add run opt1_ttfs_plain
Browse files
opt1_ttfs_temporal/opt1_ttfs_plain.epochs.csv
ADDED
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| 1 |
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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
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| 2 |
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opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,1,7.206344674511027,0.21189591078066913,2.3888123974655615,0.0946969696969697,0.0946969696969697,138703.33922511313,2.680342197418213,2.7,2026-08-21T04:41:59.242598+00:00,0.031752987162155265,0.042883932371349895,0.042035520953290606,0.03666491762680166,0.036199198707061654,0.037907,"[0.031752987162155265, 0.042883932371349895, 0.042035520953290606, 0.03666491762680166, 0.036199198707061654]",,,,,
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| 3 |
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opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,2,2.5249806744458505,0.20260223048327136,2.3070660359931714,0.12878787878787878,0.12878787878787878,139111.33314479637,2.233856201171875,4.9,2026-08-21T04:42:01.508209+00:00,0.03418390409034841,0.039958156207028556,0.039137677015627134,0.0361223049900111,0.032774549854152346,0.036435,"[0.03418390409034841, 0.039958156207028556, 0.039137677015627134, 0.0361223049900111, 0.032774549854152346]",1,137.87,0.08555,96.0,5410.0
|
| 4 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,3,2.7045195669932878,0.23605947955390336,2.2612229694019663,0.14393939393939395,0.14393939393939395,138526.08625565612,2.2411539554595947,7.2,2026-08-21T04:42:03.781233+00:00,0.03339308642727487,0.04073585569858551,0.03955267654622302,0.03651645078378565,0.031384342952686196,0.036316,"[0.03339308642727487, 0.04073585569858551, 0.03955267654622302, 0.03651645078378565, 0.031384342952686196]",,,,,
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| 5 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,4,2.4212793523937353,0.2843866171003718,2.016997597434304,0.23106060606060605,0.23106060606060605,126438.15497737555,2.245807409286499,9.4,2026-08-21T04:42:06.058297+00:00,0.03021733331329682,0.0358590284252868,0.039270311813144124,0.03519185216111295,0.03227565306074479,0.034563,"[0.03021733331329682, 0.0358590284252868, 0.039270311813144124, 0.03519185216111295, 0.03227565306074479]",1,133.36,0.08319,96.0,5410.0
|
| 6 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,5,2.1320854518493313,0.3271375464684015,1.8745683973485774,0.3409090909090909,0.3409090909090909,125474.62811085973,2.2440404891967773,11.6,2026-08-21T04:42:08.336883+00:00,0.030322169337202522,0.035901310908443784,0.0377497701522182,0.031881454345934535,0.03263520120697863,0.033698,"[0.030322169337202522, 0.035901310908443784, 0.0377497701522182, 0.031881454345934535, 0.03263520120697863]",,,,,
|
| 7 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,6,1.9621327144948966,0.395910780669145,1.8122114846200654,0.3484848484848485,0.3484848484848485,122603.93438914027,2.2530837059020996,13.9,2026-08-21T04:42:10.623375+00:00,0.03012115924673922,0.034661670379778915,0.03589647263288498,0.03043721813489409,0.03400842319516575,0.033025,"[0.03012115924673922, 0.034661670379778915, 0.03589647263288498, 0.03043721813489409, 0.03400842319516575]",1,130.78,0.08185,96.0,5410.0
|
| 8 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,7,1.8649242487095545,0.37174721189591076,1.693303386370341,0.4090909090909091,0.4090909090909091,122335.77135180996,2.256600856781006,16.2,2026-08-21T04:42:12.912347+00:00,0.0305112838087713,0.03390053199494586,0.03514923703144578,0.03115287412177114,0.03519125545726103,0.033181,"[0.0305112838087713, 0.03390053199494586, 0.03514923703144578, 0.03115287412177114, 0.03519125545726103]",,,,,
|
| 9 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,8,1.7865059703699275,0.4107806691449814,1.6228642319187974,0.3977272727272727,0.4090909090909091,120507.98232466064,2.2638018131256104,18.4,2026-08-21T04:42:15.206721+00:00,0.03019976703559651,0.033015275702756995,0.03491302513900925,0.03013751853038283,0.03648789007874096,0.032951,"[0.03019976703559651, 0.033015275702756995, 0.03491302513900925, 0.03013751853038283, 0.03648789007874096]",1,141.65,0.08907,98.0,5410.0
|
| 10 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,9,1.7282849466047323,0.4591078066914498,1.5012229789387097,0.4431818181818182,0.4431818181818182,122393.28421945701,2.266390085220337,20.7,2026-08-21T04:42:17.498348+00:00,0.031045822317109388,0.03319663072333617,0.03479007105616962,0.029959488879231846,0.037530855878311044,0.033305,"[0.031045822317109388, 0.03319663072333617, 0.03479007105616962, 0.029959488879231846, 0.037530855878311044]",,,,,
|
| 11 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,10,1.7796596195618015,0.45539033457249073,1.5761510350487449,0.4128787878787879,0.4431818181818182,125395.40384615386,2.2719271183013916,23.0,2026-08-21T04:42:19.803512+00:00,0.03199448874768089,0.03353781340753331,0.035796855521552706,0.030887171187821555,0.038158416748046875,0.034075,"[0.03199448874768089, 0.03353781340753331, 0.035796855521552706, 0.030887171187821555, 0.038158416748046875]",,,,,
|
| 12 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,11,1.5628536921894682,0.5185873605947955,1.2468951470924146,0.5454545454545454,0.5454545454545454,123709.18014705883,2.283615827560425,25.2,2026-08-21T04:42:22.111884+00:00,0.03181572598131264,0.032790057361125946,0.0348117450142608,0.030780130011193892,0.038532101713559204,0.033746,"[0.03181572598131264, 0.032790057361125946, 0.0348117450142608, 0.030780130011193892, 0.038532101713559204]",1,124.09,0.07871,95.0,5410.0
|
| 13 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,12,1.5947176545969173,0.4944237918215613,1.3315500924081514,0.4962121212121212,0.5454545454545454,118661.80924773756,2.2943222522735596,27.5,2026-08-21T04:42:24.439067+00:00,0.029281924314358655,0.033137987422592496,0.03462286709862597,0.0307512888137032,0.03906648737542769,0.033372,"[0.029281924314358655, 0.033137987422592496, 0.03462286709862597, 0.0307512888137032, 0.03906648737542769]",,,,,
|
| 14 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,13,1.5488726888890603,0.5130111524163569,1.2505038796049175,0.5151515151515151,0.5454545454545454,117847.21196266968,2.2927207946777344,29.8,2026-08-21T04:42:26.760403+00:00,0.029249530723866296,0.032564474817584545,0.034139273140360325,0.03152660773519207,0.03987062897752313,0.03347,"[0.029249530723866296, 0.032564474817584545, 0.034139273140360325, 0.03152660773519207, 0.03987062897752313]",1,140.93,0.08975,96.0,5410.0
|
| 15 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,14,1.5608676250982463,0.5223048327137546,1.2473339312004321,0.5568181818181818,0.5568181818181818,118307.15893665158,2.307220220565796,32.1,2026-08-21T04:42:29.092430+00:00,0.029416298712877667,0.032643908525214475,0.03417340381180539,0.03160804751164773,0.03964050442856901,0.033496,"[0.029416298712877667, 0.032643908525214475, 0.03417340381180539, 0.03160804751164773, 0.03964050442856901]",,,,,
|
| 16 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,15,1.454886572511666,0.5446096654275093,1.2332722490484065,0.5151515151515151,0.5568181818181818,115053.55896493213,2.319941997528076,34.5,2026-08-21T04:42:31.443787+00:00,0.028554784134030342,0.03198798154206837,0.033174080445485955,0.029792014399872106,0.03998581210480017,0.032699,"[0.028554784134030342, 0.03198798154206837, 0.033174080445485955, 0.029792014399872106, 0.03998581210480017]",1,126.24,0.08135,95.0,5410.0
|
| 17 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,16,1.5509071150676912,0.5074349442379182,1.2244379086927935,0.5340909090909091,0.5568181818181818,116633.92887443438,2.325363874435425,36.8,2026-08-21T04:42:33.794911+00:00,0.028055070844643256,0.033459792242330665,0.0350173521129524,0.03065911472281989,0.04061843060395297,0.033562,"[0.028055070844643256, 0.033459792242330665, 0.0350173521129524, 0.03065911472281989, 0.04061843060395297]",,,,,
|
| 18 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,17,1.471662192982812,0.5650557620817844,1.2922884189721309,0.48484848484848486,0.5568181818181818,116955.25975678733,2.3464314937591553,39.1,2026-08-21T04:42:36.166848+00:00,0.02833021486945012,0.03341410177595475,0.034853734733427275,0.029737279476488337,0.040457229403888476,0.033359,"[0.02833021486945012, 0.03341410177595475, 0.034853734733427275, 0.029737279476488337, 0.040457229403888476]",1,127.87,0.08334,95.0,5410.0
|
| 19 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,18,1.576900160888757,0.516728624535316,1.2822547898148045,0.5871212121212122,0.5871212121212122,116705.42618778281,2.3478829860687256,41.5,2026-08-21T04:42:38.541322+00:00,0.028485750779509544,0.03307899942292886,0.03481531340409728,0.028166581164388096,0.040598977357149124,0.033029,"[0.028485750779509544, 0.03307899942292886, 0.03481531340409728, 0.028166581164388096, 0.040598977357149124]",,,,,
|
| 20 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,19,1.431590016003435,0.5724907063197026,1.2027704643480706,0.5454545454545454,0.5871212121212122,117875.23246606335,2.3459391593933105,43.8,2026-08-21T04:42:40.918587+00:00,0.028822433203458786,0.03357852973482188,0.03484117283540614,0.027604519553920803,0.04062842468128485,0.033095,"[0.028822433203458786, 0.03357852973482188, 0.03484117283540614, 0.027604519553920803, 0.04062842468128485]",1,144.32,0.09405,97.0,5410.0
|
| 21 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,20,1.4307909428408598,0.5613382899628253,1.236051234331998,0.5303030303030303,0.5871212121212122,118583.54284502262,2.3515512943267822,46.2,2026-08-21T04:42:43.296118+00:00,0.02966435264576884,0.032959816429544896,0.034070796607171785,0.02757644226007602,0.04049680907936657,0.032954,"[0.02966435264576884, 0.032959816429544896, 0.034070796607171785, 0.02757644226007602, 0.04049680907936657]",,,,,
|
| 22 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,21,1.4615618743861032,0.5353159851301115,1.1758574933716746,0.5113636363636364,0.5871212121212122,119089.78945135747,2.358203172683716,48.5,2026-08-21T04:42:45.680670+00:00,0.029744408476878616,0.03317785372628885,0.03415806460029939,0.028040152371806258,0.040896989624289906,0.033203,"[0.029744408476878616, 0.03317785372628885, 0.03415806460029939, 0.028040152371806258, 0.040896989624289906]",1,117.54,0.077,98.0,5410.0
|
| 23 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,22,1.3838771448702618,0.5910780669144982,1.2237069751277114,0.5340909090909091,0.5871212121212122,117872.10251696833,2.3805806636810303,50.9,2026-08-21T04:42:48.096629+00:00,0.029350730097469163,0.03336426812936278,0.03304197200957466,0.02801537952002357,0.04097504431710524,0.032949,"[0.029350730097469163, 0.03336426812936278, 0.03304197200957466, 0.02801537952002357, 0.04097504431710524]",,,,,
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| 24 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,23,1.3230124579043194,0.6356877323420075,1.2324880795045332,0.5037878787878788,0.5871212121212122,116130.09332579185,2.371098279953003,53.3,2026-08-21T04:42:50.494141+00:00,0.028691485633744913,0.032628921244074315,0.033941454308874464,0.02756998983814436,0.04078508628641858,0.032723,"[0.028691485633744913, 0.032628921244074315, 0.033941454308874464, 0.02756998983814436, 0.04078508628641858]",1,144.42,0.09512,90.5,5410.0
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| 25 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,24,1.3806473216159636,0.6133828996282528,1.0826783107988762,0.5757575757575758,0.5871212121212122,116448.23119343891,2.3825368881225586,55.7,2026-08-21T04:42:52.901850+00:00,0.028979740160353044,0.032426973256994694,0.034011724678909075,0.02671091488617308,0.04092980307691237,0.032612,"[0.028979740160353044, 0.032426973256994694, 0.034011724678909075, 0.02671091488617308, 0.04092980307691237]",,,,,
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| 26 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,25,1.2668980435367854,0.6598513011152416,1.3255623470653186,0.5,0.5871212121212122,115568.73798076923,2.3715977668762207,58.0,2026-08-21T04:42:55.299936+00:00,0.028810542843797627,0.03211532182553235,0.03365309448803172,0.026645597837427083,0.040756691685494256,0.032396,"[0.028810542843797627, 0.03211532182553235, 0.03365309448803172, 0.026645597837427083, 0.040756691685494256]",1,134.25,0.08844,95.0,5410.0
|
| 27 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,26,1.3439771012302668,0.6022304832713755,1.201447150923989,0.5227272727272727,0.5871212121212122,114632.41841063349,2.359391927719116,60.4,2026-08-21T04:42:57.685001+00:00,0.028439607361660284,0.031544814214986915,0.034190800698364485,0.027836954001994693,0.040992132661973726,0.032601,"[0.028439607361660284, 0.031544814214986915, 0.034190800698364485, 0.027836954001994693, 0.040992132661973726]",,,,,
|
| 28 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,27,1.374285732503274,0.6133828996282528,1.2472893035773076,0.553030303030303,0.5871212121212122,114357.56759049774,2.3600032329559326,62.8,2026-08-21T04:43:00.070450+00:00,0.02853822598562521,0.031427915262825346,0.03398978118510807,0.0259301944033188,0.040521526818766314,0.032082,"[0.02853822598562521, 0.031427915262825346, 0.03398978118510807, 0.0259301944033188, 0.040521526818766314]",1,130.16,0.08533,95.0,5410.0
|
| 29 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,28,1.32746373366246,0.6431226765799256,1.2631364266077678,0.5681818181818182,0.5871212121212122,114097.82565045249,2.346301555633545,65.1,2026-08-21T04:43:02.442257+00:00,0.0285148763043039,0.031756170094013214,0.03310008566169178,0.025233242879895604,0.040866472046164906,0.031894,"[0.0285148763043039, 0.031756170094013214, 0.03310008566169178, 0.025233242879895604, 0.040866472046164906]",,,,,
|
| 30 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,29,1.3010505273882784,0.6505576208178439,1.1410485542181767,0.6136363636363636,0.6136363636363636,114224.20050904978,2.341306686401367,67.4,2026-08-21T04:43:04.809189+00:00,0.028347504051292643,0.03243630401351873,0.03286183559719254,0.02439245274838279,0.04079999971915694,0.031768,"[0.028347504051292643, 0.03243630401351873, 0.03286183559719254, 0.02439245274838279, 0.04079999971915694]",,,,,
|
| 31 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,30,1.2510929409012919,0.6691449814126395,1.185045509627371,0.6098484848484849,0.6136363636363636,112781.37613122172,2.333979845046997,69.8,2026-08-21T04:43:07.173927+00:00,0.02843346939805676,0.03136174304082113,0.03187839182860711,0.024527479620540842,0.04098647109725896,0.031438,"[0.02843346939805676, 0.03136174304082113, 0.03187839182860711, 0.024527479620540842, 0.04098647109725896]",1,128.4,0.08325,95.0,5410.0
|
| 32 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,31,1.2192047634975618,0.6765799256505576,1.1581567850979892,0.5643939393939394,0.6136363636363636,113785.35350678733,2.324152708053589,72.1,2026-08-21T04:43:09.523943+00:00,0.02921282291850623,0.030995179296416396,0.03155309860320652,0.023964162368108246,0.04077143265920527,0.031299,"[0.02921282291850623, 0.030995179296416396, 0.03155309860320652, 0.023964162368108246, 0.04077143265920527]",,,,,
|
| 33 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,32,1.2710835596885823,0.6579925650557621,1.0344359224492854,0.6060606060606061,0.6136363636363636,113640.8731617647,2.3225324153900146,74.4,2026-08-21T04:43:11.872345+00:00,0.02947936798719799,0.03053021409055766,0.031156812301453424,0.023908026078168082,0.04068868300494026,0.031153,"[0.02947936798719799, 0.03053021409055766, 0.031156812301453424, 0.023908026078168082, 0.04068868300494026]",1,131.95,0.08513,95.0,5410.0
|
| 34 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,33,1.2146031905284158,0.6877323420074349,1.1339442332585652,0.5871212121212122,0.6136363636363636,114601.73373868778,2.3119399547576904,76.7,2026-08-21T04:43:14.210865+00:00,0.029558401116553473,0.031130343237343955,0.03156506094862433,0.023541791474117953,0.04064323468243375,0.031288,"[0.029558401116553473, 0.031130343237343955, 0.03156506094862433, 0.023541791474117953, 0.04064323468243375]",,,,,
|
| 35 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,34,1.1753707574645826,0.7230483271375465,1.3035883126836834,0.5227272727272727,0.6136363636363636,114688.01145361991,2.3165833950042725,79.1,2026-08-21T04:43:16.552933+00:00,0.02951627651996472,0.031662317540715725,0.03090940262464916,0.023272293236325767,0.04013311819118612,0.031099,"[0.02951627651996472, 0.031662317540715725, 0.03090940262464916, 0.023272293236325767, 0.04013311819118612]",1,124.82,0.08032,95.0,5410.0
|
| 36 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,35,1.1492141321246065,0.7342007434944238,0.9564988829872825,0.6590909090909091,0.6590909090909091,116242.45135746605,2.302529811859131,81.4,2026-08-21T04:43:18.880672+00:00,0.0295223490718533,0.03336966607500525,0.030541376922937,0.022848203778266907,0.040139090488938725,0.031284,"[0.0295223490718533, 0.03336966607500525, 0.030541376922937, 0.022848203778266907, 0.040139090488938725]",,,,,
|
| 37 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,36,1.167594330461495,0.7490706319702602,1.0829369787013892,0.6098484848484849,0.6590909090909091,115889.61114253395,2.3061437606811523,83.7,2026-08-21T04:43:21.218285+00:00,0.02949673737234929,0.033719572950811946,0.029532086871126118,0.0218417299363543,0.03954332453363082,0.030827,"[0.02949673737234929, 0.033719572950811946, 0.029532086871126118, 0.0218417299363543, 0.03954332453363082]",1,112.1,0.07181,97.5,5410.0
|
| 38 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,37,1.0987397077801502,0.7695167286245354,0.9123933333339114,0.6893939393939394,0.6893939393939394,113391.18820701358,2.2976090908050537,86.0,2026-08-21T04:43:23.544676+00:00,0.029497454271597022,0.03197926699238665,0.028123754021876,0.02237518022165579,0.03874071906594669,0.030143,"[0.029497454271597022, 0.03197926699238665, 0.028123754021876, 0.02237518022165579, 0.03874071906594669]",,,,,
|
| 39 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,38,1.113687129268859,0.7695167286245354,1.0300017017306704,0.6212121212121212,0.6893939393939394,112740.49377828055,2.29433536529541,88.3,2026-08-21T04:43:25.872224+00:00,0.029629735823939827,0.03142537220435984,0.027526690789005336,0.02208425345666268,0.03918952429119278,0.029971,"[0.029629735823939827, 0.03142537220435984, 0.027526690789005336, 0.02208425345666268, 0.03918952429119278]",,,,,
|
| 40 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,39,1.0997592782442454,0.7695167286245354,0.816713141672539,0.7537878787878788,0.7537878787878788,112968.83682126697,2.295628309249878,90.5,2026-08-21T04:43:28.194143+00:00,0.029736855669933206,0.03124964390607441,0.027832727660151088,0.022274163058575464,0.039490056826787835,0.030117,"[0.029736855669933206, 0.03124964390607441, 0.027832727660151088, 0.022274163058575464, 0.039490056826787835]",1,125.58,0.08008,95.0,5410.0
|
| 41 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,40,1.1152163930098806,0.7602230483271375,0.9053246812386946,0.6856060606060606,0.7537878787878788,113056.85336538462,2.3019280433654785,92.9,2026-08-21T04:43:30.531328+00:00,0.029783803860054296,0.03148310609600123,0.027650036794297835,0.021073174169834924,0.039248004774836934,0.029848,"[0.029783803860054296, 0.03148310609600123, 0.027650036794297835, 0.021073174169834924, 0.039248004774836934]",,,,,
|
| 42 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,41,1.0044737358518692,0.7936802973977695,0.9190989154757876,0.7083333333333334,0.7537878787878788,111730.40822963801,2.3014745712280273,95.2,2026-08-21T04:43:32.859868+00:00,0.029585347565657952,0.030858259428949916,0.027232439311988214,0.020851087811238626,0.038407649406615424,0.029387,"[0.029585347565657952, 0.030858259428949916, 0.027232439311988214, 0.020851087811238626, 0.038407649406615424]",1,122.96,0.07861,96.0,5410.0
|
| 43 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,42,0.9952412635420335,0.8252788104089219,0.9384881258010864,0.6666666666666666,0.7537878787878788,110967.95998303167,2.3065099716186523,97.5,2026-08-21T04:43:35.193717+00:00,0.02951907300773789,0.03022118263384875,0.027277153642738566,0.0210063900141155,0.03849442084045971,0.029304,"[0.02951907300773789, 0.03022118263384875, 0.027277153642738566, 0.0210063900141155, 0.03849442084045971]",,,,,
|
| 44 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,43,1.0045993656030818,0.8178438661710037,1.010424382758863,0.6477272727272727,0.7537878787878788,109765.01908936651,2.304560899734497,99.8,2026-08-21T04:43:37.524834+00:00,0.029486439355156,0.029399529756868586,0.026675449026858106,0.021328394246451995,0.03854515118634,0.029087,"[0.029486439355156, 0.029399529756868586, 0.026675449026858106, 0.021328394246451995, 0.03854515118634]",1,137.08,0.08775,95.0,5410.0
|
| 45 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,44,1.0162584134637203,0.7881040892193308,0.89880852988272,0.7007575757575758,0.7537878787878788,110606.26371606335,2.2992377281188965,102.1,2026-08-21T04:43:39.848845+00:00,0.029607198803740388,0.02993711642920971,0.026654102784745833,0.021588048295063132,0.038735817022183365,0.029304,"[0.029607198803740388, 0.02993711642920971, 0.026654102784745833, 0.021588048295063132, 0.038735817022183365]",,,,,
|
| 46 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,45,0.9880075241996453,0.8178438661710037,0.9052914417151249,0.6515151515151515,0.7537878787878788,110858.15625,2.3098461627960205,104.4,2026-08-21T04:43:42.186187+00:00,0.02963030557422077,0.02977632764069473,0.02756668276646558,0.020785037209005916,0.03857454679468099,0.029267,"[0.02963030557422077, 0.02977632764069473, 0.02756668276646558, 0.020785037209005916, 0.03857454679468099]",1,131.45,0.08434,96.0,5410.0
|
| 47 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,46,0.9890992473049235,0.8104089219330854,0.9072962746475682,0.7007575757575758,0.7537878787878788,109950.32494343891,2.312551975250244,106.7,2026-08-21T04:43:44.524180+00:00,0.029481466421309638,0.029847999486853096,0.02652133004192044,0.019870634026387158,0.03821563720703125,0.028787,"[0.029481466421309638, 0.029847999486853096, 0.02652133004192044, 0.019870634026387158, 0.03821563720703125]",,,,,
|
| 48 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,47,0.9567092891962555,0.8197026022304833,0.8310968586892793,0.7234848484848485,0.7537878787878788,109915.63984728507,2.318932294845581,109.0,2026-08-21T04:43:46.868187+00:00,0.029469959437847137,0.029916334568577653,0.02642082521582351,0.019630518467987284,0.03846305762143696,0.02878,"[0.029469959437847137, 0.029916334568577653, 0.02642082521582351, 0.019630518467987284, 0.03846305762143696]",1,123.73,0.0797,96.0,5410.0
|
| 49 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,48,0.9518944364054939,0.8271375464684015,0.812055949008826,0.7310606060606061,0.7537878787878788,109906.69881221719,2.31823468208313,111.3,2026-08-21T04:43:49.213145+00:00,0.029577919775072264,0.029725522022036946,0.026363570790957,0.019612591823234278,0.038105839534717446,0.028677,"[0.029577919775072264, 0.029725522022036946, 0.026363570790957, 0.019612591823234278, 0.038105839534717446]",,,,,
|
| 50 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,49,0.932593210922298,0.8215613382899628,0.8001073382117532,0.7272727272727273,0.7537878787878788,110043.10364819004,2.3257365226745605,113.6,2026-08-21T04:43:51.564858+00:00,0.029603813720100066,0.02958068667965777,0.02670555528910721,0.020043673103346545,0.03788620978593826,0.028764,"[0.029603813720100066, 0.02958068667965777, 0.02670555528910721, 0.020043673103346545, 0.03788620978593826]",1,117.87,0.07615,98.5,5410.0
|
| 51 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,50,0.9248204966903176,0.8401486988847584,0.8316824246536602,0.7386363636363636,0.7537878787878788,109563.64522058824,2.3200557231903076,116.0,2026-08-21T04:43:53.918338+00:00,0.029594202142427948,0.029379845980335686,0.026255001368768075,0.01993923930122572,0.038036381058833175,0.028641,"[0.029594202142427948, 0.029379845980335686, 0.026255001368768075, 0.01993923930122572, 0.038036381058833175]",,,,,
|
| 52 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,51,0.9683076830158447,0.8141263940520446,0.725889936541066,0.7575757575757576,0.7575757575757576,110466.27672511312,2.348832845687866,118.3,2026-08-21T04:43:56.291977+00:00,0.029616676599663848,0.030124508173150176,0.026648167630328852,0.018916308112880763,0.038363184999017155,0.028734,"[0.029616676599663848, 0.030124508173150176, 0.026648167630328852, 0.018916308112880763, 0.038363184999017155]",1,132.98,0.08676,95.0,5410.0
|
| 53 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,52,0.9038571883754659,0.8438661710037175,0.8585328188809481,0.7234848484848485,0.7575757575757576,111065.00254524886,2.3473966121673584,120.7,2026-08-21T04:43:58.670433+00:00,0.02966505102813244,0.030962832162485403,0.02593592181801796,0.018887242631000632,0.037807844360085094,0.028652,"[0.02966505102813244, 0.030962832162485403, 0.02593592181801796, 0.018887242631000632, 0.037807844360085094]",,,,,
|
| 54 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,53,0.9200095877771484,0.8327137546468402,0.7775503424080935,0.7424242424242424,0.7575757575757576,110639.9468325792,2.3499860763549805,123.0,2026-08-21T04:44:01.045548+00:00,0.029604577733313337,0.030812240260488847,0.025708938455756974,0.01871697396478232,0.03792394237483249,0.028553,"[0.029604577733313337, 0.030812240260488847, 0.025708938455756974, 0.01871697396478232, 0.03792394237483249]",1,129.09,0.08427,96.0,5410.0
|
| 55 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,54,0.8949913838982139,0.8475836431226765,0.8299813541499051,0.7348484848484849,0.7575757575757576,110041.48105203621,2.3474817276000977,125.4,2026-08-21T04:44:03.419245+00:00,0.029571450589334265,0.030514575431452078,0.02523050457239151,0.018974250292076784,0.03796053590143428,0.02845,"[0.029571450589334265, 0.030514575431452078, 0.02523050457239151, 0.018974250292076784, 0.03796053590143428]",,,,,
|
| 56 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,55,0.9374240605804557,0.8382899628252788,0.8508499914949591,0.7310606060606061,0.7575757575757576,110528.46677036199,2.3459842205047607,127.7,2026-08-21T04:44:05.793160+00:00,0.02961909694268423,0.030626712038236505,0.02561291613999535,0.019479873535387656,0.038304704515373,0.028729,"[0.02961909694268423, 0.030626712038236505, 0.02561291613999535, 0.019479873535387656, 0.038304704515373]",,,,,
|
| 57 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,56,0.9150440839143491,0.8364312267657993,0.8346799178556963,0.7007575757575758,0.7575757575757576,109936.62952488688,2.3435702323913574,130.1,2026-08-21T04:44:08.162987+00:00,0.029603893923408845,0.030131104676162496,0.025532034499680296,0.01951028757235583,0.03806784792858012,0.028569,"[0.029603893923408845, 0.030131104676162496, 0.025532034499680296, 0.01951028757235583, 0.03806784792858012]",1,124.87,0.08129,95.0,5410.0
|
| 58 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,57,0.8892064444637653,0.8382899628252788,0.8866424416050767,0.696969696969697,0.7575757575757576,110214.9526300905,2.3432185649871826,132.4,2026-08-21T04:44:10.532320+00:00,0.02956718217362376,0.0305868447484339,0.025384768734083456,0.019180177108329886,0.03781379956532927,0.028507,"[0.02956718217362376, 0.0305868447484339, 0.025384768734083456, 0.019180177108329886, 0.03781379956532927]",,,,,
|
| 59 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,58,0.8893516579968336,0.845724907063197,0.8883564074834188,0.7083333333333334,0.7575757575757576,109618.82550904978,2.3455443382263184,134.7,2026-08-21T04:44:12.903745+00:00,0.02961492823327289,0.030278151197468534,0.024773833506247577,0.018772919278811005,0.037960881038623696,0.02828,"[0.02961492823327289, 0.030278151197468534, 0.024773833506247577, 0.018772919278811005, 0.037960881038623696]",1,123.74,0.08062,96.0,5410.0
|
| 60 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,59,0.867917884459726,0.8661710037174721,0.7588367118979945,0.7272727272727273,0.7575757575757576,109527.99095022625,2.346214771270752,137.1,2026-08-21T04:44:15.275059+00:00,0.029591370264396948,0.0301400742986623,0.024917034870561433,0.018984548637972158,0.03803916012539583,0.028334,"[0.029591370264396948, 0.0301400742986623, 0.024917034870561433, 0.018984548637972158, 0.03803916012539583]",,,,,
|
| 61 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,60,0.87659807807894,0.8605947955390335,0.8791006207466125,0.7272727272727273,0.7575757575757576,109419.49024321267,2.3456826210021973,139.4,2026-08-21T04:44:17.645030+00:00,0.029627528151168543,0.0298777476829641,0.0250864687430508,0.01900851134868229,0.03787108905175153,0.028294,"[0.029627528151168543, 0.0298777476829641, 0.0250864687430508, 0.01900851134868229, 0.03787108905175153]",1,126.99,0.08274,96.0,5410.0
|
| 62 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,61,0.8788656727532028,0.8401486988847584,0.7221997380256653,0.7272727272727273,0.7575757575757576,109640.41430995475,2.342344284057617,141.8,2026-08-21T04:44:20.012527+00:00,0.029648813145125612,0.03005393178147428,0.025136765859582844,0.018741522532175568,0.037891387939453125,0.028294,"[0.029648813145125612, 0.03005393178147428, 0.025136765859582844, 0.018741522532175568, 0.037891387939453125]",,,,,
|
| 63 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,62,0.8717657832851197,0.8568773234200744,0.690666708982352,0.7727272727272727,0.7727272727272727,109824.92746040724,2.3413658142089844,144.1,2026-08-21T04:44:22.380494+00:00,0.029607775237630394,0.030636704691192684,0.024663249578546074,0.018056825351189163,0.03758797290570596,0.028111,"[0.029607775237630394, 0.030636704691192684, 0.024663249578546074, 0.018056825351189163, 0.03758797290570596]",1,130.63,0.08496,96.5,5410.0
|
| 64 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,63,0.8798041157562937,0.8605947955390335,0.7204594846927759,0.7613636363636364,0.7727272727272727,109352.73458710407,2.3448288440704346,146.5,2026-08-21T04:44:24.758396+00:00,0.029449690790737375,0.030815595870508868,0.0240198484457591,0.018140723819241804,0.03735493101617869,0.027956,"[0.029449690790737375, 0.030815595870508868, 0.0240198484457591, 0.018140723819241804, 0.03735493101617869]",,,,,
|
| 65 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,64,0.8274557568326759,0.8773234200743495,0.7153132630117012,0.7537878787878788,0.7727272727272727,109462.43806561086,2.337480068206787,148.8,2026-08-21T04:44:27.122126+00:00,0.02930721070836572,0.031006372698089656,0.024351666517117444,0.01837379693546716,0.03784457594156265,0.028177,"[0.02930721070836572, 0.031006372698089656, 0.024351666517117444, 0.01837379693546716, 0.03784457594156265]",1,113.36,0.0736,98.0,5410.0
|
| 66 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,65,0.8006172973427188,0.8977695167286245,0.6776995297634241,0.7765151515151515,0.7765151515151515,108218.53916855203,2.3430986404418945,151.1,2026-08-21T04:44:29.491129+00:00,0.02901556309969986,0.030168641577748692,0.02481024493189419,0.018425491693265298,0.037708679542822,0.028026,"[0.02901556309969986, 0.030168641577748692, 0.02481024493189419, 0.018425491693265298, 0.037708679542822]",,,,,
|
| 67 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,66,0.8588506807625073,0.8605947955390335,0.6561193971922903,0.7727272727272727,0.7765151515151515,108843.04892533936,2.3365001678466797,153.5,2026-08-21T04:44:31.859967+00:00,0.02926667604376288,0.03046617897994378,0.024504933177548295,0.018014587461948395,0.03769544029937071,0.02799,"[0.02926667604376288, 0.03046617897994378, 0.024504933177548295, 0.018014587461948395, 0.03769544029937071]",,,,,
|
| 68 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,67,0.8120411129245971,0.8773234200743495,0.7063475160887747,0.7651515151515151,0.7765151515151515,109516.49194004525,2.328610897064209,155.8,2026-08-21T04:44:34.213752+00:00,0.029563922215910518,0.030815153547069606,0.02395941536216175,0.01780113599756185,0.037468215560211855,0.027922,"[0.029563922215910518, 0.030815153547069606, 0.02395941536216175, 0.01780113599756185, 0.037468215560211855]",1,130.52,0.08443,89.0,5410.0
|
| 69 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,68,0.8179777191474092,0.8903345724907064,0.7592672163789923,0.7386363636363636,0.7765151515151515,108274.69541855203,2.325970411300659,158.1,2026-08-21T04:44:36.565627+00:00,0.029079457635388654,0.030834806754308587,0.0235658660531044,0.01750931264284779,0.03724449478528079,0.027647,"[0.029079457635388654, 0.030834806754308587, 0.0235658660531044, 0.01750931264284779, 0.03724449478528079]",,,,,
|
| 70 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,69,0.8027943829178367,0.8921933085501859,0.6837410845539786,0.7803030303030303,0.7803030303030303,108059.06660067874,2.3220133781433105,160.5,2026-08-21T04:44:38.912838+00:00,0.02918559334733907,0.03060163962928688,0.023307397085077623,0.017049927593154067,0.037506707670057524,0.02753,"[0.02918559334733907, 0.03060163962928688, 0.023307397085077623, 0.017049927593154067, 0.037506707670057524]",1,127.97,0.08254,95.0,5410.0
|
| 71 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,70,0.8189766903349015,0.8754646840148699,0.7053195256175417,0.7727272727272727,0.7803030303030303,108333.84714366516,2.3211066722869873,162.8,2026-08-21T04:44:41.265291+00:00,0.02936718349947649,0.03048330402987845,0.023360067430664513,0.016950365703772095,0.0379384589545867,0.02762,"[0.02936718349947649, 0.03048330402987845, 0.023360067430664513, 0.016950365703772095, 0.0379384589545867]",,,,,
|
| 72 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,71,0.7785390190032335,0.8996282527881041,0.7485900674805497,0.7537878787878788,0.7803030303030303,108323.93297511312,2.3256995677948,165.1,2026-08-21T04:44:43.616667+00:00,0.029411704334266046,0.030379686723737157,0.02332089074394282,0.01716003052013762,0.03773609022883808,0.027602,"[0.029411704334266046, 0.030379686723737157, 0.02332089074394282, 0.01716003052013762, 0.03773609022883808]",1,127.78,0.08255,94.5,5410.0
|
| 73 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,72,0.8165418370505692,0.8866171003717472,0.6860730548699697,0.7689393939393939,0.7803030303030303,108287.29807692308,2.3228442668914795,167.4,2026-08-21T04:44:45.964884+00:00,0.02935004815020982,0.030471623382147622,0.023306784932227695,0.017205299919142443,0.037448572542737514,0.027556,"[0.02935004815020982, 0.030471623382147622, 0.023306784932227695, 0.017205299919142443, 0.037448572542737514]",,,,,
|
| 74 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,73,0.7751818997266124,0.9014869888475836,0.7540024844082919,0.75,0.7803030303030303,108024.18042986425,2.3236441612243652,169.7,2026-08-21T04:44:48.313313+00:00,0.02927278694422806,0.0304325581254328,0.023168446057859587,0.017283777322839287,0.037722954416976255,0.027576,"[0.02927278694422806, 0.0304325581254328, 0.023168446057859587, 0.017283777322839287, 0.037722954416976255]",1,120.46,0.07775,95.0,5410.0
|
| 75 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,74,0.804236992141128,0.8866171003717472,0.7168844685410009,0.7651515151515151,0.7803030303030303,108173.10633484164,2.3223788738250732,172.1,2026-08-21T04:44:50.660948+00:00,0.029298292472958565,0.030439675949952182,0.023313300464959705,0.017383025301729933,0.03760362876688733,0.027608,"[0.029298292472958565, 0.030439675949952182, 0.023313300464959705, 0.017383025301729933, 0.03760362876688733]",,,,,
|
| 76 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,75,0.8258894943393296,0.8810408921933085,0.6844993911006234,0.7689393939393939,0.7803030303030303,108221.05019796379,2.3305811882019043,174.4,2026-08-21T04:44:53.016265+00:00,0.02923249135560849,0.03062398446833386,0.02332522698185023,0.017263023073182386,0.037881790934240114,0.027665,"[0.02923249135560849, 0.03062398446833386, 0.02332522698185023, 0.017263023073182386, 0.037881790934240114]",1,118.79,0.0769,95.5,5410.0
|
| 77 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,76,0.7860793342820773,0.895910780669145,0.717747589855483,0.7689393939393939,0.7803030303030303,108179.06561085973,2.326855182647705,176.7,2026-08-21T04:44:55.368966+00:00,0.029172833570662665,0.030641824116601664,0.023434840800131067,0.017326627912766793,0.037701706018518,0.027656,"[0.029172833570662665, 0.030641824116601664, 0.023434840800131067, 0.017326627912766793, 0.037701706018518]",,,,,
|
| 78 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,77,0.7922551782600942,0.8866171003717472,0.6866453425450758,0.7765151515151515,0.7803030303030303,108734.9991515837,2.3301150798797607,179.1,2026-08-21T04:44:57.723345+00:00,0.029395798659499955,0.030620393945890313,0.023618587566649214,0.01743595422629048,0.037714444758260954,0.027757,"[0.029395798659499955, 0.030620393945890313, 0.023618587566649214, 0.01743595422629048, 0.037714444758260954]",1,109.18,0.07067,95.5,5410.0
|
| 79 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,78,0.7783714984872527,0.8977695167286245,0.6804728544119633,0.7765151515151515,0.7803030303030303,108077.21295248868,2.324479579925537,181.4,2026-08-21T04:45:00.073011+00:00,0.029091710772584465,0.030712005846640644,0.023436791537439123,0.017286966280902132,0.03755174182793673,0.027616,"[0.029091710772584465, 0.030712005846640644, 0.023436791537439123, 0.017286966280902132, 0.03755174182793673]",,,,,
|
| 80 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,79,0.781921469810727,0.8903345724907064,0.6282131148107124,0.7840909090909091,0.7840909090909091,108557.49957579185,2.332113742828369,183.7,2026-08-21T04:45:02.430925+00:00,0.029305344557060915,0.03063762472832904,0.023630808381473318,0.017339866170111823,0.03775777010356679,0.027734,"[0.029305344557060915, 0.03063762472832904, 0.023630808381473318, 0.017339866170111823, 0.03775777010356679]",1,115.63,0.07491,98.5,5410.0
|
| 81 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,80,0.7898750039281455,0.8884758364312267,0.6551015223517562,0.7916666666666666,0.7916666666666666,108898.72553733032,2.334868907928467,186.0,2026-08-21T04:45:04.797137+00:00,0.0293251254102763,0.030858547810245964,0.023769989828853047,0.01730039222713779,0.03779051430961665,0.027809,"[0.0293251254102763, 0.030858547810245964, 0.023769989828853047, 0.01730039222713779, 0.03779051430961665]",,,,,
|
| 82 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,81,0.763170339582578,0.8996282527881041,0.6397088413888757,0.7803030303030303,0.7916666666666666,109233.09488122172,2.3272781372070312,188.4,2026-08-21T04:45:07.156036+00:00,0.02943894486216938,0.03096621363040279,0.02372598461806774,0.017355430213844076,0.037624065709464694,0.027822,"[0.02943894486216938, 0.03096621363040279, 0.02372598461806774, 0.017355430213844076, 0.037624065709464694]",1,141.42,0.09142,96.5,5410.0
|
| 83 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,82,0.7615005679733248,0.9033457249070632,0.6575108062137257,0.7727272727272727,0.7916666666666666,108715.14324095022,2.3392834663391113,190.7,2026-08-21T04:45:09.521446+00:00,0.029317348428508815,0.03081937988891321,0.023516917929929847,0.01734501320649596,0.03789473675629672,0.027779,"[0.029317348428508815, 0.03081937988891321, 0.023516917929929847, 0.01734501320649596, 0.03789473675629672]",,,,,
|
| 84 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,83,0.7542851367847627,0.9089219330855018,0.6552350638490735,0.7878787878787878,0.7916666666666666,109092.90738122172,2.3490819931030273,193.1,2026-08-21T04:45:11.895355+00:00,0.029426093268043855,0.030964562340694314,0.023520557867253527,0.017322077470667222,0.03769878889707958,0.027786,"[0.029426093268043855, 0.030964562340694314, 0.023520557867253527, 0.017322077470667222, 0.03769878889707958]",,,,,
|
| 85 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,84,0.7636466294416264,0.895910780669145,0.6856600813793413,0.7689393939393939,0.7916666666666666,108510.10096153845,2.3468246459960938,195.4,2026-08-21T04:45:14.268053+00:00,0.02924045328708256,0.030740475610775107,0.023574506316114876,0.01741992079598062,0.03775713132584796,0.027746,"[0.02924045328708256, 0.030740475610775107, 0.023574506316114876, 0.01741992079598062, 0.03775713132584796]",1,130.12,0.08482,95.5,5410.0
|
| 86 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,85,0.8085957969431541,0.8773234200743495,0.6854329018881826,0.7651515151515151,0.7916666666666666,108258.60053733032,2.3472321033477783,197.8,2026-08-21T04:45:16.641050+00:00,0.02931741362108904,0.03041056718896417,0.02345125421005137,0.017389598466894206,0.03797298121978255,0.027708,"[0.02931741362108904, 0.03041056718896417, 0.02345125421005137, 0.017389598466894206, 0.03797298121978255]",,,,,
|
| 87 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,86,0.7644182394871482,0.9014869888475836,0.6710270968350497,0.7727272727272727,0.7916666666666666,108461.4828902715,2.340263843536377,200.1,2026-08-21T04:45:19.007778+00:00,0.029242582619190216,0.030775708091609618,0.023434482843560332,0.017287011641789887,0.037848356234676694,0.027718,"[0.029242582619190216, 0.030775708091609618, 0.023434482843560332, 0.017287011641789887, 0.037848356234676694]",1,126.9,0.08249,96.0,5410.0
|
| 88 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,87,0.7564399756463487,0.8996282527881041,0.6613786590821815,0.7803030303030303,0.7916666666666666,108816.88956447963,2.34393572807312,202.4,2026-08-21T04:45:21.378958+00:00,0.02949202707146897,0.03062095504034968,0.023412046734901035,0.017338286756592637,0.037822758011958175,0.027737,"[0.02949202707146897, 0.03062095504034968, 0.023412046734901035, 0.017338286756592637, 0.037822758011958175]",,,,,
|
| 89 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,88,0.7716252498024015,0.8903345724907064,0.6376523465821238,0.7916666666666666,0.7916666666666666,109108.25254524886,2.3458287715911865,204.8,2026-08-21T04:45:23.750533+00:00,0.029548279393245194,0.03070466998307144,0.0235635811353431,0.01738037136109436,0.03788324072957039,0.027816,"[0.029548279393245194, 0.03070466998307144, 0.0235635811353431, 0.01738037136109436, 0.03788324072957039]",1,133.93,0.08727,96.0,5410.0
|
| 90 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,89,0.7611416081956771,0.8921933085501859,0.6397453998074387,0.7916666666666666,0.7916666666666666,108868.53464366516,2.3459391593933105,207.1,2026-08-21T04:45:26.121628+00:00,0.029528856167898458,0.03055896029314574,0.023505888112327632,0.01725458342801122,0.037956289727898204,0.027761,"[0.029528856167898458, 0.03055896029314574, 0.023505888112327632, 0.01725458342801122, 0.037956289727898204]",,,,,
|
| 91 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,90,0.7683892436187063,0.8921933085501859,0.6406528696869359,0.7840909090909091,0.7916666666666666,108745.8058540724,2.3439321517944336,209.5,2026-08-21T04:45:28.493171+00:00,0.02946689341436414,0.030527616029276568,0.02356500573018018,0.017324905075571117,0.037932141519644684,0.027763,"[0.02946689341436414, 0.030527616029276568, 0.02356500573018018, 0.017324905075571117, 0.037932141519644684]",1,127.38,0.08294,95.0,5410.0
|
| 92 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,91,0.7865541947375443,0.8828996282527881,0.6772714284333315,0.7689393939393939,0.7916666666666666,108701.61397058824,2.3403072357177734,211.8,2026-08-21T04:45:30.859968+00:00,0.0294269500848125,0.030542198568582535,0.023626517175751573,0.017261279746890068,0.037987652946920955,0.027769,"[0.0294269500848125, 0.030542198568582535, 0.023626517175751573, 0.017261279746890068, 0.037987652946920955]",,,,,
|
| 93 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,92,0.7339394987737379,0.912639405204461,0.6861293072050269,0.7689393939393939,0.7916666666666666,108683.53011877828,2.3381693363189697,214.2,2026-08-21T04:45:33.228413+00:00,0.02941240063484977,0.030585389255600816,0.02354552147581297,0.01734463344602024,0.037812556633177924,0.02774,"[0.02941240063484977, 0.030585389255600816, 0.02354552147581297, 0.01734463344602024, 0.037812556633177924]",1,128.13,0.08322,96.0,5410.0
|
| 94 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,93,0.7751479884505715,0.8940520446096655,0.653126653396722,0.7803030303030303,0.7916666666666666,108652.83837669683,2.343865394592285,216.5,2026-08-21T04:45:35.598105+00:00,0.02942603947046925,0.030524152604972616,0.02356445635942852,0.01729569397866726,0.03800303269835079,0.027763,"[0.02942603947046925, 0.030524152604972616, 0.02356445635942852, 0.01729569397866726, 0.03800303269835079]",,,,,
|
| 95 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,94,0.7468602741517986,0.9014869888475836,0.670165914477724,0.7689393939393939,0.7916666666666666,108485.10675904978,2.3450849056243896,218.8,2026-08-21T04:45:37.968341+00:00,0.02945605490137549,0.030306124402319685,0.023569233825101572,0.017273253487313494,0.03779187798500061,0.027679,"[0.02945605490137549, 0.030306124402319685, 0.023569233825101572, 0.017273253487313494, 0.03779187798500061]",,,,,
|
| 96 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,95,0.7360883058225355,0.912639405204461,0.6462504267692566,0.7878787878787878,0.7916666666666666,108813.72228506787,2.340914726257324,221.2,2026-08-21T04:45:40.335176+00:00,0.029436676817781785,0.030655608348110142,0.02356289524365874,0.017321292091818416,0.03777618771966766,0.027751,"[0.029436676817781785, 0.030655608348110142, 0.02356289524365874, 0.017321292091818416, 0.03777618771966766]",1,104.73,0.0681,92.0,5410.0
|
| 97 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,96,0.7599753905849386,0.8996282527881041,0.661129091725205,0.7727272727272727,0.7916666666666666,108807.71394230769,2.3455140590667725,223.5,2026-08-21T04:45:42.705949+00:00,0.029450300533105347,0.03059957581846153,0.023604143849190545,0.017327661461689892,0.03797760715379434,0.027792,"[0.029450300533105347, 0.03059957581846153, 0.023604143849190545, 0.017327661461689892, 0.03797760715379434]",,,,,
|
| 98 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,97,0.7489855639553424,0.9033457249070632,0.6426050446250222,0.7916666666666666,0.7916666666666666,108526.97101244344,2.3455440998077393,225.9,2026-08-21T04:45:45.078130+00:00,0.029417687917456907,0.030422838514342028,0.02356494776904583,0.017288463738034752,0.03782211923423935,0.027703,"[0.029417687917456907, 0.030422838514342028, 0.02356494776904583, 0.017288463738034752, 0.03782211923423935]",1,137.84,0.08981,95.5,5410.0
|
| 99 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,98,0.7539232676800299,0.8996282527881041,0.6614023392850702,0.7803030303030303,0.7916666666666666,108877.43919683258,2.344743251800537,228.2,2026-08-21T04:45:47.448349+00:00,0.029448911985930276,0.030679605462971854,0.023584950934438145,0.01732087036704316,0.037943775382112056,0.027796,"[0.029448911985930276, 0.030679605462971854, 0.023584950934438145, 0.01732087036704316, 0.037943775382112056]",,,,,
|
| 100 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,99,0.7539730807662454,0.9014869888475836,0.6642917602351217,0.7840909090909091,0.7916666666666666,108589.18198529411,2.3418354988098145,230.6,2026-08-21T04:45:49.817402+00:00,0.029434975565356368,0.030436398461461067,0.023590459543115953,0.017270230633371016,0.03792074914364254,0.027731,"[0.029434975565356368, 0.030436398461461067, 0.023590459543115953, 0.017270230633371016, 0.03792074914364254]",1,124.37,0.0809,95.0,5410.0
|
| 101 |
+
opt1_ttfs_plain,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--ttfs,"TTFS, static threshold",2,False,32,16,100,100,0.72793714840616,0.9144981412639405,0.658289580634146,0.7916666666666666,0.7916666666666666,108872.31052036199,2.3336591720581055,232.9,2026-08-21T04:45:52.176738+00:00,0.029458094278679174,0.03062108257675872,0.023650210131617153,0.01735439567881472,0.03774371962336933,0.027766,"[0.029458094278679174, 0.03062108257675872, 0.023650210131617153, 0.01735439567881472, 0.03774371962336933]",,,,,
|
opt1_ttfs_temporal/opt1_ttfs_plain.epochs.jsonl
ADDED
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| 1 |
+
{"epoch": 1, "train_loss": 7.206344674511027, "train_acc": 0.21189591078066913, "test_loss": 2.3888123974655615, "test_acc": 0.0946969696969697, "best_acc": 0.0946969696969697, "spike_rates": [0.031752987162155265, 0.042883932371349895, 0.042035520953290606, 0.03666491762680166, 0.036199198707061654], "spikes_per_sample": 138703.33922511313, "wall_time_s": 2.680342197418213, "timestamp": "2026-08-21T04:41:59.242598+00:00"}
|
| 2 |
+
{"epoch": 2, "train_loss": 2.5249806744458505, "train_acc": 0.20260223048327136, "test_loss": 2.3070660359931714, "test_acc": 0.12878787878787878, "best_acc": 0.12878787878787878, "spike_rates": [0.03418390409034841, 0.039958156207028556, 0.039137677015627134, 0.0361223049900111, 0.032774549854152346], "spikes_per_sample": 139111.33314479637, "wall_time_s": 2.233856201171875, "timestamp": "2026-08-21T04:42:01.508209+00:00"}
|
| 3 |
+
{"epoch": 3, "train_loss": 2.7045195669932878, "train_acc": 0.23605947955390336, "test_loss": 2.2612229694019663, "test_acc": 0.14393939393939395, "best_acc": 0.14393939393939395, "spike_rates": [0.03339308642727487, 0.04073585569858551, 0.03955267654622302, 0.03651645078378565, 0.031384342952686196], "spikes_per_sample": 138526.08625565612, "wall_time_s": 2.2411539554595947, "timestamp": "2026-08-21T04:42:03.781233+00:00"}
|
| 4 |
+
{"epoch": 4, "train_loss": 2.4212793523937353, "train_acc": 0.2843866171003718, "test_loss": 2.016997597434304, "test_acc": 0.23106060606060605, "best_acc": 0.23106060606060605, "spike_rates": [0.03021733331329682, 0.0358590284252868, 0.039270311813144124, 0.03519185216111295, 0.03227565306074479], "spikes_per_sample": 126438.15497737555, "wall_time_s": 2.245807409286499, "timestamp": "2026-08-21T04:42:06.058297+00:00"}
|
| 5 |
+
{"epoch": 5, "train_loss": 2.1320854518493313, "train_acc": 0.3271375464684015, "test_loss": 1.8745683973485774, "test_acc": 0.3409090909090909, "best_acc": 0.3409090909090909, "spike_rates": [0.030322169337202522, 0.035901310908443784, 0.0377497701522182, 0.031881454345934535, 0.03263520120697863], "spikes_per_sample": 125474.62811085973, "wall_time_s": 2.2440404891967773, "timestamp": "2026-08-21T04:42:08.336883+00:00"}
|
| 6 |
+
{"epoch": 6, "train_loss": 1.9621327144948966, "train_acc": 0.395910780669145, "test_loss": 1.8122114846200654, "test_acc": 0.3484848484848485, "best_acc": 0.3484848484848485, "spike_rates": [0.03012115924673922, 0.034661670379778915, 0.03589647263288498, 0.03043721813489409, 0.03400842319516575], "spikes_per_sample": 122603.93438914027, "wall_time_s": 2.2530837059020996, "timestamp": "2026-08-21T04:42:10.623375+00:00"}
|
| 7 |
+
{"epoch": 7, "train_loss": 1.8649242487095545, "train_acc": 0.37174721189591076, "test_loss": 1.693303386370341, "test_acc": 0.4090909090909091, "best_acc": 0.4090909090909091, "spike_rates": [0.0305112838087713, 0.03390053199494586, 0.03514923703144578, 0.03115287412177114, 0.03519125545726103], "spikes_per_sample": 122335.77135180996, "wall_time_s": 2.256600856781006, "timestamp": "2026-08-21T04:42:12.912347+00:00"}
|
| 8 |
+
{"epoch": 8, "train_loss": 1.7865059703699275, "train_acc": 0.4107806691449814, "test_loss": 1.6228642319187974, "test_acc": 0.3977272727272727, "best_acc": 0.4090909090909091, "spike_rates": [0.03019976703559651, 0.033015275702756995, 0.03491302513900925, 0.03013751853038283, 0.03648789007874096], "spikes_per_sample": 120507.98232466064, "wall_time_s": 2.2638018131256104, "timestamp": "2026-08-21T04:42:15.206721+00:00"}
|
| 9 |
+
{"epoch": 9, "train_loss": 1.7282849466047323, "train_acc": 0.4591078066914498, "test_loss": 1.5012229789387097, "test_acc": 0.4431818181818182, "best_acc": 0.4431818181818182, "spike_rates": [0.031045822317109388, 0.03319663072333617, 0.03479007105616962, 0.029959488879231846, 0.037530855878311044], "spikes_per_sample": 122393.28421945701, "wall_time_s": 2.266390085220337, "timestamp": "2026-08-21T04:42:17.498348+00:00"}
|
| 10 |
+
{"epoch": 10, "train_loss": 1.7796596195618015, "train_acc": 0.45539033457249073, "test_loss": 1.5761510350487449, "test_acc": 0.4128787878787879, "best_acc": 0.4431818181818182, "spike_rates": [0.03199448874768089, 0.03353781340753331, 0.035796855521552706, 0.030887171187821555, 0.038158416748046875], "spikes_per_sample": 125395.40384615386, "wall_time_s": 2.2719271183013916, "timestamp": "2026-08-21T04:42:19.803512+00:00"}
|
| 11 |
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{"epoch": 87, "train_loss": 0.7564399756463487, "train_acc": 0.8996282527881041, "test_loss": 0.6613786590821815, "test_acc": 0.7803030303030303, "best_acc": 0.7916666666666666, "spike_rates": [0.02949202707146897, 0.03062095504034968, 0.023412046734901035, 0.017338286756592637, 0.037822758011958175], "spikes_per_sample": 108816.88956447963, "wall_time_s": 2.34393572807312, "timestamp": "2026-08-21T04:45:21.378958+00:00"}
|
| 88 |
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{"epoch": 88, "train_loss": 0.7716252498024015, "train_acc": 0.8903345724907064, "test_loss": 0.6376523465821238, "test_acc": 0.7916666666666666, "best_acc": 0.7916666666666666, "spike_rates": [0.029548279393245194, 0.03070466998307144, 0.0235635811353431, 0.01738037136109436, 0.03788324072957039], "spikes_per_sample": 109108.25254524886, "wall_time_s": 2.3458287715911865, "timestamp": "2026-08-21T04:45:23.750533+00:00"}
|
| 89 |
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{"epoch": 89, "train_loss": 0.7611416081956771, "train_acc": 0.8921933085501859, "test_loss": 0.6397453998074387, "test_acc": 0.7916666666666666, "best_acc": 0.7916666666666666, "spike_rates": [0.029528856167898458, 0.03055896029314574, 0.023505888112327632, 0.01725458342801122, 0.037956289727898204], "spikes_per_sample": 108868.53464366516, "wall_time_s": 2.3459391593933105, "timestamp": "2026-08-21T04:45:26.121628+00:00"}
|
| 90 |
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{"epoch": 90, "train_loss": 0.7683892436187063, "train_acc": 0.8921933085501859, "test_loss": 0.6406528696869359, "test_acc": 0.7840909090909091, "best_acc": 0.7916666666666666, "spike_rates": [0.02946689341436414, 0.030527616029276568, 0.02356500573018018, 0.017324905075571117, 0.037932141519644684], "spikes_per_sample": 108745.8058540724, "wall_time_s": 2.3439321517944336, "timestamp": "2026-08-21T04:45:28.493171+00:00"}
|
| 91 |
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{"epoch": 91, "train_loss": 0.7865541947375443, "train_acc": 0.8828996282527881, "test_loss": 0.6772714284333315, "test_acc": 0.7689393939393939, "best_acc": 0.7916666666666666, "spike_rates": [0.0294269500848125, 0.030542198568582535, 0.023626517175751573, 0.017261279746890068, 0.037987652946920955], "spikes_per_sample": 108701.61397058824, "wall_time_s": 2.3403072357177734, "timestamp": "2026-08-21T04:45:30.859968+00:00"}
|
| 92 |
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{"epoch": 92, "train_loss": 0.7339394987737379, "train_acc": 0.912639405204461, "test_loss": 0.6861293072050269, "test_acc": 0.7689393939393939, "best_acc": 0.7916666666666666, "spike_rates": [0.02941240063484977, 0.030585389255600816, 0.02354552147581297, 0.01734463344602024, 0.037812556633177924], "spikes_per_sample": 108683.53011877828, "wall_time_s": 2.3381693363189697, "timestamp": "2026-08-21T04:45:33.228413+00:00"}
|
| 93 |
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{"epoch": 93, "train_loss": 0.7751479884505715, "train_acc": 0.8940520446096655, "test_loss": 0.653126653396722, "test_acc": 0.7803030303030303, "best_acc": 0.7916666666666666, "spike_rates": [0.02942603947046925, 0.030524152604972616, 0.02356445635942852, 0.01729569397866726, 0.03800303269835079], "spikes_per_sample": 108652.83837669683, "wall_time_s": 2.343865394592285, "timestamp": "2026-08-21T04:45:35.598105+00:00"}
|
| 94 |
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{"epoch": 94, "train_loss": 0.7468602741517986, "train_acc": 0.9014869888475836, "test_loss": 0.670165914477724, "test_acc": 0.7689393939393939, "best_acc": 0.7916666666666666, "spike_rates": [0.02945605490137549, 0.030306124402319685, 0.023569233825101572, 0.017273253487313494, 0.03779187798500061], "spikes_per_sample": 108485.10675904978, "wall_time_s": 2.3450849056243896, "timestamp": "2026-08-21T04:45:37.968341+00:00"}
|
| 95 |
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{"epoch": 95, "train_loss": 0.7360883058225355, "train_acc": 0.912639405204461, "test_loss": 0.6462504267692566, "test_acc": 0.7878787878787878, "best_acc": 0.7916666666666666, "spike_rates": [0.029436676817781785, 0.030655608348110142, 0.02356289524365874, 0.017321292091818416, 0.03777618771966766], "spikes_per_sample": 108813.72228506787, "wall_time_s": 2.340914726257324, "timestamp": "2026-08-21T04:45:40.335176+00:00"}
|
| 96 |
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{"epoch": 96, "train_loss": 0.7599753905849386, "train_acc": 0.8996282527881041, "test_loss": 0.661129091725205, "test_acc": 0.7727272727272727, "best_acc": 0.7916666666666666, "spike_rates": [0.029450300533105347, 0.03059957581846153, 0.023604143849190545, 0.017327661461689892, 0.03797760715379434], "spikes_per_sample": 108807.71394230769, "wall_time_s": 2.3455140590667725, "timestamp": "2026-08-21T04:45:42.705949+00:00"}
|
| 97 |
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{"epoch": 97, "train_loss": 0.7489855639553424, "train_acc": 0.9033457249070632, "test_loss": 0.6426050446250222, "test_acc": 0.7916666666666666, "best_acc": 0.7916666666666666, "spike_rates": [0.029417687917456907, 0.030422838514342028, 0.02356494776904583, 0.017288463738034752, 0.03782211923423935], "spikes_per_sample": 108526.97101244344, "wall_time_s": 2.3455440998077393, "timestamp": "2026-08-21T04:45:45.078130+00:00"}
|
| 98 |
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{"epoch": 98, "train_loss": 0.7539232676800299, "train_acc": 0.8996282527881041, "test_loss": 0.6614023392850702, "test_acc": 0.7803030303030303, "best_acc": 0.7916666666666666, "spike_rates": [0.029448911985930276, 0.030679605462971854, 0.023584950934438145, 0.01732087036704316, 0.037943775382112056], "spikes_per_sample": 108877.43919683258, "wall_time_s": 2.344743251800537, "timestamp": "2026-08-21T04:45:47.448349+00:00"}
|
| 99 |
+
{"epoch": 99, "train_loss": 0.7539730807662454, "train_acc": 0.9014869888475836, "test_loss": 0.6642917602351217, "test_acc": 0.7840909090909091, "best_acc": 0.7916666666666666, "spike_rates": [0.029434975565356368, 0.030436398461461067, 0.023590459543115953, 0.017270230633371016, 0.03792074914364254], "spikes_per_sample": 108589.18198529411, "wall_time_s": 2.3418354988098145, "timestamp": "2026-08-21T04:45:49.817402+00:00"}
|
| 100 |
+
{"epoch": 100, "train_loss": 0.72793714840616, "train_acc": 0.9144981412639405, "test_loss": 0.658289580634146, "test_acc": 0.7916666666666666, "best_acc": 0.7916666666666666, "spike_rates": [0.029458094278679174, 0.03062108257675872, 0.023650210131617153, 0.01735439567881472, 0.03774371962336933], "spikes_per_sample": 108872.31052036199, "wall_time_s": 2.3336591720581055, "timestamp": "2026-08-21T04:45:52.176738+00:00"}
|
opt1_ttfs_temporal/opt1_ttfs_plain.gpu_telemetry.csv
ADDED
|
@@ -0,0 +1,149 @@
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| 1 |
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timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
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| 2 |
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2026/08/21 04:43:26.237, 1, 95, 81, 2705, 15360, 71, 62.59, 1080
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2026/08/21 04:43:31.297, 0, 97, 84, 2705, 15360, 74, 69.61, 1035
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2026/08/21 04:43:31.310, 1, 95, 78, 2705, 15360, 71, 53.35, 1200
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2026/08/21 04:43:36.360, 0, 95, 80, 2705, 15360, 75, 61.79, 1125
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2026/08/21 04:43:36.376, 1, 95, 80, 2705, 15360, 71, 75.29, 1065
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2026/08/21 04:43:46.503, 0, 97, 85, 2705, 15360, 76, 67.79, 1110
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2026/08/21 04:43:46.516, 1, 95, 78, 2705, 15360, 72, 55.94, 1215
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2026/08/21 04:43:51.571, 0, 97, 96, 2705, 15360, 77, 67.24, 1245
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2026/08/21 04:43:56.629, 0, 93, 80, 2705, 15360, 78, 63.51, 1095
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2026/08/21 04:44:01.695, 0, 97, 83, 2705, 15360, 79, 65.83, 990
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2026/08/21 04:44:06.760, 0, 95, 77, 2705, 15360, 79, 60.71, 960
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2026/08/21 04:44:11.830, 0, 95, 79, 2705, 15360, 79, 61.36, 1110
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2026/08/21 04:44:16.915, 1, 95, 79, 2705, 15360, 74, 60.97, 1125
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2026/08/21 04:44:21.978, 1, 97, 78, 2705, 15360, 74, 69.27, 1080
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2026/08/21 04:44:27.036, 0, 96, 87, 2705, 15360, 77, 63.91, 1080
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| 135 |
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2026/08/21 04:45:32.962, 1, 97, 80, 2705, 15360, 74, 64.42, 1485
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2026/08/21 04:45:38.017, 0, 84, 84, 2705, 15360, 77, 54.10, 1290
|
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2026/08/21 04:45:38.039, 1, 100, 0, 2705, 15360, 74, 50.63, 1380
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2026/08/21 04:45:43.092, 0, 96, 76, 2705, 15360, 77, 69.51, 945
|
| 139 |
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2026/08/21 04:45:43.109, 1, 95, 80, 2705, 15360, 74, 68.33, 1140
|
| 140 |
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2026/08/21 04:45:48.164, 0, 95, 79, 2705, 15360, 77, 56.88, 930
|
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2026/08/21 04:45:48.176, 1, 95, 80, 2705, 15360, 74, 67.49, 1020
|
| 142 |
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2026/08/21 04:45:53.229, 0, 49, 31, 2707, 15360, 77, 69.70, 1410
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| 144 |
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2026/08/21 04:45:58.283, 0, 27, 7, 2707, 15360, 76, 52.59, 1590
|
| 145 |
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2026/08/21 04:45:58.290, 1, 0, 0, 3, 15360, 68, 12.15, 300
|
| 146 |
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2026/08/21 04:46:03.348, 0, 54, 36, 2707, 15360, 77, 57.67, 1230
|
| 147 |
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2026/08/21 04:46:03.360, 1, 0, 0, 3, 15360, 65, 11.55, 300
|
| 148 |
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2026/08/21 04:46:08.414, 0, 31, 6, 3, 15360, 75, 45.59, 1590
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| 149 |
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2026/08/21 04:46:08.420, 1, 0, 0, 3, 15360, 63, 11.55, 300
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opt1_ttfs_temporal/opt1_ttfs_plain.summary.json
ADDED
|
@@ -0,0 +1,83 @@
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|
| 1 |
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{
|
| 2 |
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| 3 |
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"script": "opt1_ttfs_temporal.py",
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| 4 |
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"command": [
|
| 11 |
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| 12 |
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| 13 |
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|
| 14 |
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"--standalone",
|
| 15 |
+
"--nproc_per_node=2",
|
| 16 |
+
"/kaggle/temp/snn_runs/scripts/opt1_ttfs_temporal.py",
|
| 17 |
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"--epochs",
|
| 18 |
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"100",
|
| 19 |
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"--batch-size",
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| 20 |
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"32",
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| 21 |
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"--num-bins",
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| 22 |
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| 23 |
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"--event-eval",
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| 24 |
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"--no-hf",
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| 25 |
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"--no-resume",
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| 26 |
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|
| 27 |
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"/kaggle/temp/dvs128_data",
|
| 28 |
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"--num-classes",
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| 29 |
+
"11",
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| 30 |
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"--bench",
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| 31 |
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"--ttfs"
|
| 32 |
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],
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| 33 |
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"flags": [
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| 34 |
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| 35 |
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},
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| 75 |
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"driver_version": 1,
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"zip": {
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opt1_ttfs_temporal/opt1_ttfs_plain.zip
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 1453136769
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