5665319403915694, "test_acc": 0.8295454545454546, "best_acc": 0.8712121212121212, "spike_rates": [0.03173246168914963, 0.022078707923783976, 0.023550598608220324, 0.018797677119865137, 0.03904344382531503], "spikes_per_sample": 104833.53549208144, "wall_time_s": 2.341881513595581, "timestamp": "2026-08-21T09:06:16.956601+00:00"}
67
+ {"epoch": 67, "train_loss": 0.6703799748066189, "train_acc": 0.9609665427509294, "test_loss": 0.4520950236103751, "test_acc": 0.8560606060606061, "best_acc": 0.8712121212121212, "spike_rates": [0.03146879068192314, 0.022428411223432598, 0.022957748459542498, 0.018917016904143727, 0.039384401896420645], "spikes_per_sample": 104354.88362556562, "wall_time_s": 2.349407434463501, "timestamp": "2026-08-21T09:06:19.346099+00:00"}
68
+ {"epoch": 68, "train_loss": 0.6582221891800267, "train_acc": 0.9684014869888475, "test_loss": 0.5323291922157461, "test_acc": 0.8106060606060606, "best_acc": 0.8712121212121212, "spike_rates": [0.031430650064173865, 0.022512850625550047, 0.023105576305704957, 0.018668574993224704, 0.039120877052054685], "spikes_per_sample": 104406.30260180996, "wall_time_s": 2.3463761806488037, "timestamp": "2026-08-21T09:06:21.720060+00:00"}
69
+ {"epoch": 69, "train_loss": 0.6516746165140854, "train_acc": 0.9721189591078067, "test_loss": 0.48399751385052997, "test_acc": 0.8674242424242424, "best_acc": 0.8712121212121212, "spike_rates": [0.03151232836877599, 0.022309471360024286, 0.022952530752210057, 0.018750783056020737, 0.03920669919427704], "spikes_per_sample": 104295.41798642534, "wall_time_s": 2.3432254791259766, "timestamp": "2026-08-21T09:06:24.092101+00:00"}
70
+ {"epoch": 70, "train_loss": 0.627829279155093, "train_acc": 0.9776951672862454, "test_loss": 0.521356512651299, "test_acc": 0.8143939393939394, "best_acc": 0.8712121212121212, "spike_rates": [0.03173417773316888, 0.022366957848562914, 0.023280594497919083, 0.018763015704119906, 0.03910680926021408], "spikes_per_sample": 104993.69570135747, "wall_time_s": 2.3409218788146973, "timestamp": "2026-08-21T09:06:26.465597+00:00"}
71
+ {"epoch": 71, "train_loss": 0.6481031132896593, "train_acc": 0.9646840148698885, "test_loss": 0.5965901992537759, "test_acc": 0.8295454545454546, "best_acc": 0.8712121212121212, "spike_rates": [0.031491564696325976, 0.022580340175944215, 0.023150745121871725, 0.018103596370886352, 0.039010561564389395], "spikes_per_sample": 104553.45206447963, "wall_time_s": 2.34365177154541, "timestamp": "2026-08-21T09:06:28.837925+00:00"}
72
+ {"epoch": 72, "train_loss": 0.6453685308477692, "train_acc": 0.9591078066914498, "test_loss": 0.5376362624493513, "test_acc": 0.8484848484848485, "best_acc": 0.8712121212121212, "spike_rates": [0.03167640067198697, 0.022352038060917574, 0.022371814312303766, 0.018051982473801163, 0.038978680310880434], "spikes_per_sample": 104286.1032239819, "wall_time_s": 2.342399835586548, "timestamp": "2026-08-21T09:06:31.208916+00:00"}
73
+ {"epoch": 73, "train_loss": 0.6401057398452191, "train_acc": 0.966542750929368, "test_loss": 0.4802507755882812, "test_acc": 0.8712121212121212, "best_acc": 0.8712121212121212, "spike_rates": [0.031676884521456325, 0.0225450553219108, 0.021804905880023453, 0.018396591219831917, 0.03935790609787492], "spikes_per_sample": 104240.561510181, "wall_time_s": 2.3405754566192627, "timestamp": "2026-08-21T09:06:33.578480+00:00"}
74
+ {"epoch": 74, "train_loss": 0.6387300030449509, "train_acc": 0.9628252788104089, "test_loss": 0.4868823262778195, "test_acc": 0.8446969696969697, "best_acc": 0.8712121212121212, "spike_rates": [0.03151535681065391, 0.022844331886838463, 0.022025978740523842, 0.01861722657785696, 0.03930909186601639], "spikes_per_sample": 104360.03365384614, "wall_time_s": 2.3438007831573486, "timestamp": "2026-08-21T09:06:35.948685+00:00"}
75
+ {"epoch": 75, "train_loss": 0.6365896401352156, "train_acc": 0.966542750929368, "test_loss": 0.48931783482883917, "test_acc": 0.8446969696969697, "best_acc": 0.8712121212121212, "spike_rates": [0.031448495081242395, 0.02299843925763579, 0.022175631650230464, 0.018009128596852806, 0.039375995669294804], "spikes_per_sample": 104380.55811651584, "wall_time_s": 2.345315456390381, "timestamp": "2026-08-21T09:06:38.321524+00:00"}
76
+ {"epoch": 76, "train_loss": 0.6200270276087367, "train_acc": 0.9721189591078067, "test_loss": 0.49761427984093176, "test_acc": 0.8446969696969697, "best_acc": 0.8712121212121212, "spike_rates": [0.03147124674390344, 0.022809402359759107, 0.022121919319033623, 0.018197515979409218, 0.03938566192108042], "spikes_per_sample": 104226.72652714932, "wall_time_s": 2.3444995880126953, "timestamp": "2026-08-21T09:06:40.692077+00:00"}
77
+ {"epoch": 77, "train_loss": 0.6034670368003137, "train_acc": 0.9888475836431226, "test_loss": 0.48487342352216894, "test_acc": 0.8522727272727273, "best_acc": 0.8712121212121212, "spike_rates": [0.03172450841349714, 0.022868612562032306, 0.0223159822909271, 0.018799853018101526, 0.03922534098519998], "spikes_per_sample": 104999.51838235294, "wall_time_s": 2.343120813369751, "timestamp": "2026-08-21T09:06:43.062521+00:00"}
78
+ {"epoch": 78, "train_loss": 0.6112135034954681, "train_acc": 0.9776951672862454, "test_loss": 0.49468910919897485, "test_acc": 0.8636363636363636, "best_acc": 0.8712121212121212, "spike_rates": [0.03183980001246228, 0.022876551484360415, 0.022116893902420998, 0.01861793317777269, 0.039431973415262556], "spikes_per_sample": 105122.88730203621, "wall_time_s": 2.3438377380371094, "timestamp": "2026-08-21T09:06:45.434222+00:00"}
79
+ {"epoch": 79, "train_loss": 0.6030932547434555, "train_acc": 0.983271375464684, "test_loss": 0.5071806844436761, "test_acc": 0.8371212121212122, "best_acc": 0.8712121212121212, "spike_rates": [0.031953196315204394, 0.02269514913068098, 0.02222330539542086, 0.01843268084613716, 0.03947666221681763], "spikes_per_sample": 105202.2982183258, "wall_time_s": 2.345349073410034, "timestamp": "2026-08-21T09:06:47.807921+00:00"}
80
+ {"epoch": 80, "train_loss": 0.6033827336747407, "train_acc": 0.9851301115241635, "test_loss": 0.49402706279899133, "test_acc": 0.8598484848484849, "best_acc": 0.8712121212121212, "spike_rates": [0.03180694382856874, 0.022684917949578342, 0.022311652407926673, 0.018612919923137215, 0.039416680002913755], "spikes_per_sample": 104954.34021493213, "wall_time_s": 2.3395581245422363, "timestamp": "2026-08-21T09:06:50.174657+00:00"}
81
+ {"epoch": 81, "train_loss": 0.594090506046678, "train_acc": 0.9851301115241635, "test_loss": 0.4984254945408214, "test_acc": 0.8522727272727273, "best_acc": 0.8712121212121212, "spike_rates": [0.03163291163304273, 0.02253110005575068, 0.02216767059529529, 0.01858278747428866, 0.03937934426700368], "spikes_per_sample": 104348.42632918552, "wall_time_s": 2.344980478286743, "timestamp": "2026-08-21T09:06:52.547249+00:00"}
82
+ {"epoch": 82, "train_loss": 0.5911489051513955, "train_acc": 0.9888475836431226, "test_loss": 0.4873491444370963, "test_acc": 0.8598484848484849, "best_acc": 0.8712121212121212, "spike_rates": [0.03176867589354515, 0.022513054420842844, 0.022167614496806088, 0.018552785629735273, 0.03949309491059359], "spikes_per_sample": 104610.98048642534, "wall_time_s": 2.3448774814605713, "timestamp": "2026-08-21T09:06:54.921273+00:00"}
83
+ {"epoch": 83, "train_loss": 0.6102460565177038, "train_acc": 0.983271375464684, "test_loss": 0.49687621855374536, "test_acc": 0.8598484848484849, "best_acc": 0.8712121212121212, "spike_rates": [0.031914972645394946, 0.022625042673419502, 0.02217216055621119, 0.018531628939158776, 0.03964728796306778], "spikes_per_sample": 105036.07211538462, "wall_time_s": 2.3481574058532715, "timestamp": "2026-08-21T09:06:57.295227+00:00"}
84
+ {"epoch": 84, "train_loss": 0.5907170537679168, "train_acc": 0.9907063197026023, "test_loss": 0.499503183093938, "test_acc": 0.8484848484848485, "best_acc": 0.8712121212121212, "spike_rates": [0.031852194929824156, 0.022728155202725354, 0.022312232347972253, 0.018508536850704867, 0.03971153366215089], "spikes_per_sample": 105083.56320701358, "wall_time_s": 2.357659101486206, "timestamp": "2026-08-21T09:06:59.681446+00:00"}
85
+ {"epoch": 85, "train_loss": 0.5867877968181908, "train_acc": 0.9925650557620818, "test_loss": 0.47833119174747757, "test_acc": 0.8484848484848485, "best_acc": 0.8712121212121212, "spike_rates": [0.03183454340871643, 0.022680649424300474, 0.022432425442863915, 0.01828350849887904, 0.039638087810838926], "spikes_per_sample": 105029.5540158371, "wall_time_s": 2.341942548751831, "timestamp": "2026-08-21T09:07:02.050552+00:00"}
86
+ {"epoch": 86, "train_loss": 0.5943765848542678, "train_acc": 0.9869888475836431, "test_loss": 0.4889259798960252, "test_acc": 0.8409090909090909, "best_acc": 0.8712121212121212, "spike_rates": [0.031827812685686, 0.022544699118417853, 0.02227366003481781, 0.018236413817195332, 0.03960292698705897], "spikes_per_sample": 104783.20475113123, "wall_time_s": 2.3463048934936523, "timestamp": "2026-08-21T09:07:04.423591+00:00"}
87
+ {"epoch": 87, "train_loss": 0.5880988517215261, "train_acc": 0.9981412639405205, "test_loss": 0.48433409789294907, "test_acc": 0.8484848484848485, "best_acc": 0.8712121212121212, "spike_rates": [0.03187176738591755, 0.0225847205694984, 0.02249482208315064, 0.018128632513039252, 0.039638139526633656], "spikes_per_sample": 105019.37726244344, "wall_time_s": 2.3574135303497314, "timestamp": "2026-08-21T09:07:06.809108+00:00"}
88
+ {"epoch": 88, "train_loss": 0.5891878576083698, "train_acc": 0.9888475836431226, "test_loss": 0.500956139329708, "test_acc": 0.8484848484848485, "best_acc": 0.8712121212121212, "spike_rates": [0.03187553759883432, 0.022742798113647628, 0.022528137354289785, 0.01816952392897185, 0.03956740371444646], "spikes_per_sample": 105215.37217194571, "wall_time_s": 2.344299077987671, "timestamp": "2026-08-21T09:07:09.179461+00:00"}
89
+ {"epoch": 89, "train_loss": 0.5902043727250791, "train_acc": 0.9907063197026023, "test_loss": 0.5105192841905536, "test_acc": 0.8598484848484849, "best_acc": 0.8712121212121212, "spike_rates": [0.03193402465652017, 0.02265459726400235, 0.02246781098930275, 0.017951872638043237, 0.03962698907536619], "spikes_per_sample": 105185.87994909503, "wall_time_s": 2.3656108379364014, "timestamp": "2026-08-21T09:07:11.571358+00:00"}
90
+ {"epoch": 90, "train_loss": 0.5929966391683954, "train_acc": 0.9869888475836431, "test_loss": 0.48545315952012036, "test_acc": 0.875, "best_acc": 0.875, "spike_rates": [0.03185959467116524, 0.02272492044550531, 0.0225217917605358, 0.018249052193234947, 0.03968434758922633], "spikes_per_sample": 105171.22171945701, "wall_time_s": 2.3571720123291016, "timestamp": "2026-08-21T09:07:13.956340+00:00"}
91
+ {"epoch": 91, "train_loss": 0.5924505194766814, "train_acc": 0.983271375464684, "test_loss": 0.4963326661875754, "test_acc": 0.8560606060606061, "best_acc": 0.875, "spike_rates": [0.03193370932165314, 0.022693011690588558, 0.022326134473961944, 0.018138733418548807, 0.039700969834538066], "spikes_per_sample": 105176.2262443439, "wall_time_s": 2.3535497188568115, "timestamp": "2026-08-21T09:07:16.341379+00:00"}
92
+ {"epoch": 92, "train_loss": 0.5811568542927171, "train_acc": 0.9907063197026023, "test_loss": 0.49257112497633154, "test_acc": 0.8674242424242424, "best_acc": 0.875, "spike_rates": [0.031907224918113035, 0.022642025176216576, 0.02242918126285076, 0.01821199048529653, 0.03965873205486466], "spikes_per_sample": 105130.35944570135, "wall_time_s": 2.365863084793091, "timestamp": "2026-08-21T09:07:18.734681+00:00"}
93
+ {"epoch": 93, "train_loss": 0.5880030719321013, "train_acc": 0.9869888475836431, "test_loss": 0.4773870381441983, "test_acc": 0.8636363636363636, "best_acc": 0.875, "spike_rates": [0.031900052857749606, 0.022660025778938744, 0.022439930807141698, 0.018223671899998888, 0.03965253536315525], "spikes_per_sample": 105141.42533936651, "wall_time_s": 2.3565478324890137, "timestamp": "2026-08-21T09:07:21.126376+00:00"}
94
+ {"epoch": 94, "train_loss": 0.5926871722958789, "train_acc": 0.9925650557620818, "test_loss": 0.4920878737713351, "test_acc": 0.8522727272727273, "best_acc": 0.875, "spike_rates": [0.03192189050947919, 0.022745030767777386, 0.022478388731970507, 0.01835415271275184, 0.039590982391553765], "spikes_per_sample": 105313.1078902715, "wall_time_s": 2.346431255340576, "timestamp": "2026-08-21T09:07:23.500211+00:00"}
95
+ {"epoch": 95, "train_loss": 0.5769370661349101, "train_acc": 0.9925650557620818, "test_loss": 0.47965763170610776, "test_acc": 0.8598484848484849, "best_acc": 0.875, "spike_rates": [0.03189325354555074, 0.02264129271840348, 0.022460608469212755, 0.018238714950926164, 0.039635930210351944], "spikes_per_sample": 105120.20687217194, "wall_time_s": 2.34808611869812, "timestamp": "2026-08-21T09:07:25.874375+00:00"}
96
+ {"epoch": 96, "train_loss": 0.5912986880784584, "train_acc": 0.9888475836431226, "test_loss": 0.498327092239351, "test_acc": 0.8446969696969697, "best_acc": 0.875, "spike_rates": [0.031873670132721174, 0.022677789935294318, 0.02247767380493529, 0.018307203646091855, 0.039706545279306525], "spikes_per_sample": 105135.96182126697, "wall_time_s": 2.345400094985962, "timestamp": "2026-08-21T09:07:28.247026+00:00"}
97
+ {"epoch": 97, "train_loss": 0.5732375478655876, "train_acc": 0.9962825278810409, "test_loss": 0.482599024745551, "test_acc": 0.8598484848484849, "best_acc": 0.875, "spike_rates": [0.03184853406513438, 0.022751729716272914, 0.02252512578578556, 0.018270174370092505, 0.039679997764966064], "spikes_per_sample": 105180.48274886877, "wall_time_s": 2.344043254852295, "timestamp": "2026-08-21T09:07:30.620779+00:00"}
98
+ {"epoch": 98, "train_loss": 0.5963739531190865, "train_acc": 0.9776951672862454, "test_loss": 0.48802867035071057, "test_acc": 0.8598484848484849, "best_acc": 0.875, "spike_rates": [0.031883789335980135, 0.022691558169967988, 0.022359501241761094, 0.01831413827398244, 0.0397665274932104], "spikes_per_sample": 105110.95630656109, "wall_time_s": 2.344817638397217, "timestamp": "2026-08-21T09:07:32.992801+00:00"}
99
+ {"epoch": 99, "train_loss": 0.5798085116985562, "train_acc": 0.9944237918215614, "test_loss": 0.48106233233755286, "test_acc": 0.8712121212121212, "best_acc": 0.875, "spike_rates": [0.0318663424867041, 0.02271452359855175, 0.022436366909567046, 0.018325789557660326, 0.039727154900045955], "spikes_per_sample": 105139.91812782806, "wall_time_s": 2.3447787761688232, "timestamp": "2026-08-21T09:07:35.365181+00:00"}
100
+ {"epoch": 100, "train_loss": 0.5892756193543899, "train_acc": 0.9888475836431226, "test_loss": 0.4955277675480554, "test_acc": 0.8484848484848485, "best_acc": 0.875, "spike_rates": [0.0318609657971298, 0.022673394311876857, 0.02253551342908074, 0.018235274645335534, 0.039672868874143154], "spikes_per_sample": 105125.42717760181, "wall_time_s": 2.343698740005493, "timestamp": "2026-08-21T09:07:37.735946+00:00"}
opt1_ttfs_temporal/opt1_ttfs_dta_decay1.00.gpu_telemetry.csv ADDED
@@ -0,0 +1,149 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
2
+ 2026/08/21 09:01:42.827, 0, 0, 0, 0, 15360, 56, 10.66, 300
3
+ 2026/08/21 09:01:42.845, 1, 0, 0, 0, 15360, 53, 10.86, 300
4
+ 2026/08/21 09:01:47.898, 0, 1, 0, 105, 15360, 57, 29.91, 615
5
+ 2026/08/21 09:01:47.909, 1, 5, 0, 123, 15360, 54, 29.51, 630
6
+ 2026/08/21 09:01:52.955, 0, 0, 0, 205, 15360, 58, 30.00, 585
7
+ 2026/08/21 09:01:52.965, 1, 100, 0, 205, 15360, 58, 42.76, 1590
8
+ 2026/08/21 09:01:58.009, 0, 0, 0, 205, 15360, 59, 30.10, 585
9
+ 2026/08/21 09:01:58.020, 1, 100, 0, 205, 15360, 59, 43.03, 1590
10
+ 2026/08/21 09:02:03.063, 0, 0, 0, 205, 15360, 59, 30.20, 585
11
+ 2026/08/21 09:02:03.073, 1, 100, 0, 205, 15360, 60, 43.82, 1590
12
+ 2026/08/21 09:02:08.118, 0, 0, 0, 205, 15360, 59, 30.20, 585
13
+ 2026/08/21 09:02:08.128, 1, 100, 0, 205, 15360, 61, 44.11, 1590
14
+ 2026/08/21 09:02:13.172, 0, 0, 0, 205, 15360, 59, 30.20, 585
15
+ 2026/08/21 09:02:13.182, 1, 100, 0, 205, 15360, 62, 44.41, 1590
16
+ 2026/08/21 09:02:18.227, 0, 0, 0, 205, 15360, 60, 30.30, 585
17
+ 2026/08/21 09:02:18.237, 1, 0, 0, 205, 15360, 61, 30.80, 585
18
+ 2026/08/21 09:02:23.286, 0, 0, 0, 205, 15360, 60, 30.40, 585
19
+ 2026/08/21 09:02:23.296, 1, 0, 0, 205, 15360, 61, 30.70, 585
20
+ 2026/08/21 09:02:28.345, 0, 0, 0, 205, 15360, 60, 30.40, 585
21
+ 2026/08/21 09:02:28.355, 1, 0, 0, 205, 15360, 61, 30.80, 585
22
+ 2026/08/21 09:02:33.404, 0, 0, 0, 205, 15360, 60, 30.40, 585
23
+ 2026/08/21 09:02:33.414, 1, 0, 0, 205, 15360, 61, 30.70, 585
24
+ 2026/08/21 09:02:38.461, 0, 0, 0, 205, 15360, 61, 30.50, 585
25
+ 2026/08/21 09:02:38.472, 1, 0, 0, 205, 15360, 61, 30.80, 585
26
+ 2026/08/21 09:02:43.521, 0, 0, 0, 205, 15360, 61, 30.60, 585
27
+ 2026/08/21 09:02:43.532, 1, 0, 0, 205, 15360, 61, 30.80, 585
28
+ 2026/08/21 09:02:48.580, 0, 0, 0, 205, 15360, 61, 30.70, 585
29
+ 2026/08/21 09:02:48.590, 1, 0, 0, 205, 15360, 61, 30.90, 585
30
+ 2026/08/21 09:02:53.637, 0, 0, 0, 205, 15360, 61, 30.60, 585
31
+ 2026/08/21 09:02:53.648, 1, 0, 0, 205, 15360, 61, 30.90, 585
32
+ 2026/08/21 09:02:58.698, 0, 0, 0, 205, 15360, 61, 30.70, 585
33
+ 2026/08/21 09:02:58.710, 1, 0, 0, 205, 15360, 61, 31.09, 585
34
+ 2026/08/21 09:03:03.757, 0, 0, 0, 341, 15360, 61, 30.70, 585
35
+ 2026/08/21 09:03:03.769, 1, 0, 0, 205, 15360, 61, 30.90, 585
36
+ 2026/08/21 09:03:08.817, 0, 0, 0, 341, 15360, 61, 30.70, 585
37
+ 2026/08/21 09:03:08.827, 1, 0, 0, 205, 15360, 61, 30.99, 585
38
+ 2026/08/21 09:03:13.876, 0, 0, 0, 341, 15360, 61, 30.70, 585
39
+ 2026/08/21 09:03:13.886, 1, 0, 0, 205, 15360, 61, 30.99, 585
40
+ 2026/08/21 09:03:18.935, 0, 100, 0, 395, 15360, 64, 45.47, 1590
41
+ 2026/08/21 09:03:18.942, 1, 0, 0, 205, 15360, 62, 31.09, 585
42
+ 2026/08/21 09:03:23.988, 0, 100, 0, 395, 15360, 65, 45.86, 1590
43
+ 2026/08/21 09:03:23.995, 1, 0, 0, 205, 15360, 62, 31.09, 585
44
+ 2026/08/21 09:03:29.044, 0, 100, 0, 395, 15360, 66, 46.18, 1590
45
+ 2026/08/21 09:03:29.052, 1, 0, 0, 341, 15360, 62, 31.09, 585
46
+ 2026/08/21 09:03:34.099, 0, 100, 0, 395, 15360, 66, 46.55, 1590
47
+ 2026/08/21 09:03:34.108, 1, 0, 0, 341, 15360, 62, 31.37, 585
48
+ 2026/08/21 09:03:39.155, 0, 100, 0, 395, 15360, 67, 46.85, 1590
49
+ 2026/08/21 09:03:39.162, 1, 0, 0, 341, 15360, 62, 31.19, 585
50
+ 2026/08/21 09:03:44.211, 0, 97, 85, 2705, 15360, 69, 66.18, 1185
51
+ 2026/08/21 09:03:44.220, 1, 97, 85, 2705, 15360, 66, 66.86, 1275
52
+ 2026/08/21 09:03:49.281, 0, 97, 85, 2705, 15360, 70, 65.73, 1290
53
+ 2026/08/21 09:03:49.299, 1, 96, 80, 2705, 15360, 68, 66.38, 1320
54
+ 2026/08/21 09:03:54.353, 0, 94, 79, 2705, 15360, 71, 74.02, 1080
55
+ 2026/08/21 09:03:54.368, 1, 94, 80, 2705, 15360, 69, 67.55, 1260
56
+ 2026/08/21 09:03:59.427, 0, 97, 93, 2705, 15360, 73, 67.45, 1215
57
+ 2026/08/21 09:03:59.439, 1, 98, 28, 2705, 15360, 70, 48.07, 1590
58
+ 2026/08/21 09:04:04.484, 0, 94, 80, 2705, 15360, 74, 63.03, 1185
59
+ 2026/08/21 09:04:04.500, 1, 97, 84, 2705, 15360, 72, 64.32, 1095
60
+ 2026/08/21 09:04:09.553, 0, 97, 85, 2705, 15360, 75, 64.55, 1125
61
+ 2026/08/21 09:04:09.571, 1, 95, 79, 2705, 15360, 73, 61.98, 1275
62
+ 2026/08/21 09:04:14.628, 0, 93, 77, 2705, 15360, 77, 62.24, 1125
63
+ 2026/08/21 09:04:14.645, 1, 94, 78, 2705, 15360, 74, 67.70, 1200
64
+ 2026/08/21 09:04:19.701, 0, 97, 80, 2705, 15360, 78, 63.42, 975
65
+ 2026/08/21 09:04:19.715, 1, 97, 81, 2705, 15360, 74, 64.46, 1155
66
+ 2026/08/21 09:04:24.764, 0, 95, 79, 2705, 15360, 79, 60.71, 945
67
+ 2026/08/21 09:04:24.780, 1, 95, 76, 2705, 15360, 75, 69.12, 960
68
+ 2026/08/21 09:04:29.834, 0, 95, 75, 2705, 15360, 81, 67.49, 1065
69
+ 2026/08/21 09:04:29.853, 1, 100, 21, 2705, 15360, 75, 50.63, 1575
70
+ 2026/08/21 09:04:34.898, 0, 97, 96, 2705, 15360, 82, 43.03, 1245
71
+ 2026/08/21 09:04:34.912, 1, 97, 23, 2705, 15360, 77, 74.41, 1110
72
+ 2026/08/21 09:04:39.968, 0, 83, 73, 2705, 15360, 81, 71.38, 945
73
+ 2026/08/21 09:04:39.989, 1, 96, 80, 2705, 15360, 76, 64.59, 1095
74
+ 2026/08/21 09:04:45.035, 0, 95, 76, 2705, 15360, 80, 66.32, 945
75
+ 2026/08/21 09:04:45.055, 1, 97, 79, 2705, 15360, 75, 64.89, 1020
76
+ 2026/08/21 09:04:50.116, 0, 97, 80, 2705, 15360, 79, 64.10, 1050
77
+ 2026/08/21 09:04:50.139, 1, 95, 77, 2705, 15360, 74, 55.87, 990
78
+ 2026/08/21 09:04:55.194, 0, 95, 79, 2705, 15360, 77, 62.24, 990
79
+ 2026/08/21 09:04:55.209, 1, 95, 75, 2705, 15360, 73, 62.08, 1140
80
+ 2026/08/21 09:05:00.259, 0, 97, 82, 2705, 15360, 76, 66.06, 930
81
+ 2026/08/21 09:05:00.275, 1, 95, 79, 2705, 15360, 72, 68.49, 1200
82
+ 2026/08/21 09:05:05.341, 0, 95, 77, 2705, 15360, 75, 66.56, 960
83
+ 2026/08/21 09:05:05.356, 1, 94, 80, 2705, 15360, 72, 62.89, 1035
84
+ 2026/08/21 09:05:10.412, 0, 97, 94, 2705, 15360, 75, 63.36, 1110
85
+ 2026/08/21 09:05:10.433, 1, 97, 45, 2705, 15360, 71, 46.52, 1575
86
+ 2026/08/21 09:05:15.481, 0, 81, 81, 2705, 15360, 75, 69.17, 1155
87
+ 2026/08/21 09:05:15.500, 1, 97, 46, 2705, 15360, 71, 75.44, 1170
88
+ 2026/08/21 09:05:20.550, 0, 97, 83, 2705, 15360, 75, 63.32, 975
89
+ 2026/08/21 09:05:20.569, 1, 97, 82, 2705, 15360, 71, 65.44, 1065
90
+ 2026/08/21 09:05:25.629, 0, 97, 78, 2705, 15360, 75, 65.12, 990
91
+ 2026/08/21 09:05:25.646, 1, 96, 82, 2705, 15360, 72, 60.35, 1110
92
+ 2026/08/21 09:05:30.701, 0, 96, 77, 2705, 15360, 75, 61.95, 1035
93
+ 2026/08/21 09:05:30.719, 1, 97, 82, 2705, 15360, 72, 59.92, 1155
94
+ 2026/08/21 09:05:35.777, 0, 95, 76, 2705, 15360, 76, 63.81, 990
95
+ 2026/08/21 09:05:35.796, 1, 97, 77, 2705, 15360, 73, 63.38, 1095
96
+ 2026/08/21 09:05:40.854, 0, 94, 78, 2705, 15360, 77, 64.75, 945
97
+ 2026/08/21 09:05:40.873, 1, 95, 80, 2705, 15360, 73, 69.96, 1335
98
+ 2026/08/21 09:05:45.926, 0, 97, 97, 2705, 15360, 78, 63.81, 1335
99
+ 2026/08/21 09:05:45.935, 1, 100, 11, 2705, 15360, 74, 50.53, 1590
100
+ 2026/08/21 09:05:50.997, 0, 95, 82, 2705, 15360, 79, 72.30, 1020
101
+ 2026/08/21 09:05:51.017, 1, 97, 49, 2705, 15360, 75, 69.61, 1185
102
+ 2026/08/21 09:05:56.080, 0, 97, 78, 2705, 15360, 79, 64.16, 975
103
+ 2026/08/21 09:05:56.091, 1, 97, 82, 2705, 15360, 75, 61.95, 1035
104
+ 2026/08/21 09:06:01.149, 0, 95, 80, 2705, 15360, 79, 55.35, 1005
105
+ 2026/08/21 09:06:01.169, 1, 97, 82, 2705, 15360, 75, 64.71, 1095
106
+ 2026/08/21 09:06:06.224, 0, 95, 80, 2705, 15360, 78, 66.61, 1110
107
+ 2026/08/21 09:06:06.238, 1, 94, 78, 2705, 15360, 75, 68.14, 1200
108
+ 2026/08/21 09:06:11.293, 0, 96, 76, 2705, 15360, 77, 63.71, 945
109
+ 2026/08/21 09:06:11.312, 1, 95, 78, 2705, 15360, 74, 66.91, 990
110
+ 2026/08/21 09:06:16.368, 0, 95, 80, 2705, 15360, 77, 64.65, 1110
111
+ 2026/08/21 09:06:16.383, 1, 95, 80, 2705, 15360, 73, 54.30, 1200
112
+ 2026/08/21 09:06:21.435, 0, 96, 80, 2705, 15360, 76, 64.65, 1095
113
+ 2026/08/21 09:06:21.457, 1, 95, 78, 2705, 15360, 72, 53.91, 1410
114
+ 2026/08/21 09:06:26.502, 0, 97, 97, 2705, 15360, 76, 65.65, 1455
115
+ 2026/08/21 09:06:26.524, 1, 100, 0, 2705, 15360, 73, 50.04, 1395
116
+ 2026/08/21 09:06:31.581, 0, 95, 80, 2705, 15360, 76, 70.84, 1005
117
+ 2026/08/21 09:06:31.597, 1, 95, 81, 2705, 15360, 72, 61.55, 1005
118
+ 2026/08/21 09:06:36.651, 0, 94, 79, 2705, 15360, 76, 61.20, 960
119
+ 2026/08/21 09:06:36.674, 1, 97, 78, 2705, 15360, 73, 61.55, 1005
120
+ 2026/08/21 09:06:41.728, 0, 97, 83, 2705, 15360, 76, 61.36, 1110
121
+ 2026/08/21 09:06:41.740, 1, 95, 80, 2705, 15360, 73, 68.33, 1260
122
+ 2026/08/21 09:06:46.796, 0, 95, 76, 2705, 15360, 76, 66.81, 975
123
+ 2026/08/21 09:06:46.814, 1, 95, 79, 2705, 15360, 73, 69.21, 1140
124
+ 2026/08/21 09:06:51.868, 0, 95, 80, 2705, 15360, 76, 62.30, 915
125
+ 2026/08/21 09:06:51.884, 1, 97, 80, 2705, 15360, 73, 61.95, 1020
126
+ 2026/08/21 09:06:56.934, 0, 97, 81, 2705, 15360, 77, 62.47, 1155
127
+ 2026/08/21 09:06:56.955, 1, 95, 80, 2705, 15360, 74, 65.24, 1215
128
+ 2026/08/21 09:07:02.005, 0, 96, 88, 2705, 15360, 77, 65.48, 1080
129
+ 2026/08/21 09:07:02.023, 1, 100, 15, 2705, 15360, 74, 50.53, 1590
130
+ 2026/08/21 09:07:07.074, 0, 83, 79, 2705, 15360, 78, 62.63, 930
131
+ 2026/08/21 09:07:07.089, 1, 97, 60, 2705, 15360, 74, 61.75, 1050
132
+ 2026/08/21 09:07:12.145, 0, 96, 78, 2705, 15360, 78, 63.93, 1170
133
+ 2026/08/21 09:07:12.159, 1, 95, 81, 2705, 15360, 75, 61.00, 990
134
+ 2026/08/21 09:07:17.217, 0, 95, 78, 2705, 15360, 78, 56.72, 960
135
+ 2026/08/21 09:07:17.241, 1, 95, 76, 2705, 15360, 74, 68.68, 1095
136
+ 2026/08/21 09:07:22.299, 0, 96, 77, 2705, 15360, 78, 66.47, 1095
137
+ 2026/08/21 09:07:22.315, 1, 97, 82, 2705, 15360, 74, 62.04, 990
138
+ 2026/08/21 09:07:27.378, 0, 97, 82, 2705, 15360, 77, 66.22, 1020
139
+ 2026/08/21 09:07:27.395, 1, 95, 80, 2705, 15360, 74, 74.36, 1140
140
+ 2026/08/21 09:07:32.446, 0, 95, 76, 2705, 15360, 77, 63.32, 960
141
+ 2026/08/21 09:07:32.461, 1, 96, 76, 2705, 15360, 74, 62.73, 1095
142
+ 2026/08/21 09:07:37.521, 0, 96, 88, 2705, 15360, 77, 65.04, 1065
143
+ 2026/08/21 09:07:37.542, 1, 98, 46, 2705, 15360, 73, 48.29, 1575
144
+ 2026/08/21 09:07:42.585, 0, 48, 29, 2707, 15360, 77, 62.32, 1440
145
+ 2026/08/21 09:07:42.600, 1, 0, 0, 3, 15360, 69, 16.70, 375
146
+ 2026/08/21 09:07:47.654, 0, 51, 32, 2707, 15360, 77, 59.96, 1575
147
+ 2026/08/21 09:07:47.663, 1, 0, 0, 3, 15360, 66, 13.03, 300
148
+ 2026/08/21 09:07:52.717, 0, 0, 0, 2707, 15360, 75, 45.07, 1590
149
+ 2026/08/21 09:07:52.724, 1, 0, 0, 3, 15360, 64, 11.65, 300
opt1_ttfs_temporal/opt1_ttfs_dta_decay1.00.summary.json ADDED
@@ -0,0 +1,89 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "opt1_ttfs_dta_decay1.00",
3
+ "script": "opt1_ttfs_temporal.py",
4
+ "script_sha256_16": "70687c3a0e15c4f8",
5
+ "hf_folder": "opt1_ttfs_temporal",
6
+ "priority": 1,
7
+ "note": "",
8
+ "phase": 3,
9
+ "n_phases": 10,
10
+ "command": [
11
+ "/usr/bin/python3",
12
+ "-m",
13
+ "torch.distributed.run",
14
+ "--standalone",
15
+ "--nproc_per_node=2",
16
+ "/kaggle/temp/snn_runs/scripts/opt1_ttfs_temporal.py",
17
+ "--epochs",
18
+ "100",
19
+ "--batch-size",
20
+ "32",
21
+ "--num-bins",
22
+ "16",
23
+ "--event-eval",
24
+ "--no-hf",
25
+ "--no-resume",
26
+ "--data-dir",
27
+ "/kaggle/temp/dvs128_data",
28
+ "--num-classes",
29
+ "11",
30
+ "--bench",
31
+ "--ttfs",
32
+ "--dta",
33
+ "--dta-decay",
34
+ "1.00"
35
+ ],
36
+ "flags": [
37
+ "--ttfs",
38
+ "--dta",
39
+ "--dta-decay",
40
+ "1.00"
41
+ ],
42
+ "epochs_requested": 100,
43
+ "epochs_completed": 100,
44
+ "batch_size_per_gpu": 32,
45
+ "num_bins_T": 16,
46
+ "gpus": 2,
47
+ "amp": false,
48
+ "exit_code": 0,
49
+ "status": "ok",
50
+ "duration_s": 371.4,
51
+ "sec_per_epoch": 3.71,
52
+ "started_utc": "2026-08-21T09:01:42.793908+00:00",
53
+ "finished_utc": "2026-08-21T09:07:54.161554+00:00",
54
+ "final_epoch_metrics": {
55
+ "epoch": 100,
56
+ "train_loss": 0.5892756193543899,
57
+ "train_acc": 0.9888475836431226,
58
+ "test_loss": 0.4955277675480554,
59
+ "test_acc": 0.8484848484848485,
60
+ "best_acc": 0.875,
61
+ "spike_rates": [
62
+ 0.0318609657971298,
63
+ 0.022673394311876857,
64
+ 0.02253551342908074,
65
+ 0.018235274645335534,
66
+ 0.039672868874143154
67
+ ],
68
+ "spikes_per_sample": 105125.42717760181,
69
+ "wall_time_s": 2.343698740005493,
70
+ "timestamp": "2026-08-21T09:07:37.735946+00:00"
71
+ },
72
+ "best": {
73
+ "epoch": 90,
74
+ "test_acc": 0.875
75
+ },
76
+ "event_driven": {
77
+ "event_driven_test_acc": 0.8484848484848485,
78
+ "synaptic_ops_per_inference": 73886895.05555555,
79
+ "avg_ticks_executed": 16.0
80
+ },
81
+ "driver_version": 1,
82
+ "zip": {
83
+ "name": "opt1_ttfs_dta_decay1.00.zip",
84
+ "files": 312,
85
+ "bytes": 1452923471,
86
+ "MB": 1452.9,
87
+ "sha256": "6acdba99a15f9337a4a2a3cd0fab97b5070d50629774f2274da6ebd8c2bae2db"
88
+ }
89
+ }
opt1_ttfs_temporal/opt1_ttfs_dta_decay1.00.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6acdba99a15f9337a4a2a3cd0fab97b5070d50629774f2274da6ebd8c2bae2db
3
+ size 1452923471