add run opt4_ubits4
Browse files
opt4_mint_membrane_quant/opt4_ubits4.epochs.csv
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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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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,1,2.4445557102394813,0.42379182156133827,1.9142344106327405,0.3939393939393939,0.3939393939393939,499006.2796945701,2.6047756671905518,2.6,2026-08-21T05:41:12.751080+00:00,0.1040091922177988,0.15081163364298203,0.17863941718550289,0.20796891959274516,0.2183687721981722,0.17196,"[0.1040091922177988, 0.15081163364298203, 0.17863941718550289, 0.20796891959274516, 0.2183687721981722]",,,,,
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| 3 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,2,1.6706148292938572,0.516728624535316,1.7350617900039211,0.42424242424242425,0.42424242424242425,505085.10180995474,2.1591758728027344,4.8,2026-08-21T05:41:14.941154+00:00,0.09840971494422239,0.1603671899613212,0.19044831921072566,0.21927710403414333,0.2334179089349859,0.180384,"[0.09840971494422239, 0.1603671899613212, 0.19044831921072566, 0.21927710403414333, 0.2334179089349859]",1,127.59,0.07652,95.0,6630.0
|
| 4 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,3,1.5088596583299034,0.5669144981412639,1.213751803744923,0.5,0.5,488388.9630938914,2.159499168395996,6.9,2026-08-21T05:41:17.131076+00:00,0.09367591887712479,0.15717198831193588,0.1850258716765572,0.21481125582666957,0.23446472339770374,0.17703,"[0.09367591887712479, 0.15717198831193588, 0.1850258716765572, 0.21481125582666957, 0.23446472339770374]",,,,,
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| 5 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,4,1.4948170482004441,0.5762081784386617,1.0738751852151118,0.5946969696969697,0.5946969696969697,484896.4956165158,2.1640470027923584,9.1,2026-08-21T05:41:19.327470+00:00,0.09532805093947579,0.15213294590220733,0.18193978421828327,0.21424113827593186,0.23671525716781616,0.176071,"[0.09532805093947579, 0.15213294590220733, 0.18193978421828327, 0.21424113827593186, 0.23671525716781616]",1,131.16,0.07884,96.0,6630.0
|
| 6 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,5,1.4383941516557148,0.5966542750929368,0.8039076599207792,0.6666666666666666,0.6666666666666666,481318.76795814483,2.1636946201324463,11.3,2026-08-21T05:41:21.522080+00:00,0.09666656133006601,0.14861320397433112,0.177470499978346,0.21127569763099446,0.24109295887105606,0.175024,"[0.09666656133006601, 0.14861320397433112, 0.177470499978346, 0.21127569763099446, 0.24109295887105606]",,,,,
|
| 7 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,6,1.3199174311081272,0.6486988847583643,0.8508374438141332,0.6666666666666666,0.6666666666666666,479026.5687217195,2.173339366912842,13.4,2026-08-21T05:41:23.726174+00:00,0.09755371905425016,0.14680970591657302,0.1747259786900352,0.20582546118427725,0.22790380698793075,0.170564,"[0.09755371905425016, 0.14680970591657302, 0.1747259786900352, 0.20582546118427725, 0.22790380698793075]",1,131.65,0.07948,91.0,6630.0
|
| 8 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,7,1.3287690953251154,0.620817843866171,1.1438775315429226,0.6022727272727273,0.6666666666666666,477174.8074095022,2.186408758163452,15.6,2026-08-21T05:41:25.939109+00:00,0.09563404935247757,0.14812009036540985,0.1756196653141695,0.2077956786927055,0.23646721506820007,0.172727,"[0.09563404935247757, 0.14812009036540985, 0.1756196653141695, 0.2077956786927055, 0.23646721506820007]",,,,,
|
| 9 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,8,1.2497564753635222,0.6598513011152416,0.9169048576643972,0.6022727272727273,0.6666666666666666,462112.57678167423,2.1842751502990723,17.8,2026-08-21T05:41:28.148789+00:00,0.09121156308580847,0.145246239269481,0.17227081253248103,0.20091787769513972,0.2226318085894865,0.166456,"[0.09121156308580847, 0.145246239269481, 0.17227081253248103, 0.20091787769513972, 0.2226318085894865]",1,137.78,0.0836,96.0,6630.0
|
| 10 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,9,1.2523605681706538,0.6561338289962825,1.075845075376106,0.6287878787878788,0.6666666666666666,461445.3482748869,2.1885828971862793,20.0,2026-08-21T05:41:30.362810+00:00,0.09094007839174832,0.14682733311372645,0.170546878786648,0.19470333351808436,0.21785601535264185,0.164175,"[0.09094007839174832, 0.14682733311372645, 0.170546878786648, 0.19470333351808436, 0.21785601535264185]",,,,,
|
| 11 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,10,1.217088285875143,0.6617100371747212,0.7388156110590155,0.6704545454545454,0.6704545454545454,456515.49165723985,2.1941282749176025,22.2,2026-08-21T05:41:32.582085+00:00,0.08995127064340255,0.14350005721344666,0.17098653404151692,0.19738312942140243,0.22404093339162715,0.165172,"[0.08995127064340255, 0.14350005721344666, 0.17098653404151692, 0.19738312942140243, 0.22404093339162715]",,,,,
|
| 12 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,11,1.1786853278879783,0.70817843866171,0.7726629141605261,0.6704545454545454,0.6704545454545454,440547.4449943439,2.2029354572296143,24.4,2026-08-21T05:41:34.815785+00:00,0.09048997523153529,0.13538651080692515,0.15714103947667515,0.18763201815240524,0.21747634077773376,0.157625,"[0.09048997523153529, 0.13538651080692515, 0.15714103947667515, 0.18763201815240524, 0.21747634077773376]",1,128.76,0.07879,96.0,6630.0
|
| 13 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,12,1.2208448604137039,0.6672862453531598,0.9672347343329227,0.6401515151515151,0.6704545454545454,438584.83201357466,2.204005002975464,26.6,2026-08-21T05:41:37.044544+00:00,0.09040569207247566,0.13544181953458226,0.15412316953434663,0.1858301373089061,0.21444158431361704,0.156048,"[0.09040569207247566, 0.13544181953458226, 0.15412316953434663, 0.1858301373089061, 0.21444158431361704]",,,,,
|
| 14 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,13,1.2267856633352967,0.6933085501858736,0.8287447221351393,0.7159090909090909,0.7159090909090909,439307.6624717195,2.2107715606689453,28.8,2026-08-21T05:41:39.280714+00:00,0.09375429153442383,0.13330943707157583,0.14791063613751354,0.18048911848488977,0.2016633152961731,0.151425,"[0.09375429153442383, 0.13330943707157583, 0.14791063613751354, 0.18048911848488977, 0.2016633152961731]",1,108.43,0.06659,96.5,6630.0
|
| 15 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,14,1.1224093135847921,0.7304832713754646,0.770882765452067,0.7121212121212122,0.7159090909090909,427484.318438914,2.2221128940582275,31.0,2026-08-21T05:41:41.532980+00:00,0.08868580618325402,0.13276825494625988,0.14667645798009984,0.18007638699868145,0.21057833205251134,0.151757,"[0.08868580618325402, 0.13276825494625988, 0.14667645798009984, 0.18007638699868145, 0.21057833205251134]",,,,,
|
| 16 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,15,1.0758576038601673,0.7639405204460966,1.292819861209754,0.5643939393939394,0.7159090909090909,416990.094739819,2.2300193309783936,33.2,2026-08-21T05:41:43.798383+00:00,0.08400271876769907,0.13156836961998658,0.1474327339845545,0.18111009545185985,0.21699648218996384,0.152222,"[0.08400271876769907, 0.13156836961998658, 0.1474327339845545, 0.18111009545185985, 0.21699648218996384]",,,,,
|
| 17 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,16,1.1117388603855687,0.7304832713754646,0.6549521558212511,0.7386363636363636,0.7386363636363636,420928.98812217196,2.24251651763916,35.5,2026-08-21T05:41:46.066579+00:00,0.0877272079096121,0.13007689311223872,0.14366290586836197,0.17855848459636464,0.21714062988758087,0.151433,"[0.0877272079096121, 0.13007689311223872, 0.14366290586836197, 0.17855848459636464, 0.21714062988758087]",1,120.58,0.07511,95.0,6630.0
|
| 18 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,17,1.0562185913213566,0.7490706319702602,1.234230075821732,0.625,0.7386363636363636,400746.39649321267,2.249634265899658,37.7,2026-08-21T05:41:48.346714+00:00,0.07994499846416361,0.128270702326999,0.14011554682956023,0.17770626702729395,0.2175259835579816,0.148713,"[0.07994499846416361, 0.128270702326999, 0.14011554682956023, 0.17770626702729395, 0.2175259835579816]",,,,,
|
| 19 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,18,1.0022492665783624,0.7769516728624535,0.5856655402617021,0.7613636363636364,0.7613636363636364,404423.51541289594,2.259021520614624,40.0,2026-08-21T05:41:50.632253+00:00,0.08217042772208943,0.12786311174140258,0.13950374196557438,0.17589653064222896,0.2168563402750913,0.148458,"[0.08217042772208943, 0.12786311174140258, 0.13950374196557438, 0.17589653064222896, 0.2168563402750913]",1,132.98,0.08345,96.5,6630.0
|
| 20 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,19,1.0309867743665844,0.7769516728624535,0.5552564335591865,0.803030303030303,0.803030303030303,394425.026300905,2.2681479454040527,42.3,2026-08-21T05:41:52.935179+00:00,0.08025188568760366,0.1259496751077035,0.13349498282460606,0.16983726620674133,0.21391103109892676,0.144689,"[0.08025188568760366, 0.1259496751077035, 0.13349498282460606, 0.16983726620674133, 0.21391103109892676]",,,,,
|
| 21 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,20,0.9716826415859634,0.8048327137546468,0.4888621135191484,0.803030303030303,0.803030303030303,382390.51583710406,2.2819066047668457,44.5,2026-08-21T05:41:55.248406+00:00,0.07747212446787778,0.12217997408965055,0.12947066391215606,0.16892437373890595,0.21120183695765102,0.14185,"[0.07747212446787778, 0.12217997408965055, 0.12947066391215606, 0.16892437373890595, 0.21120183695765102]",1,134.07,0.08498,96.5,6630.0
|
| 22 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,21,0.9353243622194879,0.8234200743494424,0.6719280210408297,0.7803030303030303,0.803030303030303,385132.5333710407,2.304502010345459,46.9,2026-08-21T05:41:57.578595+00:00,0.08128091342308942,0.11871410029775956,0.12744525688536026,0.16531844700084014,0.20207742557806127,0.138967,"[0.08128091342308942, 0.11871410029775956, 0.12744525688536026, 0.16531844700084014, 0.20207742557806127]",,,,,
|
| 23 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,22,0.904897974326265,0.8513011152416357,0.8117680730241718,0.75,0.803030303030303,376075.10265837103,2.3083715438842773,49.2,2026-08-21T05:41:59.914054+00:00,0.07832190657363218,0.11765150068437352,0.1255087567602887,0.16009816001443303,0.19766050664817586,0.135848,"[0.07832190657363218, 0.11765150068437352, 0.1255087567602887, 0.16009816001443303, 0.19766050664817586]",1,127.58,0.08181,96.0,6630.0
|
| 24 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,23,0.9031008136316746,0.8382899628252788,0.6689277742848252,0.7727272727272727,0.803030303030303,372518.5933257919,2.3296735286712646,51.5,2026-08-21T05:42:02.269248+00:00,0.07871610320666257,0.11551803569583331,0.12214060127735138,0.15707052367575028,0.19944210876436794,0.134577,"[0.07871610320666257, 0.11551803569583331, 0.12214060127735138, 0.15707052367575028, 0.19944210876436794]",,,,,
|
| 25 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,24,0.9362089917562265,0.8308550185873605,0.5070002873738607,0.8257575757575758,0.8257575757575758,372328.9710124434,2.3321123123168945,53.8,2026-08-21T05:42:04.626804+00:00,0.07900642033885508,0.11390806296292473,0.12307795400128645,0.16004250067121842,0.20038280241629658,0.135284,"[0.07900642033885508, 0.11390806296292473, 0.12307795400128645, 0.16004250067121842, 0.20038280241629658]",1,108.94,0.07057,95.5,6630.0
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| 26 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,25,0.9250224093079124,0.8215613382899628,0.5000574462341539,0.7992424242424242,0.8257575757575758,357348.4061085973,2.317357301712036,56.1,2026-08-21T05:42:06.975628+00:00,0.07569894676699358,0.10983103294582928,0.11715696664417491,0.15501339996562286,0.19971690546063817,0.131483,"[0.07569894676699358, 0.10983103294582928, 0.11715696664417491, 0.15501339996562286, 0.19971690546063817]",,,,,
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| 27 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,26,0.8697159281450576,0.8327137546468402,0.6417581764134493,0.7462121212121212,0.8257575757575758,351555.86665723985,2.324915885925293,58.5,2026-08-21T05:42:09.326736+00:00,0.07594601240228205,0.10659400417524226,0.11231524190481972,0.15232359574121587,0.19671701683717616,0.128779,"[0.07594601240228205, 0.10659400417524226, 0.11231524190481972, 0.15232359574121587, 0.19671701683717616]",1,125.95,0.08134,92.0,6630.0
|
| 28 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,27,0.8618048690951889,0.8568773234200744,0.7131069103876749,0.7878787878787878,0.8257575757575758,343244.5060803168,2.3236448764801025,60.8,2026-08-21T05:42:11.676255+00:00,0.07377798723823883,0.10478741412653643,0.10984740581582575,0.1482379313777475,0.1917641241760815,0.125683,"[0.07377798723823883, 0.10478741412653643, 0.10984740581582575, 0.1482379313777475, 0.1917641241760815]",,,,,
|
| 29 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,28,0.8601830732423577,0.8754646840148699,0.5661826359503197,0.7992424242424242,0.8257575757575758,342712.5994061086,2.2908732891082764,63.1,2026-08-21T05:42:13.993531+00:00,0.07233514592928045,0.10701578285764246,0.11043842969571843,0.1474326217875761,0.18639808805549846,0.124724,"[0.07233514592928045, 0.10701578285764246, 0.11043842969571843, 0.1474326217875761, 0.18639808805549846]",,,,,
|
| 30 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,29,0.8395006395183975,0.8847583643122676,0.44531231034885754,0.8522727272727273,0.8522727272727273,337449.57960972853,2.277900457382202,65.4,2026-08-21T05:42:16.297601+00:00,0.07057126567644231,0.10661750199163661,0.10889581897679497,0.14436541234745698,0.19384258196634405,0.124859,"[0.07057126567644231, 0.10661750199163661, 0.10889581897679497, 0.14436541234745698, 0.19384258196634405]",,,,,
|
| 31 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,30,0.8257939328048309,0.8828996282527881,0.7292053843989517,0.7310606060606061,0.8522727272727273,327440.13659502263,2.256303071975708,67.6,2026-08-21T05:42:18.589754+00:00,0.06856856495141983,0.10248827452168745,0.10657983054133023,0.14216138597796946,0.1965641694910386,0.123272,"[0.06856856495141983, 0.10248827452168745, 0.10657983054133023, 0.14216138597796946, 0.1965641694910386]",,,,,
|
| 32 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,31,0.778362033978714,0.895910780669145,0.5873033711404512,0.8068181818181818,0.8522727272727273,322867.95743778284,2.2515976428985596,69.9,2026-08-21T05:42:20.866720+00:00,0.06907570668879677,0.09994155825937495,0.10193366864148308,0.13848567885511062,0.1909402188132791,0.120075,"[0.06907570668879677, 0.09994155825937495, 0.10193366864148308, 0.13848567885511062, 0.1909402188132791]",1,130.48,0.08161,96.0,6630.0
|
| 33 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,32,0.7798390319799402,0.9014869888475836,0.8934299575560021,0.696969696969697,0.8522727272727273,314431.16473416286,2.241176128387451,72.1,2026-08-21T05:42:23.133299+00:00,0.06490484800408869,0.10033501290223178,0.10219300801263136,0.1367422482546638,0.1897963443223168,0.118794,"[0.06490484800408869, 0.10033501290223178, 0.10219300801263136, 0.1367422482546638, 0.1897963443223168]",,,,,
|
| 34 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,33,0.7911213902292642,0.8828996282527881,0.6268389017292948,0.8068181818181818,0.8522727272727273,312960.0569852941,2.239607810974121,74.3,2026-08-21T05:42:25.398316+00:00,0.06448980223606615,0.10049876088605207,0.10135378031169667,0.13452194105176365,0.18467816009240992,0.117108,"[0.06448980223606615, 0.10049876088605207, 0.10135378031169667, 0.13452194105176365, 0.18467816009240992]",1,141.32,0.08792,95.5,6630.0
|
| 35 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,34,0.7551069640758755,0.9237918215613383,0.5079621961622527,0.7992424242424242,0.8522727272727273,313841.7488687783,2.2259702682495117,76.6,2026-08-21T05:42:27.649232+00:00,0.06751197094426435,0.09753428136601168,0.09724295446101357,0.13298049919745503,0.18593844245461857,0.116242,"[0.06751197094426435, 0.09753428136601168, 0.09724295446101357, 0.13298049919745503, 0.18593844245461857]",,,,,
|
| 36 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,35,0.7293067740684992,0.9423791821561338,0.4637494412335483,0.8409090909090909,0.8522727272727273,313708.69966063346,2.2246763706207275,78.8,2026-08-21T05:42:29.899389+00:00,0.06773085410104078,0.09777977010783027,0.09588722577866386,0.13203868883497574,0.18403169863364277,0.115494,"[0.06773085410104078, 0.09777977010783027, 0.09588722577866386, 0.13203868883497574, 0.18403169863364277]",1,114.51,0.07076,98.0,6630.0
|
| 37 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,36,0.7073685314132379,0.9349442379182156,0.4422960877418518,0.8598484848484849,0.8598484848484849,303657.750989819,2.2208497524261475,81.0,2026-08-21T05:42:32.151220+00:00,0.06338333185104762,0.09672759780112435,0.09651565464103923,0.13091575661126306,0.182421153959106,0.113993,"[0.06338333185104762, 0.09672759780112435, 0.09651565464103923, 0.13091575661126306, 0.182421153959106]",,,,,
|
| 38 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,37,0.7472321222705912,0.929368029739777,0.5624025464057922,0.7992424242424242,0.8598484848484849,303249.5036764706,2.216675281524658,83.2,2026-08-21T05:42:34.399450+00:00,0.06300749629735947,0.0976480087813209,0.09567398139659096,0.12977710453902974,0.183084496680428,0.113838,"[0.06300749629735947, 0.0976480087813209, 0.09567398139659096, 0.12977710453902974, 0.183084496680428]",1,134.45,0.08279,95.5,6630.0
|
| 39 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,38,0.7459959647026204,0.9256505576208178,0.4572664959864183,0.821969696969697,0.8598484848484849,300831.33003393665,2.2136521339416504,85.4,2026-08-21T05:42:36.647644+00:00,0.06180904761833303,0.09968059685300379,0.09250533843741697,0.12698489120777914,0.18191726856371937,0.112579,"[0.06180904761833303, 0.09968059685300379, 0.09250533843741697, 0.12698489120777914, 0.18191726856371937]",,,,,
|
| 40 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,39,0.7286216490330749,0.9312267657992565,0.3944404323895772,0.8977272727272727,0.8977272727272727,302341.2771493213,2.2102389335632324,87.7,2026-08-21T05:42:38.886469+00:00,0.06305376747075249,0.09838861446170245,0.09286750108003616,0.1273866891860962,0.18331703806624694,0.113003,"[0.06305376747075249, 0.09838861446170245, 0.09286750108003616, 0.1273866891860962, 0.18331703806624694]",,,,,
|
| 41 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,40,0.6969379971018511,0.929368029739777,0.398338800126856,0.875,0.8977272727272727,298221.7562217195,2.208940267562866,89.9,2026-08-21T05:42:41.126852+00:00,0.06225658098564429,0.09608186649925568,0.09309597050442416,0.1263034107053981,0.1824086571440977,0.112029,"[0.06225658098564429, 0.09608186649925568, 0.09309597050442416, 0.1263034107053981, 0.1824086571440977]",1,129.2,0.07928,96.0,6630.0
|
| 42 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,41,0.6663841782449347,0.966542750929368,0.7172862887382507,0.803030303030303,0.8977272727272727,290499.1538461538,2.20808744430542,92.1,2026-08-21T05:42:43.362435+00:00,0.05904795843012193,0.09564650628496618,0.0925586065825294,0.12441671508200028,0.18147227781660416,0.110628,"[0.05904795843012193, 0.09564650628496618, 0.0925586065825294, 0.12441671508200028, 0.18147227781660416]",,,,,
|
| 43 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,42,0.7511696099791828,0.9237918215613383,0.540000547062267,0.8484848484848485,0.8977272727272727,296506.5869626697,2.2114269733428955,94.3,2026-08-21T05:42:45.599653+00:00,0.0612655750968877,0.09659957754261353,0.09337003704379587,0.12399761071976494,0.17983358046587775,0.111013,"[0.0612655750968877, 0.09659957754261353, 0.09337003704379587, 0.12399761071976494, 0.17983358046587775]",1,130.82,0.08036,97.0,6630.0
|
| 44 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,43,0.6721521035446111,0.949814126394052,0.45360348622004193,0.8825757575757576,0.8977272727272727,291814.9961821267,2.210444688796997,96.5,2026-08-21T05:42:47.835048+00:00,0.05965603953775238,0.09677687900907853,0.09106778572587405,0.1219268279040561,0.1769765448920867,0.109281,"[0.05965603953775238, 0.09677687900907853, 0.09106778572587405, 0.1219268279040561, 0.1769765448920867]",,,,,
|
| 45 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,44,0.6874674224055832,0.949814126394052,0.5861443913344181,0.7840909090909091,0.8977272727272727,289378.13362556556,2.2102367877960205,98.7,2026-08-21T05:42:50.070422+00:00,0.06014584969071781,0.09479830764672335,0.0887331436662113,0.12060584127902985,0.17796998865464153,0.108451,"[0.06014584969071781, 0.09479830764672335, 0.0887331436662113, 0.12060584127902985, 0.17796998865464153]",1,149.36,0.0917,99.0,6630.0
|
| 46 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,45,0.6674336290270866,0.9516728624535316,0.43315830646139203,0.8712121212121212,0.8977272727272727,287161.23076923075,2.212282657623291,100.9,2026-08-21T05:42:52.309497+00:00,0.05946395261322751,0.0944805267979117,0.08791367402848076,0.12043705056695377,0.17780343662290013,0.10802,"[0.05946395261322751, 0.0944805267979117, 0.08791367402848076, 0.12043705056695377, 0.17780343662290013]",,,,,
|
| 47 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,46,0.668570163524727,0.9479553903345725,0.4190678307504365,0.8522727272727273,0.8977272727272727,290553.77290723985,2.216028928756714,103.1,2026-08-21T05:42:54.551102+00:00,0.060065883047440476,0.09561505387811099,0.09087904016761218,0.11589335781686447,0.1753927206291872,0.107569,"[0.060065883047440476, 0.09561505387811099, 0.09087904016761218, 0.11589335781686447, 0.1753927206291872]",,,,,
|
| 48 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,47,0.6719855978586416,0.9572490706319703,0.44772434053999005,0.8787878787878788,0.8977272727272727,288394.61340497737,2.2142560482025146,105.4,2026-08-21T05:42:56.791999+00:00,0.061685019117944384,0.09330375273438062,0.08476048094384811,0.11654460298664429,0.17437968534581802,0.106135,"[0.061685019117944384, 0.09330375273438062, 0.08476048094384811, 0.11654460298664429, 0.17437968534581802]",1,145.83,0.0897,96.0,6630.0
|
| 49 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,48,0.6488937662436617,0.9646840148698885,0.5251278109622725,0.8295454545454546,0.8977272727272727,282775.66812782804,2.2190117835998535,107.6,2026-08-21T05:42:59.036173+00:00,0.05923129903043017,0.09256886471720303,0.0856281900230576,0.11539999833878349,0.17347584401859956,0.105261,"[0.05923129903043017, 0.09256886471720303, 0.0856281900230576, 0.11539999833878349, 0.17347584401859956]",,,,,
|
| 50 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,49,0.6509455774796497,0.9572490706319703,0.45680386911739,0.8446969696969697,0.8977272727272727,283699.3461538462,2.2229044437408447,109.8,2026-08-21T05:43:01.284806+00:00,0.05895337265203981,0.09334392144399531,0.0869532560600954,0.11535701418624204,0.17401154164005728,0.105724,"[0.05895337265203981, 0.09334392144399531, 0.0869532560600954, 0.11535701418624204, 0.17401154164005728]",1,139.65,0.08623,95.5,6630.0
|
| 51 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,50,0.6372882590861125,0.9702602230483272,0.5316464801629385,0.8106060606060606,0.8977272727272727,284843.2806843891,2.2349960803985596,112.0,2026-08-21T05:43:03.546190+00:00,0.0614183209836483,0.0907603077152196,0.08453830200083115,0.11499260278309092,0.17365551433142493,0.105073,"[0.0614183209836483, 0.0907603077152196, 0.08453830200083115, 0.11499260278309092, 0.17365551433142493]",,,,,
|
| 52 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,51,0.6369126428015613,0.9702602230483272,0.46596855196085846,0.8484848484848485,0.8977272727272727,278596.064479638,2.242086410522461,114.3,2026-08-21T05:43:05.814629+00:00,0.05870787361088921,0.09137952722170774,0.0829591172582963,0.11209915052441989,0.17317810829947977,0.103665,"[0.05870787361088921, 0.09137952722170774, 0.0829591172582963, 0.11209915052441989, 0.17317810829947977]",1,128.42,0.07998,96.0,6630.0
|
| 53 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,52,0.6246088701109904,0.9739776951672863,0.42388323039719555,0.8409090909090909,0.8977272727272727,280030.42434954754,2.2392961978912354,116.5,2026-08-21T05:43:08.079896+00:00,0.05979149087386973,0.09050807225353577,0.08325078513692408,0.11162033457966412,0.17119928142603705,0.103274,"[0.05979149087386973, 0.09050807225353577, 0.08325078513692408, 0.11162033457966412, 0.17119928142603705]",,,,,
|
| 54 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,53,0.6218238674575068,0.9702602230483272,0.35097021225726965,0.9166666666666666,0.9166666666666666,278467.6916006787,2.2445571422576904,118.8,2026-08-21T05:43:10.350426+00:00,0.06050736873465426,0.08916373989161323,0.0805941855206209,0.10967903584241867,0.1703013944275239,0.102049,"[0.06050736873465426, 0.08916373989161323, 0.0805941855206209, 0.10967903584241867, 0.1703013944275239]",1,168.29,0.10493,90.0,6630.0
|
| 55 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,54,0.6129229917402161,0.9739776951672863,0.36519486795772205,0.8977272727272727,0.9166666666666666,278300.42053167423,2.252915620803833,121.0,2026-08-21T05:43:12.636162+00:00,0.061172699665322024,0.08826864335466833,0.07957946289988126,0.10895026650498896,0.17074395102613113,0.101743,"[0.061172699665322024, 0.08826864335466833, 0.07957946289988126, 0.10895026650498896, 0.17074395102613113]",,,,,
|
| 56 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,55,0.6117594654232152,0.9758364312267658,0.40620752627199347,0.9053030303030303,0.9166666666666666,276943.10718325793,2.2614340782165527,123.3,2026-08-21T05:43:14.926318+00:00,0.06025809400221881,0.08890924997189466,0.07976389106582193,0.10747982167145785,0.1689684601391063,0.101076,"[0.06025809400221881, 0.08890924997189466, 0.07976389106582193, 0.10747982167145785, 0.1689684601391063]",,,,,
|
| 57 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,56,0.6187512597630015,0.9702602230483272,0.35350217421849567,0.9053030303030303,0.9166666666666666,274356.45008484164,2.256687879562378,125.5,2026-08-21T05:43:17.207723+00:00,0.05866664779536864,0.08902155870900434,0.08091794042026296,0.10769171530709547,0.16888085971860325,0.101036,"[0.05866664779536864, 0.08902155870900434, 0.08091794042026296, 0.10769171530709547, 0.16888085971860325]",1,132.09,0.0828,95.5,6630.0
|
| 58 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,57,0.6030434086420279,0.9851301115241635,0.4259971524729873,0.8863636363636364,0.9166666666666666,279939.7126696832,2.261171817779541,127.8,2026-08-21T05:43:19.493936+00:00,0.06056563862982918,0.09073472417452756,0.0804458589238279,0.1080102718928281,0.17016636098132415,0.101985,"[0.06056563862982918, 0.09073472417452756, 0.0804458589238279, 0.1080102718928281, 0.17016636098132415]",,,,,
|
| 59 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,58,0.6069973835714688,0.9814126394052045,0.3148512424844684,0.928030303030303,0.928030303030303,282320.27319004526,2.2645397186279297,130.1,2026-08-21T05:43:21.784301+00:00,0.061565233504070956,0.09117774402394015,0.08031327715691398,0.10726459674975451,0.16850394711774938,0.101765,"[0.061565233504070956, 0.09117774402394015, 0.08031327715691398, 0.10726459674975451, 0.16850394711774938]",1,134.26,0.08445,96.0,6630.0
|
| 60 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,59,0.6064372005072668,0.9888475836431226,0.41587934891382855,0.8825757575757576,0.928030303030303,269723.15625,2.2606310844421387,132.3,2026-08-21T05:43:24.077184+00:00,0.05774813868543681,0.08809606862418792,0.07848040277467054,0.10431860913248624,0.1668492836110732,0.099099,"[0.05774813868543681, 0.08809606862418792, 0.07848040277467054, 0.10431860913248624, 0.1668492836110732]",,,,,
|
| 61 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,60,0.6221312426279911,0.9684014869888475,0.38617133552377875,0.9015151515151515,0.928030303030303,277734.6545531674,2.26617693901062,134.6,2026-08-21T05:43:26.374739+00:00,0.06063635515816072,0.08921569892588783,0.0795786209842738,0.10584310179247576,0.16749130890649908,0.100553,"[0.06063635515816072, 0.08921569892588783, 0.0795786209842738, 0.10584310179247576, 0.16749130890649908]",1,127.09,0.08,96.0,6630.0
|
| 62 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,61,0.6058949351753887,0.9776951672862454,0.37551372520851367,0.9128787878787878,0.928030303030303,270994.80161199096,2.2668426036834717,136.8,2026-08-21T05:43:28.667973+00:00,0.05798491813680705,0.08861249466152753,0.07893776630654055,0.1041959120946772,0.16797962521805482,0.099542,"[0.05798491813680705, 0.08861249466152753, 0.07893776630654055, 0.1041959120946772, 0.16797962521805482]",,,,,
|
| 63 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,62,0.5903314693266575,0.9851301115241635,0.4038260010155765,0.8939393939393939,0.928030303030303,270685.13687782804,2.259767532348633,139.1,2026-08-21T05:43:30.955572+00:00,0.058975546237300426,0.0876445191748002,0.07654361295349457,0.10339397674097735,0.16661908959641175,0.098635,"[0.058975546237300426, 0.0876445191748002, 0.07654361295349457, 0.10339397674097735, 0.16661908959641175]",1,114.51,0.07188,97.0,6630.0
|
| 64 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,63,0.5909831940463042,0.9888475836431226,0.3754471549482057,0.8977272727272727,0.928030303030303,270364.70743778284,2.253154993057251,141.4,2026-08-21T05:43:33.234054+00:00,0.05902265362879809,0.08756328900070752,0.07628135426956065,0.10199144526439555,0.165045604986303,0.097981,"[0.05902265362879809, 0.08756328900070752, 0.07628135426956065, 0.10199144526439555, 0.165045604986303]",,,,,
|
| 65 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,64,0.6122343066013436,0.9739776951672863,0.3677473339167508,0.9128787878787878,0.928030303030303,267993.92944004526,2.255798578262329,143.6,2026-08-21T05:43:35.516952+00:00,0.057689096997765935,0.08790016700239743,0.07650289903668796,0.10172200772692175,0.16405188511399663,0.097573,"[0.057689096997765935, 0.08790016700239743, 0.07650289903668796, 0.10172200772692175, 0.16405188511399663]",1,144.51,0.09055,97.0,6630.0
|
| 66 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,65,0.5867184003932768,0.9888475836431226,0.324869918552312,0.9393939393939394,0.9393939393939394,268693.79991515836,2.2478809356689453,145.9,2026-08-21T05:43:37.790480+00:00,0.057869134361253065,0.08849907009040608,0.07610252411926494,0.10099068415515564,0.16401929627446568,0.097496,"[0.057869134361253065, 0.08849907009040608, 0.07610252411926494, 0.10099068415515564, 0.16401929627446568]",,,,,
|
| 67 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,66,0.586754724881906,0.9869888475836431,0.3267639496109702,0.9090909090909091,0.9393939393939394,270696.45305429865,2.2464349269866943,148.1,2026-08-21T05:43:40.069129+00:00,0.058925517560804594,0.08868333565838196,0.07553447476204704,0.10027410440585192,0.1622504670830334,0.097134,"[0.058925517560804594, 0.08868333565838196, 0.07553447476204704, 0.10027410440585192, 0.1622504670830334]",1,128.52,0.0802,97.0,6630.0
|
| 68 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,67,0.5741008125716426,0.9944237918215614,0.3497217171119921,0.9090909090909091,0.9393939393939394,268630.9332579185,2.240302801132202,150.3,2026-08-21T05:43:42.335244+00:00,0.057754820760558635,0.08876510227427763,0.07607682881986394,0.10035340312649221,0.1633702797048232,0.097264,"[0.057754820760558635, 0.08876510227427763, 0.07607682881986394, 0.10035340312649221, 0.1633702797048232]",,,,,
|
| 69 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,68,0.5813709532904359,0.9944237918215614,0.35065143036119867,0.9318181818181818,0.9393939393939394,269633.3120757919,2.2394988536834717,152.6,2026-08-21T05:43:44.601198+00:00,0.05902496287051369,0.08747471080106847,0.07559716087930343,0.1000173674786792,0.16182273801635294,0.096787,"[0.05902496287051369, 0.08747471080106847, 0.07559716087930343, 0.1000173674786792, 0.16182273801635294]",,,,,
|
| 70 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,69,0.5769143802525829,0.9888475836431226,0.31751174999005866,0.9318181818181818,0.9393939393939394,267851.71083144797,2.2369112968444824,154.8,2026-08-21T05:43:46.864821+00:00,0.05805168300867081,0.08769694847219131,0.07571964842431686,0.09970762098536771,0.16218787869986365,0.096673,"[0.05805168300867081, 0.08769694847219131, 0.07571964842431686, 0.09970762098536771, 0.16218787869986365]",1,141.09,0.08767,95.5,6630.0
|
| 71 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,70,0.5717003294526423,0.9962825278810409,0.3405521909395854,0.9053030303030303,0.9393939393939394,269236.67491515836,2.240403413772583,157.1,2026-08-21T05:43:49.130843+00:00,0.05831464292371974,0.0884512640974101,0.07569109473158331,0.10021963934688007,0.1610178710783229,0.096739,"[0.05831464292371974, 0.0884512640974101, 0.07569109473158331, 0.10021963934688007, 0.1610178710783229]",,,,,
|
| 72 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,71,0.5667308116934113,0.9944237918215614,0.3225842605937611,0.9242424242424242,0.9393939393939394,267052.5610859728,2.2301888465881348,159.3,2026-08-21T05:43:51.386809+00:00,0.058075604193350845,0.0875165532617008,0.07452564467402066,0.09951830699163325,0.16099462088416605,0.096126,"[0.058075604193350845, 0.0875165532617008, 0.07452564467402066, 0.09951830699163325, 0.16099462088416605]",2,61.2,0.03792,95.0,3315.0
|
| 73 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,72,0.5718281678993906,0.9962825278810409,0.3702983892325199,0.9204545454545454,0.9393939393939394,268064.35633484164,2.2317452430725098,161.5,2026-08-21T05:43:53.643463+00:00,0.05861034682568382,0.08754477781407974,0.07437604490448446,0.09914168014245875,0.15960810727932873,0.095856,"[0.05861034682568382, 0.08754477781407974, 0.07437604490448446, 0.09914168014245875, 0.15960810727932873]",,,,,
|
| 74 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,73,0.5646589176805489,0.9962825278810409,0.3033098122387221,0.9318181818181818,0.9393939393939394,268137.558540724,2.229515790939331,163.8,2026-08-21T05:43:55.899854+00:00,0.05812830477952957,0.08830218455370735,0.07499447421115987,0.09891299245988622,0.15904727841124816,0.095877,"[0.05812830477952957, 0.08830218455370735, 0.07499447421115987, 0.09891299245988622, 0.15904727841124816]",,,,,
|
| 75 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,74,0.5607796650393745,0.9962825278810409,0.34760721614866547,0.928030303030303,0.9393939393939394,266117.04680429865,2.227926015853882,166.0,2026-08-21T05:43:58.152174+00:00,0.05742472322548137,0.08773086220026016,0.07510479364325018,0.09876120704061844,0.1610255355344099,0.096009,"[0.05742472322548137, 0.08773086220026016, 0.07510479364325018, 0.09876120704061844, 0.1610255355344099]",1,153.13,0.09477,92.5,6630.0
|
| 76 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,75,0.5688106814281648,0.9907063197026023,0.31674889181599475,0.928030303030303,0.9393939393939394,263640.13716063346,2.2331271171569824,168.2,2026-08-21T05:44:00.411436+00:00,0.05636938617509954,0.087506663711632,0.07510117879685234,0.09849930686109207,0.16189870413611918,0.095875,"[0.05636938617509954, 0.087506663711632, 0.07510117879685234, 0.09849930686109207, 0.16189870413611918]",,,,,
|
| 77 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,76,0.5615971750929453,0.9981412639405205,0.3476303377837846,0.9128787878787878,0.9393939393939394,264074.7781391403,2.2222206592559814,170.4,2026-08-21T05:44:02.659465+00:00,0.05644807789255591,0.08799988425829831,0.07476407464812784,0.09812470700810938,0.1592292268486584,0.095313,"[0.05644807789255591, 0.08799988425829831, 0.07476407464812784, 0.09812470700810938, 0.1592292268486584]",1,127.93,0.07897,96.5,6630.0
|
| 78 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,77,0.5659728067958222,0.9981412639405205,0.3088164952668277,0.9393939393939394,0.9393939393939394,264274.2815328054,2.228989362716675,172.7,2026-08-21T05:44:04.914109+00:00,0.057165316579972994,0.08721392820863162,0.07394780613043729,0.09775114190929077,0.15884644581991084,0.094985,"[0.057165316579972994, 0.08721392820863162, 0.07394780613043729, 0.09775114190929077, 0.15884644581991084]",,,,,
|
| 79 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,78,0.5623840002765442,0.9962825278810409,0.3850734775716608,0.9090909090909091,0.9393939393939394,264674.3058540724,2.2258903980255127,174.9,2026-08-21T05:44:07.165714+00:00,0.05699675070012317,0.08773322841700386,0.07437878934776082,0.09756813987213023,0.15968726663028493,0.095273,"[0.05699675070012317, 0.08773322841700386, 0.07437878934776082, 0.09756813987213023, 0.15968726663028493]",1,123.27,0.07622,95.5,6630.0
|
| 80 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,79,0.5583052065735856,0.9981412639405205,0.3383819677612998,0.9242424242424242,0.9393939393939394,265367.7184671946,2.2259812355041504,177.1,2026-08-21T05:44:09.417474+00:00,0.05744280622285955,0.08753183834693011,0.07430485855130588,0.09764262025847155,0.1594612501999911,0.095277,"[0.05744280622285955, 0.08753183834693011, 0.07430485855130588, 0.09764262025847155, 0.1594612501999911]",,,,,
|
| 81 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,80,0.5612613151064593,0.9925650557620818,0.31828366310307477,0.9242424242424242,0.9393939393939394,264578.8202771493,2.235139846801758,179.4,2026-08-21T05:44:11.678457+00:00,0.05685424278764164,0.08790660255095538,0.0744674389853197,0.09747489147326525,0.15808680302956524,0.094958,"[0.05685424278764164, 0.08790660255095538, 0.0744674389853197, 0.09747489147326525, 0.15808680302956524]",1,133.8,0.08307,96.5,6630.0
|
| 82 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,81,0.5570564908165914,0.9981412639405205,0.3390372928344842,0.9204545454545454,0.9393939393939394,261109.7784219457,2.231275796890259,181.6,2026-08-21T05:44:13.934903+00:00,0.055724137846161335,0.08710575103759766,0.07402005046606064,0.09720528432551552,0.15937002529116237,0.094685,"[0.055724137846161335, 0.08710575103759766, 0.07402005046606064, 0.09720528432551552, 0.15937002529116237]",,,,,
|
| 83 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,82,0.5536074822276942,0.9944237918215614,0.32382050969383935,0.9128787878787878,0.9393939393939394,263639.4690328054,2.2466483116149902,183.8,2026-08-21T05:44:16.209198+00:00,0.05655593753737562,0.08760150872609195,0.07448003002825905,0.09741664721685298,0.15896180096794577,0.095003,"[0.05655593753737562, 0.08760150872609195, 0.07448003002825905, 0.09741664721685298, 0.15896180096794577]",1,127.94,0.07984,91.5,6630.0
|
| 84 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,83,0.567553743332292,0.9907063197026023,0.31795937274441577,0.9318181818181818,0.9393939393939394,261725.36948529413,2.245434045791626,186.1,2026-08-21T05:44:18.480986+00:00,0.056503900929408914,0.08658146726734497,0.0733548179268837,0.0963850464014446,0.1577386812252157,0.094113,"[0.056503900929408914, 0.08658146726734497, 0.0733548179268837, 0.0963850464014446, 0.1577386812252157]",,,,,
|
| 85 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,84,0.5583197527658541,0.9962825278810409,0.3461980304934762,0.9090909090909091,0.9393939393939394,263954.57084276015,2.2484755516052246,188.3,2026-08-21T05:44:20.754323+00:00,0.05715357227360501,0.08716736733913422,0.07373455254470601,0.09678273954812218,0.15789589548812194,0.094547,"[0.05715357227360501, 0.08716736733913422, 0.07373455254470601, 0.09678273954812218, 0.15789589548812194]",,,,,
|
| 86 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,85,0.5585564492360366,1.0,0.3532977185466073,0.9090909090909091,0.9393939393939394,263583.35322398186,2.244819164276123,190.6,2026-08-21T05:44:23.024848+00:00,0.05684127264163073,0.08727683214580312,0.07397586282561808,0.09707353044958676,0.15838353774126837,0.09471,"[0.05684127264163073, 0.08727683214580312, 0.07397586282561808, 0.09707353044958676, 0.15838353774126837]",1,122.25,0.07623,96.0,6630.0
|
| 87 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,86,0.5581947372305349,0.9981412639405205,0.34217900263540674,0.9128787878787878,0.9393939393939394,262146.80062217196,2.249990224838257,192.8,2026-08-21T05:44:25.301222+00:00,0.05648365572971456,0.08683629333972931,0.07369067169287626,0.09649648824158837,0.15845189199728124,0.094392,"[0.05648365572971456, 0.08683629333972931, 0.07369067169287626, 0.09649648824158837, 0.15845189199728124]",,,,,
|
| 88 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,87,0.5561804886644215,0.9962825278810409,0.3395161312637907,0.9204545454545454,0.9393939393939394,264757.5617929864,2.2448160648345947,195.1,2026-08-21T05:44:27.572144+00:00,0.057226063574061674,0.08763047351556666,0.07405671258183087,0.09673930003362544,0.15809422556091757,0.094749,"[0.057226063574061674, 0.08763047351556666, 0.07405671258183087, 0.09673930003362544, 0.15809422556091757]",1,130.33,0.08127,96.5,6630.0
|
| 89 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,88,0.5574197439012918,0.9981412639405205,0.342494677865144,0.9204545454545454,0.9393939393939394,263605.7135180995,2.2440998554229736,197.3,2026-08-21T05:44:29.842298+00:00,0.0573488951605909,0.08701258897781372,0.07287207070518942,0.0957441071377081,0.15695131789235509,0.093986,"[0.0573488951605909, 0.08701258897781372, 0.07287207070518942, 0.0957441071377081, 0.15695131789235509]",,,,,
|
| 90 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,89,0.5518479834701935,1.0,0.33015055006200617,0.928030303030303,0.9393939393939394,262532.067449095,2.259368896484375,199.6,2026-08-21T05:44:32.129816+00:00,0.05663110403453603,0.0869850910761777,0.07360638327458326,0.09630853814237259,0.15707112673450918,0.09412,"[0.05663110403453603, 0.0869850910761777, 0.07360638327458326, 0.09630853814237259, 0.15707112673450918]",1,130.74,0.08205,96.0,6630.0
|
| 91 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,90,0.550427545845287,1.0,0.3308385159030105,0.928030303030303,0.9393939393939394,262206.48430429865,2.2491135597229004,201.8,2026-08-21T05:44:34.405397+00:00,0.05667940242325559,0.0865681289749987,0.07357067877755445,0.09649386782856549,0.1577422031584908,0.094211,"[0.05667940242325559, 0.0865681289749987, 0.07357067877755445, 0.09649386782856549, 0.1577422031584908]",,,,,
|
| 92 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,91,0.5581523889059471,0.9925650557620818,0.3220954564484683,0.9204545454545454,0.9393939393939394,260967.79765271494,2.2568633556365967,204.1,2026-08-21T05:44:36.696059+00:00,0.056304713382440454,0.08655914094518213,0.07291881433304619,0.09572651412557154,0.15754544384339275,0.093811,"[0.056304713382440454, 0.08655914094518213, 0.07291881433304619, 0.09572651412557154, 0.15754544384339275]",1,114.98,0.07208,98.5,6630.0
|
| 93 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,92,0.5552418652963461,0.9962825278810409,0.3226071618723147,0.9356060606060606,0.9393939393939394,261638.06815610858,2.2437822818756104,206.3,2026-08-21T05:44:38.965860+00:00,0.056338611990213394,0.08688836939194623,0.07335003903683494,0.09600792430779513,0.15640372739118688,0.093798,"[0.056338611990213394, 0.08688836939194623, 0.07335003903683494, 0.09600792430779513, 0.15640372739118688]",,,,,
|
| 94 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,93,0.5531949024218166,1.0,0.3280990755919254,0.928030303030303,0.9393939393939394,262573.23798076925,2.2478981018066406,208.6,2026-08-21T05:44:41.239699+00:00,0.05663226391462719,0.08709808263708563,0.0734381864176077,0.09634451217511121,0.15752440252724817,0.094207,"[0.05663226391462719, 0.08709808263708563, 0.0734381864176077, 0.09634451217511121, 0.15752440252724817]",1,129.52,0.08087,96.5,6630.0
|
| 95 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,94,0.5540739933797418,1.0,0.32428441986893164,0.928030303030303,0.9393939393939394,262423.64762443444,2.2455215454101562,210.8,2026-08-21T05:44:43.510996+00:00,0.05685157109709347,0.08664850364713107,0.07313761991613052,0.0965040304204997,0.15735165424206676,0.094099,"[0.05685157109709347, 0.08664850364713107, 0.07313761991613052, 0.0965040304204997, 0.15735165424206676]",,,,,
|
| 96 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,95,0.5552687447753537,0.9981412639405205,0.3289148703669057,0.9318181818181818,0.9393939393939394,260478.46733597282,2.2513391971588135,213.1,2026-08-21T05:44:45.788079+00:00,0.05621421490521992,0.08631534523823682,0.07295186729992137,0.09535305640276741,0.1560562962994856,0.093378,"[0.05621421490521992, 0.08631534523823682, 0.07295186729992137, 0.09535305640276741, 0.1560562962994856]",,,,,
|
| 97 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,96,0.5551190872617814,0.9962825278810409,0.32465476474978705,0.9242424242424242,0.9393939393939394,262946.7430712669,2.2462878227233887,215.3,2026-08-21T05:44:48.060543+00:00,0.05688916979467168,0.08700721798574224,0.07338220889077467,0.0960750829647569,0.15683062812861273,0.094037,"[0.05688916979467168, 0.08700721798574224, 0.07338220889077467, 0.0960750829647569, 0.15683062812861273]",1,134.74,0.08407,96.5,6630.0
|
| 98 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,97,0.5529822758139288,0.9962825278810409,0.34026190412767005,0.9242424242424242,0.9393939393939394,262274.96069004526,2.242194414138794,217.6,2026-08-21T05:44:50.327951+00:00,0.0569173185264363,0.08655619708930745,0.07304139961214627,0.0955029217635884,0.15634718011407292,0.093673,"[0.0569173185264363, 0.08655619708930745, 0.07304139961214627, 0.0955029217635884, 0.15634718011407292]",,,,,
|
| 99 |
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opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,98,0.5551047065887309,0.9981412639405205,0.34082798524336383,0.9242424242424242,0.9393939393939394,262361.48317307694,2.2433767318725586,219.8,2026-08-21T05:44:52.598676+00:00,0.056566601290422326,0.08707734898609273,0.07349974749719396,0.0957640891565996,0.15652032634791205,0.093886,"[0.056566601290422326, 0.08707734898609273, 0.07349974749719396, 0.0957640891565996, 0.15652032634791205]",1,133.95,0.08347,97.0,6630.0
|
| 100 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,99,0.5534045964368657,0.9981412639405205,0.32652966587832477,0.9204545454545454,0.9393939393939394,262703.74208144797,2.2436439990997314,222.0,2026-08-21T05:44:54.867946+00:00,0.05694579508374719,0.08680254396270304,0.07316381747231764,0.09582917304599986,0.15681025999433854,0.09391,"[0.05694579508374719, 0.08680254396270304, 0.07316381747231764, 0.09582917304599986, 0.15681025999433854]",,,,,
|
| 101 |
+
opt4_ubits4,opt4_mint_membrane_quant.py,598d76c727a2deea,1,0,--u-bits 4,default setting,2,False,32,16,100,100,0.554768770822362,0.9962825278810409,0.32836504686962475,0.9166666666666666,0.9393939393939394,261913.86227375566,2.2445101737976074,224.3,2026-08-21T05:44:57.138047+00:00,0.056812959997092974,0.08646916335119921,0.07295568418853424,0.09549180637387668,0.1559191915918799,0.09353,"[0.056812959997092974, 0.08646916335119921, 0.07295568418853424, 0.09549180637387668, 0.1559191915918799]",1,111.31,0.0694,96.0,6630.0
|
opt4_mint_membrane_quant/opt4_ubits4.epochs.jsonl
ADDED
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| 1 |
+
{"epoch": 1, "train_loss": 2.4445557102394813, "train_acc": 0.42379182156133827, "test_loss": 1.9142344106327405, "test_acc": 0.3939393939393939, "best_acc": 0.3939393939393939, "spike_rates": [0.1040091922177988, 0.15081163364298203, 0.17863941718550289, 0.20796891959274516, 0.2183687721981722], "spikes_per_sample": 499006.2796945701, "wall_time_s": 2.6047756671905518, "timestamp": "2026-08-21T05:41:12.751080+00:00"}
|
| 2 |
+
{"epoch": 2, "train_loss": 1.6706148292938572, "train_acc": 0.516728624535316, "test_loss": 1.7350617900039211, "test_acc": 0.42424242424242425, "best_acc": 0.42424242424242425, "spike_rates": [0.09840971494422239, 0.1603671899613212, 0.19044831921072566, 0.21927710403414333, 0.2334179089349859], "spikes_per_sample": 505085.10180995474, "wall_time_s": 2.1591758728027344, "timestamp": "2026-08-21T05:41:14.941154+00:00"}
|
| 3 |
+
{"epoch": 3, "train_loss": 1.5088596583299034, "train_acc": 0.5669144981412639, "test_loss": 1.213751803744923, "test_acc": 0.5, "best_acc": 0.5, "spike_rates": [0.09367591887712479, 0.15717198831193588, 0.1850258716765572, 0.21481125582666957, 0.23446472339770374], "spikes_per_sample": 488388.9630938914, "wall_time_s": 2.159499168395996, "timestamp": "2026-08-21T05:41:17.131076+00:00"}
|
| 4 |
+
{"epoch": 4, "train_loss": 1.4948170482004441, "train_acc": 0.5762081784386617, "test_loss": 1.0738751852151118, "test_acc": 0.5946969696969697, "best_acc": 0.5946969696969697, "spike_rates": [0.09532805093947579, 0.15213294590220733, 0.18193978421828327, 0.21424113827593186, 0.23671525716781616], "spikes_per_sample": 484896.4956165158, "wall_time_s": 2.1640470027923584, "timestamp": "2026-08-21T05:41:19.327470+00:00"}
|
| 5 |
+
{"epoch": 5, "train_loss": 1.4383941516557148, "train_acc": 0.5966542750929368, "test_loss": 0.8039076599207792, "test_acc": 0.6666666666666666, "best_acc": 0.6666666666666666, "spike_rates": [0.09666656133006601, 0.14861320397433112, 0.177470499978346, 0.21127569763099446, 0.24109295887105606], "spikes_per_sample": 481318.76795814483, "wall_time_s": 2.1636946201324463, "timestamp": "2026-08-21T05:41:21.522080+00:00"}
|
| 6 |
+
{"epoch": 6, "train_loss": 1.3199174311081272, "train_acc": 0.6486988847583643, "test_loss": 0.8508374438141332, "test_acc": 0.6666666666666666, "best_acc": 0.6666666666666666, "spike_rates": [0.09755371905425016, 0.14680970591657302, 0.1747259786900352, 0.20582546118427725, 0.22790380698793075], "spikes_per_sample": 479026.5687217195, "wall_time_s": 2.173339366912842, "timestamp": "2026-08-21T05:41:23.726174+00:00"}
|
| 7 |
+
{"epoch": 7, "train_loss": 1.3287690953251154, "train_acc": 0.620817843866171, "test_loss": 1.1438775315429226, "test_acc": 0.6022727272727273, "best_acc": 0.6666666666666666, "spike_rates": [0.09563404935247757, 0.14812009036540985, 0.1756196653141695, 0.2077956786927055, 0.23646721506820007], "spikes_per_sample": 477174.8074095022, "wall_time_s": 2.186408758163452, "timestamp": "2026-08-21T05:41:25.939109+00:00"}
|
| 8 |
+
{"epoch": 8, "train_loss": 1.2497564753635222, "train_acc": 0.6598513011152416, "test_loss": 0.9169048576643972, "test_acc": 0.6022727272727273, "best_acc": 0.6666666666666666, "spike_rates": [0.09121156308580847, 0.145246239269481, 0.17227081253248103, 0.20091787769513972, 0.2226318085894865], "spikes_per_sample": 462112.57678167423, "wall_time_s": 2.1842751502990723, "timestamp": "2026-08-21T05:41:28.148789+00:00"}
|
| 9 |
+
{"epoch": 9, "train_loss": 1.2523605681706538, "train_acc": 0.6561338289962825, "test_loss": 1.075845075376106, "test_acc": 0.6287878787878788, "best_acc": 0.6666666666666666, "spike_rates": [0.09094007839174832, 0.14682733311372645, 0.170546878786648, 0.19470333351808436, 0.21785601535264185], "spikes_per_sample": 461445.3482748869, "wall_time_s": 2.1885828971862793, "timestamp": "2026-08-21T05:41:30.362810+00:00"}
|
| 10 |
+
{"epoch": 10, "train_loss": 1.217088285875143, "train_acc": 0.6617100371747212, "test_loss": 0.7388156110590155, "test_acc": 0.6704545454545454, "best_acc": 0.6704545454545454, "spike_rates": [0.08995127064340255, 0.14350005721344666, 0.17098653404151692, 0.19738312942140243, 0.22404093339162715], "spikes_per_sample": 456515.49165723985, "wall_time_s": 2.1941282749176025, "timestamp": "2026-08-21T05:41:32.582085+00:00"}
|
| 11 |
+
{"epoch": 11, "train_loss": 1.1786853278879783, "train_acc": 0.70817843866171, "test_loss": 0.7726629141605261, "test_acc": 0.6704545454545454, "best_acc": 0.6704545454545454, "spike_rates": [0.09048997523153529, 0.13538651080692515, 0.15714103947667515, 0.18763201815240524, 0.21747634077773376], "spikes_per_sample": 440547.4449943439, "wall_time_s": 2.2029354572296143, "timestamp": "2026-08-21T05:41:34.815785+00:00"}
|
| 12 |
+
{"epoch": 12, "train_loss": 1.2208448604137039, "train_acc": 0.6672862453531598, "test_loss": 0.9672347343329227, "test_acc": 0.6401515151515151, "best_acc": 0.6704545454545454, "spike_rates": [0.09040569207247566, 0.13544181953458226, 0.15412316953434663, 0.1858301373089061, 0.21444158431361704], "spikes_per_sample": 438584.83201357466, "wall_time_s": 2.204005002975464, "timestamp": "2026-08-21T05:41:37.044544+00:00"}
|
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{"epoch": 90, "train_loss": 0.550427545845287, "train_acc": 1.0, "test_loss": 0.3308385159030105, "test_acc": 0.928030303030303, "best_acc": 0.9393939393939394, "spike_rates": [0.05667940242325559, 0.0865681289749987, 0.07357067877755445, 0.09649386782856549, 0.1577422031584908], "spikes_per_sample": 262206.48430429865, "wall_time_s": 2.2491135597229004, "timestamp": "2026-08-21T05:44:34.405397+00:00"}
|
| 91 |
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{"epoch": 91, "train_loss": 0.5581523889059471, "train_acc": 0.9925650557620818, "test_loss": 0.3220954564484683, "test_acc": 0.9204545454545454, "best_acc": 0.9393939393939394, "spike_rates": [0.056304713382440454, 0.08655914094518213, 0.07291881433304619, 0.09572651412557154, 0.15754544384339275], "spikes_per_sample": 260967.79765271494, "wall_time_s": 2.2568633556365967, "timestamp": "2026-08-21T05:44:36.696059+00:00"}
|
| 92 |
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| 93 |
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| 94 |
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|
| 95 |
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{"epoch": 95, "train_loss": 0.5552687447753537, "train_acc": 0.9981412639405205, "test_loss": 0.3289148703669057, "test_acc": 0.9318181818181818, "best_acc": 0.9393939393939394, "spike_rates": [0.05621421490521992, 0.08631534523823682, 0.07295186729992137, 0.09535305640276741, 0.1560562962994856], "spikes_per_sample": 260478.46733597282, "wall_time_s": 2.2513391971588135, "timestamp": "2026-08-21T05:44:45.788079+00:00"}
|
| 96 |
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{"epoch": 96, "train_loss": 0.5551190872617814, "train_acc": 0.9962825278810409, "test_loss": 0.32465476474978705, "test_acc": 0.9242424242424242, "best_acc": 0.9393939393939394, "spike_rates": [0.05688916979467168, 0.08700721798574224, 0.07338220889077467, 0.0960750829647569, 0.15683062812861273], "spikes_per_sample": 262946.7430712669, "wall_time_s": 2.2462878227233887, "timestamp": "2026-08-21T05:44:48.060543+00:00"}
|
| 97 |
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{"epoch": 97, "train_loss": 0.5529822758139288, "train_acc": 0.9962825278810409, "test_loss": 0.34026190412767005, "test_acc": 0.9242424242424242, "best_acc": 0.9393939393939394, "spike_rates": [0.0569173185264363, 0.08655619708930745, 0.07304139961214627, 0.0955029217635884, 0.15634718011407292], "spikes_per_sample": 262274.96069004526, "wall_time_s": 2.242194414138794, "timestamp": "2026-08-21T05:44:50.327951+00:00"}
|
| 98 |
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{"epoch": 98, "train_loss": 0.5551047065887309, "train_acc": 0.9981412639405205, "test_loss": 0.34082798524336383, "test_acc": 0.9242424242424242, "best_acc": 0.9393939393939394, "spike_rates": [0.056566601290422326, 0.08707734898609273, 0.07349974749719396, 0.0957640891565996, 0.15652032634791205], "spikes_per_sample": 262361.48317307694, "wall_time_s": 2.2433767318725586, "timestamp": "2026-08-21T05:44:52.598676+00:00"}
|
| 99 |
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{"epoch": 99, "train_loss": 0.5534045964368657, "train_acc": 0.9981412639405205, "test_loss": 0.32652966587832477, "test_acc": 0.9204545454545454, "best_acc": 0.9393939393939394, "spike_rates": [0.05694579508374719, 0.08680254396270304, 0.07316381747231764, 0.09582917304599986, 0.15681025999433854], "spikes_per_sample": 262703.74208144797, "wall_time_s": 2.2436439990997314, "timestamp": "2026-08-21T05:44:54.867946+00:00"}
|
| 100 |
+
{"epoch": 100, "train_loss": 0.554768770822362, "train_acc": 0.9962825278810409, "test_loss": 0.32836504686962475, "test_acc": 0.9166666666666666, "best_acc": 0.9393939393939394, "spike_rates": [0.056812959997092974, 0.08646916335119921, 0.07295568418853424, 0.09549180637387668, 0.1559191915918799], "spikes_per_sample": 261913.86227375566, "wall_time_s": 2.2445101737976074, "timestamp": "2026-08-21T05:44:57.138047+00:00"}
|
opt4_mint_membrane_quant/opt4_ubits4.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 05:43:15.507, 0, 95, 77, 3315, 15360, 78, 66.32, 825
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| 100 |
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2026/08/21 05:43:20.578, 0, 96, 75, 3315, 15360, 79, 66.12, 930
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| 101 |
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2026/08/21 05:43:20.593, 1, 96, 74, 3315, 15360, 74, 68.14, 1080
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2026/08/21 05:43:25.646, 0, 96, 74, 3315, 15360, 78, 63.03, 900
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2026/08/21 05:43:25.663, 1, 96, 74, 3315, 15360, 74, 64.06, 1050
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| 104 |
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2026/08/21 05:43:30.714, 0, 96, 76, 3315, 15360, 78, 65.53, 960
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| 105 |
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2026/08/21 05:43:30.731, 1, 98, 77, 3315, 15360, 73, 48.98, 1485
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| 106 |
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2026/08/21 05:43:35.777, 0, 96, 78, 3315, 15360, 78, 69.56, 975
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|
| 128 |
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|
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|
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|
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|
| 138 |
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2026/08/21 05:44:56.939, 0, 97, 81, 3315, 15360, 77, 64.59, 990
|
| 139 |
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2026/08/21 05:44:56.955, 1, 95, 77, 3315, 15360, 73, 46.72, 1560
|
| 140 |
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2026/08/21 05:45:01.998, 0, 80, 54, 3313, 15360, 77, 54.30, 1170
|
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2026/08/21 05:45:02.011, 1, 0, 0, 3, 15360, 70, 32.95, 375
|
| 142 |
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2026/08/21 05:45:07.058, 0, 97, 92, 3315, 15360, 77, 64.73, 1035
|
| 143 |
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2026/08/21 05:45:07.073, 1, 0, 0, 3, 15360, 66, 12.34, 300
|
| 144 |
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2026/08/21 05:45:12.129, 0, 76, 50, 3315, 15360, 77, 63.30, 1290
|
| 145 |
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2026/08/21 05:45:12.148, 1, 0, 0, 3, 15360, 64, 11.95, 300
|
| 146 |
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2026/08/21 05:45:17.204, 0, 98, 94, 3315, 15360, 76, 65.87, 1020
|
| 147 |
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2026/08/21 05:45:17.213, 1, 0, 0, 3, 15360, 62, 11.35, 300
|
opt4_mint_membrane_quant/opt4_ubits4.summary.json
ADDED
|
@@ -0,0 +1,88 @@
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|
| 1 |
+
{
|
| 2 |
+
"tag": "opt4_ubits4",
|
| 3 |
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"script": "opt4_mint_membrane_quant.py",
|
| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 11 |
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| 12 |
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|
| 13 |
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|
| 14 |
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"--standalone",
|
| 15 |
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"--nproc_per_node=2",
|
| 16 |
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"/kaggle/temp/snn_runs/scripts/opt4_mint_membrane_quant.py",
|
| 17 |
+
"--epochs",
|
| 18 |
+
"100",
|
| 19 |
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"--batch-size",
|
| 20 |
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"32",
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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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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| 28 |
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| 29 |
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"11",
|
| 30 |
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|
| 31 |
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"--u-bits",
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| 32 |
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|
| 33 |
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],
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| 34 |
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"flags": [
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| 35 |
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| 75 |
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"membrane_bytes_per_inference": 119045.5,
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| 76 |
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"w_bits": 0
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},
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"driver_version": 1,
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| 87 |
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}
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| 88 |
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}
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opt4_mint_membrane_quant/opt4_ubits4.zip
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:791e8d975a17bea98261395e51913b97f131bdc3e02d787c20d9b46c94424e87
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size 1442074957
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