add run opt1_control_rate_coded
Browse files- opt1_ttfs_temporal/opt1_control_rate_coded.epochs.csv +101 -0
- opt1_ttfs_temporal/opt1_control_rate_coded.epochs.jsonl +100 -0
- opt1_ttfs_temporal/opt1_control_rate_coded.gpu_telemetry.csv +151 -0
- opt1_ttfs_temporal/opt1_control_rate_coded.summary.json +83 -0
- opt1_ttfs_temporal/opt1_control_rate_coded.zip +3 -0
opt1_ttfs_temporal/opt1_control_rate_coded.epochs.csv
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| 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_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,1,17.752288070310005,0.39776951672862454,15.794226993214,0.42045454545454547,0.42045454545454547,448319.5005656109,2.6235926151275635,2.6,2026-08-21T04:34:11.248394+00:00,0.09534646132413079,0.13603018574854908,0.1531093146871118,0.18355739817899816,0.16614630906020894,0.146838,"[0.09534646132413079, 0.13603018574854908, 0.1531093146871118, 0.18355739817899816, 0.16614630906020894]",1,149.02,0.1086,95.5,5410.0
|
| 3 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,2,9.147600415027718,0.4368029739776952,8.966518676642215,0.36363636363636365,0.42045454545454547,461748.79906674207,2.2022671699523926,4.8,2026-08-21T04:34:13.481197+00:00,0.09531641269431394,0.1501114903127446,0.15427966503536,0.17038468227666967,0.14603128941620097,0.143225,"[0.09531641269431394, 0.1501114903127446, 0.15427966503536, 0.17038468227666967, 0.14603128941620097]",,,,,
|
| 4 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,3,7.276373763953,0.45353159851301117,4.666659716403846,0.5113636363636364,0.5113636363636364,465291.20263009047,2.209200143814087,7.0,2026-08-21T04:34:15.716594+00:00,0.09307875177439522,0.15501904136994304,0.15870542035383337,0.17592479200924144,0.15119008895228891,0.146784,"[0.09307875177439522, 0.15501904136994304, 0.15870542035383337, 0.17592479200924144, 0.15119008895228891]",,,,,
|
| 5 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,4,5.351328954377582,0.4739776951672863,4.523123856746789,0.4772727272727273,0.5113636363636364,489267.42802601814,2.2127866744995117,9.2,2026-08-21T04:34:17.960404+00:00,0.10357610048616633,0.15584848558201508,0.16080783745821783,0.17603331190698288,0.1480705475105959,0.148867,"[0.10357610048616633, 0.15584848558201508, 0.16080783745821783, 0.17603331190698288, 0.1480705475105959]",1,134.34,0.08257,96.5,5410.0
|
| 6 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,5,4.900951874743607,0.4646840148698885,4.657529729785341,0.3409090909090909,0.5113636363636364,492207.7244061086,2.2117996215820312,11.5,2026-08-21T04:34:20.198672+00:00,0.10579774484914892,0.1547544028829126,0.16156033295042374,0.16872763984343586,0.14664480002487407,0.147497,"[0.10579774484914892, 0.1547544028829126, 0.16156033295042374, 0.16872763984343586, 0.14664480002487407]",,,,,
|
| 7 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,6,3.9174635933234345,0.5408921933085502,2.8527239452708852,0.571969696969697,0.571969696969697,490851.380938914,2.2116706371307373,13.7,2026-08-21T04:34:22.435370+00:00,0.10816216030541588,0.14922507282565622,0.16065841913223267,0.1685906411970363,0.14355525725028095,0.146038,"[0.10816216030541588, 0.14922507282565622, 0.16065841913223267, 0.1685906411970363, 0.14355525725028095]",1,128.75,0.0791,96.0,5410.0
|
| 8 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,7,3.8454024658770365,0.49814126394052044,1.954444747982603,0.5340909090909091,0.571969696969697,485759.67463235295,2.2200043201446533,15.9,2026-08-21T04:34:24.685816+00:00,0.10891684232389226,0.14419669964734247,0.1571627907893237,0.17195997693959406,0.1421021687633851,0.144868,"[0.10891684232389226, 0.14419669964734247, 0.1571627907893237, 0.17195997693959406, 0.1421021687633851]",,,,,
|
| 9 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,8,3.7710793878066053,0.5278810408921933,2.3435142564051077,0.5909090909090909,0.5909090909090909,490244.96012443444,2.219923973083496,18.1,2026-08-21T04:34:26.932291+00:00,0.10885173652101965,0.1466707087614957,0.1587685697218951,0.18061722727382884,0.1484546924338621,0.148673,"[0.10885173652101965, 0.1466707087614957, 0.1587685697218951, 0.18061722727382884, 0.1484546924338621]",,,,,
|
| 10 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,9,3.2270213192723496,0.533457249070632,2.413888743429473,0.5303030303030303,0.5909090909090909,486441.5014140272,2.2269678115844727,20.3,2026-08-21T04:34:29.193229+00:00,0.11130094177582685,0.1446026020190295,0.14959173956338098,0.1665679882554447,0.13401451005655177,0.141216,"[0.11130094177582685, 0.1446026020190295, 0.14959173956338098, 0.1665679882554447, 0.13401451005655177]",1,149.62,0.09256,88.0,5410.0
|
| 11 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,10,3.4316014091321527,0.5315985130111525,3.011733727021651,0.5643939393939394,0.5909090909090909,479046.7444852941,2.234678030014038,22.6,2026-08-21T04:34:31.453347+00:00,0.10919392065090291,0.1426300949910108,0.14820444583892822,0.16500317699768963,0.13704047921825857,0.140414,"[0.10919392065090291, 0.1426300949910108, 0.14820444583892822, 0.16500317699768963, 0.13704047921825857]",,,,,
|
| 12 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,11,3.135486857155442,0.5092936802973977,1.738035292336435,0.5568181818181818,0.5909090909090909,490556.95263009047,2.2375659942626953,24.8,2026-08-21T04:34:33.716814+00:00,0.11715881044373792,0.1394112732480554,0.14734229533111348,0.15487375855445862,0.13222659072455237,0.138203,"[0.11715881044373792, 0.1394112732480554, 0.14734229533111348, 0.15487375855445862, 0.13222659072455237]",1,127.39,0.07918,96.5,5410.0
|
| 13 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,12,2.5417248325276995,0.5780669144981413,1.3824741623618386,0.6098484848484849,0.6098484848484849,494226.45390271494,2.243931531906128,27.1,2026-08-21T04:34:35.986125+00:00,0.11413238109911189,0.14745897492941687,0.14974835427368388,0.1574779187931734,0.12919828996938817,0.139603,"[0.11413238109911189, 0.14745897492941687, 0.14974835427368388, 0.1574779187931734, 0.12919828996938817]",,,,,
|
| 14 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,13,2.5645334366085804,0.5557620817843866,1.139168872977748,0.5946969696969697,0.6098484848484849,484163.64451357466,2.244946002960205,29.3,2026-08-21T04:34:38.262901+00:00,0.11367155173245598,0.14605049263028538,0.1388276201837203,0.1437514231485479,0.11794306907583685,0.132049,"[0.11367155173245598, 0.14605049263028538, 0.1388276201837203, 0.1437514231485479, 0.11794306907583685]",1,132.38,0.08255,95.5,5410.0
|
| 15 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,14,2.1026210802638396,0.5743494423791822,1.1516968102166147,0.6401515151515151,0.6401515151515151,480703.67731900455,2.2480790615081787,31.5,2026-08-21T04:34:40.536942+00:00,0.11477838982554044,0.14243829162681804,0.1365356436547111,0.13786917311303756,0.11533257365226746,0.129391,"[0.11477838982554044, 0.14243829162681804, 0.1365356436547111, 0.13786917311303756, 0.11533257365226746]",,,,,
|
| 16 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,15,2.217762577489406,0.6022304832713755,1.5076331514300723,0.5643939393939394,0.6401515151515151,470890.42929864256,2.2549943923950195,33.8,2026-08-21T04:34:42.824260+00:00,0.10936840623617172,0.1435127889408785,0.13869712457937353,0.13227159135481892,0.1161492984084522,0.128,"[0.10936840623617172, 0.1435127889408785, 0.13869712457937353, 0.13227159135481892, 0.1161492984084522]",1,130.58,0.08179,96.0,5410.0
|
| 17 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,16,1.9029562482160263,0.6096654275092936,2.5364822040904653,0.4621212121212121,0.6401515151515151,475806.51428167423,2.2616488933563232,36.1,2026-08-21T04:34:45.112612+00:00,0.11129163950681686,0.14283661807284637,0.14184040006469278,0.1316932720296523,0.11834891140460968,0.129202,"[0.11129163950681686, 0.14283661807284637, 0.14184040006469278, 0.1316932720296523, 0.11834891140460968]",,,,,
|
| 18 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,17,1.915418950155322,0.6319702602230484,1.0098654501365893,0.6401515151515151,0.6401515151515151,491901.33158936654,2.263688564300537,38.3,2026-08-21T04:34:47.403957+00:00,0.11166316621443804,0.14770375455127044,0.15544519617277033,0.1543402067002128,0.1317319054813946,0.140177,"[0.11166316621443804, 0.14770375455127044, 0.15544519617277033, 0.1543402067002128, 0.1317319054813946]",1,113.94,0.07165,99.0,5410.0
|
| 19 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,18,2.08024801729337,0.6059479553903345,1.0505978772134492,0.6174242424242424,0.6401515151515151,484464.4705882353,2.272083044052124,40.6,2026-08-21T04:34:49.701656+00:00,0.11084270170506309,0.14664591147619135,0.14866825061685898,0.1468005715047612,0.12393509552759283,0.135379,"[0.11084270170506309, 0.14664591147619135, 0.14866825061685898, 0.1468005715047612, 0.12393509552759283]",,,,,
|
| 20 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,19,2.185905743708841,0.6412639405204461,1.001215836315444,0.625,0.6401515151515151,479222.5627828054,2.2809770107269287,42.9,2026-08-21T04:34:52.008989+00:00,0.1098543116275002,0.1442342856351067,0.14688025765559254,0.14900368276764364,0.1249017158851904,0.134975,"[0.1098543116275002, 0.1442342856351067, 0.14688025765559254, 0.14900368276764364, 0.1249017158851904]",1,124.67,0.07899,95.5,5410.0
|
| 21 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,20,1.8508983518111217,0.6598513011152416,0.9083457616242495,0.6515151515151515,0.6515151515151515,473611.01583710406,2.2905120849609375,45.2,2026-08-21T04:34:54.325423+00:00,0.10822187627063078,0.1415631560718312,0.14681662619113922,0.15351651083020604,0.13142317358185263,0.136308,"[0.10822187627063078, 0.1415631560718312, 0.14681662619113922, 0.15351651083020604, 0.13142317358185263]",,,,,
|
| 22 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,21,1.8760773147349021,0.6282527881040892,1.1010697610450513,0.6287878787878788,0.6515151515151515,476766.0237556561,2.2995054721832275,47.5,2026-08-21T04:34:56.662335+00:00,0.10853198433623594,0.14319235962979934,0.14856294411070206,0.15287208381821127,0.1272120756261489,0.136074,"[0.10853198433623594, 0.14319235962979934, 0.14856294411070206, 0.15287208381821127, 0.1272120756261489]",,,,,
|
| 23 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,22,2.3654212632586966,0.6115241635687733,1.1804632544517517,0.6439393939393939,0.6515151515151515,469760.6559671946,2.2970762252807617,49.8,2026-08-21T04:34:58.985343+00:00,0.1056877085391213,0.14368636730839224,0.14756314894732306,0.14476705912281485,0.13036513854475582,0.134414,"[0.1056877085391213, 0.14368636730839224, 0.14756314894732306, 0.14476705912281485, 0.13036513854475582]",1,129.54,0.08266,96.0,5410.0
|
| 24 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,23,2.26219523972295,0.6319702602230484,0.8332165669311177,0.6477272727272727,0.6515151515151515,467916.22794117645,2.312485456466675,52.1,2026-08-21T04:35:01.323032+00:00,0.1036381094771273,0.14545326899079716,0.1494819057338378,0.14220192765488343,0.12225020764505162,0.132605,"[0.1036381094771273, 0.14545326899079716, 0.1494819057338378, 0.14220192765488343, 0.12225020764505162]",,,,,
|
| 25 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,24,2.0058418889027987,0.6598513011152416,1.159357240705779,0.625,0.6515151515151515,467585.17350113124,2.3153700828552246,54.4,2026-08-21T04:35:03.663738+00:00,0.1066462954177576,0.14073384421713211,0.14586089376141043,0.1439493377419079,0.11960584582651362,0.131359,"[0.1066462954177576, 0.14073384421713211, 0.14586089376141043, 0.1439493377419079, 0.11960584582651362]",1,121.11,0.07789,96.0,5410.0
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| 26 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,25,2.2894777843943315,0.5947955390334573,1.4069847410375422,0.6401515151515151,0.6515151515151515,461790.7426470588,2.330610990524292,56.7,2026-08-21T04:35:06.018904+00:00,0.10913826174595777,0.1335572319872239,0.13930613416082718,0.14266526260796716,0.13282950222492218,0.131499,"[0.10913826174595777, 0.1335572319872239, 0.13930613416082718, 0.14266526260796716, 0.13282950222492218]",,,,,
|
| 27 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,26,2.9201755887070555,0.5910780669144982,1.7974953561118154,0.5946969696969697,0.6515151515151515,450855.4621040724,2.3452274799346924,59.1,2026-08-21T04:35:08.389517+00:00,0.09944475924267489,0.13979106089648077,0.14451607886482687,0.1434851613114862,0.1349366131950827,0.132435,"[0.09944475924267489, 0.13979106089648077, 0.14451607886482687, 0.1434851613114862, 0.1349366131950827]",1,126.05,0.08212,96.0,5410.0
|
| 28 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,27,2.1985302769118524,0.6078066914498141,1.1347048463243428,0.6325757575757576,0.6515151515151515,462358.4725678733,2.352174997329712,61.4,2026-08-21T04:35:10.767788+00:00,0.10013097261681277,0.14505001727272482,0.15243652901228735,0.14681131524198196,0.13012351884561427,0.13491,"[0.10013097261681277, 0.14505001727272482, 0.15243652901228735, 0.14681131524198196, 0.13012351884561427]",,,,,
|
| 29 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,28,2.2894036202625716,0.6226765799256505,0.8918676502776869,0.696969696969697,0.696969696969697,456117.7143665158,2.3504300117492676,63.8,2026-08-21T04:35:13.143777+00:00,0.09793837938238592,0.14458751941428466,0.15106687826268814,0.14382661090177648,0.124308383640121,0.132346,"[0.09793837938238592, 0.14458751941428466, 0.15106687826268814, 0.14382661090177648, 0.124308383640121]",1,134.58,0.08787,96.0,5410.0
|
| 30 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,29,2.2038644024873757,0.6449814126394052,0.9630331938916986,0.6553030303030303,0.696969696969697,448896.097709276,2.363593816757202,66.1,2026-08-21T04:35:15.539347+00:00,0.1006883772857049,0.13756021418992212,0.14032763242721558,0.14394366302910974,0.12371061523171033,0.129246,"[0.1006883772857049, 0.13756021418992212, 0.14032763242721558, 0.14394366302910974, 0.12371061523171033]",,,,,
|
| 31 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,30,1.8720622909113378,0.6840148698884758,0.8748317523436113,0.6742424242424242,0.696969696969697,435818.2878959276,2.364630699157715,68.5,2026-08-21T04:35:17.930242+00:00,0.09824884726720698,0.13273559510707855,0.13510006140260136,0.1428140542086433,0.12193919762092478,0.126168,"[0.09824884726720698, 0.13273559510707855, 0.13510006140260136, 0.1428140542086433, 0.12193919762092478]",1,115.22,0.07568,97.0,5410.0
|
| 32 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,31,2.0334307438378882,0.6449814126394052,0.9010243695793729,0.696969696969697,0.696969696969697,441200.08173076925,2.3650991916656494,70.9,2026-08-21T04:35:20.321167+00:00,0.10003944793168236,0.13441742080099442,0.135498706908787,0.1402865148642484,0.12011485765962039,0.126071,"[0.10003944793168236, 0.13441742080099442, 0.135498706908787, 0.1402865148642484, 0.12011485765962039]",,,,,
|
| 33 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,32,1.9837470267341926,0.6988847583643123,1.042671723799272,0.6893939393939394,0.696969696969697,443952.41699660633,2.3637359142303467,73.2,2026-08-21T04:35:22.711204+00:00,0.10636712128625196,0.12930909851018121,0.12731904229697058,0.13360353778390324,0.12058606743812561,0.123437,"[0.10636712128625196, 0.12930909851018121, 0.12731904229697058, 0.13360353778390324, 0.12058606743812561]",1,150.83,0.09903,92.0,5410.0
|
| 34 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,33,1.8551012937907392,0.6877323420074349,1.0285175821997903,0.6553030303030303,0.696969696969697,441270.82225678733,2.3407154083251953,75.6,2026-08-21T04:35:25.078148+00:00,0.1071976743200246,0.12844143194310806,0.12136203401228961,0.13086366565788493,0.11670470807482214,0.120914,"[0.1071976743200246, 0.12844143194310806, 0.12136203401228961, 0.13086366565788493, 0.11670470807482214]",,,,,
|
| 35 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,34,1.6344150752383093,0.7007434944237918,0.7668349309401079,0.7386363636363636,0.7386363636363636,444348.9711538462,2.3451762199401855,77.9,2026-08-21T04:35:27.448920+00:00,0.1065179153400309,0.13010848182089188,0.12530982099911747,0.13597909404950984,0.11849252353696262,0.123282,"[0.1065179153400309, 0.13010848182089188, 0.12530982099911747, 0.13597909404950984, 0.11849252353696262]",1,117.22,0.07636,96.0,5410.0
|
| 36 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,35,1.6052893573023572,0.7137546468401487,0.8906169913031838,0.7007575757575758,0.7386363636363636,438949.23812217196,2.3334453105926514,80.3,2026-08-21T04:35:29.814462+00:00,0.1063620347310515,0.1271074387957068,0.12233867189463447,0.13299539860557108,0.1213726545957958,0.122035,"[0.1063620347310515, 0.1271074387957068, 0.12233867189463447, 0.13299539860557108, 0.1213726545957958]",,,,,
|
| 37 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,36,1.808120107118968,0.6765799256505576,0.8342868071613889,0.6931818181818182,0.7386363636363636,445626.48727375566,2.324334144592285,82.6,2026-08-21T04:35:32.166633+00:00,0.10674264588776756,0.13195150038775275,0.12443326851900886,0.1309570898027981,0.11767186312114492,0.122351,"[0.10674264588776756, 0.13195150038775275, 0.12443326851900886, 0.1309570898027981, 0.11767186312114492]",1,126.4,0.08161,96.0,5410.0
|
| 38 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,37,1.5272709193282854,0.7360594795539034,0.7679007811979814,0.7462121212121212,0.7462121212121212,447376.8178733032,2.3101861476898193,84.9,2026-08-21T04:35:34.502720+00:00,0.1064892152653021,0.13363072013153748,0.12615986080730662,0.1280705227571375,0.11676909204791575,0.122224,"[0.1064892152653021, 0.13363072013153748, 0.12615986080730662, 0.1280705227571375, 0.11676909204791575]",,,,,
|
| 39 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,38,1.6151811021854443,0.7286245353159851,0.6141214849370898,0.7234848484848485,0.7462121212121212,448781.07861990953,2.300724744796753,87.2,2026-08-21T04:35:36.834979+00:00,0.10772410254268085,0.13226235877065098,0.12581507160383112,0.1313338016762453,0.11696215675157659,0.122819,"[0.10772410254268085, 0.13226235877065098, 0.12581507160383112, 0.1313338016762453, 0.11696215675157659]",,,,,
|
| 40 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,39,1.5115547064954906,0.7620817843866171,1.1332656542460124,0.696969696969697,0.7462121212121212,444683.9321266968,2.2946743965148926,89.5,2026-08-21T04:35:39.155012+00:00,0.10640606240314596,0.13186736054280224,0.12485714826513739,0.1280628740787506,0.11842201211873223,0.121923,"[0.10640606240314596, 0.13186736054280224, 0.12485714826513739, 0.1280628740787506, 0.11842201211873223]",1,138.58,0.08833,96.0,5410.0
|
| 41 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,40,1.6439256854216848,0.7472118959107806,0.9281882824319782,0.7007575757575758,0.7462121212121212,446242.3677884615,2.294856548309326,91.8,2026-08-21T04:35:41.476305+00:00,0.10643309705397662,0.133691907805555,0.12318215913632337,0.1313418719698401,0.12315085617934957,0.12356,"[0.10643309705397662, 0.133691907805555, 0.12318215913632337, 0.1313418719698401, 0.12315085617934957]",,,,,
|
| 42 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,41,1.4321561072395637,0.7713754646840149,1.0753810748909458,0.6931818181818182,0.7462121212121212,444435.0319570136,2.2874817848205566,94.1,2026-08-21T04:35:43.788691+00:00,0.10700097022687688,0.13404187297119813,0.11805411384386175,0.1263605452635709,0.12007315456867218,0.121106,"[0.10700097022687688, 0.13404187297119813, 0.11805411384386175, 0.1263605452635709, 0.12007315456867218]",1,120.49,0.07656,95.0,5410.0
|
| 43 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,42,1.5899496220301519,0.7379182156133829,0.8465717046549825,0.7159090909090909,0.7462121212121212,447536.2569287331,2.289891481399536,96.4,2026-08-21T04:35:46.103460+00:00,0.10682000921053045,0.13536062398377588,0.12092250410248251,0.13081511767471538,0.1214288048007909,0.123069,"[0.10682000921053045, 0.13536062398377588, 0.12092250410248251, 0.13081511767471538, 0.1214288048007909]",,,,,
|
| 44 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,43,1.5180481574792402,0.7862453531598513,0.7545197136474379,0.7840909090909091,0.7840909090909091,440606.92519796384,2.277512311935425,98.6,2026-08-21T04:35:48.407293+00:00,0.10841693378546659,0.13020073228022633,0.11410502037581276,0.12117756026632645,0.11772159224047381,0.118324,"[0.10841693378546659, 0.13020073228022633, 0.11410502037581276, 0.12117756026632645, 0.11772159224047381]",1,107.67,0.06812,96.0,5410.0
|
| 45 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,44,1.6321163243963817,0.7434944237918215,0.9199537535508474,0.7234848484848485,0.7840909090909091,448118.83229638013,2.2734792232513428,100.9,2026-08-21T04:35:50.716383+00:00,0.10910704074537053,0.13433367013931274,0.11822442140649347,0.11814967586713679,0.11373752969152787,0.11871,"[0.10910704074537053, 0.13433367013931274, 0.11822442140649347, 0.11814967586713679, 0.11373752969152787]",,,,,
|
| 46 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,45,1.6845594595799216,0.7379182156133829,0.6855697415091775,0.7537878787878788,0.7840909090909091,449893.17746040726,2.2724645137786865,103.2,2026-08-21T04:35:53.014396+00:00,0.1090950229588677,0.13486545664422653,0.1202099621295929,0.11956592956010033,0.11574495759080439,0.119896,"[0.1090950229588677, 0.13486545664422653, 0.1202099621295929, 0.11956592956010033, 0.11574495759080439]",1,112.78,0.07119,90.5,5410.0
|
| 47 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,46,1.5541375077790045,0.7639405204460966,0.7057911681406426,0.7651515151515151,0.7840909090909091,449122.89253393665,2.2787208557128906,105.5,2026-08-21T04:35:55.318422+00:00,0.10701258392894969,0.1362194515326444,0.12470614559510175,0.11853886877789217,0.11014586248818566,0.119325,"[0.10701258392894969, 0.1362194515326444, 0.12470614559510175, 0.11853886877789217, 0.11014586248818566]",,,,,
|
| 48 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,47,1.4106003989960625,0.8048327137546468,0.5300586928020824,0.7992424242424242,0.7992424242424242,453121.22963800904,2.270092725753784,107.7,2026-08-21T04:35:57.614375+00:00,0.10676569623105667,0.13973491507418015,0.12631364342044382,0.11829270860728096,0.11239404844887116,0.1207,"[0.10676569623105667, 0.13973491507418015, 0.12631364342044382, 0.11829270860728096, 0.11239404844887116]",,,,,
|
| 49 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,48,1.4091296674593674,0.8104089219330854,1.02910294677272,0.7234848484848485,0.7992424242424242,451082.0731052036,2.2702105045318604,110.0,2026-08-21T04:35:59.914562+00:00,0.10734361804583493,0.13902825204765096,0.12253681614118464,0.11427143917364233,0.11215222057174234,0.119066,"[0.10734361804583493, 0.13902825204765096, 0.12253681614118464, 0.11427143917364233, 0.11215222057174234]",1,111.87,0.07055,95.0,5410.0
|
| 50 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,49,1.3571689204212458,0.7825278810408922,0.5770958761374155,0.7878787878787878,0.7992424242424242,448921.4302884615,2.2765731811523438,112.3,2026-08-21T04:36:02.217307+00:00,0.10802562710116892,0.13704048272441416,0.11932915142353843,0.11550810012747259,0.11363004498621997,0.118707,"[0.10802562710116892, 0.13704048272441416, 0.11932915142353843, 0.11550810012747259, 0.11363004498621997]",,,,,
|
| 51 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,50,1.2883275162331678,0.8197026022304833,0.5855195612618418,0.821969696969697,0.821969696969697,455547.48218325793,2.275642156600952,114.5,2026-08-21T04:36:04.518163+00:00,0.10972773546681684,0.13776561091927922,0.12279655433752958,0.11912720913396162,0.11422950467642616,0.120729,"[0.10972773546681684, 0.13776561091927922, 0.12279655433752958, 0.11912720913396162, 0.11422950467642616]",1,121.34,0.0767,95.0,5410.0
|
| 52 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,51,1.2316217174317314,0.8364312267657993,0.6503760904976816,0.7992424242424242,0.821969696969697,450785.9372171946,2.2788760662078857,116.8,2026-08-21T04:36:06.828102+00:00,0.10937587127966039,0.13498649527044856,0.12114101867465411,0.11720272460404564,0.1153850472148727,0.119618,"[0.10937587127966039, 0.13498649527044856, 0.12114101867465411, 0.11720272460404564, 0.1153850472148727]",,,,,
|
| 53 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,52,1.3084757203949429,0.8271375464684015,0.6824935457923196,0.7992424242424242,0.821969696969697,451826.57253959274,2.2763733863830566,119.1,2026-08-21T04:36:09.130926+00:00,0.10753147128750296,0.1378813087940216,0.1247876606443349,0.11681251753779019,0.11690740462611704,0.120784,"[0.10753147128750296, 0.1378813087940216, 0.1247876606443349, 0.11681251753779019, 0.11690740462611704]",1,124.38,0.07865,95.5,5410.0
|
| 54 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,53,1.3488064211097348,0.8345724907063197,0.7732690554676633,0.7651515151515151,0.821969696969697,451757.9346719457,2.284050941467285,121.4,2026-08-21T04:36:11.440692+00:00,0.10548944420674268,0.14041505052762873,0.12671437070650213,0.12121433414080564,0.11330222250784144,0.121427,"[0.10548944420674268, 0.14041505052762873, 0.12671437070650213, 0.12121433414080564, 0.11330222250784144]",,,,,
|
| 55 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,54,1.3717576074777482,0.8104089219330854,0.8316790840842507,0.7803030303030303,0.821969696969697,446159.4932126697,2.286597728729248,123.7,2026-08-21T04:36:13.754286+00:00,0.10547245819779004,0.13646136224269867,0.12334951363942202,0.12401209158055923,0.1109349696951754,0.120046,"[0.10547245819779004, 0.13646136224269867, 0.12334951363942202, 0.12401209158055923, 0.1109349696951754]",1,105.28,0.06687,96.0,5410.0
|
| 56 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,55,1.371611444480357,0.8252788104089219,0.7512255031051058,0.75,0.821969696969697,451945.32239819004,2.294987916946411,126.0,2026-08-21T04:36:16.074451+00:00,0.10808855601969887,0.13712871074676514,0.12229140628786649,0.12522651868707993,0.11037146475385218,0.120621,"[0.10808855601969887, 0.13712871074676514, 0.12229140628786649, 0.12522651868707993, 0.11037146475385218]",,,,,
|
| 57 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,56,2.28032762942261,0.7323420074349443,2.048600667353832,0.6363636363636364,0.821969696969697,448737.7265271493,2.300288677215576,128.3,2026-08-21T04:36:18.400946+00:00,0.10796940151382894,0.13429715352899887,0.1215828744804158,0.12797564005150514,0.11331727399545558,0.121028,"[0.10796940151382894, 0.13429715352899887, 0.1215828744804158, 0.12797564005150514, 0.11331727399545558]",1,127.61,0.08154,91.5,5410.0
|
| 58 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,57,2.3554235922802778,0.7788104089219331,0.8278070218635328,0.7386363636363636,0.821969696969697,439507.17760180996,2.3023183345794678,130.6,2026-08-21T04:36:20.731479+00:00,0.1032079221571193,0.13421361586626837,0.12322929150917951,0.12784487315837076,0.11242244261152604,0.120184,"[0.1032079221571193, 0.13421361586626837, 0.12322929150917951, 0.12784487315837076, 0.11242244261152604]",,,,,
|
| 59 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,58,1.8064740510678203,0.7899628252788105,0.6586765376004305,0.7575757575757576,0.821969696969697,446562.08116515836,2.3103840351104736,132.9,2026-08-21T04:36:23.068256+00:00,0.10378328097217224,0.13746907781152165,0.12650089579470017,0.13344672146965475,0.11069871748194975,0.12238,"[0.10378328097217224, 0.13746907781152165, 0.12650089579470017, 0.13344672146965475, 0.11069871748194975]",1,127.44,0.08179,95.5,5410.0
|
| 60 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,59,1.3317511055106124,0.8308550185873605,0.6871897686611522,0.8181818181818182,0.821969696969697,449208.8796662896,2.3220582008361816,135.2,2026-08-21T04:36:25.416312+00:00,0.10602082575068754,0.13938485699541428,0.120850290007451,0.12555433108526118,0.10399499973830055,0.119161,"[0.10602082575068754, 0.13938485699541428, 0.120850290007451, 0.12555433108526118, 0.10399499973830055]",,,,,
|
| 61 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,60,1.201113615780515,0.8550185873605948,0.7381269100940588,0.7803030303030303,0.821969696969697,444766.26781674207,2.322908401489258,137.5,2026-08-21T04:36:27.766447+00:00,0.10633205403299893,0.13713645496789148,0.11681048878852059,0.12104879714110318,0.10050201416015625,0.116366,"[0.10633205403299893, 0.13713645496789148, 0.11681048878852059, 0.12104879714110318, 0.10050201416015625]",,,,,
|
| 62 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,61,1.1261476087747453,0.8494423791821561,0.6228835582733154,0.8181818181818182,0.821969696969697,441843.3774038462,2.3271312713623047,139.9,2026-08-21T04:36:30.119743+00:00,0.10620356745579664,0.13655881583690643,0.11453207932850894,0.1148721159381025,0.0954798012971878,0.113529,"[0.10620356745579664, 0.13655881583690643, 0.11453207932850894, 0.1148721159381025, 0.0954798012971878]",1,131.1,0.08475,95.0,5410.0
|
| 63 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,62,1.171789042125404,0.8531598513011153,0.605243874318672,0.7916666666666666,0.821969696969697,440917.3130656109,2.334460496902466,142.2,2026-08-21T04:36:32.481761+00:00,0.10601279095691793,0.13638939138721018,0.1137582111884566,0.11545016660409815,0.09351212531328201,0.113025,"[0.10601279095691793, 0.13638939138721018, 0.1137582111884566, 0.11545016660409815, 0.09351212531328201]",,,,,
|
| 64 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,63,1.5177669002220977,0.828996282527881,0.7542553110556169,0.8181818181818182,0.821969696969697,442500.6821266968,2.337515115737915,144.5,2026-08-21T04:36:34.845552+00:00,0.10605751065646901,0.13685336358406963,0.11564948453622706,0.11562894503859912,0.0921901517054614,0.113276,"[0.10605751065646901, 0.13685336358406963, 0.11564948453622706, 0.11562894503859912, 0.0921901517054614]",1,124.94,0.08112,95.0,5410.0
|
| 65 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,64,1.5859737343061369,0.8382899628252788,0.5731485612464674,0.821969696969697,0.821969696969697,435484.4681843891,2.341160297393799,146.9,2026-08-21T04:36:37.212339+00:00,0.10405089750009425,0.13418859418700724,0.11521105512100108,0.11728068309671738,0.09208715487928952,0.112564,"[0.10405089750009425, 0.13418859418700724, 0.11521105512100108, 0.11728068309671738, 0.09208715487928952]",,,,,
|
| 66 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,65,1.2291797333047292,0.8754646840148699,0.5801014557029261,0.8522727272727273,0.8522727272727273,436746.41628959274,2.3422391414642334,149.2,2026-08-21T04:36:39.582005+00:00,0.10431641778525184,0.13521182274117188,0.11514388068633921,0.11464044846156064,0.09367462116129258,0.112597,"[0.10431641778525184, 0.13521182274117188, 0.11514388068633921, 0.11464044846156064, 0.09367462116129258]",1,121.19,0.07885,97.0,5410.0
|
| 67 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,66,1.0262220295831617,0.8866171003717472,0.6092630209344806,0.8257575757575758,0.8522727272727273,444903.9066742081,2.3323450088500977,151.5,2026-08-21T04:36:41.949900+00:00,0.10717270961579155,0.13658170840319464,0.11635957132367526,0.11525079476482727,0.09522583949215271,0.114118,"[0.10717270961579155, 0.13658170840319464, 0.11635957132367526, 0.11525079476482727, 0.09522583949215271]",,,,,
|
| 68 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,67,1.0191522544201421,0.9089219330855018,0.5588521162668864,0.8446969696969697,0.8522727272727273,438768.0243212669,2.32706618309021,153.9,2026-08-21T04:36:44.306517+00:00,0.10685005740207784,0.13343226821983561,0.11298204432515536,0.11217502153971616,0.09731651754940257,0.112551,"[0.10685005740207784, 0.13343226821983561, 0.11298204432515536, 0.11217502153971616, 0.09731651754940257]",1,140.58,0.09087,96.0,5410.0
|
| 69 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,68,0.9690152730197268,0.9144981412639405,0.8111937922058683,0.7651515151515151,0.8522727272727273,441246.6538461538,2.326028823852539,156.2,2026-08-21T04:36:46.658631+00:00,0.1078474166638711,0.13406799470677094,0.11197437784251045,0.11410042424412335,0.09692869598374647,0.112984,"[0.1078474166638711, 0.13406799470677094, 0.11197437784251045, 0.11410042424412335, 0.09692869598374647]",,,,,
|
| 70 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,69,0.821470546899675,0.9219330855018587,0.4881458259893186,0.8674242424242424,0.8674242424242424,444568.7805429864,2.321241617202759,158.5,2026-08-21T04:36:49.005661+00:00,0.10850517407936208,0.13516123943469105,0.11303881161353167,0.11573654281742432,0.09972288415712469,0.114433,"[0.10850517407936208, 0.13516123943469105, 0.11303881161353167, 0.11573654281742432, 0.09972288415712469]",2,58.18,0.03751,98.0,2705.0
|
| 71 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,70,0.9881418092543308,0.9089219330855018,0.41001163829456677,0.8901515151515151,0.8901515151515151,440108.76230203616,2.3114829063415527,160.8,2026-08-21T04:36:51.356148+00:00,0.10774959667640574,0.1327823488151326,0.11234837507500368,0.1157107322531588,0.09790891759535846,0.1133,"[0.10774959667640574, 0.1327823488151326, 0.11234837507500368, 0.1157107322531588, 0.09790891759535846]",,,,,
|
| 72 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,71,0.8034100341974137,0.9479553903345725,0.6477273124637026,0.8143939393939394,0.8901515151515151,437929.44768099545,2.3066794872283936,163.1,2026-08-21T04:36:53.695481+00:00,0.10648744947770063,0.13316026067032533,0.11266667527310989,0.11493021162117228,0.09872714430093765,0.113194,"[0.10648744947770063, 0.13316026067032533, 0.11266667527310989, 0.11493021162117228, 0.09872714430093765]",,,,,
|
| 73 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,72,0.8706204851320685,0.9219330855018587,0.47828274604045984,0.8787878787878788,0.8901515151515151,440734.76923076925,2.3098371028900146,165.4,2026-08-21T04:36:56.032331+00:00,0.10708734962870092,0.13369324978660135,0.11442912063177894,0.11546037214643814,0.09803266253541498,0.113741,"[0.10708734962870092, 0.13369324978660135, 0.11442912063177894, 0.11546037214643814, 0.09803266253541498]",1,130.28,0.08359,96.0,5410.0
|
| 74 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,73,0.87630237456148,0.9275092936802974,0.4696669578552246,0.8636363636363636,0.8901515151515151,442385.36227375566,2.2998247146606445,167.7,2026-08-21T04:36:58.359644+00:00,0.10783625262625077,0.1344898290493909,0.11353027732933269,0.11333316739867716,0.09738904895151362,0.113316,"[0.10783625262625077, 0.1344898290493909, 0.11353027732933269, 0.11333316739867716, 0.09738904895151362]",,,,,
|
| 75 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,74,0.8396287299000198,0.9275092936802974,0.4393314068967646,0.8484848484848485,0.8901515151515151,445331.4332579185,2.2961854934692383,170.0,2026-08-21T04:37:00.682567+00:00,0.10759746107984991,0.1354094007435967,0.11669669957721934,0.11925932195256739,0.1028520925080075,0.116363,"[0.10759746107984991, 0.1354094007435967, 0.11669669957721934, 0.11925932195256739, 0.1028520925080075]",1,133.38,0.08507,95.5,5410.0
|
| 76 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,75,0.8567410614410741,0.9219330855018587,0.5161489194089716,0.821969696969697,0.8901515151515151,440370.4643665158,2.2938575744628906,172.3,2026-08-21T04:37:03.003298+00:00,0.10648413046317942,0.13446376428884618,0.11428256289047353,0.11633846996461644,0.10460126049378339,0.115234,"[0.10648413046317942, 0.13446376428884618, 0.11428256289047353, 0.11633846996461644, 0.10460126049378339]",,,,,
|
| 77 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,76,0.8353953795805297,0.929368029739777,0.45642576253775397,0.8636363636363636,0.8901515151515151,439391.86043552036,2.299103021621704,174.6,2026-08-21T04:37:05.329393+00:00,0.1063866444370326,0.133934365475879,0.11433161751312368,0.11471066141829771,0.10083651674144409,0.11404,"[0.1063866444370326, 0.133934365475879, 0.11433161751312368, 0.11471066141829771, 0.10083651674144409]",1,134.59,0.08595,95.0,5410.0
|
| 78 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,77,0.8583138354648888,0.9330855018587361,0.40344328049457434,0.8863636363636364,0.8901515151515151,439654.54539027147,2.2901368141174316,176.9,2026-08-21T04:37:07.646286+00:00,0.10632921667659984,0.13486776457113378,0.11367940508267459,0.11281357311150607,0.1000862643122673,0.113555,"[0.10632921667659984, 0.13486776457113378, 0.11367940508267459, 0.11281357311150607, 0.1000862643122673]",,,,,
|
| 79 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,78,0.8206414365413907,0.9368029739776952,0.47789466561693134,0.8825757575757576,0.8901515151515151,441441.2562217195,2.287900447845459,179.2,2026-08-21T04:37:09.971119+00:00,0.10753235527697731,0.13496320826165817,0.11232835974763422,0.11193824910065707,0.09854032800478094,0.113061,"[0.10753235527697731, 0.13496320826165817, 0.11232835974763422, 0.11193824910065707, 0.09854032800478094]",1,141.1,0.08967,96.0,5410.0
|
| 80 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,79,0.7651502430217417,0.9591078066914498,0.43895663637103455,0.8977272727272727,0.8977272727272727,441197.26315045246,2.291757106781006,181.5,2026-08-21T04:37:12.288326+00:00,0.10728211437954623,0.13434745371341705,0.11336250778506785,0.11471178119673449,0.10099994478856816,0.114141,"[0.10728211437954623, 0.13434745371341705, 0.11336250778506785, 0.11471178119673449, 0.10099994478856816]",,,,,
|
| 81 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,80,0.7785951851912147,0.9516728624535316,0.4796317391323321,0.8787878787878788,0.8977272727272727,439853.35180995474,2.2938053607940674,183.8,2026-08-21T04:37:14.614747+00:00,0.10664591719122495,0.13501257668523228,0.11238873706144445,0.11328063423142713,0.09992653000004151,0.113451,"[0.10664591719122495, 0.13501257668523228, 0.11238873706144445, 0.11328063423142713, 0.09992653000004151]",1,108.34,0.06903,95.5,5410.0
|
| 82 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,81,0.8347813256611168,0.9368029739776952,0.4466372872843887,0.8598484848484849,0.8977272727272727,437738.6911764706,2.292109727859497,186.1,2026-08-21T04:37:16.934732+00:00,0.10664728590670754,0.13396824983989492,0.11057726512936984,0.11268083882682464,0.10069000458016115,0.112913,"[0.10664728590670754, 0.13396824983989492, 0.11057726512936984, 0.11268083882682464, 0.10069000458016115]",,,,,
|
| 83 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,82,0.7721121519471633,0.9702602230483272,0.4345457608049566,0.8825757575757576,0.8977272727272727,438905.3126414027,2.2935726642608643,188.4,2026-08-21T04:37:19.255099+00:00,0.10734915470375735,0.13390334651750677,0.11061031415182002,0.11093829878989388,0.09750837438246783,0.112062,"[0.10734915470375735, 0.13390334651750677, 0.11061031415182002, 0.11093829878989388, 0.09750837438246783]",1,128.07,0.08159,90.0,5410.0
|
| 84 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,83,0.819329402703778,0.9609665427509294,0.45634335460084857,0.8674242424242424,0.8977272727272727,440564.29694570135,2.293199300765991,190.7,2026-08-21T04:37:21.574823+00:00,0.10716616449987187,0.1346674070638769,0.11230605095624924,0.11352953884531469,0.09904398856794133,0.113343,"[0.10716616449987187, 0.1346674070638769, 0.11230605095624924, 0.11352953884531469, 0.09904398856794133]",,,,,
|
| 85 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,84,0.7707146718599539,0.9535315985130112,0.4528635171326724,0.8787878787878788,0.8977272727272727,441620.51767533936,2.289977788925171,193.0,2026-08-21T04:37:23.891214+00:00,0.107452512225684,0.13431995668831995,0.11372336263165754,0.11404560725478564,0.10012624062159482,0.113934,"[0.107452512225684, 0.13431995668831995, 0.11372336263165754, 0.11404560725478564, 0.10012624062159482]",,,,,
|
| 86 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,85,0.7523849074725325,0.9442379182156134,0.44891157114144525,0.8825757575757576,0.8977272727272727,441737.3395079185,2.2979068756103516,195.3,2026-08-21T04:37:26.215457+00:00,0.10747395499664195,0.13446405354668112,0.11337882105041952,0.11463684325709063,0.10306645754505606,0.114604,"[0.10747395499664195, 0.13446405354668112, 0.11337882105041952, 0.11463684325709063, 0.10306645754505606]",1,132.4,0.08451,93.5,5410.0
|
| 87 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,86,0.7205864665233512,0.9628252788104089,0.4800893917228236,0.8598484848484849,0.8977272727272727,438186.7890271493,2.2968180179595947,197.6,2026-08-21T04:37:28.539359+00:00,0.1070039359962239,0.13324551021351533,0.1112569609985632,0.11332210723091574,0.10279915262671079,0.113526,"[0.1070039359962239, 0.13324551021351533, 0.1112569609985632, 0.11332210723091574, 0.10279915262671079]",,,,,
|
| 88 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,87,0.6949389596854001,0.9739776951672863,0.45134830474853516,0.875,0.8977272727272727,441973.83059954754,2.2999942302703857,199.9,2026-08-21T04:37:30.865516+00:00,0.10780853252200519,0.13457589727990768,0.11246085911989212,0.11388374032343135,0.10273521744153079,0.114293,"[0.10780853252200519, 0.13457589727990768, 0.11246085911989212, 0.11388374032343135, 0.10273521744153079]",1,114.71,0.07329,96.5,5410.0
|
| 89 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,88,0.7932045078632114,0.9646840148698885,0.45159803105123114,0.8712121212121212,0.8977272727272727,440766.7774321267,2.3007564544677734,202.2,2026-08-21T04:37:33.192624+00:00,0.10745345319018644,0.1349038525539286,0.11155000197536805,0.11143684737822589,0.10169658415457782,0.113408,"[0.10745345319018644, 0.1349038525539286, 0.11155000197536805, 0.11143684737822589, 0.10169658415457782]",,,,,
|
| 90 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,89,0.7577038815030378,0.9572490706319703,0.4729627650795561,0.8825757575757576,0.8977272727272727,440815.73699095024,2.30958890914917,204.5,2026-08-21T04:37:35.531500+00:00,0.10748900253983106,0.13471393637797413,0.1117794583825504,0.11194112940746195,0.10028310952817693,0.113241,"[0.10748900253983106, 0.13471393637797413, 0.1117794583825504, 0.11194112940746195, 0.10028310952817693]",1,139.65,0.08959,94.5,5410.0
|
| 91 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,90,0.7303341777794423,0.9628252788104089,0.4857676787809892,0.8825757575757576,0.8977272727272727,441579.7798359728,2.3027029037475586,206.8,2026-08-21T04:37:37.859118+00:00,0.10718181816970601,0.13543874726575963,0.1126377350267242,0.11330278875196681,0.10258987940409604,0.11423,"[0.10718181816970601, 0.13543874726575963, 0.1126377350267242, 0.11330278875196681, 0.10258987940409604]",,,,,
|
| 92 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,91,0.7305534076513411,0.9572490706319703,0.4478979499051065,0.8863636363636364,0.8977272727272727,440165.0313914027,2.305743455886841,209.1,2026-08-21T04:37:40.190709+00:00,0.10745042913100299,0.13420167565345764,0.1114285285858547,0.1129854374072131,0.10203112092088251,0.113619,"[0.10745042913100299, 0.13420167565345764, 0.1114285285858547, 0.1129854374072131, 0.10203112092088251]",1,132.01,0.08455,96.0,5410.0
|
| 93 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,92,0.7226378722704919,0.9591078066914498,0.45955808686487604,0.8901515151515151,0.8977272727272727,438660.3471436652,2.3061447143554688,211.4,2026-08-21T04:37:42.522397+00:00,0.10716305936084074,0.1339472067706725,0.11055739837534287,0.1116740304757567,0.10115161757258807,0.112899,"[0.10716305936084074, 0.1339472067706725, 0.11055739837534287, 0.1116740304757567, 0.10115161757258807]",,,,,
|
| 94 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,93,0.7497147809173981,0.9628252788104089,0.45861131675315625,0.8787878787878788,0.8977272727272727,440974.36340497737,2.310255527496338,213.7,2026-08-21T04:37:44.858554+00:00,0.10742514361353482,0.13483070450670578,0.11198091550784953,0.11233189351418439,0.10183508694171906,0.113681,"[0.10742514361353482, 0.13483070450670578, 0.11198091550784953, 0.11233189351418439, 0.10183508694171906]",1,119.35,0.07659,99.0,5410.0
|
| 95 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,94,0.9304860675201984,0.949814126394052,0.4864145110953938,0.8712121212121212,0.8977272727272727,440300.9971719457,2.301842451095581,216.0,2026-08-21T04:37:47.187127+00:00,0.10708315670490265,0.13441714206162622,0.11277730850612416,0.11279824770548764,0.10165876544573728,0.113747,"[0.10708315670490265, 0.13441714206162622, 0.11277730850612416, 0.11279824770548764, 0.10165876544573728]",,,,,
|
| 96 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,95,0.7069651732657478,0.9646840148698885,0.42592614166664355,0.8787878787878788,0.8977272727272727,439114.4992929864,2.3069543838500977,218.3,2026-08-21T04:37:49.519802+00:00,0.10693914399427526,0.13467739697764902,0.11091283796464696,0.11148541157736498,0.10079795560416054,0.112963,"[0.10693914399427526, 0.13467739697764902, 0.11091283796464696, 0.11148541157736498, 0.10079795560416054]",1,125.46,0.0804,96.0,5410.0
|
| 97 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,96,0.7904747564996485,0.966542750929368,0.4671585198604699,0.8787878787878788,0.8977272727272727,440120.966770362,2.3140640258789062,220.6,2026-08-21T04:37:51.860400+00:00,0.10736390510026146,0.13443911513861487,0.11150186289759244,0.11190316826105118,0.10095699920373805,0.113233,"[0.10736390510026146, 0.13443911513861487, 0.11150186289759244, 0.11190316826105118, 0.10095699920373805]",,,,,
|
| 98 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,97,0.6939978471032748,0.9702602230483272,0.44379820426305133,0.8863636363636364,0.8977272727272727,441000.3672228507,2.312694787979126,222.9,2026-08-21T04:37:54.198811+00:00,0.10722463972428266,0.1351260227315566,0.11226111781947753,0.11221428303157582,0.10245058247271706,0.113855,"[0.10722463972428266, 0.1351260227315566, 0.11226111781947753, 0.11221428303157582, 0.10245058247271706]",1,121.9,0.07831,97.0,5410.0
|
| 99 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,98,0.7586032732711848,0.9591078066914498,0.4664097581848954,0.875,0.8977272727272727,439239.79835972853,2.322235107421875,225.3,2026-08-21T04:37:56.546359+00:00,0.10712557592812706,0.13435442833339467,0.11101634230683832,0.1115361956112525,0.10216349626288694,0.113239,"[0.10712557592812706, 0.13435442833339467, 0.11101634230683832, 0.1115361956112525, 0.10216349626288694]",,,,,
|
| 100 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,99,0.6973794842741303,0.9684014869888475,0.44645188161821076,0.8977272727272727,0.8977272727272727,440350.07112556556,2.312175750732422,227.6,2026-08-21T04:37:58.885719+00:00,0.10713076109395307,0.1349926117588492,0.11174322138814365,0.11194301878704745,0.10166547973366345,0.113495,"[0.10713076109395307, 0.1349926117588492, 0.11174322138814365, 0.11194301878704745, 0.10166547973366345]",,,,,
|
| 101 |
+
opt1_control_rate_coded,opt1_ttfs_temporal.py,70687c3a0e15c4f8,1,0,--no-ttfs,control: rate coding,2,False,32,16,100,100,0.7148020052555325,0.9591078066914498,0.4417883844086618,0.8787878787878788,0.8977272727272727,439857.3451640272,2.3118836879730225,229.9,2026-08-21T04:38:01.229815+00:00,0.10697741850334055,0.13463208254645853,0.11224872881875318,0.11159348706988727,0.10017462381545235,0.113125,"[0.10697741850334055, 0.13463208254645853, 0.11224872881875318, 0.11159348706988727, 0.10017462381545235]",1,129.24,0.083,95.0,5410.0
|
opt1_ttfs_temporal/opt1_control_rate_coded.epochs.jsonl
ADDED
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| 1 |
+
{"epoch": 1, "train_loss": 17.752288070310005, "train_acc": 0.39776951672862454, "test_loss": 15.794226993214, "test_acc": 0.42045454545454547, "best_acc": 0.42045454545454547, "spike_rates": [0.09534646132413079, 0.13603018574854908, 0.1531093146871118, 0.18355739817899816, 0.16614630906020894], "spikes_per_sample": 448319.5005656109, "wall_time_s": 2.6235926151275635, "timestamp": "2026-08-21T04:34:11.248394+00:00"}
|
| 2 |
+
{"epoch": 2, "train_loss": 9.147600415027718, "train_acc": 0.4368029739776952, "test_loss": 8.966518676642215, "test_acc": 0.36363636363636365, "best_acc": 0.42045454545454547, "spike_rates": [0.09531641269431394, 0.1501114903127446, 0.15427966503536, 0.17038468227666967, 0.14603128941620097], "spikes_per_sample": 461748.79906674207, "wall_time_s": 2.2022671699523926, "timestamp": "2026-08-21T04:34:13.481197+00:00"}
|
| 3 |
+
{"epoch": 3, "train_loss": 7.276373763953, "train_acc": 0.45353159851301117, "test_loss": 4.666659716403846, "test_acc": 0.5113636363636364, "best_acc": 0.5113636363636364, "spike_rates": [0.09307875177439522, 0.15501904136994304, 0.15870542035383337, 0.17592479200924144, 0.15119008895228891], "spikes_per_sample": 465291.20263009047, "wall_time_s": 2.209200143814087, "timestamp": "2026-08-21T04:34:15.716594+00:00"}
|
| 4 |
+
{"epoch": 4, "train_loss": 5.351328954377582, "train_acc": 0.4739776951672863, "test_loss": 4.523123856746789, "test_acc": 0.4772727272727273, "best_acc": 0.5113636363636364, "spike_rates": [0.10357610048616633, 0.15584848558201508, 0.16080783745821783, 0.17603331190698288, 0.1480705475105959], "spikes_per_sample": 489267.42802601814, "wall_time_s": 2.2127866744995117, "timestamp": "2026-08-21T04:34:17.960404+00:00"}
|
| 5 |
+
{"epoch": 5, "train_loss": 4.900951874743607, "train_acc": 0.4646840148698885, "test_loss": 4.657529729785341, "test_acc": 0.3409090909090909, "best_acc": 0.5113636363636364, "spike_rates": [0.10579774484914892, 0.1547544028829126, 0.16156033295042374, 0.16872763984343586, 0.14664480002487407], "spikes_per_sample": 492207.7244061086, "wall_time_s": 2.2117996215820312, "timestamp": "2026-08-21T04:34:20.198672+00:00"}
|
| 6 |
+
{"epoch": 6, "train_loss": 3.9174635933234345, "train_acc": 0.5408921933085502, "test_loss": 2.8527239452708852, "test_acc": 0.571969696969697, "best_acc": 0.571969696969697, "spike_rates": [0.10816216030541588, 0.14922507282565622, 0.16065841913223267, 0.1685906411970363, 0.14355525725028095], "spikes_per_sample": 490851.380938914, "wall_time_s": 2.2116706371307373, "timestamp": "2026-08-21T04:34:22.435370+00:00"}
|
| 7 |
+
{"epoch": 7, "train_loss": 3.8454024658770365, "train_acc": 0.49814126394052044, "test_loss": 1.954444747982603, "test_acc": 0.5340909090909091, "best_acc": 0.571969696969697, "spike_rates": [0.10891684232389226, 0.14419669964734247, 0.1571627907893237, 0.17195997693959406, 0.1421021687633851], "spikes_per_sample": 485759.67463235295, "wall_time_s": 2.2200043201446533, "timestamp": "2026-08-21T04:34:24.685816+00:00"}
|
| 8 |
+
{"epoch": 8, "train_loss": 3.7710793878066053, "train_acc": 0.5278810408921933, "test_loss": 2.3435142564051077, "test_acc": 0.5909090909090909, "best_acc": 0.5909090909090909, "spike_rates": [0.10885173652101965, 0.1466707087614957, 0.1587685697218951, 0.18061722727382884, 0.1484546924338621], "spikes_per_sample": 490244.96012443444, "wall_time_s": 2.219923973083496, "timestamp": "2026-08-21T04:34:26.932291+00:00"}
|
| 9 |
+
{"epoch": 9, "train_loss": 3.2270213192723496, "train_acc": 0.533457249070632, "test_loss": 2.413888743429473, "test_acc": 0.5303030303030303, "best_acc": 0.5909090909090909, "spike_rates": [0.11130094177582685, 0.1446026020190295, 0.14959173956338098, 0.1665679882554447, 0.13401451005655177], "spikes_per_sample": 486441.5014140272, "wall_time_s": 2.2269678115844727, "timestamp": "2026-08-21T04:34:29.193229+00:00"}
|
| 10 |
+
{"epoch": 10, "train_loss": 3.4316014091321527, "train_acc": 0.5315985130111525, "test_loss": 3.011733727021651, "test_acc": 0.5643939393939394, "best_acc": 0.5909090909090909, "spike_rates": [0.10919392065090291, 0.1426300949910108, 0.14820444583892822, 0.16500317699768963, 0.13704047921825857], "spikes_per_sample": 479046.7444852941, "wall_time_s": 2.234678030014038, "timestamp": "2026-08-21T04:34:31.453347+00:00"}
|
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{"epoch": 89, "train_loss": 0.7577038815030378, "train_acc": 0.9572490706319703, "test_loss": 0.4729627650795561, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.10748900253983106, 0.13471393637797413, 0.1117794583825504, 0.11194112940746195, 0.10028310952817693], "spikes_per_sample": 440815.73699095024, "wall_time_s": 2.30958890914917, "timestamp": "2026-08-21T04:37:35.531500+00:00"}
|
| 90 |
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{"epoch": 90, "train_loss": 0.7303341777794423, "train_acc": 0.9628252788104089, "test_loss": 0.4857676787809892, "test_acc": 0.8825757575757576, "best_acc": 0.8977272727272727, "spike_rates": [0.10718181816970601, 0.13543874726575963, 0.1126377350267242, 0.11330278875196681, 0.10258987940409604], "spikes_per_sample": 441579.7798359728, "wall_time_s": 2.3027029037475586, "timestamp": "2026-08-21T04:37:37.859118+00:00"}
|
| 91 |
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{"epoch": 91, "train_loss": 0.7305534076513411, "train_acc": 0.9572490706319703, "test_loss": 0.4478979499051065, "test_acc": 0.8863636363636364, "best_acc": 0.8977272727272727, "spike_rates": [0.10745042913100299, 0.13420167565345764, 0.1114285285858547, 0.1129854374072131, 0.10203112092088251], "spikes_per_sample": 440165.0313914027, "wall_time_s": 2.305743455886841, "timestamp": "2026-08-21T04:37:40.190709+00:00"}
|
| 92 |
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|
| 93 |
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{"epoch": 93, "train_loss": 0.7497147809173981, "train_acc": 0.9628252788104089, "test_loss": 0.45861131675315625, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10742514361353482, 0.13483070450670578, 0.11198091550784953, 0.11233189351418439, 0.10183508694171906], "spikes_per_sample": 440974.36340497737, "wall_time_s": 2.310255527496338, "timestamp": "2026-08-21T04:37:44.858554+00:00"}
|
| 94 |
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|
| 95 |
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{"epoch": 95, "train_loss": 0.7069651732657478, "train_acc": 0.9646840148698885, "test_loss": 0.42592614166664355, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10693914399427526, 0.13467739697764902, 0.11091283796464696, 0.11148541157736498, 0.10079795560416054], "spikes_per_sample": 439114.4992929864, "wall_time_s": 2.3069543838500977, "timestamp": "2026-08-21T04:37:49.519802+00:00"}
|
| 96 |
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{"epoch": 96, "train_loss": 0.7904747564996485, "train_acc": 0.966542750929368, "test_loss": 0.4671585198604699, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10736390510026146, 0.13443911513861487, 0.11150186289759244, 0.11190316826105118, 0.10095699920373805], "spikes_per_sample": 440120.966770362, "wall_time_s": 2.3140640258789062, "timestamp": "2026-08-21T04:37:51.860400+00:00"}
|
| 97 |
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{"epoch": 97, "train_loss": 0.6939978471032748, "train_acc": 0.9702602230483272, "test_loss": 0.44379820426305133, "test_acc": 0.8863636363636364, "best_acc": 0.8977272727272727, "spike_rates": [0.10722463972428266, 0.1351260227315566, 0.11226111781947753, 0.11221428303157582, 0.10245058247271706], "spikes_per_sample": 441000.3672228507, "wall_time_s": 2.312694787979126, "timestamp": "2026-08-21T04:37:54.198811+00:00"}
|
| 98 |
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{"epoch": 98, "train_loss": 0.7586032732711848, "train_acc": 0.9591078066914498, "test_loss": 0.4664097581848954, "test_acc": 0.875, "best_acc": 0.8977272727272727, "spike_rates": [0.10712557592812706, 0.13435442833339467, 0.11101634230683832, 0.1115361956112525, 0.10216349626288694], "spikes_per_sample": 439239.79835972853, "wall_time_s": 2.322235107421875, "timestamp": "2026-08-21T04:37:56.546359+00:00"}
|
| 99 |
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{"epoch": 99, "train_loss": 0.6973794842741303, "train_acc": 0.9684014869888475, "test_loss": 0.44645188161821076, "test_acc": 0.8977272727272727, "best_acc": 0.8977272727272727, "spike_rates": [0.10713076109395307, 0.1349926117588492, 0.11174322138814365, 0.11194301878704745, 0.10166547973366345], "spikes_per_sample": 440350.07112556556, "wall_time_s": 2.312175750732422, "timestamp": "2026-08-21T04:37:58.885719+00:00"}
|
| 100 |
+
{"epoch": 100, "train_loss": 0.7148020052555325, "train_acc": 0.9591078066914498, "test_loss": 0.4417883844086618, "test_acc": 0.8787878787878788, "best_acc": 0.8977272727272727, "spike_rates": [0.10697741850334055, 0.13463208254645853, 0.11224872881875318, 0.11159348706988727, 0.10017462381545235], "spikes_per_sample": 439857.3451640272, "wall_time_s": 2.3118836879730225, "timestamp": "2026-08-21T04:38:01.229815+00:00"}
|
opt1_ttfs_temporal/opt1_control_rate_coded.gpu_telemetry.csv
ADDED
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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 04:35:58.323, 1, 95, 81, 2705, 15360, 72, 56.13, 1050
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| 94 |
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2026/08/21 04:36:03.381, 0, 95, 80, 2705, 15360, 75, 62.01, 990
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2026/08/21 04:36:03.400, 1, 95, 78, 2705, 15360, 72, 59.33, 1020
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| 96 |
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2026/08/21 04:36:08.454, 0, 95, 77, 2705, 15360, 75, 59.43, 1095
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| 97 |
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2026/08/21 04:36:08.467, 1, 96, 80, 2705, 15360, 72, 64.95, 1065
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2026/08/21 04:36:13.527, 0, 97, 84, 2705, 15360, 76, 64.69, 1095
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2026/08/21 04:36:13.543, 1, 95, 78, 2705, 15360, 72, 40.59, 1560
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2026/08/21 04:36:18.595, 0, 83, 74, 2705, 15360, 77, 61.98, 1005
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| 101 |
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2026/08/21 04:36:18.609, 1, 100, 10, 2705, 15360, 73, 65.63, 1125
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2026/08/21 04:36:23.663, 0, 96, 78, 2705, 15360, 78, 65.10, 825
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| 103 |
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2026/08/21 04:36:23.678, 1, 95, 79, 2705, 15360, 74, 62.34, 975
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2026/08/21 04:36:28.731, 0, 95, 79, 2705, 15360, 78, 66.02, 780
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2026/08/21 04:36:28.747, 1, 95, 77, 2705, 15360, 75, 65.08, 990
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| 106 |
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2026/08/21 04:36:33.798, 0, 95, 78, 2705, 15360, 79, 60.48, 870
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2026/08/21 04:36:33.810, 1, 95, 76, 2705, 15360, 75, 64.46, 1005
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| 108 |
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2026/08/21 04:36:38.863, 0, 97, 78, 2705, 15360, 79, 60.97, 1065
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| 109 |
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2026/08/21 04:36:38.877, 1, 97, 78, 2705, 15360, 75, 60.22, 1155
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| 110 |
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2026/08/21 04:36:43.932, 0, 96, 74, 2705, 15360, 78, 65.24, 975
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2026/08/21 04:36:43.944, 1, 96, 76, 2705, 15360, 75, 75.34, 1155
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2026/08/21 04:36:49.012, 1, 98, 29, 2705, 15360, 73, 50.63, 1590
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2026/08/21 04:36:54.059, 0, 96, 79, 2705, 15360, 77, 65.24, 975
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| 115 |
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2026/08/21 04:36:54.076, 1, 96, 71, 2705, 15360, 73, 65.04, 1020
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2026/08/21 04:36:59.146, 0, 96, 77, 2705, 15360, 76, 67.26, 1080
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2026/08/21 04:36:59.161, 1, 95, 79, 2705, 15360, 73, 66.12, 1140
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2026/08/21 04:37:09.291, 0, 97, 81, 2705, 15360, 76, 64.10, 870
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| 125 |
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2026/08/21 04:37:29.573, 0, 96, 77, 2705, 15360, 77, 61.69, 1095
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2026/08/21 04:37:29.589, 1, 97, 81, 2705, 15360, 74, 53.02, 1185
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2026/08/21 04:37:34.644, 0, 94, 76, 2705, 15360, 77, 66.32, 915
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|
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|
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| 135 |
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2026/08/21 04:37:44.810, 1, 100, 4, 2705, 15360, 74, 50.33, 1590
|
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2026/08/21 04:37:49.854, 0, 95, 78, 2705, 15360, 78, 61.95, 915
|
| 137 |
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2026/08/21 04:37:49.876, 1, 97, 82, 2705, 15360, 74, 63.51, 1020
|
| 138 |
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2026/08/21 04:37:54.935, 0, 97, 80, 2705, 15360, 78, 63.61, 900
|
| 139 |
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2026/08/21 04:37:54.950, 1, 97, 81, 2705, 15360, 74, 58.29, 1050
|
| 140 |
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2026/08/21 04:38:00.010, 0, 95, 79, 2705, 15360, 77, 61.59, 1020
|
| 141 |
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2026/08/21 04:38:00.030, 1, 95, 77, 2705, 15360, 74, 67.65, 1110
|
| 142 |
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2026/08/21 04:38:05.076, 0, 84, 61, 2707, 15360, 77, 64.75, 1155
|
| 143 |
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2026/08/21 04:38:05.089, 1, 0, 0, 3, 15360, 71, 33.35, 435
|
| 144 |
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2026/08/21 04:38:10.138, 0, 90, 69, 2707, 15360, 77, 49.95, 1140
|
| 145 |
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2026/08/21 04:38:10.153, 1, 0, 0, 3, 15360, 68, 12.05, 300
|
| 146 |
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2026/08/21 04:38:15.207, 0, 80, 55, 2707, 15360, 77, 68.82, 1050
|
| 147 |
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2026/08/21 04:38:15.225, 1, 0, 0, 3, 15360, 65, 11.85, 300
|
| 148 |
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2026/08/21 04:38:20.279, 0, 84, 59, 2707, 15360, 77, 68.18, 930
|
| 149 |
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2026/08/21 04:38:20.291, 1, 0, 0, 3, 15360, 63, 11.55, 300
|
| 150 |
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2026/08/21 04:38:25.346, 0, 48, 26, 2707, 15360, 77, 60.55, 1425
|
| 151 |
+
2026/08/21 04:38:25.357, 1, 0, 0, 3, 15360, 61, 11.25, 300
|
opt1_ttfs_temporal/opt1_control_rate_coded.summary.json
ADDED
|
@@ -0,0 +1,83 @@
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|
| 1 |
+
{
|
| 2 |
+
"tag": "opt1_control_rate_coded",
|
| 3 |
+
"script": "opt1_ttfs_temporal.py",
|
| 4 |
+
"script_sha256_16": "70687c3a0e15c4f8",
|
| 5 |
+
"hf_folder": "opt1_ttfs_temporal",
|
| 6 |
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"priority": 0,
|
| 7 |
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"note": "control: rate coding",
|
| 8 |
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| 9 |
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|
| 10 |
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"command": [
|
| 11 |
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"/usr/bin/python3",
|
| 12 |
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"-m",
|
| 13 |
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"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",
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| 23 |
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"--event-eval",
|
| 24 |
+
"--no-hf",
|
| 25 |
+
"--no-resume",
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| 26 |
+
"--data-dir",
|
| 27 |
+
"/kaggle/temp/dvs128_data",
|
| 28 |
+
"--num-classes",
|
| 29 |
+
"11",
|
| 30 |
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"--bench",
|
| 31 |
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"--no-ttfs"
|
| 32 |
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],
|
| 33 |
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"flags": [
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| 34 |
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"--no-ttfs"
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| 35 |
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"status": "ok",
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"duration_s": 379.6,
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|
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"started_utc": "2026-08-21T04:32:10.354001+00:00",
|
| 47 |
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"finished_utc": "2026-08-21T04:38:29.984571+00:00",
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"final_epoch_metrics": {
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"epoch": 100,
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| 74 |
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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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| 77 |
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"name": "opt1_control_rate_coded.zip",
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| 82 |
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| 83 |
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}
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opt1_ttfs_temporal/opt1_control_rate_coded.zip
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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size 1447439024
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