add run opt4_ubits6

opt4_mint_membrane_quant/opt4_ubits6.epochs.csv

@@ -0,0 +1,101 @@
+tag,script,script_sha256_16,phase,priority,flags,note,gpus,amp,batch_size_per_gpu,num_bins_T,epochs_requested,epoch,train_loss,train_acc,test_loss,test_acc,best_acc,spikes_per_sample,wall_time_s,cum_wall_time_s,timestamp,spk_rate_l0,spk_rate_l1,spk_rate_l2,spk_rate_l3,spk_rate_l4,spk_rate_mean,spike_rates_json,gpu_samples,gpu_power_w_mean,energy_wh,gpu_util_pct_mean,gpu_mem_mb_peak
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,1,2.349114329398343,0.4368029739776952,3.120343309460264,0.38636363636363635,0.38636363636363635,485351.4700226244,2.6574318408966064,2.7,2026-08-21T12:01:56.131038+00:00,0.10201285954783945,0.14738471192472122,0.17053687134209802,0.19608834035256328,0.2102452972356011,0.165254,"[0.10201285954783945, 0.14738471192472122, 0.17053687134209802, 0.19608834035256328, 0.2102452972356011]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,2,1.783602344945461,0.4944237918215613,1.3132801381024448,0.4810606060606061,0.4810606060606061,498248.30104638013,2.258449077606201,4.9,2026-08-21T12:01:58.420108+00:00,0.09897113635259516,0.1571123801610049,0.18335365898468914,0.21290789807544036,0.22810871285550735,0.176091,"[0.09897113635259516, 0.1571123801610049, 0.18335365898468914, 0.21290789807544036, 0.22810871285550735]",1,131.69,0.08262,97.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,3,1.5759459995425766,0.5408921933085502,1.2121447071884617,0.571969696969697,0.571969696969697,483968.60774886876,2.267800807952881,7.2,2026-08-21T12:02:00.719256+00:00,0.09630730923484354,0.1545178785043604,0.1738599766703213,0.20512777040986455,0.23079058352638693,0.172121,"[0.09630730923484354, 0.1545178785043604, 0.1738599766703213, 0.20512777040986455, 0.23079058352638693]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,4,1.440863150203095,0.5947955390334573,1.0980662685452085,0.5340909090909091,0.571969696969697,494142.73571832577,2.278411388397217,9.5,2026-08-21T12:02:03.026842+00:00,0.0989688218516462,0.15440895715180566,0.18170125431874218,0.2090903292683994,0.23978995487970464,0.176792,"[0.0989688218516462, 0.15440895715180566, 0.18170125431874218, 0.2090903292683994, 0.23978995487970464]",1,136.09,0.08613,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,5,1.414504367179587,0.5613382899628253,0.9293741511576104,0.6136363636363636,0.6136363636363636,471118.4428733032,2.2919349670410156,11.8,2026-08-21T12:02:05.344106+00:00,0.09119970702073153,0.15098259115920348,0.17725727838628433,0.2030028025893604,0.23826071006410263,0.172141,"[0.09119970702073153, 0.15098259115920348, 0.17725727838628433, 0.2030028025893604, 0.23826071006410263]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,6,1.2958862816977235,0.6635687732342007,0.9949989282723629,0.6363636363636364,0.6363636363636364,454022.9425904978,2.3023111820220947,14.1,2026-08-21T12:02:07.677275+00:00,0.08632081834708943,0.1465634317959056,0.17349962627186494,0.20119677484035492,0.23540189599289613,0.168597,"[0.08632081834708943, 0.1465634317959056, 0.17349962627186494, 0.20119677484035492, 0.23540189599289613]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,7,1.3307438627937913,0.6338289962825279,0.8586685224012895,0.625,0.6363636363636364,454338.6949943439,2.297060012817383,16.4,2026-08-21T12:02:10.006388+00:00,0.0890069932622068,0.14314711882787592,0.17094028609640458,0.19847809216555426,0.23069602689322302,0.166454,"[0.0890069932622068, 0.14314711882787592, 0.17094028609640458, 0.19847809216555426, 0.23069602689322302]",1,128.97,0.08229,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,8,1.294664163128594,0.654275092936803,0.881552031545928,0.6439393939393939,0.6439393939393939,447045.5319570136,2.3015666007995605,18.7,2026-08-21T12:02:12.333095+00:00,0.08807588631615919,0.14102792652214274,0.16663961638422572,0.19209721509148092,0.22747540386284099,0.163063,"[0.08807588631615919, 0.14102792652214274, 0.16663961638422572, 0.19209721509148092, 0.22747540386284099]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,9,1.2771026201850864,0.6394052044609665,1.1410120129585266,0.6287878787878788,0.6439393939393939,439305.5831447964,2.289869785308838,20.9,2026-08-21T12:02:14.654391+00:00,0.08464835277375053,0.14026356006369872,0.16751929504029892,0.1907753024031134,0.22268402313484864,0.161178,"[0.08464835277375053, 0.14026356006369872, 0.16751929504029892, 0.1907753024031134, 0.22268402313484864]",1,122.9,0.07817,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,10,1.241207381163388,0.6821561338289963,0.9843881365024683,0.6666666666666666,0.6666666666666666,439469.9947680995,2.275904893875122,23.2,2026-08-21T12:02:16.956197+00:00,0.08729664499268812,0.1390234608860577,0.16122524089672985,0.18481324876056,0.22173825519926407,0.158819,"[0.08729664499268812, 0.1390234608860577, 0.16122524089672985, 0.18481324876056, 0.22173825519926407]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,11,1.2169803806397108,0.6784386617100372,0.8734867283792207,0.6590909090909091,0.6666666666666666,428028.20842760184,2.2636759281158447,25.5,2026-08-21T12:02:19.251037+00:00,0.08479030956240262,0.13690917719812953,0.15474549549467423,0.18057748675346375,0.21960540729410508,0.155326,"[0.08479030956240262, 0.13690917719812953, 0.15474549549467423, 0.18057748675346375, 0.21960540729410508]",1,107.46,0.06757,97.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,12,1.2212734107191234,0.654275092936803,0.8390508944338019,0.6590909090909091,0.6666666666666666,426786.13489819004,2.2545504570007324,27.7,2026-08-21T12:02:21.531176+00:00,0.0836525559425354,0.13823440320351543,0.1551305642899345,0.17721577164004831,0.21863921863191269,0.154575,"[0.0836525559425354, 0.13823440320351543, 0.1551305642899345, 0.17721577164004831, 0.21863921863191269]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,13,1.2740749758858663,0.6914498141263941,0.8035228469155051,0.7045454545454546,0.7045454545454546,423878.3512443439,2.2429773807525635,30.0,2026-08-21T12:02:23.800001+00:00,0.08251885894466848,0.1371894864475026,0.1565805156441296,0.17595147823586182,0.21511253977523132,0.153471,"[0.08251885894466848, 0.1371894864475026, 0.1565805156441296, 0.17595147823586182, 0.21511253977523132]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,14,1.2386075315865441,0.6951672862453532,0.8657851761037653,0.6666666666666666,0.7045454545454546,398524.95885180996,2.241717576980591,32.2,2026-08-21T12:02:26.073678+00:00,0.07862148959847058,0.1282249505029005,0.14349914736607494,0.16871996223926544,0.21815297445830176,0.147444,"[0.07862148959847058, 0.1282249505029005, 0.14349914736607494, 0.16871996223926544, 0.21815297445830176]",1,119.68,0.07452,97.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,15,1.2017002345017784,0.7174721189591078,0.8054079250855879,0.678030303030303,0.7045454545454546,395959.1323529412,2.2271504402160645,34.5,2026-08-21T12:02:28.331334+00:00,0.07830199511612163,0.12607225337449243,0.14389059736448176,0.1700268896187053,0.2162289172410965,0.146904,"[0.07830199511612163, 0.12607225337449243, 0.14389059736448176, 0.1700268896187053, 0.2162289172410965]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,16,1.1593488658671043,0.7286245353159851,0.7624087983911688,0.7348484848484849,0.7348484848484849,397672.1907522625,2.225511312484741,36.7,2026-08-21T12:02:30.584002+00:00,0.08111262978876338,0.124072765602785,0.14122596821364233,0.16524510962121627,0.2087451193262549,0.14408,"[0.08111262978876338, 0.124072765602785, 0.14122596821364233, 0.16524510962121627, 0.2087451193262549]",1,131.57,0.08134,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,17,1.1575087304452094,0.7063197026022305,0.8065102858976885,0.6704545454545454,0.7348484848484849,389807.2477375566,2.223665237426758,38.9,2026-08-21T12:02:32.837092+00:00,0.0798822514274541,0.12127087089945288,0.137123324415263,0.16370401925900402,0.20945636226850398,0.142287,"[0.0798822514274541, 0.12127087089945288, 0.137123324415263, 0.16370401925900402, 0.20945636226850398]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,18,1.1120044772952906,0.7304832713754646,1.0428560069113066,0.6439393939393939,0.7348484848484849,382941.60704185517,2.2123863697052,41.1,2026-08-21T12:02:35.075803+00:00,0.07933730544412837,0.11775867772452972,0.13446034491062164,0.15900380295865676,0.20602023513878093,0.139316,"[0.07933730544412837, 0.11775867772452972, 0.13446034491062164, 0.15900380295865676, 0.20602023513878093]",1,136.28,0.08375,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,19,1.2087372669943204,0.7193308550185874,0.6471385088833895,0.7121212121212122,0.7348484848484849,376766.3778280543,2.205141305923462,43.3,2026-08-21T12:02:37.306361+00:00,0.07637455840321149,0.11787070070996004,0.1337718542884378,0.16104627006194172,0.20762725788004258,0.139338,"[0.07637455840321149, 0.11787070070996004, 0.1337718542884378, 0.16104627006194172, 0.20762725788004258]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,20,1.096712564003955,0.758364312267658,0.654034079024286,0.7045454545454546,0.7348484848484849,365056.14394796384,2.2016448974609375,45.5,2026-08-21T12:02:39.536886+00:00,0.07211255413644455,0.115139480899362,0.1338091781910728,0.1614118060644935,0.21044972013024724,0.138585,"[0.07211255413644455, 0.115139480899362, 0.1338091781910728, 0.1614118060644935, 0.21044972013024724]",1,108.72,0.06649,96.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,21,1.129686869653184,0.7304832713754646,0.7377994909430995,0.7234848484848485,0.7348484848484849,359114.3718891403,2.201829195022583,47.7,2026-08-21T12:02:41.763721+00:00,0.07132036501870435,0.11299227178096771,0.13128113921950846,0.1563829665674883,0.2048064706956639,0.135357,"[0.07132036501870435, 0.11299227178096771, 0.13128113921950846, 0.1563829665674883, 0.2048064706956639]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,22,1.1422293762292117,0.7565055762081785,0.8176533019903934,0.6742424242424242,0.7348484848484849,355160.2747454751,2.2005512714385986,49.9,2026-08-21T12:02:43.989285+00:00,0.07098792011246961,0.1116134243852952,0.12830756955287037,0.1545307539841708,0.20370150313657873,0.133828,"[0.07098792011246961, 0.1116134243852952, 0.12830756955287037, 0.1545307539841708, 0.20370150313657873]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,23,1.0685007199922016,0.7788104089219331,0.8184246294426195,0.7007575757575758,0.7348484848484849,363313.70107466064,2.199604034423828,52.1,2026-08-21T12:02:46.216121+00:00,0.07192009687423706,0.11483082525870379,0.13309832881478703,0.1569718814948026,0.20291015155175152,0.135946,"[0.07192009687423706, 0.11483082525870379, 0.13309832881478703, 0.1569718814948026, 0.20291015155175152]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,24,1.0842323812853447,0.7602230483271375,0.8066895224831321,0.6893939393939394,0.7348484848484849,364035.3141968326,2.2025914192199707,54.3,2026-08-21T12:02:48.445450+00:00,0.07250838157008677,0.11500291789279264,0.13215984316433177,0.15571735711658702,0.19852704773930943,0.134783,"[0.07250838157008677, 0.11500291789279264, 0.13215984316433177, 0.15571735711658702, 0.19852704773930943]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,25,1.0972911695565433,0.7732342007434945,0.752803547815843,0.7121212121212122,0.7348484848484849,347854.04114819004,2.204263925552368,56.5,2026-08-21T12:02:50.675615+00:00,0.06862100652035545,0.10998494002748938,0.12768881373545704,0.15262447823496425,0.19625345310744116,0.131035,"[0.06862100652035545, 0.10998494002748938, 0.12768881373545704, 0.15262447823496425, 0.19625345310744116]",1,118.48,0.07254,96.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,26,1.1328898167521537,0.724907063197026,0.7085285222891605,0.7386363636363636,0.7386363636363636,336202.7201640272,2.194180488586426,58.7,2026-08-21T12:02:52.895439+00:00,0.06574635865057216,0.1061214037677821,0.12466716766357422,0.15270011477610645,0.196418797268587,0.129131,"[0.06574635865057216, 0.1061214037677821, 0.12466716766357422, 0.15270011477610645, 0.196418797268587]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,27,1.0828550316144099,0.7490706319702602,0.5710400595809474,0.7424242424242424,0.7424242424242424,335286.2736142534,2.1964075565338135,60.9,2026-08-21T12:02:55.124967+00:00,0.06688949421924703,0.10607562564751681,0.11979031650459065,0.14729092313962824,0.1964000174227883,0.127289,"[0.06688949421924703, 0.10607562564751681, 0.11979031650459065, 0.14729092313962824, 0.1964000174227883]",1,140.86,0.08594,96.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,28,1.0119200067449237,0.8011152416356877,0.9582464478232644,0.7045454545454546,0.7424242424242424,332228.86651583714,2.2020936012268066,63.1,2026-08-21T12:02:57.360372+00:00,0.06666695458047531,0.10429025309927323,0.11855957218829323,0.1468224823474884,0.1948921584031161,0.126246,"[0.06666695458047531, 0.10429025309927323, 0.11855957218829323, 0.1468224823474884, 0.1948921584031161]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,29,1.0462760007957543,0.8029739776951673,0.556322303685275,0.7575757575757576,0.7575757575757576,330683.07678167423,2.2049479484558105,65.3,2026-08-21T12:02:59.591204+00:00,0.06659505954560112,0.10170029717333176,0.12060079372981015,0.1486926753731335,0.19551107199753032,0.12662,"[0.06659505954560112, 0.10170029717333176, 0.12060079372981015, 0.1486926753731335, 0.19551107199753032]",1,142.17,0.08708,97.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,30,1.0450106163450332,0.7769516728624535,0.75863947651603,0.7121212121212122,0.7575757575757576,327951.1306561086,2.202186107635498,67.5,2026-08-21T12:03:01.828845+00:00,0.06565226000898025,0.10172880440950394,0.11905576858450384,0.14891982516821692,0.19482648022034588,0.126037,"[0.06565226000898025, 0.10172880440950394, 0.11905576858450384, 0.14891982516821692, 0.19482648022034588]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,31,1.044487066650036,0.775092936802974,0.4811955220771558,0.7765151515151515,0.7765151515151515,322227.73727375566,2.208016872406006,69.7,2026-08-21T12:03:04.063665+00:00,0.06438132024863187,0.09957834683796939,0.11780630534186083,0.14784647173741283,0.19385368070181677,0.124693,"[0.06438132024863187, 0.09957834683796939, 0.11780630534186083, 0.14784647173741283, 0.19385368070181677]",1,134.97,0.08278,96.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,32,0.9909007496107023,0.8029739776951673,0.6827280900695107,0.7159090909090909,0.7765151515151515,316207.48840497737,2.2093164920806885,71.9,2026-08-21T12:03:06.307830+00:00,0.06312604336177602,0.09813067623797585,0.11513511880355723,0.14438888342941508,0.1918879896402359,0.122534,"[0.06312604336177602, 0.09813067623797585, 0.11513511880355723, 0.14438888342941508, 0.1918879896402359]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,33,1.0121154036220565,0.7955390334572491,0.7289836957599177,0.7121212121212122,0.7765151515151515,317418.3440328054,2.215397357940674,74.2,2026-08-21T12:03:08.549136+00:00,0.06407734642133993,0.09836013790439158,0.11388042481506572,0.14173944820376003,0.18941038671661825,0.121494,"[0.06407734642133993, 0.09836013790439158, 0.11388042481506572, 0.14173944820376003, 0.18941038671661825]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,34,1.0008003547732272,0.8122676579925651,0.6900142756375399,0.7386363636363636,0.7765151515151515,319136.45842760184,2.2168095111846924,76.4,2026-08-21T12:03:10.796527+00:00,0.06599328184829038,0.0970826499602374,0.11214657785261378,0.14135828701888814,0.18934505389017217,0.121185,"[0.06599328184829038, 0.0970826499602374, 0.11214657785261378, 0.14135828701888814, 0.18934505389017217]",1,130.85,0.08057,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,35,0.9813229169101076,0.8178438661710037,0.5807328169996088,0.7916666666666666,0.7916666666666666,307022.4973133484,2.2139153480529785,78.6,2026-08-21T12:03:13.034365+00:00,0.06273102322045494,0.09420412428238813,0.1084725278265336,0.13892255022245295,0.18823996536871967,0.118514,"[0.06273102322045494, 0.09420412428238813, 0.1084725278265336, 0.13892255022245295, 0.18823996536871967]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,36,0.9835880396534519,0.8215613382899628,0.589198219053673,0.7613636363636364,0.7916666666666666,301358.23359728506,2.21878981590271,80.8,2026-08-21T12:03:15.284980+00:00,0.06129306532880839,0.09367329627275467,0.1051535369718776,0.13641274063026204,0.18536597928580115,0.11638,"[0.06129306532880839, 0.09367329627275467, 0.1051535369718776, 0.13641274063026204, 0.18536597928580115]",1,132.76,0.08182,96.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,37,0.9288468648953065,0.8401486988847584,0.4988112919258349,0.7992424242424242,0.7992424242424242,296777.0311085973,2.23154878616333,83.0,2026-08-21T12:03:17.542985+00:00,0.0603757224538747,0.09219047646312152,0.10304621563238256,0.1364366938086117,0.1851381852346308,0.115437,"[0.0603757224538747, 0.09219047646312152, 0.10304621563238256, 0.1364366938086117, 0.1851381852346308]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,38,0.9756246366465402,0.8141263940520446,0.5622192874099269,0.7840909090909091,0.7992424242424242,295654.42067307694,2.2227344512939453,85.3,2026-08-21T12:03:19.795431+00:00,0.05991520403939135,0.0926061873050297,0.10234176148386563,0.13474937309237087,0.18466193448094761,0.114855,"[0.05991520403939135, 0.0926061873050297, 0.10234176148386563, 0.13474937309237087, 0.18466193448094761]",1,79.92,0.04934,86.0,3315.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,39,0.9341296245617494,0.8382899628252788,0.5821078889297716,0.7651515151515151,0.7992424242424242,301602.54114819004,2.225428819656372,87.5,2026-08-21T12:03:22.046458+00:00,0.061835413469987756,0.09362196177244186,0.10410390531315523,0.13433734634343317,0.1829985020791783,0.115379,"[0.061835413469987756, 0.09362196177244186, 0.10410390531315523, 0.13433734634343317, 0.1829985020791783]",1,65.87,0.04072,95.0,3315.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,40,0.941854911222777,0.8252788104089219,0.7083504904400219,0.7424242424242424,0.7992424242424242,299610.82098416286,2.2271411418914795,89.7,2026-08-21T12:03:24.300490+00:00,0.062043157570502334,0.09175272899515488,0.10323984307401321,0.1342244507635341,0.1831501231474035,0.114882,"[0.062043157570502334, 0.09175272899515488, 0.10323984307401321, 0.1342244507635341, 0.1831501231474035]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,41,0.9150475241437721,0.8345724907063197,0.609450924577135,0.7689393939393939,0.7992424242424242,294251.36128393665,2.230421304702759,91.9,2026-08-21T12:03:26.556228+00:00,0.06203110296936596,0.08838677888407427,0.10026042426333708,0.13244347800226772,0.18184242441373713,0.112993,"[0.06203110296936596, 0.08838677888407427, 0.10026042426333708, 0.13244347800226772, 0.18184242441373713]",1,131.19,0.08128,97.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,42,0.9186696093321733,0.8364312267657993,0.617584000934254,0.7765151515151515,0.7992424242424242,285887.3489819005,2.2312135696411133,94.2,2026-08-21T12:03:28.816629+00:00,0.059529242489267796,0.08655359815148746,0.09855648699928732,0.130190067431506,0.18111771871061885,0.111189,"[0.059529242489267796, 0.08655359815148746, 0.09855648699928732, 0.130190067431506, 0.18111771871061885]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,43,0.8892778264545597,0.8698884758364313,0.6764550732843804,0.7424242424242424,0.7992424242424242,281148.23642533936,2.2368643283843994,96.4,2026-08-21T12:03:31.077695+00:00,0.05895737098420367,0.0851379724986413,0.0954401615787955,0.1270679244223763,0.17966447419979992,0.109254,"[0.05895737098420367, 0.0851379724986413, 0.0954401615787955, 0.1270679244223763, 0.17966447419979992]",1,120.92,0.07513,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,44,0.8991787697302808,0.8420074349442379,0.3915880629510591,0.8446969696969697,0.8446969696969697,281890.6923076923,2.2395448684692383,98.7,2026-08-21T12:03:33.343306+00:00,0.05923455975511495,0.08519266589599497,0.0956915432915968,0.1267925540314001,0.18043077956227696,0.109468,"[0.05923455975511495, 0.08519266589599497, 0.0956915432915968, 0.1267925540314001, 0.18043077956227696]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,45,0.8793556734531786,0.8605947955390335,0.5999173359437422,0.7613636363636364,0.8446969696969697,277040.6162330317,2.238546133041382,100.9,2026-08-21T12:03:35.614175+00:00,0.058005587362191253,0.08427265724715065,0.09333123704966377,0.12637363724848805,0.17850442668970892,0.108098,"[0.058005587362191253, 0.08427265724715065, 0.09333123704966377, 0.12637363724848805, 0.17850442668970892]",1,135.11,0.08401,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,46,0.8718964889590182,0.862453531598513,0.5185227285731923,0.7916666666666666,0.8446969696969697,274720.3171662896,2.239250898361206,103.1,2026-08-21T12:03:37.879482+00:00,0.057286408017663396,0.08364187005688162,0.09329522225786657,0.1253008535679649,0.17953132180606618,0.107811,"[0.057286408017663396, 0.08364187005688162, 0.09329522225786657, 0.1253008535679649, 0.17953132180606618]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,47,0.875897583908308,0.862453531598513,0.49028998252117273,0.8068181818181818,0.8446969696969697,268975.1293834842,2.2376837730407715,105.4,2026-08-21T12:03:40.142953+00:00,0.05607124220798997,0.08228493262739743,0.09057158407043009,0.12287027958561392,0.1762011954013039,0.1056,"[0.05607124220798997, 0.08228493262739743, 0.09057158407043009, 0.12287027958561392, 0.1762011954013039]",1,125.69,0.07813,98.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,48,0.8407682893887771,0.8810408921933085,0.5104589769334504,0.8068181818181818,0.8446969696969697,271324.30147058825,2.2341344356536865,107.6,2026-08-21T12:03:42.402499+00:00,0.05600344280109686,0.08372923074399724,0.09210628051968182,0.12421867119915345,0.17561373202239766,0.106334,"[0.05600344280109686, 0.08372923074399724, 0.09210628051968182, 0.12421867119915345, 0.17561373202239766]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,49,0.8323451772498376,0.8921933085501859,0.562315026919047,0.7878787878787878,0.8446969696969697,271327.8047228507,2.237506628036499,109.8,2026-08-21T12:03:44.665426+00:00,0.0572601677302052,0.08316113230060129,0.08861752117381376,0.12266500206554637,0.17526835466132445,0.105394,"[0.0572601677302052, 0.08316113230060129, 0.08861752117381376, 0.12266500206554637, 0.17526835466132445]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,50,0.8109283179155513,0.8977695167286245,0.46665200139537,0.8106060606060606,0.8446969696969697,271218.23783936654,2.2451624870300293,112.1,2026-08-21T12:03:46.937407+00:00,0.05747289473519606,0.08241222492035698,0.08910479922504987,0.12245202327475828,0.17562779959510355,0.105414,"[0.05747289473519606, 0.08241222492035698, 0.08910479922504987, 0.12245202327475828, 0.17562779959510355]",1,140.71,0.08775,97.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,51,0.8138495927406509,0.8847583643122676,0.545853959791588,0.7840909090909091,0.8446969696969697,265760.23218325793,2.232494831085205,114.3,2026-08-21T12:03:49.195320+00:00,0.05514228015261538,0.0818884815363323,0.08915253071223989,0.12213629659484415,0.1748234848765766,0.104629,"[0.05514228015261538, 0.0818884815363323, 0.08915253071223989, 0.12213629659484415, 0.1748234848765766]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,52,0.788970601603001,0.9070631970260223,0.7572275815588055,0.7272727272727273,0.8446969696969697,262027.25466628958,2.238055467605591,116.6,2026-08-21T12:03:51.459622+00:00,0.05580692475332933,0.0794343781821868,0.08504359029671725,0.11928852340754341,0.1714909760391011,0.102213,"[0.05580692475332933, 0.0794343781821868, 0.08504359029671725, 0.11928852340754341, 0.1714909760391011]",1,133.12,0.08276,95.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,53,0.8252238925948019,0.8921933085501859,0.6415630940235022,0.7727272727272727,0.8446969696969697,258892.23147624434,2.2346487045288086,118.8,2026-08-21T12:03:53.720966+00:00,0.05433130724465146,0.0785715137334431,0.08636189821888418,0.12034298654864817,0.17581321824999416,0.103084,"[0.05433130724465146, 0.0785715137334431, 0.08636189821888418, 0.12034298654864817, 0.17581321824999416]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,54,0.860418681318432,0.8736059479553904,0.5177409134127877,0.7954545454545454,0.8446969696969697,251143.34318438912,2.232569932937622,121.0,2026-08-21T12:03:55.979694+00:00,0.05324536781100666,0.07569542088929344,0.08254821116433424,0.117079657228554,0.17240456973805146,0.100195,"[0.05324536781100666, 0.07569542088929344, 0.08254821116433424, 0.117079657228554, 0.17240456973805146]",1,138.35,0.0858,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,55,0.8312544381751447,0.8680297397769516,0.43265214562416077,0.8295454545454546,0.8446969696969697,258658.50325226248,2.237137794494629,123.3,2026-08-21T12:03:58.241438+00:00,0.055578862700392216,0.07771388266016455,0.08311956945587606,0.11855753204401802,0.1734731863526737,0.101689,"[0.055578862700392216, 0.07771388266016455, 0.08311956945587606, 0.11855753204401802, 0.1734731863526737]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,56,0.7799216240755245,0.9219330855018587,0.7556496497356531,0.7348484848484849,0.8446969696969697,260204.88404977377,2.2238240242004395,125.5,2026-08-21T12:04:00.491508+00:00,0.05613671418498544,0.07803611106732312,0.08285560809514102,0.11986548453569412,0.17436062939026775,0.102251,"[0.05613671418498544, 0.07803611106732312, 0.08285560809514102, 0.11986548453569412, 0.17436062939026775]",1,122.54,0.0757,92.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,57,0.7911109091180851,0.912639405204461,0.4236058538610285,0.8295454545454546,0.8446969696969697,258503.86114253395,2.2283995151519775,127.7,2026-08-21T12:04:02.744967+00:00,0.05574254669687327,0.07768502480843488,0.08228543795206968,0.11825518835993375,0.17479505609063542,0.101753,"[0.05574254669687327, 0.07768502480843488, 0.08228543795206968, 0.11825518835993375, 0.17479505609063542]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,58,0.7886921154078941,0.9200743494423792,0.4342604424014236,0.8333333333333334,0.8446969696969697,259700.56900452488,2.2302801609039307,129.9,2026-08-21T12:04:05.001788+00:00,0.05622748636147555,0.0784237818682895,0.08152494973996106,0.11696418725392398,0.17152320199153004,0.100933,"[0.05622748636147555, 0.0784237818682895, 0.08152494973996106, 0.11696418725392398, 0.17152320199153004]",1,132.17,0.08188,96.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,59,0.7770468393222993,0.9014869888475836,0.49945804386427906,0.8143939393939394,0.8446969696969697,252463.786199095,2.226590394973755,132.2,2026-08-21T12:04:07.257540+00:00,0.05441161398501957,0.07614610431825414,0.0798100018325974,0.11588664659682442,0.1713092169340919,0.099513,"[0.05441161398501957, 0.07614610431825414, 0.0798100018325974, 0.11588664659682442, 0.1713092169340919]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,60,0.7410752611532531,0.9386617100371747,0.45398005933472607,0.8522727272727273,0.8522727272727273,249613.05854072399,2.2239644527435303,134.4,2026-08-21T12:04:09.507264+00:00,0.05363866686820984,0.07515919646796058,0.07939270971452489,0.11610337653580834,0.1707495959366069,0.099009,"[0.05363866686820984, 0.07515919646796058, 0.07939270971452489, 0.11610337653580834, 0.1707495959366069]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,61,0.7790001555446355,0.9163568773234201,0.46038823958599207,0.8409090909090909,0.8522727272727273,250457.60463800907,2.2304179668426514,136.6,2026-08-21T12:04:11.769541+00:00,0.053436852115042066,0.07613824921495774,0.08027087809408412,0.11448428648359635,0.16986439596204198,0.098839,"[0.053436852115042066, 0.07613824921495774, 0.08027087809408412, 0.11448428648359635, 0.16986439596204198]",1,136.43,0.08453,95.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,62,0.7790251547076001,0.8903345724907064,0.5832729953708071,0.7916666666666666,0.8522727272727273,251727.11807126694,2.2239296436309814,138.8,2026-08-21T12:04:14.019276+00:00,0.05451671910636565,0.07612798538278132,0.07843557964353,0.11429445489364512,0.1700893596691244,0.098693,"[0.05451671910636565, 0.07612798538278132, 0.07843557964353, 0.11429445489364512, 0.1700893596691244]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,63,0.7509941192807761,0.9312267657992565,0.47246543566385907,0.8484848484848485,0.8522727272727273,250639.778280543,2.224379062652588,141.1,2026-08-21T12:04:16.271204+00:00,0.054077634916586036,0.07581376240533941,0.07855202783556546,0.11513018520439372,0.16919276731855729,0.098553,"[0.054077634916586036, 0.07581376240533941, 0.07855202783556546, 0.11513018520439372, 0.16919276731855729]",1,133.5,0.08249,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,64,0.7604107196446245,0.9237918215613383,0.40112408905318286,0.8257575757575758,0.8522727272727273,247302.73585972853,2.2269856929779053,143.3,2026-08-21T12:04:18.527418+00:00,0.05324050630716717,0.07500627549255595,0.07757313198903028,0.1135045653756927,0.16815732770106373,0.097496,"[0.05324050630716717, 0.07500627549255595, 0.07757313198903028, 0.1135045653756927, 0.16815732770106373]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,65,0.7284813020309108,0.929368029739777,0.3925391363375115,0.8484848484848485,0.8522727272727273,247896.4992929864,2.2278223037719727,145.5,2026-08-21T12:04:20.780960+00:00,0.05353241435745183,0.0752502202111132,0.07733992662499933,0.11232188212520935,0.1684395802371642,0.097377,"[0.05353241435745183, 0.0752502202111132, 0.07733992662499933, 0.11232188212520935, 0.1684395802371642]",1,115.89,0.07172,92.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,66,0.7251012374034158,0.9442379182156134,0.36659428296667157,0.8636363636363636,0.8636363636363636,246501.45390271494,2.2244455814361572,147.8,2026-08-21T12:04:23.031982+00:00,0.053643395576406926,0.07480229568832061,0.07546402733115588,0.11100041603340823,0.16830375352326563,0.096643,"[0.053643395576406926, 0.07480229568832061, 0.07546402733115588, 0.11100041603340823, 0.16830375352326563]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,67,0.6822143429717167,0.9628252788104089,0.4088167295311437,0.8484848484848485,0.8636363636363636,242104.26852375566,2.2161052227020264,150.0,2026-08-21T12:04:25.279839+00:00,0.052516743540763855,0.07338223562521093,0.07449895713259191,0.11070872229688308,0.16830485796227174,0.095882,"[0.052516743540763855, 0.07338223562521093, 0.07449895713259191, 0.11070872229688308, 0.16830485796227174]",1,132.97,0.08185,96.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,68,0.7084673253133837,0.9442379182156134,0.47642975142507843,0.8333333333333334,0.8636363636363636,241814.5749434389,2.225217580795288,152.2,2026-08-21T12:04:27.531424+00:00,0.05244139560005244,0.07350425203056897,0.0739570965661722,0.11093374736168805,0.16754718300174265,0.095677,"[0.05244139560005244, 0.07350425203056897, 0.0739570965661722, 0.11093374736168805, 0.16754718300174265]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,69,0.6912074727196675,0.949814126394052,0.3931394707072865,0.8446969696969697,0.8636363636363636,240806.7063065611,2.219120502471924,154.4,2026-08-21T12:04:29.776387+00:00,0.052315392476670886,0.07297381451901268,0.07375779616482117,0.11025830095305163,0.16821639502749725,0.095504,"[0.052315392476670886, 0.07297381451901268, 0.07375779616482117, 0.11025830095305163, 0.16821639502749725]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,70,0.7023887370598804,0.9479553903345725,0.3904041647911072,0.8446969696969697,0.8636363636363636,241086.80712669683,2.2288739681243896,156.6,2026-08-21T12:04:32.031014+00:00,0.0524539717418306,0.07304867094053942,0.07365384960875791,0.11001096841167002,0.16778422979747548,0.09539,"[0.0524539717418306, 0.07304867094053942, 0.07365384960875791, 0.11001096841167002, 0.16778422979747548]",2,66.59,0.04123,96.5,3315.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,71,0.6845547793966243,0.9405204460966543,0.4666596795573379,0.8143939393939394,0.8636363636363636,239053.09813348416,2.2141685485839844,158.9,2026-08-21T12:04:34.271162+00:00,0.05222310914712794,0.0721049444640384,0.07278987195561915,0.10923591825891943,0.16709266427685232,0.094689,"[0.05222310914712794, 0.0721049444640384, 0.07278987195561915, 0.10923591825891943, 0.16709266427685232]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,72,0.6972009532956829,0.949814126394052,0.465262616222555,0.8181818181818182,0.8636363636363636,238404.8761312217,2.220707416534424,161.1,2026-08-21T12:04:36.517431+00:00,0.052185908179072774,0.07188917564995148,0.07220642575446297,0.10903559581321828,0.16565243549206676,0.094194,"[0.052185908179072774, 0.07188917564995148, 0.07220642575446297, 0.10903559581321828, 0.16565243549206676]",1,132.54,0.08176,96.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,73,0.6700540098559015,0.9479553903345725,0.4185485424417438,0.8333333333333334,0.8636363636363636,240214.69188348416,2.220276355743408,163.3,2026-08-21T12:04:38.763988+00:00,0.05259830679963617,0.07272113684345693,0.07231098544948242,0.10918803030953687,0.16537301330005422,0.094438,"[0.05259830679963617, 0.07272113684345693, 0.07231098544948242, 0.10918803030953687, 0.16537301330005422]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,74,0.6603317271821117,0.9721189591078067,0.45936617164900806,0.8295454545454546,0.8636363636363636,239764.16925904976,2.2191660404205322,165.5,2026-08-21T12:04:41.008904+00:00,0.05209553263643209,0.0732638130293173,0.07243468349470812,0.10891184692873675,0.16622393183848438,0.094586,"[0.05209553263643209, 0.0732638130293173, 0.07243468349470812, 0.10891184692873675, 0.16622393183848438]",1,123.94,0.0764,91.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,75,0.6857231445472036,0.9516728624535316,0.41753908720883454,0.8446969696969697,0.8636363636363636,238530.81094457014,2.2184975147247314,167.7,2026-08-21T12:04:43.253501+00:00,0.051409455344957465,0.07319870678817525,0.07280485419666066,0.10939306196044474,0.16833637654781342,0.095028,"[0.051409455344957465, 0.07319870678817525, 0.07280485419666066, 0.10939306196044474, 0.16833637654781342]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,76,0.6705522213726682,0.9535315985130112,0.4351685932188323,0.8295454545454546,0.8636363636363636,239228.13235294117,2.2112090587615967,169.9,2026-08-21T12:04:45.489976+00:00,0.051997693584245795,0.07290719581000946,0.07255035025231979,0.10887541928712059,0.16451919341788573,0.09417,"[0.051997693584245795, 0.07290719581000946, 0.07255035025231979, 0.10887541928712059, 0.16451919341788573]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,77,0.6993021173991235,0.9535315985130112,0.42303101402340515,0.8371212121212122,0.8636363636363636,238422.42618778278,2.2226014137268066,172.2,2026-08-21T12:04:47.739326+00:00,0.052013439948067945,0.07259856032974579,0.0717980550492511,0.1079948101850117,0.16394219065413757,0.093669,"[0.052013439948067945, 0.07259856032974579, 0.0717980550492511, 0.1079948101850117, 0.16394219065413757]",1,131.27,0.08104,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,78,0.6971313062653666,0.9423791821561338,0.38134992122650146,0.8674242424242424,0.8674242424242424,238958.36481900452,2.2176878452301025,174.4,2026-08-21T12:04:49.983301+00:00,0.05218549269963713,0.0726770438692149,0.07189937680959702,0.10818022752509397,0.16580617953749263,0.09415,"[0.05218549269963713, 0.0726770438692149, 0.07189937680959702, 0.10818022752509397, 0.16580617953749263]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,79,0.6620203768453633,0.9646840148698885,0.4366044221502362,0.8446969696969697,0.8674242424242424,238458.439479638,2.2213356494903564,176.6,2026-08-21T12:04:52.234787+00:00,0.05225400758140227,0.07256554593058194,0.0708954781293869,0.10822347639238133,0.16503621462513418,0.093795,"[0.05225400758140227, 0.07256554593058194, 0.0708954781293869, 0.10822347639238133, 0.16503621462513418]",1,128.53,0.07931,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,80,0.6682324600042464,0.966542750929368,0.3962378610264171,0.8409090909090909,0.8674242424242424,238118.1589366516,2.2210960388183594,178.8,2026-08-21T12:04:54.481970+00:00,0.05219340258661438,0.07255752209354849,0.07066041055847616,0.10763919222004273,0.1643945864018272,0.093489,"[0.05219340258661438, 0.07255752209354849, 0.07066041055847616, 0.10763919222004273, 0.1643945864018272]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,81,0.6454497637801897,0.9758364312267658,0.37722477316856384,0.8522727272727273,0.8674242424242424,235986.13122171946,2.223541021347046,181.1,2026-08-21T12:04:56.731285+00:00,0.0512225470122169,0.07242148281896815,0.07063998676398221,0.10795509157811894,0.1664276123046875,0.093733,"[0.0512225470122169, 0.07242148281896815, 0.07063998676398221, 0.10795509157811894, 0.1664276123046875]",1,125.05,0.07724,95.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,82,0.6425001585793761,0.9684014869888475,0.4068862561023597,0.8484848484848485,0.8674242424242424,237196.05670248868,2.2215652465820312,183.3,2026-08-21T12:04:58.979613+00:00,0.051769608960432166,0.07247722543337766,0.07068373876459458,0.10788590811631259,0.1651419734253603,0.093592,"[0.051769608960432166, 0.07247722543337766, 0.07068373876459458, 0.10788590811631259, 0.1651419734253603]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,83,0.6397907505691273,0.9739776951672863,0.37771134304277826,0.8446969696969697,0.8674242424242424,237316.940469457,2.222970485687256,185.5,2026-08-21T12:05:01.228513+00:00,0.0518314989612383,0.0723872044507195,0.07089205655981512,0.10774867499575895,0.16454208160147948,0.09348,"[0.0518314989612383, 0.0723872044507195, 0.07089205655981512, 0.10774867499575895, 0.16454208160147948]",1,120.59,0.07446,92.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,84,0.650092112530563,0.9646840148698885,0.4240123358639804,0.8522727272727273,0.8674242424242424,239921.61849547512,2.2202231884002686,187.7,2026-08-21T12:05:03.475252+00:00,0.05246128054226146,0.07313032842734281,0.07176016534076017,0.10810618935262456,0.16480933480403004,0.094053,"[0.05246128054226146, 0.07313032842734281, 0.07176016534076017, 0.10810618935262456, 0.16480933480403004]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,85,0.6357744457996468,0.9721189591078067,0.36821442300623114,0.8560606060606061,0.8674242424242424,239247.5125848416,2.218925714492798,189.9,2026-08-21T12:05:05.719874+00:00,0.052095375735970104,0.07320593867231817,0.07174765713074628,0.10819628878551371,0.165977979407591,0.094245,"[0.052095375735970104, 0.07320593867231817, 0.07174765713074628, 0.10819628878551371, 0.165977979407591]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,86,0.6469811921226047,0.9646840148698885,0.39039093255996704,0.8636363636363636,0.8674242424242424,238020.0945984163,2.222546339035034,192.2,2026-08-21T12:05:07.967668+00:00,0.05188440947848208,0.07269497215747833,0.07132499884156619,0.10803866956163855,0.16504068497349234,0.093797,"[0.05188440947848208, 0.07269497215747833, 0.07132499884156619, 0.10803866956163855, 0.16504068497349234]",1,131.17,0.08098,95.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,87,0.6463348836703815,0.9702602230483272,0.378631131215529,0.8409090909090909,0.8674242424242424,240054.95970022623,2.216104030609131,194.4,2026-08-21T12:05:10.209045+00:00,0.05263403715456233,0.07295762616045334,0.0716632464352776,0.10807694275589551,0.1657488556469188,0.094216,"[0.05263403715456233, 0.07295762616045334, 0.0716632464352776, 0.10807694275589551, 0.1657488556469188]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,88,0.6457037843736131,0.9795539033457249,0.40687472892530036,0.8522727272727273,0.8674242424242424,239020.9670531674,2.220543384552002,196.6,2026-08-21T12:05:12.455560+00:00,0.05237039923667908,0.07279132920153,0.0713609334300546,0.10704730012837578,0.1640008609084522,0.093514,"[0.05237039923667908, 0.07279132920153, 0.0713609334300546, 0.10704730012837578, 0.1640008609084522]",1,131.9,0.08136,95.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,89,0.6633360817973055,0.9609665427509294,0.3774016219558138,0.8484848484848485,0.8674242424242424,237268.89408936654,2.2224903106689453,198.8,2026-08-21T12:05:14.705104+00:00,0.05181517232866848,0.07247816990403567,0.07097988882485558,0.10670509627636741,0.16203756893382354,0.092803,"[0.05181517232866848, 0.07247816990403567, 0.07097988882485558, 0.10670509627636741, 0.16203756893382354]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,90,0.6447305741363298,0.9739776951672863,0.39760280016696814,0.8484848484848485,0.8674242424242424,237310.35180995477,2.2308349609375,201.0,2026-08-21T12:05:16.961458+00:00,0.05171652401194853,0.07250374073491377,0.07121974711909014,0.10728724651476916,0.1645529734737733,0.093456,"[0.05171652401194853, 0.07250374073491377, 0.07121974711909014, 0.10728724651476916, 0.1645529734737733]",1,130.03,0.08058,93.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,91,0.6412057535355862,0.9758364312267658,0.38634345928827923,0.8674242424242424,0.8674242424242424,236634.75452488687,2.2253198623657227,203.3,2026-08-21T12:05:19.211925+00:00,0.05149238140267484,0.07259502042742337,0.07079185413963654,0.10674955652040594,0.16377553519080668,0.093081,"[0.05149238140267484, 0.07259502042742337, 0.07079185413963654, 0.10674955652040594, 0.16377553519080668]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,92,0.6336941078693007,0.9814126394052045,0.41438098567904846,0.8409090909090909,0.8674242424242424,236475.81108597285,2.2209270000457764,205.5,2026-08-21T12:05:21.458746+00:00,0.051775313475552726,0.07210569390479256,0.07041122150771759,0.10651572180144928,0.16268608499975765,0.092699,"[0.051775313475552726, 0.07210569390479256, 0.07041122150771759, 0.10651572180144928, 0.16268608499975765]",1,125.8,0.07761,90.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,93,0.656683407751601,0.9609665427509294,0.4125587244828542,0.8446969696969697,0.8674242424242424,236964.70418552036,2.2243006229400635,207.7,2026-08-21T12:05:23.708931+00:00,0.05184689207988627,0.07234822914880865,0.07052304683362737,0.1066284731907003,0.16406365703133977,0.093082,"[0.05184689207988627, 0.07234822914880865, 0.07052304683362737, 0.1066284731907003, 0.16406365703133977]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,94,0.6370826175221723,0.9739776951672863,0.40566249327226117,0.8484848484848485,0.8674242424242424,236724.06985294117,2.2233080863952637,209.9,2026-08-21T12:05:25.958208+00:00,0.05171595119378146,0.07229801004423815,0.07060906247181051,0.10692044961101868,0.16449233538964214,0.093207,"[0.05171595119378146, 0.07229801004423815, 0.07060906247181051, 0.10692044961101868, 0.16449233538964214]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,95,0.632270943276501,0.9776951672862454,0.40817959922732727,0.8598484848484849,0.8674242424242424,236439.6866515837,2.2273473739624023,212.2,2026-08-21T12:05:28.210415+00:00,0.051697860088418514,0.07225786763079026,0.07040190696716309,0.10629414679373012,0.16275383444393382,0.092681,"[0.051697860088418514, 0.07225786763079026, 0.07040190696716309, 0.10629414679373012, 0.16275383444393382]",1,129.27,0.07998,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,96,0.6331277175020551,0.9739776951672863,0.4243515928586324,0.8522727272727273,0.8674242424242424,237568.03535067872,2.224876642227173,214.4,2026-08-21T12:05:30.461424+00:00,0.05197748322697247,0.07248264507335775,0.07082939717699499,0.10684540078920476,0.16398788112051346,0.093225,"[0.05197748322697247, 0.07248264507335775, 0.07082939717699499, 0.10684540078920476, 0.16398788112051346]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,97,0.632660240932025,0.9739776951672863,0.3957508892724008,0.8636363636363636,0.8674242424242424,236075.16459276018,2.224703788757324,216.6,2026-08-21T12:05:32.711835+00:00,0.05154336375348708,0.0722291771979893,0.07036098311929141,0.1063294735024957,0.1635413020849228,0.092801,"[0.05154336375348708, 0.0722291771979893, 0.07036098311929141, 0.1063294735024957, 0.1635413020849228]",1,127.49,0.07879,95.5,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,98,0.6401704859999476,0.9721189591078067,0.42587419350941974,0.8522727272727273,0.8674242424242424,237063.00820135747,2.222919225692749,218.8,2026-08-21T12:05:34.960048+00:00,0.05166940150015494,0.07260617482311585,0.070869480862337,0.10681784240638509,0.16317995856789982,0.093029,"[0.05166940150015494, 0.07260617482311585, 0.070869480862337, 0.10681784240638509, 0.16317995856789982]",,,,,
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,99,0.633576208774042,0.9795539033457249,0.4172903696695964,0.8522727272727273,0.8674242424242424,236547.75311085975,2.2262167930603027,221.1,2026-08-21T12:05:37.211117+00:00,0.05170711502432823,0.0722039933590328,0.07061814998879153,0.10653697567827561,0.16257342170266545,0.092728,"[0.05170711502432823, 0.0722039933590328, 0.07061814998879153, 0.10653697567827561, 0.16257342170266545]",1,131.12,0.08108,96.0,6630.0
+opt4_ubits6,opt4_mint_membrane_quant.py,598d76c727a2deea,5,1,--u-bits 6,,2,False,32,16,100,100,0.647230220550055,0.9702602230483272,0.4052285642334909,0.8484848484848485,0.8674242424242424,236239.81787330317,2.2326130867004395,223.3,2026-08-21T12:05:39.470408+00:00,0.051674527937875074,0.07206868818577598,0.07050250908907722,0.1063172129147193,0.16158073789933147,0.092429,"[0.051674527937875074, 0.07206868818577598, 0.07050250908907722, 0.1063172129147193, 0.16158073789933147]",,,,,

opt4_mint_membrane_quant/opt4_ubits6.epochs.jsonl

@@ -0,0 +1,100 @@
+{"epoch": 1, "train_loss": 2.349114329398343, "train_acc": 0.4368029739776952, "test_loss": 3.120343309460264, "test_acc": 0.38636363636363635, "best_acc": 0.38636363636363635, "spike_rates": [0.10201285954783945, 0.14738471192472122, 0.17053687134209802, 0.19608834035256328, 0.2102452972356011], "spikes_per_sample": 485351.4700226244, "wall_time_s": 2.6574318408966064, "timestamp": "2026-08-21T12:01:56.131038+00:00"}
+{"epoch": 2, "train_loss": 1.783602344945461, "train_acc": 0.4944237918215613, "test_loss": 1.3132801381024448, "test_acc": 0.4810606060606061, "best_acc": 0.4810606060606061, "spike_rates": [0.09897113635259516, 0.1571123801610049, 0.18335365898468914, 0.21290789807544036, 0.22810871285550735], "spikes_per_sample": 498248.30104638013, "wall_time_s": 2.258449077606201, "timestamp": "2026-08-21T12:01:58.420108+00:00"}
+{"epoch": 3, "train_loss": 1.5759459995425766, "train_acc": 0.5408921933085502, "test_loss": 1.2121447071884617, "test_acc": 0.571969696969697, "best_acc": 0.571969696969697, "spike_rates": [0.09630730923484354, 0.1545178785043604, 0.1738599766703213, 0.20512777040986455, 0.23079058352638693], "spikes_per_sample": 483968.60774886876, "wall_time_s": 2.267800807952881, "timestamp": "2026-08-21T12:02:00.719256+00:00"}
+{"epoch": 4, "train_loss": 1.440863150203095, "train_acc": 0.5947955390334573, "test_loss": 1.0980662685452085, "test_acc": 0.5340909090909091, "best_acc": 0.571969696969697, "spike_rates": [0.0989688218516462, 0.15440895715180566, 0.18170125431874218, 0.2090903292683994, 0.23978995487970464], "spikes_per_sample": 494142.73571832577, "wall_time_s": 2.278411388397217, "timestamp": "2026-08-21T12:02:03.026842+00:00"}
+{"epoch": 5, "train_loss": 1.414504367179587, "train_acc": 0.5613382899628253, "test_loss": 0.9293741511576104, "test_acc": 0.6136363636363636, "best_acc": 0.6136363636363636, "spike_rates": [0.09119970702073153, 0.15098259115920348, 0.17725727838628433, 0.2030028025893604, 0.23826071006410263], "spikes_per_sample": 471118.4428733032, "wall_time_s": 2.2919349670410156, "timestamp": "2026-08-21T12:02:05.344106+00:00"}
+{"epoch": 6, "train_loss": 1.2958862816977235, "train_acc": 0.6635687732342007, "test_loss": 0.9949989282723629, "test_acc": 0.6363636363636364, "best_acc": 0.6363636363636364, "spike_rates": [0.08632081834708943, 0.1465634317959056, 0.17349962627186494, 0.20119677484035492, 0.23540189599289613], "spikes_per_sample": 454022.9425904978, "wall_time_s": 2.3023111820220947, "timestamp": "2026-08-21T12:02:07.677275+00:00"}
+{"epoch": 7, "train_loss": 1.3307438627937913, "train_acc": 0.6338289962825279, "test_loss": 0.8586685224012895, "test_acc": 0.625, "best_acc": 0.6363636363636364, "spike_rates": [0.0890069932622068, 0.14314711882787592, 0.17094028609640458, 0.19847809216555426, 0.23069602689322302], "spikes_per_sample": 454338.6949943439, "wall_time_s": 2.297060012817383, "timestamp": "2026-08-21T12:02:10.006388+00:00"}
+{"epoch": 8, "train_loss": 1.294664163128594, "train_acc": 0.654275092936803, "test_loss": 0.881552031545928, "test_acc": 0.6439393939393939, "best_acc": 0.6439393939393939, "spike_rates": [0.08807588631615919, 0.14102792652214274, 0.16663961638422572, 0.19209721509148092, 0.22747540386284099], "spikes_per_sample": 447045.5319570136, "wall_time_s": 2.3015666007995605, "timestamp": "2026-08-21T12:02:12.333095+00:00"}
+{"epoch": 9, "train_loss": 1.2771026201850864, "train_acc": 0.6394052044609665, "test_loss": 1.1410120129585266, "test_acc": 0.6287878787878788, "best_acc": 0.6439393939393939, "spike_rates": [0.08464835277375053, 0.14026356006369872, 0.16751929504029892, 0.1907753024031134, 0.22268402313484864], "spikes_per_sample": 439305.5831447964, "wall_time_s": 2.289869785308838, "timestamp": "2026-08-21T12:02:14.654391+00:00"}
+{"epoch": 10, "train_loss": 1.241207381163388, "train_acc": 0.6821561338289963, "test_loss": 0.9843881365024683, "test_acc": 0.6666666666666666, "best_acc": 0.6666666666666666, "spike_rates": [0.08729664499268812, 0.1390234608860577, 0.16122524089672985, 0.18481324876056, 0.22173825519926407], "spikes_per_sample": 439469.9947680995, "wall_time_s": 2.275904893875122, "timestamp": "2026-08-21T12:02:16.956197+00:00"}
+{"epoch": 11, "train_loss": 1.2169803806397108, "train_acc": 0.6784386617100372, "test_loss": 0.8734867283792207, "test_acc": 0.6590909090909091, "best_acc": 0.6666666666666666, "spike_rates": [0.08479030956240262, 0.13690917719812953, 0.15474549549467423, 0.18057748675346375, 0.21960540729410508], "spikes_per_sample": 428028.20842760184, "wall_time_s": 2.2636759281158447, "timestamp": "2026-08-21T12:02:19.251037+00:00"}
+{"epoch": 12, "train_loss": 1.2212734107191234, "train_acc": 0.654275092936803, "test_loss": 0.8390508944338019, "test_acc": 0.6590909090909091, "best_acc": 0.6666666666666666, "spike_rates": [0.0836525559425354, 0.13823440320351543, 0.1551305642899345, 0.17721577164004831, 0.21863921863191269], "spikes_per_sample": 426786.13489819004, "wall_time_s": 2.2545504570007324, "timestamp": "2026-08-21T12:02:21.531176+00:00"}
+{"epoch": 13, "train_loss": 1.2740749758858663, "train_acc": 0.6914498141263941, "test_loss": 0.8035228469155051, "test_acc": 0.7045454545454546, "best_acc": 0.7045454545454546, "spike_rates": [0.08251885894466848, 0.1371894864475026, 0.1565805156441296, 0.17595147823586182, 0.21511253977523132], "spikes_per_sample": 423878.3512443439, "wall_time_s": 2.2429773807525635, "timestamp": "2026-08-21T12:02:23.800001+00:00"}
+{"epoch": 14, "train_loss": 1.2386075315865441, "train_acc": 0.6951672862453532, "test_loss": 0.8657851761037653, "test_acc": 0.6666666666666666, "best_acc": 0.7045454545454546, "spike_rates": [0.07862148959847058, 0.1282249505029005, 0.14349914736607494, 0.16871996223926544, 0.21815297445830176], "spikes_per_sample": 398524.95885180996, "wall_time_s": 2.241717576980591, "timestamp": "2026-08-21T12:02:26.073678+00:00"}
+{"epoch": 15, "train_loss": 1.2017002345017784, "train_acc": 0.7174721189591078, "test_loss": 0.8054079250855879, "test_acc": 0.678030303030303, "best_acc": 0.7045454545454546, "spike_rates": [0.07830199511612163, 0.12607225337449243, 0.14389059736448176, 0.1700268896187053, 0.2162289172410965], "spikes_per_sample": 395959.1323529412, "wall_time_s": 2.2271504402160645, "timestamp": "2026-08-21T12:02:28.331334+00:00"}
+{"epoch": 16, "train_loss": 1.1593488658671043, "train_acc": 0.7286245353159851, "test_loss": 0.7624087983911688, "test_acc": 0.7348484848484849, "best_acc": 0.7348484848484849, "spike_rates": [0.08111262978876338, 0.124072765602785, 0.14122596821364233, 0.16524510962121627, 0.2087451193262549], "spikes_per_sample": 397672.1907522625, "wall_time_s": 2.225511312484741, "timestamp": "2026-08-21T12:02:30.584002+00:00"}
+{"epoch": 17, "train_loss": 1.1575087304452094, "train_acc": 0.7063197026022305, "test_loss": 0.8065102858976885, "test_acc": 0.6704545454545454, "best_acc": 0.7348484848484849, "spike_rates": [0.0798822514274541, 0.12127087089945288, 0.137123324415263, 0.16370401925900402, 0.20945636226850398], "spikes_per_sample": 389807.2477375566, "wall_time_s": 2.223665237426758, "timestamp": "2026-08-21T12:02:32.837092+00:00"}
+{"epoch": 18, "train_loss": 1.1120044772952906, "train_acc": 0.7304832713754646, "test_loss": 1.0428560069113066, "test_acc": 0.6439393939393939, "best_acc": 0.7348484848484849, "spike_rates": [0.07933730544412837, 0.11775867772452972, 0.13446034491062164, 0.15900380295865676, 0.20602023513878093], "spikes_per_sample": 382941.60704185517, "wall_time_s": 2.2123863697052, "timestamp": "2026-08-21T12:02:35.075803+00:00"}
+{"epoch": 19, "train_loss": 1.2087372669943204, "train_acc": 0.7193308550185874, "test_loss": 0.6471385088833895, "test_acc": 0.7121212121212122, "best_acc": 0.7348484848484849, "spike_rates": [0.07637455840321149, 0.11787070070996004, 0.1337718542884378, 0.16104627006194172, 0.20762725788004258], "spikes_per_sample": 376766.3778280543, "wall_time_s": 2.205141305923462, "timestamp": "2026-08-21T12:02:37.306361+00:00"}
+{"epoch": 20, "train_loss": 1.096712564003955, "train_acc": 0.758364312267658, "test_loss": 0.654034079024286, "test_acc": 0.7045454545454546, "best_acc": 0.7348484848484849, "spike_rates": [0.07211255413644455, 0.115139480899362, 0.1338091781910728, 0.1614118060644935, 0.21044972013024724], "spikes_per_sample": 365056.14394796384, "wall_time_s": 2.2016448974609375, "timestamp": "2026-08-21T12:02:39.536886+00:00"}
+{"epoch": 21, "train_loss": 1.129686869653184, "train_acc": 0.7304832713754646, "test_loss": 0.7377994909430995, "test_acc": 0.7234848484848485, "best_acc": 0.7348484848484849, "spike_rates": [0.07132036501870435, 0.11299227178096771, 0.13128113921950846, 0.1563829665674883, 0.2048064706956639], "spikes_per_sample": 359114.3718891403, "wall_time_s": 2.201829195022583, "timestamp": "2026-08-21T12:02:41.763721+00:00"}
+{"epoch": 22, "train_loss": 1.1422293762292117, "train_acc": 0.7565055762081785, "test_loss": 0.8176533019903934, "test_acc": 0.6742424242424242, "best_acc": 0.7348484848484849, "spike_rates": [0.07098792011246961, 0.1116134243852952, 0.12830756955287037, 0.1545307539841708, 0.20370150313657873], "spikes_per_sample": 355160.2747454751, "wall_time_s": 2.2005512714385986, "timestamp": "2026-08-21T12:02:43.989285+00:00"}
+{"epoch": 23, "train_loss": 1.0685007199922016, "train_acc": 0.7788104089219331, "test_loss": 0.8184246294426195, "test_acc": 0.7007575757575758, "best_acc": 0.7348484848484849, "spike_rates": [0.07192009687423706, 0.11483082525870379, 0.13309832881478703, 0.1569718814948026, 0.20291015155175152], "spikes_per_sample": 363313.70107466064, "wall_time_s": 2.199604034423828, "timestamp": "2026-08-21T12:02:46.216121+00:00"}
+{"epoch": 24, "train_loss": 1.0842323812853447, "train_acc": 0.7602230483271375, "test_loss": 0.8066895224831321, "test_acc": 0.6893939393939394, "best_acc": 0.7348484848484849, "spike_rates": [0.07250838157008677, 0.11500291789279264, 0.13215984316433177, 0.15571735711658702, 0.19852704773930943], "spikes_per_sample": 364035.3141968326, "wall_time_s": 2.2025914192199707, "timestamp": "2026-08-21T12:02:48.445450+00:00"}
+{"epoch": 25, "train_loss": 1.0972911695565433, "train_acc": 0.7732342007434945, "test_loss": 0.752803547815843, "test_acc": 0.7121212121212122, "best_acc": 0.7348484848484849, "spike_rates": [0.06862100652035545, 0.10998494002748938, 0.12768881373545704, 0.15262447823496425, 0.19625345310744116], "spikes_per_sample": 347854.04114819004, "wall_time_s": 2.204263925552368, "timestamp": "2026-08-21T12:02:50.675615+00:00"}
+{"epoch": 26, "train_loss": 1.1328898167521537, "train_acc": 0.724907063197026, "test_loss": 0.7085285222891605, "test_acc": 0.7386363636363636, "best_acc": 0.7386363636363636, "spike_rates": [0.06574635865057216, 0.1061214037677821, 0.12466716766357422, 0.15270011477610645, 0.196418797268587], "spikes_per_sample": 336202.7201640272, "wall_time_s": 2.194180488586426, "timestamp": "2026-08-21T12:02:52.895439+00:00"}
+{"epoch": 27, "train_loss": 1.0828550316144099, "train_acc": 0.7490706319702602, "test_loss": 0.5710400595809474, "test_acc": 0.7424242424242424, "best_acc": 0.7424242424242424, "spike_rates": [0.06688949421924703, 0.10607562564751681, 0.11979031650459065, 0.14729092313962824, 0.1964000174227883], "spikes_per_sample": 335286.2736142534, "wall_time_s": 2.1964075565338135, "timestamp": "2026-08-21T12:02:55.124967+00:00"}
+{"epoch": 28, "train_loss": 1.0119200067449237, "train_acc": 0.8011152416356877, "test_loss": 0.9582464478232644, "test_acc": 0.7045454545454546, "best_acc": 0.7424242424242424, "spike_rates": [0.06666695458047531, 0.10429025309927323, 0.11855957218829323, 0.1468224823474884, 0.1948921584031161], "spikes_per_sample": 332228.86651583714, "wall_time_s": 2.2020936012268066, "timestamp": "2026-08-21T12:02:57.360372+00:00"}
+{"epoch": 29, "train_loss": 1.0462760007957543, "train_acc": 0.8029739776951673, "test_loss": 0.556322303685275, "test_acc": 0.7575757575757576, "best_acc": 0.7575757575757576, "spike_rates": [0.06659505954560112, 0.10170029717333176, 0.12060079372981015, 0.1486926753731335, 0.19551107199753032], "spikes_per_sample": 330683.07678167423, "wall_time_s": 2.2049479484558105, "timestamp": "2026-08-21T12:02:59.591204+00:00"}
+{"epoch": 30, "train_loss": 1.0450106163450332, "train_acc": 0.7769516728624535, "test_loss": 0.75863947651603, "test_acc": 0.7121212121212122, "best_acc": 0.7575757575757576, "spike_rates": [0.06565226000898025, 0.10172880440950394, 0.11905576858450384, 0.14891982516821692, 0.19482648022034588], "spikes_per_sample": 327951.1306561086, "wall_time_s": 2.202186107635498, "timestamp": "2026-08-21T12:03:01.828845+00:00"}
+{"epoch": 31, "train_loss": 1.044487066650036, "train_acc": 0.775092936802974, "test_loss": 0.4811955220771558, "test_acc": 0.7765151515151515, "best_acc": 0.7765151515151515, "spike_rates": [0.06438132024863187, 0.09957834683796939, 0.11780630534186083, 0.14784647173741283, 0.19385368070181677], "spikes_per_sample": 322227.73727375566, "wall_time_s": 2.208016872406006, "timestamp": "2026-08-21T12:03:04.063665+00:00"}
+{"epoch": 32, "train_loss": 0.9909007496107023, "train_acc": 0.8029739776951673, "test_loss": 0.6827280900695107, "test_acc": 0.7159090909090909, "best_acc": 0.7765151515151515, "spike_rates": [0.06312604336177602, 0.09813067623797585, 0.11513511880355723, 0.14438888342941508, 0.1918879896402359], "spikes_per_sample": 316207.48840497737, "wall_time_s": 2.2093164920806885, "timestamp": "2026-08-21T12:03:06.307830+00:00"}
+{"epoch": 33, "train_loss": 1.0121154036220565, "train_acc": 0.7955390334572491, "test_loss": 0.7289836957599177, "test_acc": 0.7121212121212122, "best_acc": 0.7765151515151515, "spike_rates": [0.06407734642133993, 0.09836013790439158, 0.11388042481506572, 0.14173944820376003, 0.18941038671661825], "spikes_per_sample": 317418.3440328054, "wall_time_s": 2.215397357940674, "timestamp": "2026-08-21T12:03:08.549136+00:00"}
+{"epoch": 34, "train_loss": 1.0008003547732272, "train_acc": 0.8122676579925651, "test_loss": 0.6900142756375399, "test_acc": 0.7386363636363636, "best_acc": 0.7765151515151515, "spike_rates": [0.06599328184829038, 0.0970826499602374, 0.11214657785261378, 0.14135828701888814, 0.18934505389017217], "spikes_per_sample": 319136.45842760184, "wall_time_s": 2.2168095111846924, "timestamp": "2026-08-21T12:03:10.796527+00:00"}
+{"epoch": 35, "train_loss": 0.9813229169101076, "train_acc": 0.8178438661710037, "test_loss": 0.5807328169996088, "test_acc": 0.7916666666666666, "best_acc": 0.7916666666666666, "spike_rates": [0.06273102322045494, 0.09420412428238813, 0.1084725278265336, 0.13892255022245295, 0.18823996536871967], "spikes_per_sample": 307022.4973133484, "wall_time_s": 2.2139153480529785, "timestamp": "2026-08-21T12:03:13.034365+00:00"}
+{"epoch": 36, "train_loss": 0.9835880396534519, "train_acc": 0.8215613382899628, "test_loss": 0.589198219053673, "test_acc": 0.7613636363636364, "best_acc": 0.7916666666666666, "spike_rates": [0.06129306532880839, 0.09367329627275467, 0.1051535369718776, 0.13641274063026204, 0.18536597928580115], "spikes_per_sample": 301358.23359728506, "wall_time_s": 2.21878981590271, "timestamp": "2026-08-21T12:03:15.284980+00:00"}
+{"epoch": 37, "train_loss": 0.9288468648953065, "train_acc": 0.8401486988847584, "test_loss": 0.4988112919258349, "test_acc": 0.7992424242424242, "best_acc": 0.7992424242424242, "spike_rates": [0.0603757224538747, 0.09219047646312152, 0.10304621563238256, 0.1364366938086117, 0.1851381852346308], "spikes_per_sample": 296777.0311085973, "wall_time_s": 2.23154878616333, "timestamp": "2026-08-21T12:03:17.542985+00:00"}
+{"epoch": 38, "train_loss": 0.9756246366465402, "train_acc": 0.8141263940520446, "test_loss": 0.5622192874099269, "test_acc": 0.7840909090909091, "best_acc": 0.7992424242424242, "spike_rates": [0.05991520403939135, 0.0926061873050297, 0.10234176148386563, 0.13474937309237087, 0.18466193448094761], "spikes_per_sample": 295654.42067307694, "wall_time_s": 2.2227344512939453, "timestamp": "2026-08-21T12:03:19.795431+00:00"}
+{"epoch": 39, "train_loss": 0.9341296245617494, "train_acc": 0.8382899628252788, "test_loss": 0.5821078889297716, "test_acc": 0.7651515151515151, "best_acc": 0.7992424242424242, "spike_rates": [0.061835413469987756, 0.09362196177244186, 0.10410390531315523, 0.13433734634343317, 0.1829985020791783], "spikes_per_sample": 301602.54114819004, "wall_time_s": 2.225428819656372, "timestamp": "2026-08-21T12:03:22.046458+00:00"}
+{"epoch": 40, "train_loss": 0.941854911222777, "train_acc": 0.8252788104089219, "test_loss": 0.7083504904400219, "test_acc": 0.7424242424242424, "best_acc": 0.7992424242424242, "spike_rates": [0.062043157570502334, 0.09175272899515488, 0.10323984307401321, 0.1342244507635341, 0.1831501231474035], "spikes_per_sample": 299610.82098416286, "wall_time_s": 2.2271411418914795, "timestamp": "2026-08-21T12:03:24.300490+00:00"}
+{"epoch": 41, "train_loss": 0.9150475241437721, "train_acc": 0.8345724907063197, "test_loss": 0.609450924577135, "test_acc": 0.7689393939393939, "best_acc": 0.7992424242424242, "spike_rates": [0.06203110296936596, 0.08838677888407427, 0.10026042426333708, 0.13244347800226772, 0.18184242441373713], "spikes_per_sample": 294251.36128393665, "wall_time_s": 2.230421304702759, "timestamp": "2026-08-21T12:03:26.556228+00:00"}
+{"epoch": 42, "train_loss": 0.9186696093321733, "train_acc": 0.8364312267657993, "test_loss": 0.617584000934254, "test_acc": 0.7765151515151515, "best_acc": 0.7992424242424242, "spike_rates": [0.059529242489267796, 0.08655359815148746, 0.09855648699928732, 0.130190067431506, 0.18111771871061885], "spikes_per_sample": 285887.3489819005, "wall_time_s": 2.2312135696411133, "timestamp": "2026-08-21T12:03:28.816629+00:00"}
+{"epoch": 43, "train_loss": 0.8892778264545597, "train_acc": 0.8698884758364313, "test_loss": 0.6764550732843804, "test_acc": 0.7424242424242424, "best_acc": 0.7992424242424242, "spike_rates": [0.05895737098420367, 0.0851379724986413, 0.0954401615787955, 0.1270679244223763, 0.17966447419979992], "spikes_per_sample": 281148.23642533936, "wall_time_s": 2.2368643283843994, "timestamp": "2026-08-21T12:03:31.077695+00:00"}
+{"epoch": 44, "train_loss": 0.8991787697302808, "train_acc": 0.8420074349442379, "test_loss": 0.3915880629510591, "test_acc": 0.8446969696969697, "best_acc": 0.8446969696969697, "spike_rates": [0.05923455975511495, 0.08519266589599497, 0.0956915432915968, 0.1267925540314001, 0.18043077956227696], "spikes_per_sample": 281890.6923076923, "wall_time_s": 2.2395448684692383, "timestamp": "2026-08-21T12:03:33.343306+00:00"}
+{"epoch": 45, "train_loss": 0.8793556734531786, "train_acc": 0.8605947955390335, "test_loss": 0.5999173359437422, "test_acc": 0.7613636363636364, "best_acc": 0.8446969696969697, "spike_rates": [0.058005587362191253, 0.08427265724715065, 0.09333123704966377, 0.12637363724848805, 0.17850442668970892], "spikes_per_sample": 277040.6162330317, "wall_time_s": 2.238546133041382, "timestamp": "2026-08-21T12:03:35.614175+00:00"}
+{"epoch": 46, "train_loss": 0.8718964889590182, "train_acc": 0.862453531598513, "test_loss": 0.5185227285731923, "test_acc": 0.7916666666666666, "best_acc": 0.8446969696969697, "spike_rates": [0.057286408017663396, 0.08364187005688162, 0.09329522225786657, 0.1253008535679649, 0.17953132180606618], "spikes_per_sample": 274720.3171662896, "wall_time_s": 2.239250898361206, "timestamp": "2026-08-21T12:03:37.879482+00:00"}
+{"epoch": 47, "train_loss": 0.875897583908308, "train_acc": 0.862453531598513, "test_loss": 0.49028998252117273, "test_acc": 0.8068181818181818, "best_acc": 0.8446969696969697, "spike_rates": [0.05607124220798997, 0.08228493262739743, 0.09057158407043009, 0.12287027958561392, 0.1762011954013039], "spikes_per_sample": 268975.1293834842, "wall_time_s": 2.2376837730407715, "timestamp": "2026-08-21T12:03:40.142953+00:00"}
+{"epoch": 48, "train_loss": 0.8407682893887771, "train_acc": 0.8810408921933085, "test_loss": 0.5104589769334504, "test_acc": 0.8068181818181818, "best_acc": 0.8446969696969697, "spike_rates": [0.05600344280109686, 0.08372923074399724, 0.09210628051968182, 0.12421867119915345, 0.17561373202239766], "spikes_per_sample": 271324.30147058825, "wall_time_s": 2.2341344356536865, "timestamp": "2026-08-21T12:03:42.402499+00:00"}
+{"epoch": 49, "train_loss": 0.8323451772498376, "train_acc": 0.8921933085501859, "test_loss": 0.562315026919047, "test_acc": 0.7878787878787878, "best_acc": 0.8446969696969697, "spike_rates": [0.0572601677302052, 0.08316113230060129, 0.08861752117381376, 0.12266500206554637, 0.17526835466132445], "spikes_per_sample": 271327.8047228507, "wall_time_s": 2.237506628036499, "timestamp": "2026-08-21T12:03:44.665426+00:00"}
+{"epoch": 50, "train_loss": 0.8109283179155513, "train_acc": 0.8977695167286245, "test_loss": 0.46665200139537, "test_acc": 0.8106060606060606, "best_acc": 0.8446969696969697, "spike_rates": [0.05747289473519606, 0.08241222492035698, 0.08910479922504987, 0.12245202327475828, 0.17562779959510355], "spikes_per_sample": 271218.23783936654, "wall_time_s": 2.2451624870300293, "timestamp": "2026-08-21T12:03:46.937407+00:00"}
+{"epoch": 51, "train_loss": 0.8138495927406509, "train_acc": 0.8847583643122676, "test_loss": 0.545853959791588, "test_acc": 0.7840909090909091, "best_acc": 0.8446969696969697, "spike_rates": [0.05514228015261538, 0.0818884815363323, 0.08915253071223989, 0.12213629659484415, 0.1748234848765766], "spikes_per_sample": 265760.23218325793, "wall_time_s": 2.232494831085205, "timestamp": "2026-08-21T12:03:49.195320+00:00"}
+{"epoch": 52, "train_loss": 0.788970601603001, "train_acc": 0.9070631970260223, "test_loss": 0.7572275815588055, "test_acc": 0.7272727272727273, "best_acc": 0.8446969696969697, "spike_rates": [0.05580692475332933, 0.0794343781821868, 0.08504359029671725, 0.11928852340754341, 0.1714909760391011], "spikes_per_sample": 262027.25466628958, "wall_time_s": 2.238055467605591, "timestamp": "2026-08-21T12:03:51.459622+00:00"}
+{"epoch": 53, "train_loss": 0.8252238925948019, "train_acc": 0.8921933085501859, "test_loss": 0.6415630940235022, "test_acc": 0.7727272727272727, "best_acc": 0.8446969696969697, "spike_rates": [0.05433130724465146, 0.0785715137334431, 0.08636189821888418, 0.12034298654864817, 0.17581321824999416], "spikes_per_sample": 258892.23147624434, "wall_time_s": 2.2346487045288086, "timestamp": "2026-08-21T12:03:53.720966+00:00"}
+{"epoch": 54, "train_loss": 0.860418681318432, "train_acc": 0.8736059479553904, "test_loss": 0.5177409134127877, "test_acc": 0.7954545454545454, "best_acc": 0.8446969696969697, "spike_rates": [0.05324536781100666, 0.07569542088929344, 0.08254821116433424, 0.117079657228554, 0.17240456973805146], "spikes_per_sample": 251143.34318438912, "wall_time_s": 2.232569932937622, "timestamp": "2026-08-21T12:03:55.979694+00:00"}
+{"epoch": 55, "train_loss": 0.8312544381751447, "train_acc": 0.8680297397769516, "test_loss": 0.43265214562416077, "test_acc": 0.8295454545454546, "best_acc": 0.8446969696969697, "spike_rates": [0.055578862700392216, 0.07771388266016455, 0.08311956945587606, 0.11855753204401802, 0.1734731863526737], "spikes_per_sample": 258658.50325226248, "wall_time_s": 2.237137794494629, "timestamp": "2026-08-21T12:03:58.241438+00:00"}
+{"epoch": 56, "train_loss": 0.7799216240755245, "train_acc": 0.9219330855018587, "test_loss": 0.7556496497356531, "test_acc": 0.7348484848484849, "best_acc": 0.8446969696969697, "spike_rates": [0.05613671418498544, 0.07803611106732312, 0.08285560809514102, 0.11986548453569412, 0.17436062939026775], "spikes_per_sample": 260204.88404977377, "wall_time_s": 2.2238240242004395, "timestamp": "2026-08-21T12:04:00.491508+00:00"}
+{"epoch": 57, "train_loss": 0.7911109091180851, "train_acc": 0.912639405204461, "test_loss": 0.4236058538610285, "test_acc": 0.8295454545454546, "best_acc": 0.8446969696969697, "spike_rates": [0.05574254669687327, 0.07768502480843488, 0.08228543795206968, 0.11825518835993375, 0.17479505609063542], "spikes_per_sample": 258503.86114253395, "wall_time_s": 2.2283995151519775, "timestamp": "2026-08-21T12:04:02.744967+00:00"}
+{"epoch": 58, "train_loss": 0.7886921154078941, "train_acc": 0.9200743494423792, "test_loss": 0.4342604424014236, "test_acc": 0.8333333333333334, "best_acc": 0.8446969696969697, "spike_rates": [0.05622748636147555, 0.0784237818682895, 0.08152494973996106, 0.11696418725392398, 0.17152320199153004], "spikes_per_sample": 259700.56900452488, "wall_time_s": 2.2302801609039307, "timestamp": "2026-08-21T12:04:05.001788+00:00"}
+{"epoch": 59, "train_loss": 0.7770468393222993, "train_acc": 0.9014869888475836, "test_loss": 0.49945804386427906, "test_acc": 0.8143939393939394, "best_acc": 0.8446969696969697, "spike_rates": [0.05441161398501957, 0.07614610431825414, 0.0798100018325974, 0.11588664659682442, 0.1713092169340919], "spikes_per_sample": 252463.786199095, "wall_time_s": 2.226590394973755, "timestamp": "2026-08-21T12:04:07.257540+00:00"}
+{"epoch": 60, "train_loss": 0.7410752611532531, "train_acc": 0.9386617100371747, "test_loss": 0.45398005933472607, "test_acc": 0.8522727272727273, "best_acc": 0.8522727272727273, "spike_rates": [0.05363866686820984, 0.07515919646796058, 0.07939270971452489, 0.11610337653580834, 0.1707495959366069], "spikes_per_sample": 249613.05854072399, "wall_time_s": 2.2239644527435303, "timestamp": "2026-08-21T12:04:09.507264+00:00"}
+{"epoch": 61, "train_loss": 0.7790001555446355, "train_acc": 0.9163568773234201, "test_loss": 0.46038823958599207, "test_acc": 0.8409090909090909, "best_acc": 0.8522727272727273, "spike_rates": [0.053436852115042066, 0.07613824921495774, 0.08027087809408412, 0.11448428648359635, 0.16986439596204198], "spikes_per_sample": 250457.60463800907, "wall_time_s": 2.2304179668426514, "timestamp": "2026-08-21T12:04:11.769541+00:00"}
+{"epoch": 62, "train_loss": 0.7790251547076001, "train_acc": 0.8903345724907064, "test_loss": 0.5832729953708071, "test_acc": 0.7916666666666666, "best_acc": 0.8522727272727273, "spike_rates": [0.05451671910636565, 0.07612798538278132, 0.07843557964353, 0.11429445489364512, 0.1700893596691244], "spikes_per_sample": 251727.11807126694, "wall_time_s": 2.2239296436309814, "timestamp": "2026-08-21T12:04:14.019276+00:00"}
+{"epoch": 63, "train_loss": 0.7509941192807761, "train_acc": 0.9312267657992565, "test_loss": 0.47246543566385907, "test_acc": 0.8484848484848485, "best_acc": 0.8522727272727273, "spike_rates": [0.054077634916586036, 0.07581376240533941, 0.07855202783556546, 0.11513018520439372, 0.16919276731855729], "spikes_per_sample": 250639.778280543, "wall_time_s": 2.224379062652588, "timestamp": "2026-08-21T12:04:16.271204+00:00"}
+{"epoch": 64, "train_loss": 0.7604107196446245, "train_acc": 0.9237918215613383, "test_loss": 0.40112408905318286, "test_acc": 0.8257575757575758, "best_acc": 0.8522727272727273, "spike_rates": [0.05324050630716717, 0.07500627549255595, 0.07757313198903028, 0.1135045653756927, 0.16815732770106373], "spikes_per_sample": 247302.73585972853, "wall_time_s": 2.2269856929779053, "timestamp": "2026-08-21T12:04:18.527418+00:00"}
+{"epoch": 65, "train_loss": 0.7284813020309108, "train_acc": 0.929368029739777, "test_loss": 0.3925391363375115, "test_acc": 0.8484848484848485, "best_acc": 0.8522727272727273, "spike_rates": [0.05353241435745183, 0.0752502202111132, 0.07733992662499933, 0.11232188212520935, 0.1684395802371642], "spikes_per_sample": 247896.4992929864, "wall_time_s": 2.2278223037719727, "timestamp": "2026-08-21T12:04:20.780960+00:00"}
+{"epoch": 66, "train_loss": 0.7251012374034158, "train_acc": 0.9442379182156134, "test_loss": 0.36659428296667157, "test_acc": 0.8636363636363636, "best_acc": 0.8636363636363636, "spike_rates": [0.053643395576406926, 0.07480229568832061, 0.07546402733115588, 0.11100041603340823, 0.16830375352326563], "spikes_per_sample": 246501.45390271494, "wall_time_s": 2.2244455814361572, "timestamp": "2026-08-21T12:04:23.031982+00:00"}
+{"epoch": 67, "train_loss": 0.6822143429717167, "train_acc": 0.9628252788104089, "test_loss": 0.4088167295311437, "test_acc": 0.8484848484848485, "best_acc": 0.8636363636363636, "spike_rates": [0.052516743540763855, 0.07338223562521093, 0.07449895713259191, 0.11070872229688308, 0.16830485796227174], "spikes_per_sample": 242104.26852375566, "wall_time_s": 2.2161052227020264, "timestamp": "2026-08-21T12:04:25.279839+00:00"}
+{"epoch": 68, "train_loss": 0.7084673253133837, "train_acc": 0.9442379182156134, "test_loss": 0.47642975142507843, "test_acc": 0.8333333333333334, "best_acc": 0.8636363636363636, "spike_rates": [0.05244139560005244, 0.07350425203056897, 0.0739570965661722, 0.11093374736168805, 0.16754718300174265], "spikes_per_sample": 241814.5749434389, "wall_time_s": 2.225217580795288, "timestamp": "2026-08-21T12:04:27.531424+00:00"}
+{"epoch": 69, "train_loss": 0.6912074727196675, "train_acc": 0.949814126394052, "test_loss": 0.3931394707072865, "test_acc": 0.8446969696969697, "best_acc": 0.8636363636363636, "spike_rates": [0.052315392476670886, 0.07297381451901268, 0.07375779616482117, 0.11025830095305163, 0.16821639502749725], "spikes_per_sample": 240806.7063065611, "wall_time_s": 2.219120502471924, "timestamp": "2026-08-21T12:04:29.776387+00:00"}
+{"epoch": 70, "train_loss": 0.7023887370598804, "train_acc": 0.9479553903345725, "test_loss": 0.3904041647911072, "test_acc": 0.8446969696969697, "best_acc": 0.8636363636363636, "spike_rates": [0.0524539717418306, 0.07304867094053942, 0.07365384960875791, 0.11001096841167002, 0.16778422979747548], "spikes_per_sample": 241086.80712669683, "wall_time_s": 2.2288739681243896, "timestamp": "2026-08-21T12:04:32.031014+00:00"}
+{"epoch": 71, "train_loss": 0.6845547793966243, "train_acc": 0.9405204460966543, "test_loss": 0.4666596795573379, "test_acc": 0.8143939393939394, "best_acc": 0.8636363636363636, "spike_rates": [0.05222310914712794, 0.0721049444640384, 0.07278987195561915, 0.10923591825891943, 0.16709266427685232], "spikes_per_sample": 239053.09813348416, "wall_time_s": 2.2141685485839844, "timestamp": "2026-08-21T12:04:34.271162+00:00"}
+{"epoch": 72, "train_loss": 0.6972009532956829, "train_acc": 0.949814126394052, "test_loss": 0.465262616222555, "test_acc": 0.8181818181818182, "best_acc": 0.8636363636363636, "spike_rates": [0.052185908179072774, 0.07188917564995148, 0.07220642575446297, 0.10903559581321828, 0.16565243549206676], "spikes_per_sample": 238404.8761312217, "wall_time_s": 2.220707416534424, "timestamp": "2026-08-21T12:04:36.517431+00:00"}
+{"epoch": 73, "train_loss": 0.6700540098559015, "train_acc": 0.9479553903345725, "test_loss": 0.4185485424417438, "test_acc": 0.8333333333333334, "best_acc": 0.8636363636363636, "spike_rates": [0.05259830679963617, 0.07272113684345693, 0.07231098544948242, 0.10918803030953687, 0.16537301330005422], "spikes_per_sample": 240214.69188348416, "wall_time_s": 2.220276355743408, "timestamp": "2026-08-21T12:04:38.763988+00:00"}
+{"epoch": 74, "train_loss": 0.6603317271821117, "train_acc": 0.9721189591078067, "test_loss": 0.45936617164900806, "test_acc": 0.8295454545454546, "best_acc": 0.8636363636363636, "spike_rates": [0.05209553263643209, 0.0732638130293173, 0.07243468349470812, 0.10891184692873675, 0.16622393183848438], "spikes_per_sample": 239764.16925904976, "wall_time_s": 2.2191660404205322, "timestamp": "2026-08-21T12:04:41.008904+00:00"}
+{"epoch": 75, "train_loss": 0.6857231445472036, "train_acc": 0.9516728624535316, "test_loss": 0.41753908720883454, "test_acc": 0.8446969696969697, "best_acc": 0.8636363636363636, "spike_rates": [0.051409455344957465, 0.07319870678817525, 0.07280485419666066, 0.10939306196044474, 0.16833637654781342], "spikes_per_sample": 238530.81094457014, "wall_time_s": 2.2184975147247314, "timestamp": "2026-08-21T12:04:43.253501+00:00"}
+{"epoch": 76, "train_loss": 0.6705522213726682, "train_acc": 0.9535315985130112, "test_loss": 0.4351685932188323, "test_acc": 0.8295454545454546, "best_acc": 0.8636363636363636, "spike_rates": [0.051997693584245795, 0.07290719581000946, 0.07255035025231979, 0.10887541928712059, 0.16451919341788573], "spikes_per_sample": 239228.13235294117, "wall_time_s": 2.2112090587615967, "timestamp": "2026-08-21T12:04:45.489976+00:00"}
+{"epoch": 77, "train_loss": 0.6993021173991235, "train_acc": 0.9535315985130112, "test_loss": 0.42303101402340515, "test_acc": 0.8371212121212122, "best_acc": 0.8636363636363636, "spike_rates": [0.052013439948067945, 0.07259856032974579, 0.0717980550492511, 0.1079948101850117, 0.16394219065413757], "spikes_per_sample": 238422.42618778278, "wall_time_s": 2.2226014137268066, "timestamp": "2026-08-21T12:04:47.739326+00:00"}
+{"epoch": 78, "train_loss": 0.6971313062653666, "train_acc": 0.9423791821561338, "test_loss": 0.38134992122650146, "test_acc": 0.8674242424242424, "best_acc": 0.8674242424242424, "spike_rates": [0.05218549269963713, 0.0726770438692149, 0.07189937680959702, 0.10818022752509397, 0.16580617953749263], "spikes_per_sample": 238958.36481900452, "wall_time_s": 2.2176878452301025, "timestamp": "2026-08-21T12:04:49.983301+00:00"}
+{"epoch": 79, "train_loss": 0.6620203768453633, "train_acc": 0.9646840148698885, "test_loss": 0.4366044221502362, "test_acc": 0.8446969696969697, "best_acc": 0.8674242424242424, "spike_rates": [0.05225400758140227, 0.07256554593058194, 0.0708954781293869, 0.10822347639238133, 0.16503621462513418], "spikes_per_sample": 238458.439479638, "wall_time_s": 2.2213356494903564, "timestamp": "2026-08-21T12:04:52.234787+00:00"}
+{"epoch": 80, "train_loss": 0.6682324600042464, "train_acc": 0.966542750929368, "test_loss": 0.3962378610264171, "test_acc": 0.8409090909090909, "best_acc": 0.8674242424242424, "spike_rates": [0.05219340258661438, 0.07255752209354849, 0.07066041055847616, 0.10763919222004273, 0.1643945864018272], "spikes_per_sample": 238118.1589366516, "wall_time_s": 2.2210960388183594, "timestamp": "2026-08-21T12:04:54.481970+00:00"}
+{"epoch": 81, "train_loss": 0.6454497637801897, "train_acc": 0.9758364312267658, "test_loss": 0.37722477316856384, "test_acc": 0.8522727272727273, "best_acc": 0.8674242424242424, "spike_rates": [0.0512225470122169, 0.07242148281896815, 0.07063998676398221, 0.10795509157811894, 0.1664276123046875], "spikes_per_sample": 235986.13122171946, "wall_time_s": 2.223541021347046, "timestamp": "2026-08-21T12:04:56.731285+00:00"}
+{"epoch": 82, "train_loss": 0.6425001585793761, "train_acc": 0.9684014869888475, "test_loss": 0.4068862561023597, "test_acc": 0.8484848484848485, "best_acc": 0.8674242424242424, "spike_rates": [0.051769608960432166, 0.07247722543337766, 0.07068373876459458, 0.10788590811631259, 0.1651419734253603], "spikes_per_sample": 237196.05670248868, "wall_time_s": 2.2215652465820312, "timestamp": "2026-08-21T12:04:58.979613+00:00"}
+{"epoch": 83, "train_loss": 0.6397907505691273, "train_acc": 0.9739776951672863, "test_loss": 0.37771134304277826, "test_acc": 0.8446969696969697, "best_acc": 0.8674242424242424, "spike_rates": [0.0518314989612383, 0.0723872044507195, 0.07089205655981512, 0.10774867499575895, 0.16454208160147948], "spikes_per_sample": 237316.940469457, "wall_time_s": 2.222970485687256, "timestamp": "2026-08-21T12:05:01.228513+00:00"}
+{"epoch": 84, "train_loss": 0.650092112530563, "train_acc": 0.9646840148698885, "test_loss": 0.4240123358639804, "test_acc": 0.8522727272727273, "best_acc": 0.8674242424242424, "spike_rates": [0.05246128054226146, 0.07313032842734281, 0.07176016534076017, 0.10810618935262456, 0.16480933480403004], "spikes_per_sample": 239921.61849547512, "wall_time_s": 2.2202231884002686, "timestamp": "2026-08-21T12:05:03.475252+00:00"}
+{"epoch": 85, "train_loss": 0.6357744457996468, "train_acc": 0.9721189591078067, "test_loss": 0.36821442300623114, "test_acc": 0.8560606060606061, "best_acc": 0.8674242424242424, "spike_rates": [0.052095375735970104, 0.07320593867231817, 0.07174765713074628, 0.10819628878551371, 0.165977979407591], "spikes_per_sample": 239247.5125848416, "wall_time_s": 2.218925714492798, "timestamp": "2026-08-21T12:05:05.719874+00:00"}
+{"epoch": 86, "train_loss": 0.6469811921226047, "train_acc": 0.9646840148698885, "test_loss": 0.39039093255996704, "test_acc": 0.8636363636363636, "best_acc": 0.8674242424242424, "spike_rates": [0.05188440947848208, 0.07269497215747833, 0.07132499884156619, 0.10803866956163855, 0.16504068497349234], "spikes_per_sample": 238020.0945984163, "wall_time_s": 2.222546339035034, "timestamp": "2026-08-21T12:05:07.967668+00:00"}
+{"epoch": 87, "train_loss": 0.6463348836703815, "train_acc": 0.9702602230483272, "test_loss": 0.378631131215529, "test_acc": 0.8409090909090909, "best_acc": 0.8674242424242424, "spike_rates": [0.05263403715456233, 0.07295762616045334, 0.0716632464352776, 0.10807694275589551, 0.1657488556469188], "spikes_per_sample": 240054.95970022623, "wall_time_s": 2.216104030609131, "timestamp": "2026-08-21T12:05:10.209045+00:00"}
+{"epoch": 88, "train_loss": 0.6457037843736131, "train_acc": 0.9795539033457249, "test_loss": 0.40687472892530036, "test_acc": 0.8522727272727273, "best_acc": 0.8674242424242424, "spike_rates": [0.05237039923667908, 0.07279132920153, 0.0713609334300546, 0.10704730012837578, 0.1640008609084522], "spikes_per_sample": 239020.9670531674, "wall_time_s": 2.220543384552002, "timestamp": "2026-08-21T12:05:12.455560+00:00"}
+{"epoch": 89, "train_loss": 0.6633360817973055, "train_acc": 0.9609665427509294, "test_loss": 0.3774016219558138, "test_acc": 0.8484848484848485, "best_acc": 0.8674242424242424, "spike_rates": [0.05181517232866848, 0.07247816990403567, 0.07097988882485558, 0.10670509627636741, 0.16203756893382354], "spikes_per_sample": 237268.89408936654, "wall_time_s": 2.2224903106689453, "timestamp": "2026-08-21T12:05:14.705104+00:00"}
+{"epoch": 90, "train_loss": 0.6447305741363298, "train_acc": 0.9739776951672863, "test_loss": 0.39760280016696814, "test_acc": 0.8484848484848485, "best_acc": 0.8674242424242424, "spike_rates": [0.05171652401194853, 0.07250374073491377, 0.07121974711909014, 0.10728724651476916, 0.1645529734737733], "spikes_per_sample": 237310.35180995477, "wall_time_s": 2.2308349609375, "timestamp": "2026-08-21T12:05:16.961458+00:00"}
+{"epoch": 91, "train_loss": 0.6412057535355862, "train_acc": 0.9758364312267658, "test_loss": 0.38634345928827923, "test_acc": 0.8674242424242424, "best_acc": 0.8674242424242424, "spike_rates": [0.05149238140267484, 0.07259502042742337, 0.07079185413963654, 0.10674955652040594, 0.16377553519080668], "spikes_per_sample": 236634.75452488687, "wall_time_s": 2.2253198623657227, "timestamp": "2026-08-21T12:05:19.211925+00:00"}
+{"epoch": 92, "train_loss": 0.6336941078693007, "train_acc": 0.9814126394052045, "test_loss": 0.41438098567904846, "test_acc": 0.8409090909090909, "best_acc": 0.8674242424242424, "spike_rates": [0.051775313475552726, 0.07210569390479256, 0.07041122150771759, 0.10651572180144928, 0.16268608499975765], "spikes_per_sample": 236475.81108597285, "wall_time_s": 2.2209270000457764, "timestamp": "2026-08-21T12:05:21.458746+00:00"}
+{"epoch": 93, "train_loss": 0.656683407751601, "train_acc": 0.9609665427509294, "test_loss": 0.4125587244828542, "test_acc": 0.8446969696969697, "best_acc": 0.8674242424242424, "spike_rates": [0.05184689207988627, 0.07234822914880865, 0.07052304683362737, 0.1066284731907003, 0.16406365703133977], "spikes_per_sample": 236964.70418552036, "wall_time_s": 2.2243006229400635, "timestamp": "2026-08-21T12:05:23.708931+00:00"}
+{"epoch": 94, "train_loss": 0.6370826175221723, "train_acc": 0.9739776951672863, "test_loss": 0.40566249327226117, "test_acc": 0.8484848484848485, "best_acc": 0.8674242424242424, "spike_rates": [0.05171595119378146, 0.07229801004423815, 0.07060906247181051, 0.10692044961101868, 0.16449233538964214], "spikes_per_sample": 236724.06985294117, "wall_time_s": 2.2233080863952637, "timestamp": "2026-08-21T12:05:25.958208+00:00"}
+{"epoch": 95, "train_loss": 0.632270943276501, "train_acc": 0.9776951672862454, "test_loss": 0.40817959922732727, "test_acc": 0.8598484848484849, "best_acc": 0.8674242424242424, "spike_rates": [0.051697860088418514, 0.07225786763079026, 0.07040190696716309, 0.10629414679373012, 0.16275383444393382], "spikes_per_sample": 236439.6866515837, "wall_time_s": 2.2273473739624023, "timestamp": "2026-08-21T12:05:28.210415+00:00"}
+{"epoch": 96, "train_loss": 0.6331277175020551, "train_acc": 0.9739776951672863, "test_loss": 0.4243515928586324, "test_acc": 0.8522727272727273, "best_acc": 0.8674242424242424, "spike_rates": [0.05197748322697247, 0.07248264507335775, 0.07082939717699499, 0.10684540078920476, 0.16398788112051346], "spikes_per_sample": 237568.03535067872, "wall_time_s": 2.224876642227173, "timestamp": "2026-08-21T12:05:30.461424+00:00"}
+{"epoch": 97, "train_loss": 0.632660240932025, "train_acc": 0.9739776951672863, "test_loss": 0.3957508892724008, "test_acc": 0.8636363636363636, "best_acc": 0.8674242424242424, "spike_rates": [0.05154336375348708, 0.0722291771979893, 0.07036098311929141, 0.1063294735024957, 0.1635413020849228], "spikes_per_sample": 236075.16459276018, "wall_time_s": 2.224703788757324, "timestamp": "2026-08-21T12:05:32.711835+00:00"}
+{"epoch": 98, "train_loss": 0.6401704859999476, "train_acc": 0.9721189591078067, "test_loss": 0.42587419350941974, "test_acc": 0.8522727272727273, "best_acc": 0.8674242424242424, "spike_rates": [0.05166940150015494, 0.07260617482311585, 0.070869480862337, 0.10681784240638509, 0.16317995856789982], "spikes_per_sample": 237063.00820135747, "wall_time_s": 2.222919225692749, "timestamp": "2026-08-21T12:05:34.960048+00:00"}
+{"epoch": 99, "train_loss": 0.633576208774042, "train_acc": 0.9795539033457249, "test_loss": 0.4172903696695964, "test_acc": 0.8522727272727273, "best_acc": 0.8674242424242424, "spike_rates": [0.05170711502432823, 0.0722039933590328, 0.07061814998879153, 0.10653697567827561, 0.16257342170266545], "spikes_per_sample": 236547.75311085975, "wall_time_s": 2.2262167930603027, "timestamp": "2026-08-21T12:05:37.211117+00:00"}
+{"epoch": 100, "train_loss": 0.647230220550055, "train_acc": 0.9702602230483272, "test_loss": 0.4052285642334909, "test_acc": 0.8484848484848485, "best_acc": 0.8674242424242424, "spike_rates": [0.051674527937875074, 0.07206868818577598, 0.07050250908907722, 0.1063172129147193, 0.16158073789933147], "spikes_per_sample": 236239.81787330317, "wall_time_s": 2.2326130867004395, "timestamp": "2026-08-21T12:05:39.470408+00:00"}

opt4_mint_membrane_quant/opt4_ubits6.gpu_telemetry.csv

@@ -0,0 +1,147 @@
+timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
+2026/08/21 11:59:52.406, 0, 0, 0, 0, 15360, 62, 11.81, 300
+2026/08/21 11:59:52.424, 1, 0, 0, 0, 15360, 52, 10.72, 300
+2026/08/21 11:59:57.478, 0, 0, 0, 105, 15360, 63, 30.46, 585
+2026/08/21 11:59:57.488, 1, 0, 0, 123, 15360, 52, 26.72, 585
+2026/08/21 12:00:02.536, 0, 0, 0, 205, 15360, 64, 30.64, 585
+2026/08/21 12:00:02.546, 1, 100, 0, 205, 15360, 55, 39.98, 1590
+2026/08/21 12:00:07.591, 0, 0, 0, 205, 15360, 65, 30.84, 585
+2026/08/21 12:00:07.601, 1, 100, 0, 205, 15360, 56, 40.18, 1590
+2026/08/21 12:00:12.646, 0, 0, 0, 205, 15360, 65, 30.93, 585
+2026/08/21 12:00:12.656, 1, 100, 0, 205, 15360, 57, 40.45, 1590
+2026/08/21 12:00:17.700, 0, 0, 0, 205, 15360, 66, 31.03, 585
+2026/08/21 12:00:17.709, 1, 100, 0, 205, 15360, 58, 40.65, 1590
+2026/08/21 12:00:22.753, 0, 0, 0, 205, 15360, 66, 31.11, 585
+2026/08/21 12:00:22.763, 1, 100, 0, 205, 15360, 59, 40.74, 1590
+2026/08/21 12:00:27.808, 0, 0, 0, 205, 15360, 67, 31.23, 585
+2026/08/21 12:00:27.818, 1, 0, 0, 205, 15360, 59, 27.41, 585
+2026/08/21 12:00:32.867, 0, 0, 0, 205, 15360, 67, 31.33, 585
+2026/08/21 12:00:32.877, 1, 0, 0, 205, 15360, 59, 27.51, 585
+2026/08/21 12:00:37.925, 0, 0, 0, 205, 15360, 67, 31.43, 585
+2026/08/21 12:00:37.936, 1, 0, 0, 205, 15360, 59, 27.51, 585
+2026/08/21 12:00:42.987, 0, 0, 0, 205, 15360, 68, 31.52, 585
+2026/08/21 12:00:42.997, 1, 0, 0, 205, 15360, 59, 27.51, 585
+2026/08/21 12:00:48.046, 0, 0, 0, 205, 15360, 68, 31.62, 585
+2026/08/21 12:00:48.056, 1, 0, 0, 205, 15360, 59, 27.61, 585
+2026/08/21 12:00:53.106, 0, 0, 0, 205, 15360, 68, 31.72, 585
+2026/08/21 12:00:53.117, 1, 0, 0, 205, 15360, 59, 27.61, 585
+2026/08/21 12:00:58.165, 0, 0, 0, 205, 15360, 69, 31.82, 585
+2026/08/21 12:00:58.176, 1, 0, 0, 205, 15360, 59, 27.61, 585
+2026/08/21 12:01:03.224, 0, 0, 0, 205, 15360, 69, 31.80, 585
+2026/08/21 12:01:03.235, 1, 0, 0, 205, 15360, 59, 27.61, 585
+2026/08/21 12:01:08.283, 0, 0, 0, 205, 15360, 69, 31.92, 585
+2026/08/21 12:01:08.296, 1, 0, 0, 205, 15360, 60, 27.71, 585
+2026/08/21 12:01:13.345, 0, 0, 0, 341, 15360, 70, 32.02, 585
+2026/08/21 12:01:13.356, 1, 0, 0, 205, 15360, 60, 27.71, 585
+2026/08/21 12:01:18.405, 0, 0, 0, 341, 15360, 70, 32.12, 585
+2026/08/21 12:01:18.415, 1, 0, 0, 205, 15360, 60, 27.81, 585
+2026/08/21 12:01:23.463, 0, 0, 0, 341, 15360, 70, 32.19, 585
+2026/08/21 12:01:23.474, 1, 0, 0, 205, 15360, 60, 27.81, 585
+2026/08/21 12:01:28.520, 0, 100, 0, 395, 15360, 72, 48.20, 1590
+2026/08/21 12:01:28.527, 1, 0, 0, 205, 15360, 61, 27.81, 585
+2026/08/21 12:01:33.575, 0, 100, 0, 395, 15360, 74, 49.38, 1590
+2026/08/21 12:01:33.582, 1, 0, 0, 205, 15360, 61, 27.89, 585
+2026/08/21 12:01:38.632, 0, 100, 0, 395, 15360, 75, 49.93, 1590
+2026/08/21 12:01:38.639, 1, 0, 0, 341, 15360, 61, 27.90, 585
+2026/08/21 12:01:43.686, 0, 100, 0, 395, 15360, 76, 50.52, 1590
+2026/08/21 12:01:43.693, 1, 0, 0, 341, 15360, 61, 27.90, 585
+2026/08/21 12:01:48.740, 0, 100, 0, 395, 15360, 78, 51.59, 1590
+2026/08/21 12:01:48.748, 1, 0, 0, 341, 15360, 61, 28.00, 585
+2026/08/21 12:01:53.799, 0, 20, 17, 2203, 15360, 79, 45.39, 1575
+2026/08/21 12:01:53.811, 1, 30, 18, 2203, 15360, 62, 30.62, 585
+2026/08/21 12:01:58.865, 0, 98, 80, 3315, 15360, 80, 55.50, 1050
+2026/08/21 12:01:58.882, 1, 96, 78, 3315, 15360, 66, 76.19, 1275
+2026/08/21 12:02:03.934, 0, 97, 73, 3315, 15360, 82, 64.12, 1050
+2026/08/21 12:02:03.949, 1, 95, 74, 3315, 15360, 68, 71.97, 1395
+2026/08/21 12:02:09.002, 0, 96, 76, 3315, 15360, 82, 67.05, 870
+2026/08/21 12:02:09.024, 1, 96, 73, 3315, 15360, 69, 61.92, 1260
+2026/08/21 12:02:14.081, 0, 95, 72, 3315, 15360, 82, 62.56, 1020
+2026/08/21 12:02:14.097, 1, 97, 77, 3315, 15360, 69, 60.34, 1350
+2026/08/21 12:02:19.147, 0, 97, 85, 3315, 15360, 80, 64.12, 990
+2026/08/21 12:02:19.165, 1, 98, 57, 3315, 15360, 67, 43.34, 1590
+2026/08/21 12:02:24.212, 0, 96, 78, 3315, 15360, 78, 64.80, 1080
+2026/08/21 12:02:24.231, 1, 98, 81, 3315, 15360, 67, 54.88, 1365
+2026/08/21 12:02:29.288, 0, 96, 77, 3315, 15360, 77, 70.31, 975
+2026/08/21 12:02:29.305, 1, 96, 77, 3315, 15360, 67, 61.26, 1305
+2026/08/21 12:02:34.359, 0, 96, 79, 3315, 15360, 76, 75.27, 990
+2026/08/21 12:02:34.376, 1, 96, 78, 3315, 15360, 67, 61.01, 1290
+2026/08/21 12:02:39.427, 0, 97, 88, 3315, 15360, 76, 65.77, 1050
+2026/08/21 12:02:39.444, 1, 96, 65, 3315, 15360, 66, 42.95, 1590
+2026/08/21 12:02:44.490, 0, 96, 78, 3315, 15360, 75, 68.32, 1035
+2026/08/21 12:02:44.505, 1, 96, 78, 3315, 15360, 67, 65.83, 1320
+2026/08/21 12:02:49.552, 0, 96, 79, 3315, 15360, 75, 63.44, 1080
+2026/08/21 12:02:49.571, 1, 97, 79, 3315, 15360, 67, 55.04, 1350
+2026/08/21 12:02:54.626, 0, 97, 79, 3315, 15360, 75, 60.85, 990
+2026/08/21 12:02:54.640, 1, 96, 77, 3315, 15360, 67, 80.01, 1305
+2026/08/21 12:02:59.694, 0, 94, 90, 3315, 15360, 75, 60.46, 1110
+2026/08/21 12:02:59.709, 1, 100, 0, 3315, 15360, 68, 81.71, 1155
+2026/08/21 12:03:04.767, 0, 96, 77, 3315, 15360, 76, 65.97, 960
+2026/08/21 12:03:04.787, 1, 97, 82, 3315, 15360, 68, 69.00, 1290
+2026/08/21 12:03:09.842, 0, 96, 76, 3315, 15360, 76, 61.37, 975
+2026/08/21 12:03:09.857, 1, 96, 76, 3315, 15360, 69, 69.48, 1290
+2026/08/21 12:03:14.915, 0, 96, 76, 3315, 15360, 77, 63.38, 960
+2026/08/21 12:03:14.936, 1, 97, 77, 3315, 15360, 69, 69.38, 1275
+2026/08/21 12:03:19.983, 0, 86, 83, 3315, 15360, 77, 79.92, 1050
+2026/08/21 12:03:20.002, 1, 95, 65, 3315, 15360, 70, 65.87, 1320
+2026/08/21 12:03:25.057, 0, 98, 80, 3315, 15360, 77, 55.34, 1020
+2026/08/21 12:03:25.076, 1, 97, 81, 3315, 15360, 70, 75.85, 1320
+2026/08/21 12:03:30.138, 0, 96, 76, 3315, 15360, 78, 61.53, 1005
+2026/08/21 12:03:30.158, 1, 96, 75, 3315, 15360, 71, 59.39, 1320
+2026/08/21 12:03:35.209, 0, 96, 76, 3315, 15360, 78, 72.35, 945
+2026/08/21 12:03:35.230, 1, 96, 77, 3315, 15360, 71, 62.76, 1200
+2026/08/21 12:03:40.284, 0, 98, 93, 3315, 15360, 78, 65.00, 945
+2026/08/21 12:03:40.299, 1, 98, 31, 3315, 15360, 71, 60.69, 1200
+2026/08/21 12:03:45.356, 0, 97, 80, 3315, 15360, 78, 60.75, 960
+2026/08/21 12:03:45.368, 1, 97, 81, 3315, 15360, 71, 79.96, 1170
+2026/08/21 12:03:50.427, 0, 95, 77, 3315, 15360, 78, 65.33, 1065
+2026/08/21 12:03:50.448, 1, 96, 74, 3315, 15360, 71, 67.79, 1335
+2026/08/21 12:03:55.502, 0, 97, 80, 3315, 15360, 77, 74.00, 975
+2026/08/21 12:03:55.518, 1, 95, 76, 3315, 15360, 71, 64.35, 1245
+2026/08/21 12:04:00.566, 0, 84, 78, 3315, 15360, 77, 40.84, 1260
+2026/08/21 12:04:00.580, 1, 100, 0, 3315, 15360, 71, 81.70, 1185
+2026/08/21 12:04:05.641, 0, 97, 81, 3315, 15360, 77, 68.32, 1095
+2026/08/21 12:04:05.658, 1, 96, 77, 3315, 15360, 71, 63.85, 1365
+2026/08/21 12:04:10.719, 0, 96, 77, 3315, 15360, 77, 65.15, 1020
+2026/08/21 12:04:10.740, 1, 95, 78, 3315, 15360, 71, 71.28, 1380
+2026/08/21 12:04:15.795, 0, 95, 78, 3315, 15360, 77, 63.63, 1035
+2026/08/21 12:04:15.811, 1, 97, 80, 3315, 15360, 71, 69.87, 1230
+2026/08/21 12:04:20.858, 0, 85, 82, 3315, 15360, 77, 70.99, 1290
+2026/08/21 12:04:20.871, 1, 100, 0, 3315, 15360, 70, 44.90, 1260
+2026/08/21 12:04:25.925, 0, 96, 77, 3315, 15360, 77, 58.97, 1050
+2026/08/21 12:04:25.938, 1, 97, 81, 3315, 15360, 71, 74.00, 1320
+2026/08/21 12:04:30.990, 0, 96, 77, 3315, 15360, 76, 56.90, 1065
+2026/08/21 12:04:31.007, 1, 97, 80, 3315, 15360, 71, 76.28, 1305
+2026/08/21 12:04:36.061, 0, 96, 77, 3315, 15360, 76, 57.42, 1080
+2026/08/21 12:04:36.080, 1, 97, 82, 3315, 15360, 71, 75.12, 1305
+2026/08/21 12:04:41.142, 0, 83, 79, 3315, 15360, 76, 62.80, 960
+2026/08/21 12:04:41.157, 1, 100, 0, 3315, 15360, 70, 61.14, 1215
+2026/08/21 12:04:46.212, 0, 96, 78, 3315, 15360, 77, 64.22, 960
+2026/08/21 12:04:46.229, 1, 96, 79, 3315, 15360, 71, 67.05, 1260
+2026/08/21 12:04:51.281, 0, 96, 77, 3315, 15360, 77, 64.41, 975
+2026/08/21 12:04:51.297, 1, 96, 79, 3315, 15360, 71, 64.12, 1290
+2026/08/21 12:04:56.352, 0, 96, 80, 3315, 15360, 77, 63.38, 990
+2026/08/21 12:04:56.370, 1, 95, 78, 3315, 15360, 71, 61.67, 1260
+2026/08/21 12:05:01.422, 0, 84, 78, 3315, 15360, 77, 62.56, 1125
+2026/08/21 12:05:01.439, 1, 100, 0, 3315, 15360, 71, 58.03, 1335
+2026/08/21 12:05:06.490, 0, 95, 78, 3315, 15360, 77, 64.22, 1140
+2026/08/21 12:05:06.507, 1, 96, 76, 3315, 15360, 71, 66.95, 1215
+2026/08/21 12:05:11.565, 0, 96, 81, 3315, 15360, 77, 62.89, 1095
+2026/08/21 12:05:11.580, 1, 94, 78, 3315, 15360, 71, 69.01, 1230
+2026/08/21 12:05:16.630, 0, 93, 75, 3315, 15360, 77, 65.56, 1065
+2026/08/21 12:05:16.644, 1, 94, 75, 3315, 15360, 71, 64.47, 1380
+2026/08/21 12:05:21.695, 0, 84, 75, 3315, 15360, 77, 58.03, 960
+2026/08/21 12:05:21.712, 1, 96, 81, 3315, 15360, 71, 67.77, 1230
+2026/08/21 12:05:26.766, 0, 96, 79, 3315, 15360, 77, 66.80, 885
+2026/08/21 12:05:26.781, 1, 96, 79, 3315, 15360, 71, 62.47, 1200
+2026/08/21 12:05:31.828, 0, 96, 79, 3315, 15360, 77, 62.44, 1095
+2026/08/21 12:05:31.841, 1, 95, 77, 3315, 15360, 71, 65.05, 1140
+2026/08/21 12:05:36.893, 0, 96, 76, 3315, 15360, 77, 65.64, 1140
+2026/08/21 12:05:36.906, 1, 96, 75, 3315, 15360, 71, 65.48, 1155
+2026/08/21 12:05:41.955, 0, 73, 48, 3313, 15360, 77, 62.76, 1245
+2026/08/21 12:05:41.970, 1, 0, 0, 3, 15360, 69, 29.26, 675
+2026/08/21 12:05:47.014, 0, 73, 48, 3313, 15360, 77, 69.77, 1290
+2026/08/21 12:05:47.027, 1, 0, 0, 3, 15360, 65, 10.32, 300
+2026/08/21 12:05:52.080, 0, 72, 49, 3313, 15360, 77, 60.09, 1305
+2026/08/21 12:05:52.091, 1, 0, 0, 3, 15360, 62, 10.32, 300
+2026/08/21 12:05:57.144, 0, 73, 49, 3313, 15360, 77, 73.56, 1260
+2026/08/21 12:05:57.157, 1, 0, 0, 3, 15360, 61, 10.13, 300

opt4_mint_membrane_quant/opt4_ubits6.summary.json

@@ -0,0 +1,88 @@
+{
+  "tag": "opt4_ubits6",
+  "script": "opt4_mint_membrane_quant.py",
+  "script_sha256_16": "598d76c727a2deea",
+  "hf_folder": "opt4_mint_membrane_quant",
+  "priority": 1,
+  "note": "",
+  "phase": 5,
+  "n_phases": 10,
+  "command": [
+    "/usr/bin/python3",
+    "-m",
+    "torch.distributed.run",
+    "--standalone",
+    "--nproc_per_node=2",
+    "/kaggle/temp/snn_runs/scripts/opt4_mint_membrane_quant.py",
+    "--epochs",
+    "100",
+    "--batch-size",
+    "32",
+    "--num-bins",
+    "16",
+    "--event-eval",
+    "--no-hf",
+    "--no-resume",
+    "--data-dir",
+    "/kaggle/temp/dvs128_data",
+    "--num-classes",
+    "11",
+    "--bench",
+    "--u-bits",
+    "6"
+  ],
+  "flags": [
+    "--u-bits",
+    "6"
+  ],
+  "epochs_requested": 100,
+  "epochs_completed": 100,
+  "batch_size_per_gpu": 32,
+  "num_bins_T": 16,
+  "gpus": 2,
+  "amp": false,
+  "exit_code": 0,
+  "status": "ok",
+  "duration_s": 369.6,
+  "sec_per_epoch": 3.7,
+  "started_utc": "2026-08-21T11:59:52.369052+00:00",
+  "finished_utc": "2026-08-21T12:06:01.977163+00:00",
+  "final_epoch_metrics": {
+    "epoch": 100,
+    "train_loss": 0.647230220550055,
+    "train_acc": 0.9702602230483272,
+    "test_loss": 0.4052285642334909,
+    "test_acc": 0.8484848484848485,
+    "best_acc": 0.8674242424242424,
+    "spike_rates": [
+      0.051674527937875074,
+      0.07206868818577598,
+      0.07050250908907722,
+      0.1063172129147193,
+      0.16158073789933147
+    ],
+    "spikes_per_sample": 236239.81787330317,
+    "wall_time_s": 2.2326130867004395,
+    "timestamp": "2026-08-21T12:05:39.470408+00:00"
+  },
+  "best": {
+    "epoch": 78,
+    "test_acc": 0.8674242424242424
+  },
+  "event_driven": {
+    "event_driven_test_acc": 0.8522727272727273,
+    "synaptic_ops_per_inference": 199064751.2222222,
+    "membrane_bytes_per_inference": 178568.25,
+    "u_bits": 6,
+    "kshift": 0,
+    "w_bits": 0
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "opt4_ubits6.zip",
+    "files": 312,
+    "bytes": 1441591211,
+    "MB": 1441.6,
+    "sha256": "5187ff615cb121a879539db1731b404aa3f86c804776689e4b6c4b057dee9524"
+  }
+}

opt4_mint_membrane_quant/opt4_ubits6.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5187ff615cb121a879539db1731b404aa3f86c804776689e4b6c4b057dee9524
+size 1441591211