add run opt4_ubits4_po2

opt4_mint_membrane_quant/opt4_ubits4_po2.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_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,1,2.451893444841236,0.43866171003717475,2.872299642273874,0.2840909090909091,0.2840909090909091,491622.70107466064,2.6463520526885986,2.6,2026-08-21T10:28:32.171349+00:00,0.1032485265065642,0.14861507100217483,0.173229620737188,0.20316809941740596,0.2161300804685144,0.168878,"[0.1032485265065642, 0.14861507100217483, 0.173229620737188, 0.20316809941740596, 0.2161300804685144]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,2,1.6793655037436788,0.5483271375464684,1.7518284645947544,0.48863636363636365,0.48863636363636365,495191.6183540723,2.149749755859375,4.8,2026-08-21T10:28:34.352197+00:00,0.0992827783612644,0.15352002838078668,0.18193641918547013,0.2182852880043142,0.23931648363085353,0.178468,"[0.0992827783612644, 0.15352002838078668, 0.18193641918547013, 0.2182852880043142, 0.23931648363085353]",1,130.38,0.07786,96.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,3,1.4750521448908243,0.5929368029739777,1.1430418346867417,0.5151515151515151,0.5151515151515151,488648.17519796384,2.1642885208129883,7.0,2026-08-21T10:28:36.564864+00:00,0.09517096596605637,0.15595445650465348,0.18244285267942092,0.21278542280197144,0.23702478233505697,0.176676,"[0.09517096596605637, 0.15595445650465348, 0.18244285267942092, 0.21278542280197144, 0.23702478233505697]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,4,1.428465548944296,0.6282527881040892,1.1633039207169504,0.5757575757575758,0.5757575757575758,501012.9691742081,2.1602375507354736,9.1,2026-08-21T10:28:38.757793+00:00,0.10415193219395245,0.15269521842984593,0.1782717880080728,0.20681204865960515,0.22720136712579167,0.173826,"[0.10415193219395245, 0.15269521842984593, 0.1782717880080728, 0.20681204865960515, 0.22720136712579167]",1,129.46,0.07768,96.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,5,1.4058744477516656,0.6059479553903345,1.66301881905758,0.4659090909090909,0.5757575757575758,502433.2542420814,2.1621315479278564,11.3,2026-08-21T10:28:40.952117+00:00,0.10928456967367846,0.14774631226764007,0.17053530847325044,0.206062112660969,0.2269834464087206,0.172122,"[0.10928456967367846, 0.14774631226764007, 0.17053530847325044, 0.206062112660969, 0.2269834464087206]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,6,1.2915614519863767,0.6579925650557621,0.9583932901873733,0.6212121212121212,0.6212121212121212,498276.7710690045,2.17144775390625,13.5,2026-08-21T10:28:43.149464+00:00,0.10524515588493909,0.15265692244557774,0.17085539944031658,0.19894817471504211,0.21850731004686916,0.169243,"[0.10524515588493909, 0.15265692244557774, 0.17085539944031658, 0.19894817471504211, 0.21850731004686916]",1,126.18,0.07611,89.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,7,1.3230343941862255,0.6282527881040892,0.9097426949125348,0.6287878787878788,0.6287878787878788,492848.7163461538,2.178257703781128,15.6,2026-08-21T10:28:45.358539+00:00,0.10402228288790759,0.150010644513018,0.17020342981114106,0.2006949799902299,0.22121262024430668,0.169229,"[0.10402228288790759, 0.150010644513018, 0.17020342981114106, 0.2006949799902299, 0.22121262024430668]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,8,1.239306018255014,0.6579925650557621,0.8685989668875029,0.6136363636363636,0.6287878787878788,482599.70079185517,2.1828837394714355,17.8,2026-08-21T10:28:47.574455+00:00,0.10034958930576549,0.14987431115963878,0.16678900490788853,0.1961490546955782,0.2192674533409231,0.166486,"[0.10034958930576549, 0.14987431115963878, 0.16678900490788853, 0.1961490546955782, 0.2192674533409231]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,9,1.240676400386711,0.6691449814126395,0.8831558805523496,0.6363636363636364,0.6363636363636364,481148.2442024887,2.1879639625549316,20.0,2026-08-21T10:28:49.787293+00:00,0.10009414877961664,0.1482207065119463,0.16861542095156276,0.19534258719752817,0.21506312138894024,0.165467,"[0.10009414877961664, 0.1482207065119463, 0.16861542095156276, 0.19534258719752817, 0.21506312138894024]",1,132.04,0.08025,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,10,1.2196284417326122,0.6840148698884758,0.7518756606362083,0.7007575757575758,0.7007575757575758,476952.48925339367,2.1931111812591553,22.2,2026-08-21T10:28:52.011321+00:00,0.09988598744658862,0.14673569272546208,0.1653447010937859,0.1916629821062088,0.21439430643530452,0.163605,"[0.09988598744658862, 0.14673569272546208, 0.1653447010937859, 0.1916629821062088, 0.21439430643530452]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,11,1.1938870094965826,0.6765799256505576,0.9290235927610686,0.6704545454545454,0.7007575757575758,461704.0629242081,2.1986780166625977,24.4,2026-08-21T10:28:54.241490+00:00,0.09511678928838056,0.14430054671624126,0.1611583890283809,0.18772538181613474,0.2163580471978468,0.160932,"[0.09511678928838056, 0.14430054671624126, 0.1611583890283809, 0.18772538181613474, 0.2163580471978468]",1,130.93,0.07996,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,12,1.2337105039327119,0.6970260223048327,0.6698566024953668,0.7310606060606061,0.7310606060606061,459912.0970022625,2.207371950149536,26.6,2026-08-21T10:28:56.473803+00:00,0.0969183598371113,0.14269130633157842,0.1554336749455508,0.18151835133047664,0.20816841020303614,0.156946,"[0.0969183598371113, 0.14269130633157842, 0.1554336749455508, 0.18151835133047664, 0.20816841020303614]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,13,1.1319310323899563,0.7063197026022305,0.764381052869739,0.7234848484848485,0.7310606060606061,456865.1327771493,2.213712453842163,28.8,2026-08-21T10:28:58.719271+00:00,0.09211215026238385,0.14639285469756408,0.16071197039940777,0.18443171329358043,0.20830969161847057,0.158392,"[0.09211215026238385, 0.14639285469756408, 0.16071197039940777, 0.18443171329358043, 0.20830969161847057]",1,109.39,0.06727,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,14,1.1752592187831836,0.7267657992565055,0.8535551482980902,0.6818181818181818,0.7310606060606061,449791.7235576923,2.221900224685669,31.0,2026-08-21T10:29:00.967262+00:00,0.09200649927644168,0.143760167500552,0.15498147028334,0.17659734452472015,0.20111075394293842,0.153691,"[0.09200649927644168, 0.143760167500552, 0.15498147028334, 0.17659734452472015, 0.20111075394293842]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,15,1.0813127255351127,0.7713754646840149,0.6746752135681383,0.6931818181818182,0.7310606060606061,440215.17434954754,2.2350523471832275,33.3,2026-08-21T10:29:03.227581+00:00,0.08899823795346652,0.14151103882228627,0.15309767337406383,0.1769722656292074,0.20455975830554962,0.153028,"[0.08899823795346652, 0.14151103882228627, 0.15309767337406383, 0.1769722656292074, 0.20455975830554962]",1,130.69,0.08114,96.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,16,1.1345200228425207,0.7379182156133829,0.7783834753614484,0.6893939393939394,0.7310606060606061,441277.5390271493,2.2434561252593994,35.5,2026-08-21T10:29:05.496937+00:00,0.09285391385064405,0.1383106463095721,0.1481238866553587,0.16923536272609935,0.19899767023675582,0.149504,"[0.09285391385064405, 0.1383106463095721, 0.1481238866553587, 0.16923536272609935, 0.19899767023675582]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,17,1.1452176889965526,0.7286245353159851,0.9372023994272406,0.6893939393939394,0.7310606060606061,430232.64493778284,2.2458174228668213,37.8,2026-08-21T10:29:07.769802+00:00,0.08804039920077604,0.13501829171881957,0.15074197334401748,0.17703161958385916,0.2120886760599473,0.152584,"[0.08804039920077604, 0.13501829171881957, 0.15074197334401748, 0.17703161958385916, 0.2120886760599473]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,18,1.1277965927655813,0.7657992565055762,1.63605188962185,0.5151515151515151,0.7310606060606061,417845.45164027147,2.2524595260620117,40.0,2026-08-21T10:29:10.047429+00:00,0.08549106427851845,0.1318166659158819,0.1451611974660088,0.17133939353858724,0.21052118084009955,0.148866,"[0.08549106427851845, 0.1318166659158819, 0.1451611974660088, 0.17133939353858724, 0.21052118084009955]",1,121.31,0.0759,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,19,1.1980711766778316,0.7137546468401487,0.711558405197028,0.75,0.75,429398.60166855203,2.266660690307617,42.3,2026-08-21T10:29:12.339896+00:00,0.09539477220352958,0.1283649048384498,0.1364886322442223,0.1642174598048715,0.19635075418388143,0.144163,"[0.09539477220352958, 0.1283649048384498, 0.1364886322442223, 0.1642174598048715, 0.19635075418388143]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,20,1.088034471171496,0.7527881040892194,0.6733914505351674,0.7462121212121212,0.75,427001.3993212669,2.2782373428344727,44.6,2026-08-21T10:29:14.651532+00:00,0.08842113088159,0.13498849728528192,0.14534731735201442,0.16814227226902456,0.2110728788025239,0.149594,"[0.08842113088159, 0.13498849728528192, 0.14534731735201442, 0.16814227226902456, 0.2110728788025239]",1,124.32,0.07868,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,21,1.0677543136266971,0.758364312267658,0.989407606197126,0.696969696969697,0.75,411455.95305429865,2.288803815841675,46.8,2026-08-21T10:29:16.966209+00:00,0.08196482675917008,0.1351778095259386,0.1423710453159669,0.16364328738521128,0.20451180724536672,0.145534,"[0.08196482675917008, 0.1351778095259386, 0.1423710453159669, 0.16364328738521128, 0.20451180724536672]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,22,1.0323162490993627,0.7769516728624535,0.7840630610783895,0.7159090909090909,0.75,414863.60944570135,2.3091626167297363,49.2,2026-08-21T10:29:19.300338+00:00,0.08460299495388479,0.1357023321530398,0.13815378353876226,0.1603341637288823,0.20081688463687897,0.143922,"[0.08460299495388479, 0.1357023321530398, 0.13815378353876226, 0.1603341637288823, 0.20081688463687897]",1,138.24,0.08867,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,23,1.0285666006648408,0.7973977695167286,0.6359554014422677,0.75,0.75,401784.14479638013,2.328123092651367,51.5,2026-08-21T10:29:21.654020+00:00,0.0794064924120903,0.1337805837392807,0.1378817312857684,0.15996341845568487,0.20373989203396967,0.142954,"[0.0794064924120903, 0.1337805837392807, 0.1378817312857684, 0.15996341845568487, 0.20373989203396967]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,24,0.9749610962477758,0.8141263940520446,0.9555669192111853,0.6931818181818182,0.75,396267.1254242081,2.3276619911193848,53.8,2026-08-21T10:29:24.007192+00:00,0.07730215437272016,0.13174383517573862,0.14015824829830842,0.1589041457456701,0.20091832735959222,0.141805,"[0.07730215437272016, 0.13174383517573862, 0.14015824829830842, 0.1589041457456701, 0.20091832735959222]",1,115.18,0.07447,97.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,25,0.9706923146230138,0.8011152416356877,0.8217213280273207,0.7310606060606061,0.75,390165.54015837103,2.3267858028411865,56.1,2026-08-21T10:29:26.359148+00:00,0.07627023625023224,0.1299178644138224,0.1362290654112311,0.15897146217963276,0.20439451757599325,0.141157,"[0.07627023625023224, 0.1299178644138224, 0.1362290654112311, 0.15897146217963276, 0.20439451757599325]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,26,1.043466076974975,0.7732342007434945,0.5614307342153607,0.7840909090909091,0.7840909090909091,383598.42449095024,2.3236000537872314,58.5,2026-08-21T10:29:28.708247+00:00,0.07632264100453433,0.12735636094037225,0.13008218565407922,0.15343132439781637,0.19928486031644485,0.137295,"[0.07632264100453433, 0.12735636094037225, 0.13008218565407922, 0.15343132439781637, 0.19928486031644485]",1,128.73,0.08309,90.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,27,0.9220552120953245,0.8513011152416357,0.6394594365900214,0.7803030303030303,0.7840909090909091,382635.99024321267,2.3206913471221924,60.8,2026-08-21T10:29:31.060073+00:00,0.07712346359210856,0.12677404372131124,0.12704936283476212,0.15025947812725515,0.19626198007779963,0.135494,"[0.07712346359210856, 0.12677404372131124, 0.12704936283476212, 0.15025947812725515, 0.19626198007779963]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,28,0.9760921626285992,0.8215613382899628,0.6278847772063632,0.75,0.7840909090909091,375875.5619343891,2.312215805053711,63.1,2026-08-21T10:29:33.398789+00:00,0.07505472837125554,0.12584041935556076,0.12399748143027811,0.15145018346169414,0.19631000038455515,0.134531,"[0.07505472837125554, 0.12584041935556076, 0.12399748143027811, 0.15145018346169414, 0.19631000038455515]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,29,0.9418049385999658,0.8401486988847584,0.5974619533076431,0.7727272727272727,0.7840909090909091,380138.1227375566,2.288917064666748,65.4,2026-08-21T10:29:35.712169+00:00,0.07635468551341225,0.1272901235257878,0.12360410216976614,0.15335416706169352,0.1930204542244182,0.134725,"[0.07635468551341225, 0.1272901235257878, 0.12360410216976614, 0.15335416706169352, 0.1930204542244182]",1,124.97,0.07946,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,30,0.8623086617338613,0.8513011152416357,0.5443825640461661,0.8068181818181818,0.8068181818181818,366966.7795531674,2.273937940597534,67.7,2026-08-21T10:29:38.013984+00:00,0.07180292334626703,0.12467695159070633,0.12196607537129346,0.15305936424171224,0.1944451489869286,0.13319,"[0.07180292334626703, 0.12467695159070633, 0.12196607537129346, 0.15305936424171224, 0.1944451489869286]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,31,0.8827362415072643,0.8531598513011153,0.5911162531737125,0.7651515151515151,0.8068181818181818,361588.23967760184,2.260637044906616,69.9,2026-08-21T10:29:40.306955+00:00,0.07067620622761109,0.12334637256229625,0.12011028826236725,0.148180035107276,0.19340245863970587,0.131143,"[0.07067620622761109, 0.12334637256229625, 0.12011028826236725, 0.148180035107276, 0.19340245863970587]",1,129.87,0.08155,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,32,0.8348783945948661,0.8736059479553904,0.6768327210888718,0.7348484848484849,0.8068181818181818,355591.842760181,2.2569286823272705,72.2,2026-08-21T10:29:42.590508+00:00,0.07012936779681374,0.12087227798560087,0.11672467168639689,0.14455048389294567,0.1927944202633465,0.129014,"[0.07012936779681374, 0.12087227798560087, 0.11672467168639689, 0.14455048389294567, 0.1927944202633465]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,33,0.8824025348216628,0.8921933085501859,0.7496534856882963,0.7916666666666666,0.8068181818181818,350365.6945701358,2.241875648498535,74.4,2026-08-21T10:29:44.857513+00:00,0.07100183801615939,0.11773648156839259,0.11094058567986768,0.1392271448584164,0.18821674935957966,0.125425,"[0.07100183801615939, 0.11773648156839259, 0.11094058567986768, 0.1392271448584164, 0.18821674935957966]",1,135.38,0.08431,97.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,34,0.8986730575561523,0.8605947955390335,0.9063477425864248,0.7386363636363636,0.8068181818181818,347683.7159219457,2.2342755794525146,76.7,2026-08-21T10:29:47.117312+00:00,0.07049125082352582,0.11724257995100583,0.10913251910139532,0.13826518374330857,0.18599778676734252,0.124226,"[0.07049125082352582, 0.11724257995100583, 0.10913251910139532, 0.13826518374330857, 0.18599778676734252]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,35,0.8493233021750326,0.8754646840148699,0.38871528885581275,0.8712121212121212,0.8712121212121212,344977.6281108597,2.232198476791382,78.9,2026-08-21T10:29:49.375801+00:00,0.0710385056102977,0.11463602456976385,0.1073946904610185,0.13662888898568995,0.18653175760717952,0.123246,"[0.0710385056102977, 0.11463602456976385, 0.1073946904610185, 0.13662888898568995, 0.18653175760717952]",1,110.52,0.06853,95.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,36,0.8161009689689126,0.8921933085501859,0.6818364786379265,0.7727272727272727,0.8712121212121212,344363.08371040726,2.2261910438537598,81.1,2026-08-21T10:29:51.634338+00:00,0.07100248994196162,0.11450691214379143,0.10741681780885248,0.13355299830436707,0.18511329415966482,0.122319,"[0.07100248994196162, 0.11450691214379143, 0.10741681780885248, 0.13355299830436707, 0.18511329415966482]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,37,0.8465898098998796,0.8847583643122676,0.7663711110750834,0.7803030303030303,0.8712121212121212,339125.0978506787,2.217196226119995,83.3,2026-08-21T10:29:53.875877+00:00,0.0676366314291954,0.11499485110535342,0.10943650892552208,0.13530729623401866,0.1875408230458989,0.122983,"[0.0676366314291954, 0.11499485110535342, 0.10943650892552208, 0.13530729623401866, 0.1875408230458989]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,38,0.8670961435842691,0.8568773234200744,0.48865658767295606,0.7992424242424242,0.8712121212121212,332237.2468891403,2.219325304031372,85.5,2026-08-21T10:29:56.121689+00:00,0.0669446679599145,0.11186423371819888,0.10534005743615768,0.13527376073248246,0.1872821660602794,0.121341,"[0.0669446679599145, 0.11186423371819888, 0.10534005743615768, 0.13527376073248246, 0.1872821660602794]",1,123.69,0.07625,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,39,0.7900445106747426,0.8977695167286245,0.5317979220188025,0.8333333333333334,0.8712121212121212,321842.1012443439,2.2199747562408447,87.8,2026-08-21T10:29:58.368371+00:00,0.06495351607308668,0.10905924483257182,0.09993437327006284,0.13218987075721517,0.182420774417765,0.117712,"[0.06495351607308668, 0.10905924483257182, 0.09993437327006284, 0.13218987075721517, 0.182420774417765]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,40,0.8154233071440657,0.9014869888475836,0.7312093539671465,0.7689393939393939,0.8712121212121212,321999.80415723985,2.211263418197632,90.0,2026-08-21T10:30:00.607534+00:00,0.0651050551849253,0.10891952891560162,0.09972521575058207,0.13267848859815037,0.1862150343025432,0.118529,"[0.0651050551849253, 0.10891952891560162, 0.09972521575058207, 0.13267848859815037, 0.1862150343025432]",1,127.86,0.07854,97.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,41,0.7652263792030873,0.912639405204461,0.3784238939935511,0.9090909090909091,0.9090909090909091,322066.1490384615,2.2122278213500977,92.2,2026-08-21T10:30:02.845137+00:00,0.06637712568044662,0.10861524632748436,0.09689859607640434,0.1269602968412287,0.18005526504095862,0.115781,"[0.06637712568044662, 0.10861524632748436, 0.09689859607640434, 0.1269602968412287, 0.18005526504095862]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,42,0.7737394334215214,0.9089219330855018,0.6971735304052179,0.8068181818181818,0.9090909090909091,324765.07508484164,2.2156994342803955,94.4,2026-08-21T10:30:05.092105+00:00,0.06717824957826558,0.10888967137126361,0.09806437921874664,0.12770878172972622,0.18263669312000275,0.116896,"[0.06717824957826558, 0.10888967137126361, 0.09806437921874664, 0.12770878172972622, 0.18263669312000275]",1,140.71,0.0866,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,43,0.718806866597952,0.9386617100371747,0.6334226817795725,0.8181818181818182,0.9090909090909091,317523.4104920815,2.2243833541870117,96.6,2026-08-21T10:30:07.341878+00:00,0.06616173027192845,0.10653736968250836,0.09385366474880892,0.12465797978288987,0.17830720105591943,0.113904,"[0.06616173027192845, 0.10653736968250836, 0.09385366474880892, 0.12465797978288987, 0.17830720105591943]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,44,0.7076891321675042,0.9349442379182156,0.5275523066520691,0.8295454545454546,0.9090909090909091,322398.44711538457,2.2111563682556152,98.8,2026-08-21T10:30:09.578646+00:00,0.06765387645539116,0.10806366450646344,0.09414220688974156,0.12472069351112142,0.17659283122595618,0.114235,"[0.06765387645539116, 0.10806366450646344, 0.09414220688974156, 0.12472069351112142, 0.17659283122595618]",1,117.33,0.07207,97.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,45,0.7368762951801258,0.9312267657992565,0.8780154152349993,0.7310606060606061,0.9090909090909091,319667.7198812217,2.211453914642334,101.1,2026-08-21T10:30:11.815585+00:00,0.06748150771155077,0.10658097354804769,0.09308468331308926,0.122858448063626,0.17465001169373007,0.112931,"[0.06748150771155077, 0.10658097354804769, 0.09308468331308926, 0.122858448063626, 0.17465001169373007]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,46,0.7309575634818095,0.9423791821561338,0.47298110434503265,0.8674242424242424,0.9090909090909091,311797.76173642534,2.215195894241333,103.3,2026-08-21T10:30:14.056222+00:00,0.06618515270597794,0.10392318622154348,0.08900349543375127,0.12104904958430458,0.17629481939708486,0.111291,"[0.06618515270597794, 0.10392318622154348, 0.08900349543375127, 0.12104904958430458, 0.17629481939708486]",1,128.61,0.07914,94.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,47,0.7027421465150485,0.949814126394052,0.5969920971176841,0.821969696969697,0.9090909090909091,303425.6607748869,2.219507932662964,105.5,2026-08-21T10:30:16.301864+00:00,0.06368993573329028,0.10266073749345891,0.08625802660689634,0.11847503088852938,0.17156150498810938,0.108529,"[0.06368993573329028, 0.10266073749345891, 0.08625802660689634, 0.11847503088852938, 0.17156150498810938]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,48,0.6951439442687761,0.9553903345724907,0.4080527993765744,0.8901515151515151,0.9090909090909091,302021.3706165158,2.2283899784088135,107.7,2026-08-21T10:30:18.557145+00:00,0.06319610270507195,0.10294175454798866,0.08522008227951386,0.11756721796358333,0.17146125260521383,0.108077,"[0.06319610270507195, 0.10294175454798866, 0.08522008227951386, 0.11756721796358333, 0.17146125260521383]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,49,0.6875757725708547,0.9591078066914498,0.3271312244010694,0.9204545454545454,0.9204545454545454,302868.7504242081,2.232548952102661,110.0,2026-08-21T10:30:20.816803+00:00,0.06337180142016972,0.10294133424758911,0.08592948010739158,0.11828857747947469,0.1729882710120257,0.108704,"[0.06337180142016972, 0.10294133424758911, 0.08592948010739158, 0.11828857747947469, 0.1729882710120257]",1,125.17,0.07762,95.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,50,0.6905906654645076,0.9572490706319703,0.4349006667281642,0.8712121212121212,0.9204545454545454,304803.01555429865,2.2281665802001953,112.2,2026-08-21T10:30:23.076756+00:00,0.06526032922899022,0.10166183157878764,0.08470075533670537,0.11791559484075098,0.17410230023019455,0.108728,"[0.06526032922899022, 0.10166183157878764, 0.08470075533670537, 0.11791559484075098, 0.17410230023019455]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,51,0.6957904627775171,0.9535315985130112,0.3421700271693143,0.9015151515151515,0.9204545454545454,312749.07480203616,2.2373573780059814,114.4,2026-08-21T10:30:25.340817+00:00,0.0684892425642294,0.10328686587950762,0.08441031987176222,0.11519402966779821,0.17143515365965226,0.108563,"[0.0684892425642294, 0.10328686587950762, 0.08441031987176222, 0.11519402966779821, 0.17143515365965226]",1,138.38,0.086,93.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,52,0.6755872348870486,0.9516728624535316,0.4111817835858374,0.8674242424242424,0.9204545454545454,304264.2495757919,2.2353014945983887,116.7,2026-08-21T10:30:27.602697+00:00,0.06590035470092998,0.10127756876104019,0.08346251748940524,0.11193233421620201,0.16849127762457905,0.106213,"[0.06590035470092998, 0.10127756876104019, 0.08346251748940524, 0.11193233421620201, 0.16849127762457905]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,53,0.6856227217996874,0.9442379182156134,0.3763719020467816,0.9053030303030303,0.9204545454545454,301783.9984445701,2.242661476135254,118.9,2026-08-21T10:30:29.869896+00:00,0.06586292429881938,0.10025428060223074,0.08103534009526758,0.1114584422286819,0.1692763978944105,0.105577,"[0.06586292429881938, 0.10025428060223074, 0.08103534009526758, 0.1114584422286819, 0.1692763978944105]",1,115.27,0.07181,98.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,54,0.6611231487922952,0.966542750929368,0.3545625837463321,0.8939393939393939,0.9204545454545454,302446.6951357466,2.248232364654541,121.1,2026-08-21T10:30:32.144572+00:00,0.06563056304174311,0.10002568933893652,0.083082897698178,0.1138995267889079,0.1687336230979246,0.106274,"[0.06563056304174311, 0.10002568933893652, 0.083082897698178, 0.1138995267889079, 0.1687336230979246]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,55,0.6682383426946336,0.9646840148698885,0.34707138845414826,0.9015151515151515,0.9204545454545454,295956.41515837103,2.255279302597046,123.4,2026-08-21T10:30:34.429774+00:00,0.06425873672260958,0.09796500731916989,0.08098709539455526,0.1111989240435993,0.16871807066833272,0.104626,"[0.06425873672260958, 0.09796500731916989, 0.08098709539455526, 0.1111989240435993, 0.16871807066833272]",1,127.49,0.07987,94.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,56,0.6694344477139441,0.9702602230483272,0.4141464319193002,0.8977272727272727,0.9204545454545454,292360.6544117647,2.258471727371216,125.7,2026-08-21T10:30:36.717022+00:00,0.06325910459546481,0.09696883182315265,0.08000646268620211,0.11157453892862096,0.16999254244215348,0.10436,"[0.06325910459546481, 0.09696883182315265, 0.08000646268620211, 0.11157453892862096, 0.16999254244215348]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,57,0.6700896569787348,0.966542750929368,0.6016717255115509,0.8106060606060606,0.9204545454545454,292413.2552319005,2.271986246109009,127.9,2026-08-21T10:30:39.014119+00:00,0.06275257424396627,0.09805657714605331,0.07977149153456968,0.11218971276984495,0.17204831891200123,0.104964,"[0.06275257424396627, 0.09805657714605331, 0.07977149153456968, 0.11218971276984495, 0.17204831891200123]",1,129.93,0.082,95.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,58,0.6522655074924342,0.9684014869888475,0.292010355627898,0.9166666666666666,0.9204545454545454,293230.9974547511,2.2705559730529785,130.2,2026-08-21T10:30:41.311265+00:00,0.0635648093679372,0.09781689109171138,0.0790443455471712,0.11045595126993515,0.1688819475033704,0.103953,"[0.0635648093679372, 0.09781689109171138, 0.0790443455471712, 0.11045595126993515, 0.1688819475033704]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,59,0.6392339297386793,0.966542750929368,0.33023015883835877,0.9128787878787878,0.9204545454545454,291500.63659502263,2.2649106979370117,132.5,2026-08-21T10:30:43.602560+00:00,0.06306216427508522,0.09726331426816828,0.07920843976385453,0.10916247525635887,0.16735565399422364,0.10321,"[0.06306216427508522, 0.09726331426816828, 0.07920843976385453, 0.10916247525635887, 0.16735565399422364]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,60,0.6420182153637968,0.9776951672862454,0.29042566364461725,0.928030303030303,0.928030303030303,291663.85647624434,2.2706007957458496,134.7,2026-08-21T10:30:45.899555+00:00,0.06321834816652186,0.09729541838169098,0.07882063923513188,0.10915480510276906,0.16810675228343291,0.103319,"[0.06321834816652186, 0.09729541838169098, 0.07882063923513188, 0.10915480510276906, 0.16810675228343291]",1,130.42,0.08226,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,61,0.6442578009513231,0.9684014869888475,0.2952594305529739,0.9242424242424242,0.928030303030303,291691.4619626697,2.2752251625061035,137.0,2026-08-21T10:30:48.207384+00:00,0.06350528624127894,0.09704145175569198,0.07847236841917038,0.10829210631987628,0.16654579954988816,0.102771,"[0.06350528624127894, 0.09704145175569198, 0.07847236841917038, 0.10829210631987628, 0.16654579954988816]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,62,0.6172966321161688,0.9851301115241635,0.3359986426252307,0.9015151515151515,0.928030303030303,292494.60675904976,2.2621614933013916,139.3,2026-08-21T10:30:50.495268+00:00,0.06327030500944923,0.09811771836350947,0.07882550183464498,0.10809583830482819,0.16746712607495925,0.103155,"[0.06327030500944923, 0.09811771836350947, 0.07882550183464498, 0.10809583830482819, 0.16746712607495925]",1,129.44,0.08134,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,63,0.6298731295149566,0.9795539033457249,0.43668741326440463,0.8863636363636364,0.928030303030303,286806.26258484164,2.2615935802459717,141.5,2026-08-21T10:30:52.784581+00:00,0.061705825302530735,0.09718609557432287,0.07651867717504501,0.10639038024579778,0.16781764696626103,0.101924,"[0.061705825302530735, 0.09718609557432287, 0.07651867717504501, 0.10639038024579778, 0.16781764696626103]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,64,0.625842208755947,0.983271375464684,0.40933488806088764,0.8863636363636364,0.928030303030303,288491.20545814483,2.258504629135132,143.8,2026-08-21T10:30:55.070024+00:00,0.06212818381540915,0.09689574381884407,0.0783575383179328,0.10749533202718287,0.16717959151548498,0.102411,"[0.06212818381540915, 0.09689574381884407, 0.0783575383179328, 0.10749533202718287, 0.16717959151548498]",1,93.75,0.05882,92.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,65,0.6098559115455939,0.9814126394052045,0.3833653303709897,0.8977272727272727,0.928030303030303,286956.8178733032,2.258741617202759,146.0,2026-08-21T10:30:57.356914+00:00,0.06231609556604834,0.09634367332738988,0.07621366180041257,0.10583151307176142,0.16626979498302236,0.101395,"[0.06231609556604834, 0.09634367332738988, 0.07621366180041257, 0.10583151307176142, 0.16626979498302236]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,66,0.6130825090585588,0.9814126394052045,0.2872054459470691,0.9204545454545454,0.928030303030303,289785.41756221716,2.25666880607605,148.3,2026-08-21T10:30:59.639617+00:00,0.06363792980418485,0.09669919706442777,0.07566189722103231,0.1056617169695742,0.16568795810727513,0.10147,"[0.06363792980418485, 0.09669919706442777, 0.07566189722103231, 0.1056617169695742, 0.16568795810727513]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,67,0.6029090402737869,0.9869888475836431,0.3495927791703831,0.9053030303030303,0.928030303030303,283949.9711538462,2.2468719482421875,150.6,2026-08-21T10:31:01.913178+00:00,0.06172184514648774,0.09526240694172242,0.07514885155593648,0.10524298732771593,0.1673376507618848,0.100943,"[0.06172184514648774, 0.09526240694172242, 0.07514885155593648, 0.10524298732771593, 0.1673376507618848]",1,128.72,0.08034,95.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,68,0.603984602100344,0.9907063197026023,0.3721281452612443,0.9166666666666666,0.928030303030303,281172.69753959274,2.243238687515259,152.8,2026-08-21T10:31:04.183477+00:00,0.06133635999525294,0.09434589831268086,0.07344940874506445,0.1044497945729424,0.16566993822069728,0.09985,"[0.06133635999525294, 0.09434589831268086, 0.07344940874506445, 0.1044497945729424, 0.16566993822069728]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,69,0.5949136359984104,0.9888475836431226,0.3002220184514017,0.9204545454545454,0.928030303030303,283516.7860576923,2.245306968688965,155.0,2026-08-21T10:31:06.453528+00:00,0.06232002289856181,0.09478035525364034,0.07356984299771926,0.10274636263356489,0.16400621217839859,0.099485,"[0.06232002289856181, 0.09478035525364034, 0.07356984299771926, 0.10274636263356489, 0.16400621217839859]",1,134.22,0.08371,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,70,0.587957154640921,0.9944237918215614,0.35312715714628046,0.9053030303030303,0.928030303030303,286632.89819004526,2.2427210807800293,157.3,2026-08-21T10:31:08.721840+00:00,0.06297646638225107,0.09608308269697077,0.07436162540141274,0.10247857781017528,0.16326260479057536,0.099832,"[0.06297646638225107, 0.09608308269697077, 0.07436162540141274, 0.10247857781017528, 0.16326260479057536]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,71,0.5892492701129842,0.9944237918215614,0.40074030648578296,0.8825757575757576,0.928030303030303,285402.6228789593,2.24139142036438,159.5,2026-08-21T10:31:10.988701+00:00,0.06242669023135129,0.09578425656346713,0.07478921904283412,0.10252859487253077,0.1638608224251691,0.099878,"[0.06242669023135129, 0.09578425656346713, 0.07478921904283412, 0.10252859487253077, 0.1638608224251691]",1,128.07,0.07974,95.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,72,0.5932223940870576,0.9888475836431226,0.3406268936215025,0.9318181818181818,0.9318181818181818,283300.83512443444,2.230133056640625,161.8,2026-08-21T10:31:13.246384+00:00,0.06220972844782997,0.09448981372749105,0.07427351483527352,0.10248466537279241,0.1622551968869041,0.099143,"[0.06220972844782997, 0.09448981372749105, 0.07427351483527352, 0.10248466537279241, 0.1622551968869041]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,73,0.5796282965011313,0.9981412639405205,0.3148749922261094,0.9356060606060606,0.9356060606060606,282104.8140554299,2.233520030975342,164.0,2026-08-21T10:31:15.510692+00:00,0.061649099868886614,0.09457127574612112,0.0741376758498304,0.10222562665448469,0.16209679228418014,0.098936,"[0.061649099868886614, 0.09457127574612112, 0.0741376758498304, 0.10222562665448469, 0.16209679228418014]",1,112.85,0.07001,98.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,74,0.5884790119185324,0.9907063197026023,0.33563209257342597,0.9015151515151515,0.9356060606060606,279556.08371040726,2.231635570526123,166.2,2026-08-21T10:31:17.775391+00:00,0.060786123223164505,0.09418986211804782,0.07355877318803002,0.10181679050712024,0.16429997805286856,0.09893,"[0.060786123223164505, 0.09418986211804782, 0.07355877318803002, 0.10181679050712024, 0.16429997805286856]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,75,0.5952747007728066,0.9925650557620818,0.37059149146080017,0.9053030303030303,0.9356060606060606,279458.73175904976,2.2272136211395264,168.4,2026-08-21T10:31:20.028909+00:00,0.06060101573958116,0.09444554325412302,0.07352191911024206,0.10201580384198357,0.1662042886018753,0.099358,"[0.06060101573958116, 0.09444554325412302, 0.07352191911024206, 0.10201580384198357, 0.1662042886018753]",1,129.54,0.08014,96.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,76,0.5764106684901014,0.9962825278810409,0.27880385427763965,0.9393939393939394,0.9393939393939394,282302.9984445701,2.2289252281188965,170.7,2026-08-21T10:31:22.283374+00:00,0.061675606843303234,0.09509053563370425,0.07365060203215655,0.1010893158176366,0.16231768183848438,0.098765,"[0.061675606843303234, 0.09509053563370425, 0.07365060203215655, 0.1010893158176366, 0.16231768183848438]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,77,0.5808336916466185,0.9962825278810409,0.316024896773425,0.9356060606060606,0.9393939393939394,282584.2781391403,2.236095666885376,172.9,2026-08-21T10:31:24.550495+00:00,0.061974416322567887,0.09490751518922694,0.07348569657872706,0.10056512846666224,0.16251799639533548,0.09869,"[0.061974416322567887, 0.09490751518922694, 0.07348569657872706, 0.10056512846666224, 0.16251799639533548]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,78,0.5862221779876482,0.9944237918215614,0.30194264469724713,0.9204545454545454,0.9393939393939394,283060.80330882355,2.2351553440093994,175.1,2026-08-21T10:31:26.812444+00:00,0.06188886327778592,0.09485918108154745,0.07448755818254807,0.1018152942552286,0.16460618990309098,0.099531,"[0.06188886327778592, 0.09485918108154745, 0.07448755818254807, 0.1018152942552286, 0.16460618990309098]",1,127.31,0.07904,97.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,79,0.5854582234829332,0.9944237918215614,0.2777487879449671,0.9393939393939394,0.9393939393939394,280368.79298642534,2.237407922744751,177.4,2026-08-21T10:31:29.075025+00:00,0.06145063196034992,0.0939367207534173,0.07319099412244909,0.10098670335376964,0.16253296242040746,0.09842,"[0.06145063196034992, 0.0939367207534173, 0.07319099412244909, 0.10098670335376964, 0.16253296242040746]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,80,0.5806042148721262,0.9925650557620818,0.3112914562225342,0.9204545454545454,0.9393939393939394,278917.6880656109,2.233611822128296,179.6,2026-08-21T10:31:31.336427+00:00,0.06106266971020138,0.09362984886940788,0.07276792473652784,0.10033394966055365,0.16149950728696935,0.097859,"[0.06106266971020138, 0.09362984886940788, 0.07276792473652784, 0.10033394966055365, 0.16149950728696935]",1,129.81,0.08054,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,81,0.5759682269787699,0.9944237918215614,0.34062109390894574,0.9242424242424242,0.9393939393939394,278851.45531674207,2.2369277477264404,181.9,2026-08-21T10:31:33.599141+00:00,0.0607926236356006,0.09383185032536001,0.07317248819505467,0.10079642779686872,0.16338008379234986,0.098395,"[0.0607926236356006, 0.09383185032536001, 0.07317248819505467, 0.10079642779686872, 0.16338008379234986]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,82,0.5739708332324117,0.9944237918215614,0.2792425589127974,0.9356060606060606,0.9393939393939394,282700.7275169683,2.2422990798950195,184.1,2026-08-21T10:31:35.871571+00:00,0.06194277063888662,0.09453066087820951,0.07435052403632332,0.10145227523411021,0.16350752202903523,0.099157,"[0.06194277063888662, 0.09453066087820951, 0.07435052403632332, 0.10145227523411021, 0.16350752202903523]",1,113.37,0.07061,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,83,0.5708608186377911,0.9981412639405205,0.32102591521812207,0.928030303030303,0.9393939393939394,277733.07466063346,2.232938051223755,186.3,2026-08-21T10:31:38.129927+00:00,0.060913601780638975,0.09341514767969356,0.07168863100164077,0.09972193661858053,0.1613858254516826,0.097425,"[0.060913601780638975, 0.09341514767969356, 0.07168863100164077, 0.09972193661858053, 0.1613858254516826]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,84,0.5771394307728593,0.9962825278810409,0.3106843630472819,0.9356060606060606,0.9393939393939394,281481.8707579185,2.2408716678619385,188.6,2026-08-21T10:31:40.397074+00:00,0.06208615070756744,0.09396472923895892,0.07282418100272908,0.10056122611550723,0.16241361902040594,0.09837,"[0.06208615070756744, 0.09396472923895892, 0.07282418100272908, 0.10056122611550723, 0.16241361902040594]",1,135.39,0.08428,94.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,85,0.5701579741828947,0.9944237918215614,0.30905376894004416,0.9393939393939394,0.9393939393939394,281214.0238970588,2.2487285137176514,190.8,2026-08-21T10:31:42.670599+00:00,0.061759107253130746,0.09412375136333354,0.07327689055134268,0.1006208557416411,0.16310121381984038,0.098576,"[0.061759107253130746, 0.09412375136333354, 0.07327689055134268, 0.1006208557416411, 0.16310121381984038]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,86,0.5714705402523168,1.0,0.3030674457550049,0.928030303030303,0.9393939393939394,280351.33257918555,2.244032859802246,193.1,2026-08-21T10:31:44.942100+00:00,0.06178812836022938,0.0934146002811544,0.07301528532715405,0.10031805143636816,0.1627314467640484,0.098254,"[0.06178812836022938, 0.0934146002811544, 0.07301528532715405, 0.10031805143636816, 0.1627314467640484]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,87,0.5693226955194013,0.9981412639405205,0.31450016074108356,0.9318181818181818,0.9393939393939394,282957.596719457,2.246738910675049,195.3,2026-08-21T10:31:47.214556+00:00,0.06268659058739157,0.09400608083781074,0.0731305256485939,0.10059278589837692,0.16338957758510814,0.098761,"[0.06268659058739157, 0.09400608083781074, 0.0731305256485939, 0.10059278589837692, 0.16338957758510814]",1,136.72,0.08533,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,88,0.5755795792132948,0.9944237918215614,0.2964595226627408,0.9318181818181818,0.9393939393939394,281230.3751414027,2.251654863357544,197.6,2026-08-21T10:31:49.491266+00:00,0.06229323017246583,0.09388846947866328,0.072153780828504,0.09873125132392435,0.16061171801651225,0.097536,"[0.06229323017246583, 0.09388846947866328, 0.072153780828504, 0.09873125132392435, 0.16061171801651225]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,89,0.5665646680668828,1.0,0.30616299175854883,0.9318181818181818,0.9393939393939394,280950.32748868776,2.2456743717193604,199.8,2026-08-21T10:31:51.763461+00:00,0.061823311097481674,0.09412181026795331,0.07297223324284834,0.09902626582804848,0.15971659386859222,0.097532,"[0.061823311097481674, 0.09412181026795331, 0.07297223324284834, 0.09902626582804848, 0.15971659386859222]",1,131.01,0.08172,95.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,90,0.5645577623941641,0.9981412639405205,0.3017361505013524,0.9393939393939394,0.9393939393939394,279544.1187782805,2.24265456199646,202.1,2026-08-21T10:31:54.033056+00:00,0.06146034729831359,0.09387120604515076,0.07221169857417836,0.09903006343280568,0.1616901036571054,0.097653,"[0.06146034729831359, 0.09387120604515076, 0.07221169857417836, 0.09903006343280568, 0.1616901036571054]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,91,0.5708205815141529,0.9962825278810409,0.3185163386391871,0.928030303030303,0.9393939393939394,278827.7507070136,2.249654531478882,204.3,2026-08-21T10:31:56.319167+00:00,0.06112457570784232,0.09365944651996388,0.07255761413013234,0.09922015184865278,0.16211791950113633,0.097736,"[0.06112457570784232, 0.09365944651996388, 0.07255761413013234, 0.09922015184865278, 0.16211791950113633]",1,116.33,0.0727,96.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,92,0.5674453543907648,1.0,0.31505421639391873,0.9242424242424242,0.9393939393939394,278901.6531391403,2.252007007598877,206.6,2026-08-21T10:31:58.597850+00:00,0.061306854381280786,0.09342030085184995,0.07245079077341977,0.09931186236002866,0.1604859197840971,0.097395,"[0.061306854381280786, 0.09342030085184995, 0.07245079077341977, 0.09931186236002866, 0.1604859197840971]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,93,0.5674246704711347,0.9962825278810409,0.3084458207542246,0.9318181818181818,0.9393939393939394,279862.17647058825,2.257361650466919,208.8,2026-08-21T10:32:00.880929+00:00,0.061449086184010786,0.09379463774316452,0.07286830772371854,0.09961037293953054,0.16187536716461182,0.09792,"[0.061449086184010786, 0.09379463774316452, 0.07286830772371854, 0.09961037293953054, 0.16187536716461182]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,94,0.5685204345054343,0.9981412639405205,0.3016021233616453,0.9318181818181818,0.9393939393939394,278928.19909502263,2.255622386932373,211.1,2026-08-21T10:32:03.164484+00:00,0.061203529729562646,0.09372981681543238,0.07229202284532435,0.0992364410091849,0.16193650575245128,0.09768,"[0.061203529729562646, 0.09372981681543238, 0.07229202284532435, 0.0992364410091849, 0.16193650575245128]",1,132.43,0.08298,91.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,95,0.5663879527035256,0.9981412639405205,0.30113715701030963,0.9242424242424242,0.9393939393939394,278459.82480203616,2.2511584758758545,213.3,2026-08-21T10:32:05.441520+00:00,0.06137883794658324,0.09319660067558289,0.07187131660826065,0.09884365341242622,0.16126574049977696,0.097311,"[0.06137883794658324, 0.09319660067558289, 0.07187131660826065, 0.09884365341242622, 0.16126574049977696]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,96,0.5688899059721085,0.9962825278810409,0.31194703597010986,0.9318181818181818,0.9393939393939394,280246.6928733032,2.2467074394226074,215.6,2026-08-21T10:32:07.714119+00:00,0.06188371909015319,0.09354137453962774,0.07239657377495486,0.09952625106362735,0.16149320672540105,0.097768,"[0.06188371909015319, 0.09354137453962774, 0.07239657377495486, 0.09952625106362735, 0.16149320672540105]",1,126.0,0.07863,95.5,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,97,0.568128044720476,0.9962825278810409,0.2960819583950621,0.9318181818181818,0.9393939393939394,279836.23840497737,2.2397658824920654,217.8,2026-08-21T10:32:09.979974+00:00,0.06149756842676331,0.09391732689212351,0.07255920855438008,0.09890111360479803,0.16169509203994975,0.097714,"[0.06149756842676331, 0.09391732689212351, 0.07255920855438008, 0.09890111360479803, 0.16169509203994975]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,98,0.5722287210833185,0.9981412639405205,0.2966239818117835,0.9318181818181818,0.9393939393939394,279847.48911199096,2.249818801879883,220.1,2026-08-21T10:32:12.255060+00:00,0.061460631735184616,0.09393563033903346,0.072593633304624,0.09933821462533053,0.16098407436819637,0.097662,"[0.061460631735184616, 0.09393563033903346, 0.072593633304624, 0.09933821462533053, 0.16098407436819637]",1,130.63,0.08164,96.0,6630.0
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,99,0.5683379838014624,0.9962825278810409,0.2953587242148139,0.928030303030303,0.9393939393939394,280300.9654977375,2.2495839595794678,222.3,2026-08-21T10:32:14.529853+00:00,0.06166926946710138,0.09389299680204953,0.07275500236188664,0.09916920828468659,0.16077416258699753,0.097652,"[0.06166926946710138, 0.09389299680204953, 0.07275500236188664, 0.09916920828468659, 0.16077416258699753]",,,,,
+opt4_ubits4_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,4,1,--u-bits 4 --po2-beta --assert-multiplierless,"power-of-two decay -> shift-only, no multiplier",2,False,32,16,100,100,0.5724566889075099,0.9925650557620818,0.3020195358178832,0.9318181818181818,0.9393939393939394,279614.8994626697,2.2441794872283936,224.5,2026-08-21T10:32:16.805009+00:00,0.061654273639707005,0.09367319634732078,0.0720758937737521,0.09866921735160492,0.16049223699990442,0.097313,"[0.061654273639707005, 0.09367319634732078, 0.0720758937737521, 0.09866921735160492, 0.16049223699990442]",1,129.63,0.08081,95.5,6630.0

opt4_mint_membrane_quant/opt4_ubits4_po2.epochs.jsonl

@@ -0,0 +1,100 @@
+{"epoch": 1, "train_loss": 2.451893444841236, "train_acc": 0.43866171003717475, "test_loss": 2.872299642273874, "test_acc": 0.2840909090909091, "best_acc": 0.2840909090909091, "spike_rates": [0.1032485265065642, 0.14861507100217483, 0.173229620737188, 0.20316809941740596, 0.2161300804685144], "spikes_per_sample": 491622.70107466064, "wall_time_s": 2.6463520526885986, "timestamp": "2026-08-21T10:28:32.171349+00:00"}
+{"epoch": 2, "train_loss": 1.6793655037436788, "train_acc": 0.5483271375464684, "test_loss": 1.7518284645947544, "test_acc": 0.48863636363636365, "best_acc": 0.48863636363636365, "spike_rates": [0.0992827783612644, 0.15352002838078668, 0.18193641918547013, 0.2182852880043142, 0.23931648363085353], "spikes_per_sample": 495191.6183540723, "wall_time_s": 2.149749755859375, "timestamp": "2026-08-21T10:28:34.352197+00:00"}
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opt4_mint_membrane_quant/opt4_ubits4_po2.summary.json

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+{
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+    "--num-bins",
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+    "--u-bits",
+    "4",
+    "--po2-beta",
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+}

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